LogViewer
185  pp2512  20250929   6869.00  ...   6862.00     6869.00       PP
186  pp2601  20250929   6899.00  ...   6899.00     6900.00       PP
187  pp2602  20250929   6892.00  ...   6888.00     6889.00       PP
188  pp2603  20250929   6884.00  ...   6890.00     6890.00       PP
189  pp2604  20250929   6917.00  ...   6932.00     6917.00       PP
190  pp2605  20250929   6942.00  ...   6940.00     6944.00       PP
191  pp2606  20250929   6908.00  ...   6908.00     6921.00       PP
192  pp2607  20250929   6865.00  ...   6873.00     6893.00       PP
193  pp2608  20250929   6874.00  ...   6884.00     6900.00       PP
194  pp2609  20250929   6906.00  ...   6915.00     6924.00       PP
195  rr2510  20250929   3623.00  ...   3619.00     3623.00       RR
196  rr2511  20250929   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250929   3617.00  ...   3610.00     3614.00       RR
198  rr2601  20250929   3621.00  ...   3619.00     3620.00       RR
199  rr2602  20250929   3608.00  ...   3609.00     3606.00       RR
200  rr2603  20250929   3616.00  ...   3613.00     3614.00       RR
201  rr2604  20250929   3621.00  ...   3616.00     3616.00       RR
202  rr2605  20250929   3618.00  ...   3615.00     3618.00       RR
203  rr2606  20250929      0.00  ...   3600.00     3600.00       RR
204  rr2607  20250929      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250929      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250929      0.00  ...   3623.00     3614.00       RR
207   v2510  20250929   4788.00  ...   4780.00     4788.00        V
208   v2511  20250929   4812.00  ...   4808.00     4817.00        V
209   v2512  20250929   4848.00  ...   4850.00     4858.00        V
210   v2601  20250929   4894.00  ...   4895.00     4902.00        V
211   v2602  20250929   4932.00  ...   4934.00     4941.00        V
212   v2603  20250929   4959.00  ...   4964.00     4971.00        V
213   v2604  20250929   5158.00  ...   5165.00     5174.00        V
214   v2605  20250929   5192.00  ...   5202.00     5205.00        V
215   v2606  20250929   5220.00  ...   5239.00     5248.00        V
216   v2607  20250929   5263.00  ...   5263.00     5277.00        V
217   v2608  20250929   5296.00  ...   5296.00     5302.00        V
218   v2609  20250929   5336.00  ...   5331.00     5341.00        V
219   y2511  20250929   8160.00  ...   8166.00     8202.00        Y
220   y2512  20250929   8202.00  ...   8210.00     8248.00        Y
221   y2601  20250929   8150.00  ...   8154.00     8192.00        Y
222   y2603  20250929   8112.00  ...   8114.00     8140.00        Y
223   y2605  20250929   7932.00  ...   7932.00     7946.00        Y
224   y2607  20250929   7888.00  ...   7882.00     7908.00        Y
225   y2608  20250929   7884.00  ...   7878.00     7896.00        Y
226   y2609  20250929   7850.00  ...   7858.00     7876.00        Y

[227 rows x 12 columns]
2025-10-09 18:26:28,007 - future_1d - INFO - ak.get_dce_daily('2025-09-29') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250929   8656.0   8699.0  ...    27982.84   8647.0      8628.0       AP
1    AP511  20250929   8401.0   8523.0  ...    42297.98   8444.0      8440.0       AP
2    AP512  20250929   8411.0   8530.0  ...     5029.49   8453.0      8373.0       AP
3    AP601  20250929   8437.0   8619.0  ...  1159018.15   8513.0      8384.0       AP
4    AP603  20250929   8286.0   8419.0  ...     3448.32   8349.0      8251.0       AP
5    AP604  20250929   8362.0   8388.0  ...      783.85   8339.0      8259.0       AP
6    AP605  20250929   8310.0   8433.0  ...    20768.51   8371.0      8269.0       AP
7    CF511  20250929  13405.0  13430.0  ...   281544.73  13345.0     13500.0       CF
8    CF601  20250929  13390.0  13425.0  ...  1640207.09  13365.0     13460.0       CF
9    CF603  20250929  13380.0  13400.0  ...     3818.94  13355.0     13425.0       CF
10   CF605  20250929  13400.0  13425.0  ...   217717.18  13370.0     13460.0       CF
11   CF607  20250929  13425.0  13450.0  ...     2231.37  13400.0     13475.0       CF
12   CF609  20250929  13580.0  13585.0  ...     2545.98  13540.0     13635.0       CF
13   CJ512  20250929  11180.0  11180.0  ...    10855.29  10910.0     11115.0       CJ
14   CJ601  20250929  11270.0  11270.0  ...  1617835.48  10955.0     11175.0       CJ
15   CJ603  20250929  11220.0  11280.0  ...    24991.00  10945.0     11155.0       CJ
16   CJ605  20250929  11330.0  11330.0  ...   255484.38  11020.0     11205.0       CJ
17   CJ607  20250929  11390.0  11400.0  ...     4382.50  11110.0     11325.0       CJ
18   CJ609  20250929  11490.0  11500.0  ...     2175.80  11245.0     11415.0       CJ
19   CY510  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250929  19610.0  19615.0  ...   116020.41  19530.0     19745.0       CY
21   CY512  20250929      0.0      0.0  ...        0.00  19415.0     19515.0       CY
22   CY601  20250929  19545.0  19550.0  ...     6007.06  19505.0     19645.0       CY
23   CY602  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
24   CY603  20250929      0.0      0.0  ...        0.00  19775.0     19830.0       CY
25   CY604  20250929      0.0      0.0  ...        0.00  19545.0     19545.0       CY
26   CY605  20250929  19575.0  19575.0  ...        9.79  19575.0     19695.0       CY
27   CY606  20250929      0.0      0.0  ...        0.00  19555.0     19555.0       CY
28   CY607  20250929      0.0      0.0  ...        0.00  19915.0     19965.0       CY
29   CY608  20250929      0.0      0.0  ...        0.00  19735.0     19735.0       CY
30   CY609  20250929      0.0      0.0  ...        0.00  19885.0     19965.0       CY
31   FG510  20250929   1130.0   1130.0  ...     9258.22   1117.0      1135.0       FG
32   FG511  20250929   1128.0   1132.0  ...   284860.98   1112.0      1140.0       FG
33   FG512  20250929   1252.0   1255.0  ...   140604.75   1230.0      1259.0       FG
34   FG601  20250929   1251.0   1253.0  ...  5591696.92   1229.0      1257.0       FG
35   FG602  20250929   1304.0   1306.0  ...    45248.10   1285.0      1310.0       FG
36   FG603  20250929   1298.0   1307.0  ...     2811.19   1287.0      1314.0       FG
37   FG604  20250929   1359.0   1373.0  ...     1180.58   1348.0      1381.0       FG
38   FG605  20250929   1369.0   1371.0  ...   184698.54   1347.0      1376.0       FG
39   FG606  20250929   1397.0   1398.0  ...     1975.64   1378.0      1403.0       FG
40   FG607  20250929   1390.0   1394.0  ...     2603.30   1372.0      1398.0       FG
41   FG608  20250929   1425.0   1432.0  ...     1279.09   1418.0      1438.0       FG
42   FG609  20250929   1430.0   1434.0  ...     6085.10   1420.0      1440.0       FG
43   JR511  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250929   2258.0   2275.0  ...     3233.71   2261.0      2258.0       MA
52   MA511  20250929   2293.0   2308.0  ...   106475.80   2298.0      2297.0       MA
53   MA512  20250929   2334.0   2345.0  ...    61133.99   2335.0      2330.0       MA
54   MA601  20250929   2360.0   2367.0  ...  1003865.58   2356.0      2352.0       MA
55   MA602  20250929   2383.0   2391.0  ...    33316.36   2383.0      2373.0       MA
56   MA603  20250929   2395.0   2404.0  ...      508.05   2396.0      2394.0       MA
57   MA604  20250929   2398.0   2398.0  ...      114.80   2392.0      2394.0       MA
58   MA605  20250929   2391.0   2394.0  ...    47339.35   2386.0      2385.0       MA
59   MA606  20250929      0.0      0.0  ...        0.00   2396.0      2392.0       MA
60   MA607  20250929   2363.0   2376.0  ...       23.66   2366.0      2368.0       MA
61   MA608  20250929      0.0      0.0  ...        0.00   2373.0      2373.0       MA
62   MA609  20250929   2340.0   2352.0  ...      398.94   2347.0      2344.0       MA
63   OI511  20250929  10338.0  10345.0  ...   482929.50  10288.0     10320.0       OI
64   OI601  20250929  10174.0  10177.0  ...  2347037.86  10128.0     10146.0       OI
65   OI603  20250929   9921.0   9929.0  ...     8380.04   9870.0      9912.0       OI
66   OI605  20250929   9664.0   9664.0  ...    69872.79   9615.0      9632.0       OI
67   OI607  20250929   9580.0   9593.0  ...      726.14   9555.0      9580.0       OI
68   OI609  20250929   9535.0   9547.0  ...      730.81   9491.0      9538.0       OI
69   PF510  20250929   6332.0   6362.0  ...     2031.03   6318.0      6350.0       PF
70   PF511  20250929   6324.0   6356.0  ...   586976.78   6326.0      6344.0       PF
71   PF512  20250929   6288.0   6320.0  ...   346631.01   6294.0      6310.0       PF
72   PF601  20250929   6340.0   6366.0  ...    30760.71   6340.0      6356.0       PF
73   PF602  20250929   6336.0   6368.0  ...    91057.47   6340.0      6354.0       PF
74   PF603  20250929   6352.0   6366.0  ...      117.52   6352.0      6370.0       PF
75   PF604  20250929   6398.0   6442.0  ...       73.85   6422.0      6414.0       PF
76   PF605  20250929   6420.0   6452.0  ...      131.79   6430.0      6440.0       PF
77   PF606  20250929   6424.0   6424.0  ...        6.42   6424.0      6436.0       PF
78   PF607  20250929   6410.0   6446.0  ...        9.65   6432.0      6454.0       PF
79   PF608  20250929   6472.0   6472.0  ...        6.45   6448.0      6472.0       PF
80   PF609  20250929      0.0      0.0  ...        0.00   6498.0      6504.0       PF
81   PK510  20250929   7784.0   7820.0  ...     6758.86   7800.0      7784.0       PK
82   PK511  20250929   7802.0   7868.0  ...   358713.17   7834.0      7784.0       PK
83   PK512  20250929   7776.0   7870.0  ...   119217.42   7826.0      7770.0       PK
84   PK601  20250929   7800.0   7848.0  ...    95841.03   7820.0      7768.0       PK
85   PK603  20250929   7830.0   7862.0  ...      404.03   7846.0      7804.0       PK
86   PK604  20250929   7836.0   7864.0  ...      204.01   7846.0      7820.0       PK
87   PK605  20250929   7840.0   7866.0  ...     5166.75   7846.0      7826.0       PK
88   PL601  20250929   6376.0   6406.0  ...    41908.30   6375.0      6376.0       PL
89   PL602  20250929   6402.0   6413.0  ...      256.11   6403.0      6399.0       PL
90   PL603  20250929   6411.0   6436.0  ...       25.69   6424.0      6402.0       PL
91   PL604  20250929   6419.0   6442.0  ...       38.55   6425.0      6407.0       PL
92   PL605  20250929   6373.0   6386.0  ...      165.65   6371.0      6350.0       PL
93   PL606  20250929   6440.0   6440.0  ...       25.72   6430.0      6428.0       PL
94   PL607  20250929      0.0      0.0  ...        0.00   6399.0      6399.0       PL
95   PL608  20250929   6440.0   6440.0  ...       12.88   6440.0      6499.0       PL
96   PL609  20250929      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250929   5854.0   5854.0  ...      498.23   5828.0      5848.0       PR
104  PR511  20250929   5810.0   5822.0  ...   370379.70   5798.0      5818.0       PR
105  PR512  20250929   5804.0   5826.0  ...   448589.44   5802.0      5818.0       PR
106  PR601  20250929   5806.0   5826.0  ...   197224.95   5802.0      5808.0       PR
107  PR602  20250929   5816.0   5870.0  ...      621.77   5838.0      5844.0       PR
108  PR603  20250929   5810.0   5886.0  ...      764.43   5858.0      5832.0       PR
109  PR604  20250929   5830.0   5916.0  ...      538.82   5890.0      5854.0       PR
110  PR605  20250929   5836.0   5938.0  ...      620.03   5906.0      5864.0       PR
111  PR606  20250929   5916.0   5952.0  ...       71.27   5940.0      5902.0       PR
112  PR607  20250929   5926.0   5954.0  ...      124.75   5940.0      5902.0       PR
113  PR608  20250929   5922.0   5922.0  ...       53.25   5918.0      5914.0       PR
114  PR609  20250929   5940.0   5940.0  ...       62.03   5908.0      5918.0       PR
115  PX510  20250929   6674.0   6682.0  ...      387.90   6632.0      6668.0       PX
116  PX511  20250929   6666.0   6700.0  ...   597824.37   6664.0      6664.0       PX
117  PX512  20250929   6654.0   6682.0  ...   235327.92   6650.0      6648.0       PX
118  PX601  20250929   6652.0   6672.0  ...   145505.81   6640.0      6646.0       PX
119  PX602  20250929   6652.0   6678.0  ...     9133.01   6648.0      6660.0       PX
120  PX603  20250929   6634.0   6664.0  ...       53.06   6634.0      6630.0       PX
121  PX604  20250929   6616.0   6622.0  ...        6.62   6620.0      6658.0       PX
122  PX605  20250929   6658.0   6700.0  ...      617.00   6670.0      6686.0       PX
123  PX606  20250929   6656.0   6656.0  ...        3.33   6656.0      6682.0       PX
124  PX607  20250929   6632.0   6690.0  ...       23.26   6646.0      6670.0       PX
125  PX608  20250929      0.0      0.0  ...        0.00   6686.0      6686.0       PX
126  PX609  20250929   6730.0   6730.0  ...        6.71   6714.0      6690.0       PX
127  RI511  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250929   2467.0   2487.0  ...     8227.56   2472.0      2474.0       RM
134  RM601  20250929   2411.0   2430.0  ...   522729.44   2413.0      2429.0       RM
135  RM603  20250929   2343.0   2346.0  ...     5931.30   2338.0      2346.0       RM
136  RM605  20250929   2330.0   2336.0  ...   101374.11   2328.0      2334.0       RM
137  RM607  20250929   2321.0   2328.0  ...     9704.08   2319.0      2322.0       RM
138  RM608  20250929   2421.0   2427.0  ...      420.85   2419.0      2423.0       RM
139  RM609  20250929   2410.0   2415.0  ...     2280.62   2408.0      2414.0       RM
140  RS511  20250929   5429.0   5429.0  ...      297.83   5318.0      5368.0       RS
141  RS607  20250929   5580.0   5588.0  ...      150.33   5568.0      5571.0       RS
142  RS608  20250929   5543.0   5589.0  ...      122.44   5565.0      5558.0       RS
143  RS609  20250929   5543.0   5583.0  ...       77.86   5561.0      5559.0       RS
144  SA510  20250929   1207.0   1207.0  ...    14570.42   1201.0      1212.0       SA
145  SA511  20250929   1215.0   1219.0  ...   398360.49   1209.0      1224.0       SA
146  SA512  20250929   1278.0   1283.0  ...   258006.82   1272.0      1287.0       SA
147  SA601  20250929   1291.0   1295.0  ...  2455419.25   1284.0      1301.0       SA
148  SA602  20250929   1322.0   1325.0  ...   185719.65   1311.0      1331.0       SA
149  SA603  20250929   1330.0   1333.0  ...     3842.56   1322.0      1339.0       SA
150  SA604  20250929   1371.0   1379.0  ...     1088.96   1365.0      1386.0       SA
151  SA605  20250929   1383.0   1387.0  ...   153744.58   1373.0      1392.0       SA
152  SA606  20250929   1393.0   1401.0  ...      877.84   1389.0      1405.0       SA
153  SA607  20250929   1395.0   1403.0  ...     1861.12   1391.0      1408.0       SA
154  SA608  20250929   1424.0   1436.0  ...      916.92   1428.0      1440.0       SA
155  SA609  20250929   1438.0   1443.0  ...     5361.06   1434.0      1446.0       SA
156  SF510  20250929   5454.0   5478.0  ...     4879.87   5402.0      5480.0       SF
157  SF511  20250929   5620.0   5678.0  ...   957047.42   5590.0      5680.0       SF
158  SF512  20250929   5620.0   5654.0  ...   204478.47   5574.0      5658.0       SF
159  SF601  20250929   5600.0   5638.0  ...   380717.72   5558.0      5644.0       SF
160  SF602  20250929   5550.0   5594.0  ...    47522.51   5524.0      5602.0       SF
161  SF603  20250929   5706.0   5766.0  ...     1214.64   5704.0      5768.0       SF
162  SF604  20250929   5702.0   5740.0  ...       11.42   5708.0      5754.0       SF
163  SF605  20250929   5714.0   5742.0  ...     6198.94   5684.0      5768.0       SF
164  SF606  20250929   5668.0   5704.0  ...      138.26   5644.0      5738.0       SF
165  SF607  20250929   5840.0   5852.0  ...       69.61   5802.0      5872.0       SF
166  SF608  20250929   5784.0   5804.0  ...       11.55   5774.0      5884.0       SF
167  SF609  20250929   5758.0   5828.0  ...       71.99   5760.0      5844.0       SF
168  SH510  20250929   2455.0   2466.0  ...     6784.34   2453.0      2455.0       SH
169  SH511  20250929   2489.0   2496.0  ...   597883.78   2479.0      2482.0       SH
170  SH512  20250929   2530.0   2539.0  ...   344078.99   2519.0      2530.0       SH
171  SH601  20250929   2530.0   2536.0  ...  2488833.56   2513.0      2530.0       SH
172  SH602  20250929   2557.0   2562.0  ...    51761.54   2539.0      2559.0       SH
173  SH603  20250929   2570.0   2580.0  ...     2504.88   2553.0      2575.0       SH
174  SH604  20250929   2608.0   2621.0  ...      358.38   2597.0      2617.0       SH
175  SH605  20250929   2620.0   2629.0  ...    21517.02   2604.0      2623.0       SH
176  SH606  20250929   2629.0   2629.0  ...      242.68   2609.0      2638.0       SH
177  SH607  20250929   2626.0   2632.0  ...      320.31   2604.0      2629.0       SH
178  SH608  20250929   2642.0   2642.0  ...      102.47   2627.0      2645.0       SH
179  SH609  20250929   2656.0   2660.0  ...      531.46   2644.0      2659.0       SH
180  SM510  20250929   5738.0   5748.0  ...     3373.43   5684.0      5752.0       SM
181  SM511  20250929   5818.0   5852.0  ...   398459.35   5786.0      5846.0       SM
182  SM512  20250929   5818.0   5858.0  ...   135876.45   5802.0      5852.0       SM
183  SM601  20250929   5834.0   5868.0  ...   831719.66   5802.0      5866.0       SM
184  SM602  20250929   5836.0   5878.0  ...   243624.84   5812.0      5872.0       SM
185  SM603  20250929   5894.0   5894.0  ...     1247.78   5832.0      5904.0       SM
186  SM604  20250929   5868.0   5882.0  ...        8.81   5874.0      5910.0       SM
187  SM605  20250929   5872.0   5900.0  ...    21467.30   5838.0      5900.0       SM
188  SM606  20250929   5860.0   5900.0  ...       73.00   5840.0      5896.0       SM
189  SM607  20250929   5870.0   5912.0  ...       41.05   5864.0      5918.0       SM
190  SM608  20250929   5914.0   5928.0  ...       17.64   5880.0      5936.0       SM
191  SM609  20250929   5868.0   5928.0  ...      930.02   5868.0      5940.0       SM
192  SR511  20250929   5519.0   5530.0  ...   138166.21   5519.0      5520.0       SR
193  SR601  20250929   5485.0   5505.0  ...   789921.09   5489.0      5491.0       SR
194  SR603  20250929   5467.0   5483.0  ...     1713.04   5473.0      5473.0       SR
195  SR605  20250929   5447.0   5463.0  ...    62060.93   5448.0      5452.0       SR
196  SR607  20250929   5451.0   5460.0  ...     4259.43   5447.0      5451.0       SR
197  SR609  20250929   5454.0   5468.0  ...     5573.82   5449.0      5457.0       SR
198  TA510  20250929   4612.0   4632.0  ...     8162.28   4606.0      4626.0       TA
199  TA511  20250929   4620.0   4652.0  ...   273494.08   4626.0      4640.0       TA
200  TA512  20250929   4638.0   4660.0  ...   142326.03   4638.0      4650.0       TA
201  TA601  20250929   4650.0   4672.0  ...  1350166.41   4650.0      4664.0       TA
202  TA602  20250929   4668.0   4684.0  ...    23176.32   4664.0      4674.0       TA
203  TA603  20250929   4680.0   4692.0  ...      451.18   4676.0      4690.0       TA
204  TA604  20250929   4672.0   4672.0  ...        9.32   4662.0      4698.0       TA
205  TA605  20250929   4692.0   4718.0  ...    47510.47   4694.0      4706.0       TA
206  TA606  20250929   4702.0   4702.0  ...        7.04   4696.0      4706.0       TA
207  TA607  20250929   4710.0   4710.0  ...        9.41   4704.0      4718.0       TA
208  TA608  20250929   4712.0   4732.0  ...        9.43   4718.0      4736.0       TA
209  TA609  20250929   4732.0   4756.0  ...      274.84   4740.0      4742.0       TA
210  UR510  20250929   1546.0   1552.0  ...     2939.37   1541.0      1549.0       UR
211  UR511  20250929   1640.0   1642.0  ...    77585.41   1632.0      1649.0       UR
212  UR512  20250929   1645.0   1655.0  ...    24157.22   1646.0      1661.0       UR
213  UR601  20250929   1666.0   1668.0  ...   563687.81   1657.0      1673.0       UR
214  UR602  20250929   1670.0   1675.0  ...      582.02   1663.0      1680.0       UR
215  UR603  20250929   1712.0   1715.0  ...      167.55   1710.0      1725.0       UR
216  UR604  20250929   1716.0   1718.0  ...      211.73   1708.0      1725.0       UR
217  UR605  20250929   1717.0   1718.0  ...    27474.81   1708.0      1725.0       UR
218  UR606  20250929   1720.0   1720.0  ...      666.53   1709.0      1724.0       UR
219  UR607  20250929   1750.0   1750.0  ...      149.94   1743.0      1758.0       UR
220  UR608  20250929   1739.0   1741.0  ...      135.48   1737.0      1745.0       UR
221  UR609  20250929   1735.0   1738.0  ...      550.11   1730.0      1743.0       UR
222  WH511  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-09 18:26:28,359 - future_1d - INFO - ak.get_czce_daily('2025-09-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250929  7224.000  ...  7328.200    7219.600       IC
1   IC2511  20250929  7146.000  ...  7261.200    7151.800       IC
2   IC2512  20250929  7083.800  ...  7210.600    7097.600       IC
3   IC2603  20250929  6926.600  ...  7033.600    6922.000       IC
4   IF2510  20250929  4543.200  ...  4626.200    4555.800       IF
5   IF2511  20250929  4536.600  ...  4614.400    4541.800       IF
6   IF2512  20250929  4530.000  ...  4608.800    4535.200       IF
7   IF2603  20250929  4509.800  ...  4584.000    4509.800       IF
8   IH2510  20250929  2945.000  ...  2985.400    2950.200       IH
9   IH2511  20250929  2944.000  ...  2984.000    2948.000       IH
10  IH2512  20250929  2944.200  ...  2985.400    2949.800       IH
11  IH2603  20250929  2939.600  ...  2985.800    2947.400       IH
12  IM2510  20250929  7372.000  ...  7469.600    7360.800       IM
13  IM2511  20250929  7284.000  ...  7387.800    7272.800       IM
14  IM2512  20250929  7205.000  ...  7316.800    7193.400       IM
15  IM2603  20250929  6988.000  ...  7096.600    6974.400       IM
16   T2512  20250929   107.705  ...   107.660     107.670        T
17   T2603  20250929   107.400  ...   107.340     107.325        T
18   T2606  20250929   107.325  ...   107.260     107.235        T
19  TF2512  20250929   105.575  ...   105.510     105.530       TF
20  TF2603  20250929   105.425  ...   105.395     105.410       TF
21  TF2606  20250929   105.430  ...   105.405     105.400       TF
22  TL2512  20250929   114.350  ...   113.790     114.260       TL
23  TL2603  20250929   114.010  ...   113.440     113.920       TL
24  TL2606  20250929   114.040  ...   113.480     113.910       TL
25  TS2512  20250929   102.350  ...   102.332     102.344       TS
26  TS2603  20250929   102.262  ...   102.244     102.258       TS
27  TS2606  20250929   102.292  ...   102.276     102.262       TS

[28 rows x 12 columns]
2025-10-09 18:26:28,756 - future_1d - INFO - ak.get_cffex_daily('2025-09-29') done
2025-10-09 18:26:30,534 - future_1d - INFO - save future_daily 2025-09-29 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250930  ...   83220      82180      CU
1        1      CU2511  20250930  ...   83260      82070      CU
2        2      CU2512  20250930  ...   83250      82100      CU
3        3      CU2601  20250930  ...   83220      82020      CU
4        4      CU2602  20250930  ...   83200      82030      CU
5        5      CU2603  20250930  ...   83150      81970      CU
6        6      CU2604  20250930  ...   83070      81960      CU
7        7      CU2605  20250930  ...   83010      82020      CU
8        8      CU2606  20250930  ...   82870      81880      CU
9        9      CU2607  20250930  ...   82910      81790      CU
10      10      CU2608  20250930  ...   82750      81840      CU
11      11      CU2609  20250930  ...   82840      81780      CU
12      12      BC2510  20250930  ...   73830      72820      BC
13      13      BC2511  20250930  ...   74070      73040      BC
14      14      BC2512  20250930  ...   74340      73080      BC
15      15      BC2601  20250930  ...   73700      73160      BC
16      16      BC2602  20250930  ...   73700      73080      BC
17      17      BC2603  20250930  ...   74550      73290      BC
18      18      BC2604  20250930  ...   73400      73000      BC
19      19      BC2605  20250930  ...   72900      72900      BC
20      20      BC2606  20250930  ...   72960      72960      BC
21      21      BC2607  20250930  ...   72900      72900      BC
22      22      BC2608  20250930  ...   73280      73000      BC
23      23      BC2609  20250930  ...   73400      73000      BC
24      24      AL2510  20250930  ...   20745      20695      AL
25      25      AL2511  20250930  ...   20755      20705      AL
26      26      AL2512  20250930  ...   20755      20710      AL
27      27      AL2601  20250930  ...   20760      20715      AL
28      28      AL2602  20250930  ...   20755      20710      AL
29      29      AL2603  20250930  ...   20775      20740      AL
30      30      AL2604  20250930  ...   20820      20780      AL
31      31      AL2605  20250930  ...   20830      20785      AL
32      32      AL2606  20250930  ...   20840      20785      AL
33      33      AL2607  20250930  ...   20825      20775      AL
34      34      AL2608  20250930  ...   20825      20790      AL
35      35      AL2609  20250930  ...   20810      20800      AL
36      36      ZN2510  20250930  ...   21870      21705      ZN
37      37      ZN2511  20250930  ...   21935      21755      ZN
38      38      ZN2512  20250930  ...   21950      21770      ZN
39      39      ZN2601  20250930  ...   21985      21800      ZN
40      40      ZN2602  20250930  ...   22010      21830      ZN
41      41      ZN2603  20250930  ...   22020      21845      ZN
42      42      ZN2604  20250930  ...   22055      21890      ZN
43      43      ZN2605  20250930  ...   22125      21925      ZN
44      44      ZN2606  20250930  ...   22170      21930      ZN
45      45      ZN2607  20250930  ...   22170      21965      ZN
46      46      ZN2608  20250930  ...   22175      21985      ZN
47      47      ZN2609  20250930  ...   22245      22075      ZN
48      48      PB2510  20250930  ...   16895      16965      PB
49      49      PB2511  20250930  ...   16930      16965      PB
50      50      PB2512  20250930  ...   16955      16980      PB
51      51      PB2601  20250930  ...   16970      16990      PB
52      52      PB2602  20250930  ...   16970      16960      PB
53      53      PB2603  20250930  ...   16985      16970      PB
54      54      PB2604  20250930  ...   17015      17015      PB
55      55      PB2605  20250930  ...   17025      17045      PB
56      56      PB2606  20250930  ...   17020      17025      PB
57      57      PB2607  20250930  ...   17020      17175      PB
58      58      PB2608  20250930  ...   17030      17080      PB
59      59      PB2609  20250930  ...   17050      17230      PB
60      60      NI2510  20250930  ...  121200     120770      NI
61      61      NI2511  20250930  ...  121580     121050      NI
62      62      NI2512  20250930  ...  121720     121260      NI
63      63      NI2601  20250930  ...  121920     121460      NI
64      64      NI2602  20250930  ...  121980     121730      NI
65      65      NI2603  20250930  ...  122290     121850      NI
66      66      NI2604  20250930  ...  122630     122110      NI
67      67      NI2605  20250930  ...  122780     122330      NI
68      68      NI2606  20250930  ...  122720     122550      NI
69      69      NI2607  20250930  ...  123310     122790      NI
70      70      NI2608  20250930  ...  123760     123120      NI
71      71      NI2609  20250930  ...  124310     123490      NI
72      72      SN2510  20250930  ...  278060     272130      SN
73      73      SN2511  20250930  ...  278760     272520      SN
74      74      SN2512  20250930  ...  278700     272770      SN
75      75      SN2601  20250930  ...  278760     272990      SN
76      76      SN2602  20250930  ...  278620     272820      SN
77      77      SN2603  20250930  ...  278480     272840      SN
78      78      SN2604  20250930  ...  279250     273300      SN
79      79      SN2605  20250930  ...  277730     273470      SN
80      80      SN2606  20250930  ...  277860     274360      SN
81      81      SN2607  20250930  ...  278390     274550      SN
82      82      SN2608  20250930  ...  279230     274910      SN
83      83      SN2609  20250930  ...  279080     274820      SN
84      84      AO2510  20250930  ...    2835       2850      AO
85      85      AO2511  20250930  ...    2854       2866      AO
86      86      AO2512  20250930  ...    2868       2884      AO
87      87      AO2601  20250930  ...    2883       2893      AO
88      88      AO2602  20250930  ...    2897       2904      AO
89      89      AO2603  20250930  ...    2966       2976      AO
90      90      AO2604  20250930  ...    2967       2986      AO
91      91      AO2605  20250930  ...    2974       2987      AO
92      92      AO2606  20250930  ...    2980       2997      AO
93      93      AO2607  20250930  ...    2987       3001      AO
94      94      AO2608  20250930  ...    3002       3009      AO
95      95      AO2609  20250930  ...    3017       3027      AO
96      96      AD2511  20250930  ...   20250      20215      AD
97      97      AD2512  20250930  ...   20290      20280      AD
98      98      AD2601  20250930  ...   20330      20310      AD
99      99      AD2602  20250930  ...   20350      20320      AD
100    100      AD2603  20250930  ...   20325      20335      AD
101    101      AD2604  20250930  ...   20310      20320      AD
102    102      AD2605  20250930  ...   20310      20310      AD
103    103      AD2606  20250930  ...   20325      20330      AD
104    104      AD2607  20250930  ...   20510      20510      AD
105    105      AD2608  20250930  ...   20515      20515      AD
106    106      AD2609  20250930  ...   20335      20335      AD
107    107      AU2510  20250930  ...  870.54        858      AU
108    108      AU2511  20250930  ...  871.26     858.82      AU
109    109      AU2512  20250930  ...   872.3     861.66      AU
110    110      AU2602  20250930  ...  875.08     863.72      AU
111    111      AU2604  20250930  ...  876.98     865.32      AU
112    112      AU2606  20250930  ...  879.94     868.74      AU
113    113      AU2608  20250930  ...  880.24     871.46      AU
114    114      AU2610  20250930  ...   885.3     874.82      AU
115    115      AG2510  20250930  ...   10901      10776      AG
116    116      AG2511  20250930  ...   10916      10819      AG
117    117      AG2512  20250930  ...   10926      10835      AG
118    118      AG2601  20250930  ...   10935      10830      AG
119    119      AG2602  20250930  ...   10953      10855      AG
120    120      AG2603  20250930  ...   10957      10850      AG
121    121      AG2604  20250930  ...   10964      10870      AG
122    122      AG2605  20250930  ...   10989      10879      AG
123    123      AG2606  20250930  ...   10993      10888      AG
124    124      AG2607  20250930  ...   11015      10914      AG
125    125      AG2608  20250930  ...   11009      10902      AG
126    126      AG2609  20250930  ...   11036      10935      AG
127    127      RB2510  20250930  ...    3001       3016      RB
128    128      RB2511  20250930  ...    3021       3032      RB
129    129      RB2512  20250930  ...    3074       3090      RB
130    130      RB2601  20250930  ...    3090       3107      RB
131    131      RB2602  20250930  ...    3095       3111      RB
132    132      RB2603  20250930  ...    3106       3125      RB
133    133      RB2604  20250930  ...    3130       3146      RB
134    134      RB2605  20250930  ...    3144       3164      RB
135    135      RB2606  20250930  ...    3159       3182      RB
136    136      RB2607  20250930  ...    3177       3188      RB
137    137      RB2608  20250930  ...    3175       3194      RB
138    138      RB2609  20250930  ...    3186       3200      RB
139    139      WR2510  20250930  ...    3069       3205      WR
140    140      WR2511  20250930  ...    3300       3300      WR
141    141      WR2512  20250930  ...    3309       3309      WR
142    142      WR2601  20250930  ...    3307       3314      WR
143    143      WR2602  20250930  ...    3301       3301      WR
144    144      WR2603  20250930  ...    3329       3351      WR
145    145      WR2604  20250930  ...    3339       3340      WR
146    146      WR2605  20250930  ...    3248       3386      WR
147    147      WR2606  20250930  ...    3296       3367      WR
148    148      WR2607  20250930  ...    3390       3390      WR
149    149      WR2608  20250930  ...    3408       3378      WR
150    150      WR2609  20250930  ...    3430       3458      WR
151    151      HC2510  20250930  ...    3380       3395      HC
152    152      HC2511  20250930  ...    3329       3352      HC
153    153      HC2512  20250930  ...    3300       3335      HC
154    154      HC2601  20250930  ...    3274       3304      HC
155    155      HC2602  20250930  ...    3270       3304      HC
156    156      HC2603  20250930  ...    3279       3306      HC
157    157      HC2604  20250930  ...    3279       3311      HC
158    158      HC2605  20250930  ...    3276       3310      HC
159    159      HC2606  20250930  ...    3274       3316      HC
160    160      HC2607  20250930  ...    3291       3318      HC
161    161      HC2608  20250930  ...    3293       3327      HC
162    162      HC2609  20250930  ...    3306       3333      HC
163    163      SS2510  20250930  ...   12650      12670      SS
164    164      SS2511  20250930  ...   12785      12785      SS
165    165      SS2512  20250930  ...   12800      12810      SS
166    166      SS2601  20250930  ...   12865      12880      SS
167    167      SS2602  20250930  ...   12915      12930      SS
168    168      SS2603  20250930  ...   13025      13035      SS
169    169      SS2604  20250930  ...   13105      13100      SS
170    170      SS2605  20250930  ...   13160      13170      SS
171    171      SS2606  20250930  ...   13230      13230      SS
172    172      SS2607  20250930  ...   13280      13290      SS
173    173      SS2608  20250930  ...   13340      13350      SS
174    174      SS2609  20250930  ...   13385      13410      SS
175    175      SC2510  20250930  ...   479.7      486.4      SC
176    176      SC2511  20250930  ...   480.5      494.5      SC
177    177      SC2512  20250930  ...     482      495.1      SC
178    178      SC2601  20250930  ...   481.6      494.9      SC
179    179      SC2602  20250930  ...   481.1      493.7      SC
180    180      SC2603  20250930  ...   480.5      491.7      SC
181    181      SC2604  20250930  ...   480.4      490.3      SC
182    182      SC2605  20250930  ...   482.3      489.6      SC
183    183      SC2606  20250930  ...   479.5        490      SC
184    184      SC2607  20250930  ...   478.7      490.4      SC
185    185      SC2608  20250930  ...   477.6      492.8      SC
186    186      SC2609  20250930  ...   478.3        489      SC
187    187      SC2612  20250930  ...   473.7      475.2      SC
188    188      SC2703  20250930  ...   472.1      472.1      SC
189    189      SC2706  20250930  ...     473        477      SC
190    190      SC2709  20250930  ...   476.2        477      SC
191    191      SC2712  20250930  ...     474      479.2      SC
192    192      SC2803  20250930  ...   475.1      475.1      SC
193    193      SC2806  20250930  ...   465.8      473.5      SC
194    194      SC2809  20250930  ...   465.9      472.1      SC
195    195      LU2510  20250930  ...    3450       3450      LU
196    196      LU2511  20250930  ...    3402       3482      LU
197    197      LU2512  20250930  ...    3417       3494      LU
198    198      LU2601  20250930  ...    3398       3481      LU
199    199      LU2602  20250930  ...    3400       3455      LU
200    200      LU2603  20250930  ...    3375       3456      LU
201    201      LU2604  20250930  ...    3371       3439      LU
202    202      LU2605  20250930  ...    3358       3440      LU
203    203      LU2606  20250930  ...    3361       3459      LU
204    204      LU2607  20250930  ...    3353       3439      LU
205    205      LU2608  20250930  ...    3329       3420      LU
206    206      LU2609  20250930  ...    3317       3409      LU
207    207      FU2510  20250930  ...    3044       3025      FU
208    208      FU2511  20250930  ...    2995       3057      FU
209    209      FU2512  20250930  ...    2911       2977      FU
210    210      FU2601  20250930  ...    2870       2937      FU
211    211      FU2602  20250930  ...    2846       2912      FU
212    212      FU2603  20250930  ...    2833       2900      FU
213    213      FU2604  20250930  ...    2822       2885      FU
214    214      FU2605  20250930  ...    2807       2870      FU
215    215      FU2606  20250930  ...    2791       2849      FU
216    216      FU2607  20250930  ...    2764       2818      FU
217    217      FU2608  20250930  ...    2732       2785      FU
218    218      FU2609  20250930  ...    2718       2764      FU
219    219      BU2510  20250930  ...    3444       3471      BU
220    220      BU2511  20250930  ...    3427       3454      BU
221    221      BU2512  20250930  ...    3378       3411      BU
222    222      BU2601  20250930  ...    3359       3395      BU
223    223      BU2602  20250930  ...    3366       3399      BU
224    224      BU2603  20250930  ...    3365       3412      BU
225    225      BU2604  20250930  ...    3368       3400      BU
226    226      BU2605  20250930  ...    3374       3412      BU
227    227      BU2606  20250930  ...    3369       3403      BU
228    228      BU2607  20250930  ...    3381       3407      BU
229    229      BU2608  20250930  ...    3378       3394      BU
230    230      BU2609  20250930  ...    3368       3396      BU
231    231      BU2612  20250930  ...    3308       3337      BU
232    232      BU2703  20250930  ...    3311       3347      BU
233    233      BU2706  20250930  ...    3306       3346      BU
234    234      BU2709  20250930  ...    3299       3360      BU
235    235      BR2510  20250930  ...   11230      11320      BR
236    236      BR2511  20250930  ...   11175      11285      BR
237    237      BR2512  20250930  ...   11165      11280      BR
238    238      BR2601  20250930  ...   11165      11270      BR
239    239      BR2602  20250930  ...   11170      11245      BR
240    240      BR2603  20250930  ...   11170      11355      BR
241    241      BR2604  20250930  ...   11175      11320      BR
242    242      BR2605  20250930  ...   11235      11345      BR
243    243      BR2606  20250930  ...   11270      11350      BR
244    244      BR2607  20250930  ...   11375      11490      BR
245    245      BR2608  20250930  ...   11410      11490      BR
246    246      BR2609  20250930  ...   11355      11565      BR
247    247      RU2510  20250930  ...   14265      14475      RU
248    248      RU2511  20250930  ...   14365      14475      RU
249    249      RU2601  20250930  ...   15180      15340      RU
250    250      RU2603  20250930  ...   15155      15325      RU
251    251      RU2604  20250930  ...   15150      15335      RU
252    252      RU2605  20250930  ...   15165      15305      RU
253    253      RU2606  20250930  ...   15175      15240      RU
254    254      RU2607  20250930  ...   15150      15350      RU
255    255      RU2608  20250930  ...   15095      15410      RU
256    256      RU2609  20250930  ...   15145      15290      RU
257    257      NR2510  20250930  ...   12200      12370      NR
258    258      NR2511  20250930  ...   12240      12370      NR
259    259      NR2512  20250930  ...   12255      12375      NR
260    260      NR2601  20250930  ...   12285      12405      NR
261    261      NR2602  20250930  ...   12260      12405      NR
262    262      NR2603  20250930  ...   12280      12365      NR
263    263      NR2604  20250930  ...   12285      12435      NR
264    264      NR2605  20250930  ...   12350      12425      NR
265    265      NR2606  20250930  ...   12415      12430      NR
266    266      NR2607  20250930  ...   12535      12550      NR
267    267      NR2608  20250930  ...   12555      12555      NR
268    268      NR2609  20250930  ...   12510      12510      NR
269    269      SP2510  20250930  ...    4808       4866      SP
270    270      SP2511  20250930  ...    4856       4922      SP
271    271      SP2512  20250930  ...    4874       4940      SP
272    272      SP2601  20250930  ...    5142       5204      SP
273    273      SP2602  20250930  ...    5140       5202      SP
274    274      SP2603  20250930  ...    5160       5218      SP
275    275      SP2604  20250930  ...    5168       5250      SP
276    276      SP2605  20250930  ...    5182       5242      SP
277    277      SP2606  20250930  ...    5198       5248      SP
278    278      SP2607  20250930  ...    5194       5244      SP
279    279      SP2608  20250930  ...    5212       5262      SP
280    280      SP2609  20250930  ...    5212       5258      SP
281    281      OP2601  20250930  ...    4232       4232      OP
282    282      OP2602  20250930  ...    4218       4228      OP
283    283      OP2603  20250930  ...    4258       4250      OP
284    284      OP2604  20250930  ...    4276       4262      OP
285    285      OP2605  20250930  ...    4266       4266      OP
286    286      OP2606  20250930  ...    4236       4236      OP
287    287      OP2607  20250930  ...    4238       4238      OP
288    288      OP2608  20250930  ...    4238       4238      OP
289    289      OP2609  20250930  ...    4330       4330      OP
290    290      EC2510  20250930  ...  1122.1       1122      EC
291    291      EC2512  20250930  ...  1719.1       1735      EC
292    292      EC2602  20250930  ...  1628.2     1644.7      EC
293    293      EC2604  20250930  ...  1243.6     1253.1      EC
294    294      EC2606  20250930  ...  1445.6     1453.8      EC
295    295      EC2608  20250930  ...  1595.7     1598.9      EC
296    296  SC_TAS2511  20250930  ...                     SC_TAS
297    297  SC_TAS2512  20250930  ...                     SC_TAS
298    298  SC_TAS2601  20250930  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-09 18:26:38,113 - future_1d - INFO - ak.get_shfe_daily('2025-09-30') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250930   480.1  ...   479.7      486.4      SC
1       SC2511  20250930   487.6  ...   480.5      494.5      SC
2       SC2512  20250930   489.6  ...     482      495.1      SC
3       SC2601  20250930   489.7  ...   481.6      494.9      SC
4       SC2602  20250930   487.4  ...   481.1      493.7      SC
5       SC2603  20250930   486.3  ...   480.5      491.7      SC
6       SC2604  20250930     486  ...   480.4      490.3      SC
7       SC2605  20250930     486  ...   482.3      489.6      SC
8       SC2606  20250930   484.8  ...   479.5        490      SC
9       SC2607  20250930   480.8  ...   478.7      490.4      SC
10      SC2608  20250930     481  ...   477.6      492.8      SC
11      SC2609  20250930   478.3  ...   478.3        489      SC
12      SC2612  20250930   473.1  ...   473.7      475.2      SC
13      SC2703  20250930          ...   472.1      472.1      SC
14      SC2706  20250930          ...     473        477      SC
15      SC2709  20250930          ...   476.2        477      SC
16      SC2712  20250930          ...     474      479.2      SC
17      SC2803  20250930          ...   475.1      475.1      SC
18      SC2806  20250930     466  ...   465.8      473.5      SC
19      SC2809  20250930     466  ...   465.9      472.1      SC
21      LU2510  20250930          ...    3450       3450      LU
22      LU2511  20250930    3455  ...    3402       3482      LU
23      LU2512  20250930    3455  ...    3417       3494      LU
24      LU2601  20250930    3443  ...    3398       3481      LU
25      LU2602  20250930    3424  ...    3400       3455      LU
26      LU2603  20250930    3418  ...    3375       3456      LU
27      LU2604  20250930    3377  ...    3371       3439      LU
28      LU2605  20250930    3386  ...    3358       3440      LU
29      LU2606  20250930    3375  ...    3361       3459      LU
30      LU2607  20250930    3369  ...    3353       3439      LU
31      LU2608  20250930    3351  ...    3329       3420      LU
32      LU2609  20250930    3350  ...    3317       3409      LU
34      NR2510  20250930   12420  ...   12200      12370      NR
35      NR2511  20250930   12420  ...   12240      12370      NR
36      NR2512  20250930   12440  ...   12255      12375      NR
37      NR2601  20250930   12440  ...   12285      12405      NR
38      NR2602  20250930   12340  ...   12260      12405      NR
39      NR2603  20250930   12405  ...   12280      12365      NR
40      NR2604  20250930   12385  ...   12285      12435      NR
41      NR2605  20250930   12380  ...   12350      12425      NR
42      NR2606  20250930   12415  ...   12415      12430      NR
43      NR2607  20250930          ...   12535      12550      NR
44      NR2608  20250930          ...   12555      12555      NR
45      NR2609  20250930          ...   12510      12510      NR
47      BC2510  20250930   73130  ...   73830      72820      BC
48      BC2511  20250930   73270  ...   74070      73040      BC
49      BC2512  20250930   74120  ...   74340      73080      BC
50      BC2601  20250930          ...   73700      73160      BC
51      BC2602  20250930          ...   73700      73080      BC
52      BC2603  20250930   74550  ...   74550      73290      BC
53      BC2604  20250930          ...   73400      73000      BC
54      BC2605  20250930          ...   72900      72900      BC
55      BC2606  20250930          ...   72960      72960      BC
56      BC2607  20250930          ...   72900      72900      BC
57      BC2608  20250930          ...   73280      73000      BC
58      BC2609  20250930   73400  ...   73400      73000      BC
60      EC2510  20250930  1112.2  ...  1122.1       1122      EC
61      EC2512  20250930    1748  ...  1719.1       1735      EC
62      EC2602  20250930  1647.5  ...  1628.2     1644.7      EC
63      EC2604  20250930    1240  ...  1243.6     1253.1      EC
64      EC2606  20250930    1440  ...  1445.6     1453.8      EC
65      EC2608  20250930    1590  ...  1595.7     1598.9      EC
68  SC_TAS2511  20250930          ...                     SC_TAS
69  SC_TAS2512  20250930          ...                     SC_TAS
70  SC_TAS2601  20250930          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-09 18:26:38,174 - future_1d - INFO - ak.get_ine_daily('2025-09-30') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250930  51510.0  ...  50845.0     51180.0       PS
1   PS2511  20250930  51425.0  ...  50765.0     50825.0       PS
2   PS2512  20250930  53620.0  ...  53270.0     53265.0       PS
3   PS2601  20250930  53215.0  ...  52955.0     52840.0       PS
4   PS2602  20250930  53215.0  ...  52730.0     52755.0       PS
5   PS2603  20250930  52755.0  ...  52665.0     52695.0       PS
6   PS2604  20250930  52705.0  ...  52665.0     52835.0       PS
7   PS2605  20250930  53040.0  ...  52670.0     52525.0       PS
8   PS2606  20250930  55000.0  ...  54735.0     54545.0       PS
9   PS2607  20250930  54945.0  ...  54590.0     54395.0       PS
10  PS2608  20250930  54000.0  ...  54375.0     54205.0       PS
11  PS2609  20250930  53895.0  ...  54400.0     54000.0       PS
13  SI2510  20250930   8610.0  ...   8660.0      8675.0       SI
14  SI2511  20250930   8615.0  ...   8665.0      8655.0       SI
15  SI2512  20250930   9030.0  ...   9050.0      9045.0       SI
16  SI2601  20250930   8960.0  ...   9000.0      8995.0       SI
17  SI2602  20250930   9000.0  ...   9005.0      9000.0       SI
18  SI2603  20250930   9030.0  ...   9020.0      9020.0       SI
19  SI2604  20250930   9035.0  ...   9030.0      9035.0       SI
20  SI2605  20250930   9045.0  ...   9035.0      9035.0       SI
21  SI2606  20250930   9040.0  ...   9050.0      9080.0       SI
22  SI2607  20250930   9070.0  ...   9060.0      9070.0       SI
23  SI2608  20250930   9080.0  ...   9085.0      9055.0       SI
24  SI2609  20250930   9105.0  ...   9085.0      9075.0       SI
27  LC2510  20250930  74400.0  ...  73340.0     72720.0       LC
28  LC2511  20250930  73980.0  ...  73140.0     73700.0       LC
29  LC2512  20250930  73360.0  ...  73220.0     73780.0       LC
30  LC2601  20250930  73960.0  ...  73160.0     73640.0       LC
31  LC2602  20250930  73560.0  ...  72800.0     73500.0       LC
32  LC2603  20250930  73520.0  ...  72800.0     73440.0       LC
33  LC2604  20250930  73820.0  ...  73200.0     73840.0       LC
34  LC2605  20250930  73720.0  ...  73280.0     73680.0       LC
35  LC2606  20250930  73620.0  ...  73100.0     73500.0       LC
36  LC2607  20250930  74000.0  ...  72960.0     73380.0       LC
37  LC2608  20250930  73680.0  ...  73120.0     73480.0       LC
38  LC2609  20250930  73520.0  ...  73100.0     73320.0       LC

[36 rows x 12 columns]
2025-10-09 18:26:38,390 - future_1d - INFO - ak.get_gfex_daily('2025-09-30') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250930   3939.00  ...   3929.00     3931.00        A
1     a2601  20250930   3895.00  ...   3903.00     3897.00        A
2     a2603  20250930   3897.00  ...   3903.00     3897.00        A
3     a2605  20250930   3930.00  ...   3935.00     3929.00        A
4     a2607  20250930   3932.00  ...   3933.00     3927.00        A
5     a2609  20250930   3927.00  ...   3938.00     3932.00        A
6     b2510  20250930   3613.00  ...   3607.00     3628.00        B
7     b2511  20250930   3598.00  ...   3599.00     3605.00        B
8     b2512  20250930   3614.00  ...   3615.00     3629.00        B
9     b2601  20250930   3608.00  ...   3616.00     3629.00        B
10    b2602  20250930   3631.00  ...   3630.00     3641.00        B
11    b2603  20250930   3600.00  ...   3589.00     3606.00        B
12    b2604  20250930   3494.00  ...   3491.00     3508.00        B
13    b2605  20250930   3430.00  ...   3425.00     3440.00        B
14    b2606  20250930   3404.00  ...   3395.00     3412.00        B
15    b2607  20250930   3410.00  ...   3396.00     3414.00        B
16    b2608  20250930   3505.00  ...   3497.00     3513.00        B
17    b2609  20250930   3520.00  ...   3520.00     3530.00        B
18   bb2511  20250930    141.95  ...    141.90      141.75       BB
19   bb2601  20250930    146.85  ...    146.90      146.80       BB
20   bb2603  20250930    146.90  ...    147.05      147.00       BB
21   bb2605  20250930      0.00  ...    141.70      141.70       BB
22   bb2607  20250930      0.00  ...    146.45      146.45       BB
23   bb2609  20250930      0.00  ...    146.45      146.45       BB
24   bz2603  20250930   5880.00  ...   5801.00     5895.00       BZ
25   bz2604  20250930   5805.00  ...   5779.00     5880.00       BZ
26   bz2605  20250930   5830.00  ...   5808.00     5894.00       BZ
27   bz2606  20250930      0.00  ...   5878.00     5902.00       BZ
28   bz2607  20250930      0.00  ...   5874.00     5880.00       BZ
29   bz2608  20250930      0.00  ...   5836.00     5858.00       BZ
30   bz2609  20250930      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250930   2154.00  ...   2147.00     2171.00        C
32    c2601  20250930   2134.00  ...   2128.00     2137.00        C
33    c2603  20250930   2147.00  ...   2141.00     2150.00        C
34    c2605  20250930   2201.00  ...   2198.00     2206.00        C
35    c2607  20250930   2214.00  ...   2210.00     2216.00        C
36    c2609  20250930   2228.00  ...   2226.00     2230.00        C
37   cs2511  20250930   2482.00  ...   2470.00     2486.00       CS
38   cs2601  20250930   2460.00  ...   2452.00     2461.00       CS
39   cs2603  20250930   2462.00  ...   2456.00     2463.00       CS
40   cs2605  20250930   2545.00  ...   2539.00     2548.00       CS
41   cs2607  20250930   2547.00  ...   2544.00     2553.00       CS
42   cs2609  20250930   2582.00  ...   2582.00     2585.00       CS
43   eb2510  20250930   6864.00  ...   6763.00     6888.00       EB
44   eb2511  20250930   6903.00  ...   6838.00     6939.00       EB
45   eb2512  20250930   6928.00  ...   6848.00     6948.00       EB
46   eb2601  20250930   6960.00  ...   6874.00     6987.00       EB
47   eb2602  20250930   6996.00  ...   6914.00     7020.00       EB
48   eb2603  20250930   7000.00  ...   6980.00     7043.00       EB
49   eb2604  20250930   7008.00  ...   6997.00     7108.00       EB
50   eb2605  20250930   7046.00  ...   6998.00     7099.00       EB
51   eb2606  20250930   7029.00  ...   7024.00     7152.00       EB
52   eb2607  20250930   7027.00  ...   7027.00     7153.00       EB
53   eb2608  20250930   7085.00  ...   7064.00     7178.00       EB
54   eb2609  20250930   7053.00  ...   7037.00     7177.00       EB
55   eg2510  20250930   4257.00  ...   4246.00     4268.00       EG
56   eg2511  20250930   4211.00  ...   4197.00     4217.00       EG
57   eg2512  20250930   4204.00  ...   4194.00     4218.00       EG
58   eg2601  20250930   4233.00  ...   4200.00     4225.00       EG
59   eg2602  20250930   4199.00  ...   4213.00     4233.00       EG
60   eg2603  20250930   4215.00  ...   4219.00     4237.00       EG
61   eg2604  20250930   4250.00  ...   4257.00     4262.00       EG
62   eg2605  20250930   4283.00  ...   4268.00     4287.00       EG
63   eg2606  20250930   4271.00  ...   4268.00     4270.00       EG
64   eg2607  20250930      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250930      0.00  ...   4345.00     4346.00       EG
66   eg2609  20250930      0.00  ...   4315.00     4367.00       EG
67   fb2510  20250930   1261.00  ...   1269.00     1266.00       FB
68   fb2511  20250930   1251.50  ...   1251.00     1252.00       FB
69   fb2512  20250930   1252.00  ...   1247.50     1253.00       FB
70   fb2601  20250930   1254.00  ...   1251.50     1255.00       FB
71   fb2602  20250930   1253.00  ...   1253.00     1254.50       FB
72   fb2603  20250930   1238.50  ...   1240.00     1240.00       FB
73   fb2604  20250930   1273.50  ...   1272.50     1254.50       FB
74   fb2605  20250930      0.00  ...   1299.00     1299.00       FB
75   fb2606  20250930      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250930      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250930      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250930      0.00  ...   1296.00     1296.00       FB
79    i2510  20250930    803.50  ...    799.50      803.50        I
80    i2511  20250930    803.50  ...    799.50      801.50        I
81    i2512  20250930    795.50  ...    792.50      794.00        I
82    i2601  20250930    785.00  ...    783.00      785.50        I
83    i2602  20250930    780.00  ...    778.00      780.50        I
84    i2603  20250930    774.50  ...    773.00      775.50        I
85    i2604  20250930    771.00  ...    769.00      771.50        I
86    i2605  20250930    763.00  ...    761.50      765.00        I
87    i2606  20250930    758.00  ...    756.50      760.00        I
88    i2607  20250930    753.50  ...    752.00      755.00        I
89    i2608  20250930    749.00  ...    747.50      750.50        I
90    i2609  20250930    744.00  ...    741.50      745.50        I
91    j2510  20250930   1579.50  ...   1587.00     1578.50        J
92    j2511  20250930   1590.50  ...   1589.50     1595.50        J
93    j2512  20250930   1622.50  ...   1622.00     1637.50        J
94    j2601  20250930   1650.00  ...   1645.50     1666.50        J
95    j2602  20250930   1676.50  ...   1676.50     1688.00        J
96    j2603  20250930   1698.00  ...   1698.00     1725.00        J
97    j2604  20250930   1767.00  ...   1766.00     1767.50        J
98    j2605  20250930   1798.50  ...   1790.50     1808.00        J
99    j2606  20250930      0.00  ...   1817.00     1830.50        J
100   j2607  20250930      0.00  ...   1833.50     1875.00        J
101   j2608  20250930      0.00  ...   1853.50     1869.50        J
102   j2609  20250930   1868.50  ...   1852.00     1890.50        J
103  jd2510  20250930   2921.00  ...   2911.00     2928.00       JD
104  jd2511  20250930   3006.00  ...   3018.00     3028.00       JD
105  jd2512  20250930   3179.00  ...   3180.00     3175.00       JD
106  jd2601  20250930   3352.00  ...   3353.00     3348.00       JD
107  jd2602  20250930   3099.00  ...   3105.00     3090.00       JD
108  jd2603  20250930   3122.00  ...   3125.00     3113.00       JD
109  jd2604  20250930   3243.00  ...   3247.00     3236.00       JD
110  jd2605  20250930   3390.00  ...   3399.00     3386.00       JD
111  jd2606  20250930   3226.00  ...   3236.00     3226.00       JD
112  jd2607  20250930   3478.00  ...   3481.00     3472.00       JD
113  jd2608  20250930   3930.00  ...   3935.00     3921.00       JD
114  jd2609  20250930   3803.00  ...   3809.00     3796.00       JD
115  jm2510  20250930   1009.50  ...    979.00     1010.50       JM
116  jm2511  20250930   1024.00  ...   1009.50     1034.50       JM
117  jm2512  20250930   1089.00  ...   1071.00     1102.50       JM
118  jm2601  20250930   1155.50  ...   1146.00     1171.50       JM
119  jm2602  20250930   1181.50  ...   1172.00     1194.00       JM
120  jm2603  20250930   1196.00  ...   1188.50     1216.00       JM
121  jm2604  20250930   1228.00  ...   1205.50     1233.50       JM
122  jm2605  20250930   1241.00  ...   1231.50     1258.50       JM
123  jm2606  20250930   1266.00  ...   1238.50     1270.00       JM
124  jm2607  20250930   1282.00  ...   1256.50     1292.00       JM
125  jm2608  20250930   1308.50  ...   1278.00     1310.00       JM
126  jm2609  20250930   1319.00  ...   1308.00     1333.50       JM
127   l2510  20250930   7066.00  ...   7039.00     7091.00        L
128   l2511  20250930   7121.00  ...   7100.00     7114.00        L
129   l2512  20250930   7150.00  ...   7134.00     7150.00        L
130   l2601  20250930   7170.00  ...   7156.00     7174.00        L
131   l2602  20250930   7156.00  ...   7152.00     7168.00        L
132   l2603  20250930   7163.00  ...   7163.00     7188.00        L
133   l2604  20250930   7207.00  ...   7207.00     7221.00        L
134   l2605  20250930   7192.00  ...   7194.00     7213.00        L
135   l2606  20250930   7196.00  ...   7193.00     7214.00        L
136   l2607  20250930   7212.00  ...   7212.00     7219.00        L
137   l2608  20250930   7233.00  ...   7235.00     7240.00        L
138   l2609  20250930   7219.00  ...   7217.00     7237.00        L
139  lg2511  20250930    811.50  ...    820.00      809.00       LG
140  lg2601  20250930    823.00  ...    824.50      820.50       LG
141  lg2603  20250930    830.00  ...    830.00      826.50       LG
142  lg2605  20250930    830.00  ...    830.50      827.50       LG
143  lg2607  20250930    832.00  ...    831.00      828.50       LG
144  lg2609  20250930    836.00  ...    834.00      820.50       LG
145  lh2511  20250930  12335.00  ...  12320.00    12345.00       LH
146  lh2601  20250930  12755.00  ...  12750.00    12835.00       LH
147  lh2603  20250930  12420.00  ...  12395.00    12450.00       LH
148  lh2605  20250930  12810.00  ...  12820.00    12845.00       LH
149  lh2607  20250930  13360.00  ...  13430.00    13360.00       LH
150  lh2609  20250930  13920.00  ...  13995.00    13980.00       LH
151   m2511  20250930   2905.00  ...   2907.00     2906.00        M
152   m2512  20250930   2945.00  ...   2945.00     2945.00        M
153   m2601  20250930   2938.00  ...   2933.00     2937.00        M
154   m2603  20250930   2910.00  ...   2900.00     2913.00        M
155   m2605  20250930   2742.00  ...   2741.00     2749.00        M
156   m2607  20250930   2727.00  ...   2725.00     2735.00        M
157   m2608  20250930   2852.00  ...   2846.00     2854.00        M
158   m2609  20250930   2851.00  ...   2850.00     2857.00        M
159   p2510  20250930   9114.00  ...   9058.00     9102.00        P
160   p2511  20250930   9178.00  ...   9142.00     9188.00        P
161   p2512  20250930   9164.00  ...   9156.00     9204.00        P
162   p2601  20250930   9204.00  ...   9190.00     9234.00        P
163   p2602  20250930   9170.00  ...   9176.00     9224.00        P
164   p2603  20250930   9166.00  ...   9152.00     9196.00        P
165   p2604  20250930   9076.00  ...   9076.00     9152.00        P
166   p2605  20250930   9030.00  ...   9004.00     9056.00        P
167   p2606  20250930      0.00  ...   8978.00     8978.00        P
168   p2607  20250930   8804.00  ...   8796.00     8880.00        P
169   p2608  20250930   8718.00  ...   8696.00     8770.00        P
170   p2609  20250930   8630.00  ...   8618.00     8676.00        P
171  pg2510  20250930   4426.00  ...   4443.00     4448.00       PG
172  pg2511  20250930   4280.00  ...   4295.00     4295.00       PG
173  pg2512  20250930   4200.00  ...   4202.00     4213.00       PG
174  pg2601  20250930   4130.00  ...   4132.00     4143.00       PG
175  pg2602  20250930   4065.00  ...   4064.00     4077.00       PG
176  pg2603  20250930   3983.00  ...   3981.00     3996.00       PG
177  pg2604  20250930   4323.00  ...   4332.00     4352.00       PG
178  pg2605  20250930   4251.00  ...   4253.00     4268.00       PG
179  pg2606  20250930   4191.00  ...   4199.00     4212.00       PG
180  pg2607  20250930   4130.00  ...   4139.00     4156.00       PG
181  pg2608  20250930   4074.00  ...   4081.00     4101.00       PG
182  pg2609  20250930   4055.00  ...   4082.00     4093.00       PG
183  pp2510  20250930   6797.00  ...   6758.00     6782.00       PP
184  pp2511  20250930   6821.00  ...   6801.00     6823.00       PP
185  pp2512  20250930   6860.00  ...   6839.00     6862.00       PP
186  pp2601  20250930   6898.00  ...   6873.00     6899.00       PP
187  pp2602  20250930   6867.00  ...   6866.00     6888.00       PP
188  pp2603  20250930   6860.00  ...   6862.00     6890.00       PP
189  pp2604  20250930   6891.00  ...   6884.00     6932.00       PP
190  pp2605  20250930   6930.00  ...   6910.00     6940.00       PP
191  pp2606  20250930   6882.00  ...   6874.00     6908.00       PP
192  pp2607  20250930   6854.00  ...   6846.00     6873.00       PP
193  pp2608  20250930   6862.00  ...   6862.00     6884.00       PP
194  pp2609  20250930   6890.00  ...   6890.00     6915.00       PP
195  rr2510  20250930   3619.00  ...   3612.00     3619.00       RR
196  rr2511  20250930   3613.00  ...   3616.00     3613.00       RR
197  rr2512  20250930   3605.00  ...   3604.00     3610.00       RR
198  rr2601  20250930   3623.00  ...   3624.00     3619.00       RR
199  rr2602  20250930   3606.00  ...   3614.00     3609.00       RR
200  rr2603  20250930   3613.00  ...   3613.00     3613.00       RR
201  rr2604  20250930   3621.00  ...   3621.00     3616.00       RR
202  rr2605  20250930   3607.00  ...   3607.00     3615.00       RR
203  rr2606  20250930   3608.00  ...   3608.00     3600.00       RR
204  rr2607  20250930      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250930      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250930      0.00  ...   3630.00     3623.00       RR
207   v2510  20250930   4777.00  ...   4733.00     4780.00        V
208   v2511  20250930   4808.00  ...   4770.00     4808.00        V
209   v2512  20250930   4843.00  ...   4807.00     4850.00        V
210   v2601  20250930   4888.00  ...   4858.00     4895.00        V
211   v2602  20250930   4926.00  ...   4903.00     4934.00        V
212   v2603  20250930   4956.00  ...   4928.00     4964.00        V
213   v2604  20250930   5161.00  ...   5137.00     5165.00        V
214   v2605  20250930   5198.00  ...   5172.00     5202.00        V
215   v2606  20250930   5214.00  ...   5203.00     5239.00        V
216   v2607  20250930   5243.00  ...   5238.00     5263.00        V
217   v2608  20250930   5280.00  ...   5272.00     5296.00        V
218   v2609  20250930   5335.00  ...   5308.00     5331.00        V
219   y2511  20250930   8144.00  ...   8128.00     8166.00        Y
220   y2512  20250930   8186.00  ...   8168.00     8210.00        Y
221   y2601  20250930   8136.00  ...   8114.00     8154.00        Y
222   y2603  20250930   8086.00  ...   8066.00     8114.00        Y
223   y2605  20250930   7898.00  ...   7876.00     7932.00        Y
224   y2607  20250930   7856.00  ...   7844.00     7882.00        Y
225   y2608  20250930   7830.00  ...   7830.00     7878.00        Y
226   y2609  20250930   7824.00  ...   7816.00     7858.00        Y

[227 rows x 12 columns]
2025-10-09 18:26:39,032 - future_1d - INFO - ak.get_dce_daily('2025-09-30') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250930   8654.0   9188.0  ...    60296.16   8739.0      8647.0       AP
1    AP511  20250930   8508.0   8600.0  ...    20921.98   8550.0      8444.0       AP
2    AP512  20250930   8469.0   8570.0  ...     3388.44   8535.0      8453.0       AP
3    AP601  20250930   8512.0   8630.0  ...   836435.36   8577.0      8513.0       AP
4    AP603  20250930   8377.0   8442.0  ...     1253.61   8413.0      8349.0       AP
5    AP604  20250930   8368.0   8421.0  ...      142.64   8390.0      8339.0       AP
6    AP605  20250930   8368.0   8450.0  ...     8622.75   8429.0      8371.0       AP
7    CF511  20250930  13330.0  13330.0  ...   270526.29  13225.0     13345.0       CF
8    CF601  20250930  13325.0  13340.0  ...  2087881.67  13245.0     13365.0       CF
9    CF603  20250930  13300.0  13300.0  ...     7061.79  13235.0     13355.0       CF
10   CF605  20250930  13345.0  13345.0  ...   364324.46  13265.0     13370.0       CF
11   CF607  20250930  13375.0  13375.0  ...     2311.00  13280.0     13400.0       CF
12   CF609  20250930  13480.0  13495.0  ...     2271.10  13440.0     13540.0       CF
13   CJ512  20250930  10850.0  10885.0  ...     4345.82  10715.0     10910.0       CJ
14   CJ601  20250930  10920.0  10950.0  ...   702285.44  10790.0     10955.0       CJ
15   CJ603  20250930  10870.0  10905.0  ...    11986.93  10725.0     10945.0       CJ
16   CJ605  20250930  10980.0  11000.0  ...   107221.41  10835.0     11020.0       CJ
17   CJ607  20250930  11065.0  11080.0  ...     5336.45  10900.0     11110.0       CJ
18   CJ609  20250930  11185.0  11210.0  ...     3257.73  11025.0     11245.0       CJ
19   CY510  20250930      0.0      0.0  ...        0.00  19465.0     19600.0       CY
20   CY511  20250930  19475.0  19495.0  ...   121116.60  19395.0     19530.0       CY
21   CY512  20250930      0.0      0.0  ...        0.00  19310.0     19415.0       CY
22   CY601  20250930  19440.0  19440.0  ...     2023.68  19365.0     19505.0       CY
23   CY602  20250930      0.0      0.0  ...        0.00  19485.0     19600.0       CY
24   CY603  20250930      0.0      0.0  ...        0.00  19730.0     19775.0       CY
25   CY604  20250930      0.0      0.0  ...        0.00  19485.0     19545.0       CY
26   CY605  20250930  19445.0  19470.0  ...       38.91  19455.0     19575.0       CY
27   CY606  20250930      0.0      0.0  ...        0.00  19485.0     19555.0       CY
28   CY607  20250930      0.0      0.0  ...        0.00  19850.0     19915.0       CY
29   CY608  20250930      0.0      0.0  ...        0.00  19550.0     19735.0       CY
30   CY609  20250930      0.0      0.0  ...        0.00  19805.0     19885.0       CY
31   FG510  20250930   1100.0   1120.0  ...     3881.29   1108.0      1117.0       FG
32   FG511  20250930   1107.0   1124.0  ...   163782.13   1112.0      1112.0       FG
33   FG512  20250930   1228.0   1244.0  ...    78257.85   1232.0      1230.0       FG
34   FG601  20250930   1224.0   1244.0  ...  4198546.07   1230.0      1229.0       FG
35   FG602  20250930   1283.0   1300.0  ...    27781.12   1286.0      1285.0       FG
36   FG603  20250930   1284.0   1300.0  ...     1945.17   1286.0      1287.0       FG
37   FG604  20250930   1350.0   1360.0  ...      716.47   1347.0      1348.0       FG
38   FG605  20250930   1342.0   1358.0  ...   102598.59   1344.0      1347.0       FG
39   FG606  20250930   1376.0   1388.0  ...     2183.60   1380.0      1378.0       FG
40   FG607  20250930   1368.0   1381.0  ...     3051.97   1372.0      1372.0       FG
41   FG608  20250930   1418.0   1425.0  ...      598.92   1413.0      1418.0       FG
42   FG609  20250930   1417.0   1427.0  ...     4165.29   1414.0      1420.0       FG
43   JR511  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250930   2272.0   2272.0  ...     2711.56   2254.0      2261.0       MA
52   MA511  20250930   2293.0   2297.0  ...   111051.90   2285.0      2298.0       MA
53   MA512  20250930   2335.0   2339.0  ...   121405.42   2322.0      2335.0       MA
54   MA601  20250930   2357.0   2360.0  ...  1019368.64   2340.0      2356.0       MA
55   MA602  20250930   2386.0   2387.0  ...    66650.25   2369.0      2383.0       MA
56   MA603  20250930   2388.0   2389.0  ...      524.20   2383.0      2396.0       MA
57   MA604  20250930   2378.0   2386.0  ...       35.69   2379.0      2392.0       MA
58   MA605  20250930   2390.0   2390.0  ...    68396.86   2373.0      2386.0       MA
59   MA606  20250930   2383.0   2383.0  ...        4.76   2381.0      2396.0       MA
60   MA607  20250930   2361.0   2361.0  ...       61.16   2352.0      2366.0       MA
61   MA608  20250930   2358.0   2359.0  ...       14.14   2356.0      2373.0       MA
62   MA609  20250930   2340.0   2340.0  ...     1702.43   2335.0      2347.0       MA
63   OI511  20250930  10231.0  10249.0  ...   454149.03  10215.0     10288.0       OI
64   OI601  20250930  10077.0  10083.0  ...  1823926.01  10046.0     10128.0       OI
65   OI603  20250930   9838.0   9854.0  ...    29618.45   9827.0      9870.0       OI
66   OI605  20250930   9578.0   9582.0  ...    89584.73   9522.0      9615.0       OI
67   OI607  20250930   9502.0   9512.0  ...      227.37   9474.0      9555.0       OI
68   OI609  20250930   9442.0   9466.0  ...      508.48   9416.0      9491.0       OI
69   PF510  20250930   6316.0   6316.0  ...     2255.92   6266.0      6318.0       PF
70   PF511  20250930   6322.0   6332.0  ...   575263.51   6274.0      6326.0       PF
71   PF512  20250930   6286.0   6290.0  ...   300667.05   6240.0      6294.0       PF
72   PF601  20250930   6328.0   6334.0  ...    38697.86   6282.0      6340.0       PF
73   PF602  20250930   6332.0   6338.0  ...   109458.18   6274.0      6340.0       PF
74   PF603  20250930   6336.0   6336.0  ...      286.36   6294.0      6352.0       PF
75   PF604  20250930   6364.0   6364.0  ...       25.38   6346.0      6422.0       PF
76   PF605  20250930   6394.0   6394.0  ...       57.16   6352.0      6430.0       PF
77   PF606  20250930   6400.0   6400.0  ...       15.91   6362.0      6424.0       PF
78   PF607  20250930      0.0      0.0  ...        0.00   6400.0      6432.0       PF
79   PF608  20250930   6418.0   6418.0  ...        3.21   6418.0      6448.0       PF
80   PF609  20250930   6404.0   6404.0  ...        3.20   6404.0      6498.0       PF
81   PK510  20250930   7796.0   7796.0  ...     6876.31   7688.0      7800.0       PK
82   PK511  20250930   7816.0   7834.0  ...   384511.20   7770.0      7834.0       PK
83   PK512  20250930   7818.0   7828.0  ...   138264.68   7768.0      7826.0       PK
84   PK601  20250930   7814.0   7828.0  ...    69079.42   7782.0      7820.0       PK
85   PK603  20250930   7836.0   7836.0  ...      241.87   7802.0      7846.0       PK
86   PK604  20250930   7826.0   7828.0  ...      261.85   7816.0      7846.0       PK
87   PK605  20250930   7842.0   7848.0  ...     5509.65   7822.0      7846.0       PK
88   PL601  20250930   6371.0   6372.0  ...    38008.34   6343.0      6375.0       PL
89   PL602  20250930   6369.0   6399.0  ...      689.27   6382.0      6403.0       PL
90   PL603  20250930   6374.0   6395.0  ...       51.09   6387.0      6424.0       PL
91   PL604  20250930   6383.0   6383.0  ...       38.18   6363.0      6425.0       PL
92   PL605  20250930   6352.0   6353.0  ...       63.31   6331.0      6371.0       PL
93   PL606  20250930   6378.0   6378.0  ...       12.76   6378.0      6430.0       PL
94   PL607  20250930   6334.0   6334.0  ...       12.67   6334.0      6399.0       PL
95   PL608  20250930      0.0      0.0  ...        0.00   6440.0      6440.0       PL
96   PL609  20250930      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250930   5828.0   5828.0  ...     2493.66   5792.0      5828.0       PR
104  PR511  20250930   5790.0   5790.0  ...   623368.94   5754.0      5798.0       PR
105  PR512  20250930   5788.0   5788.0  ...   507644.12   5754.0      5802.0       PR
106  PR601  20250930   5792.0   5792.0  ...   191697.67   5748.0      5802.0       PR
107  PR602  20250930   5822.0   5822.0  ...      277.48   5782.0      5838.0       PR
108  PR603  20250930   5792.0   5814.0  ...      112.97   5794.0      5858.0       PR
109  PR604  20250930   5854.0   5854.0  ...       52.46   5830.0      5890.0       PR
110  PR605  20250930   5874.0   5874.0  ...       26.38   5864.0      5906.0       PR
111  PR606  20250930      0.0      0.0  ...        0.00   5902.0      5940.0       PR
112  PR607  20250930      0.0      0.0  ...        0.00   5904.0      5940.0       PR
113  PR608  20250930      0.0      0.0  ...        0.00   5906.0      5918.0       PR
114  PR609  20250930      0.0      0.0  ...        0.00   5904.0      5908.0       PR
115  PX510  20250930   6624.0   6624.0  ...    16806.69   6620.0      6632.0       PX
116  PX511  20250930   6654.0   6664.0  ...   622492.93   6566.0      6664.0       PX
117  PX512  20250930   6638.0   6638.0  ...   270854.29   6558.0      6650.0       PX
118  PX601  20250930   6612.0   6632.0  ...   135776.97   6562.0      6640.0       PX
119  PX602  20250930   6642.0   6642.0  ...    16461.99   6570.0      6648.0       PX
120  PX603  20250930   6622.0   6622.0  ...        6.58   6584.0      6634.0       PX
121  PX604  20250930   6620.0   6620.0  ...        3.31   6620.0      6620.0       PX
122  PX605  20250930   6626.0   6646.0  ...     1102.30   6602.0      6670.0       PX
123  PX606  20250930   6600.0   6600.0  ...        3.30   6600.0      6656.0       PX
124  PX607  20250930      0.0      0.0  ...        0.00   6636.0      6646.0       PX
125  PX608  20250930      0.0      0.0  ...        0.00   6644.0      6686.0       PX
126  PX609  20250930   6578.0   6578.0  ...        3.29   6578.0      6714.0       PX
127  RI511  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250930   2480.0   2497.0  ...     8139.49   2490.0      2472.0       RM
134  RM601  20250930   2422.0   2440.0  ...   528254.87   2427.0      2413.0       RM
135  RM603  20250930   2337.0   2351.0  ...     5692.14   2339.0      2338.0       RM
136  RM605  20250930   2325.0   2334.0  ...    74064.09   2325.0      2328.0       RM
137  RM607  20250930   2316.0   2325.0  ...     4560.66   2316.0      2319.0       RM
138  RM608  20250930   2420.0   2425.0  ...      210.34   2418.0      2419.0       RM
139  RM609  20250930   2410.0   2415.0  ...     1103.17   2409.0      2408.0       RM
140  RS511  20250930   5283.0   5309.0  ...       73.95   5282.0      5318.0       RS
141  RS607  20250930   5597.0   5597.0  ...       11.19   5597.0      5568.0       RS
142  RS608  20250930   5530.0   5530.0  ...       11.04   5520.0      5565.0       RS
143  RS609  20250930   5587.0   5587.0  ...       11.12   5561.0      5561.0       RS
144  SA510  20250930   1190.0   1197.0  ...    10378.71   1184.0      1201.0       SA
145  SA511  20250930   1204.0   1211.0  ...   303831.37   1200.0      1209.0       SA
146  SA512  20250930   1268.0   1274.0  ...   226952.20   1263.0      1272.0       SA
147  SA601  20250930   1276.0   1285.0  ...  1993194.14   1272.0      1284.0       SA
148  SA602  20250930   1308.0   1315.0  ...   125572.31   1306.0      1311.0       SA
149  SA603  20250930   1314.0   1322.0  ...     5678.87   1310.0      1322.0       SA
150  SA604  20250930   1361.0   1365.0  ...     3056.60   1356.0      1365.0       SA
151  SA605  20250930   1363.0   1373.0  ...    76670.24   1363.0      1373.0       SA
152  SA606  20250930   1384.0   1389.0  ...      540.73   1379.0      1389.0       SA
153  SA607  20250930   1387.0   1390.0  ...     1188.55   1379.0      1391.0       SA
154  SA608  20250930   1420.0   1427.0  ...      416.61   1417.0      1428.0       SA
155  SA609  20250930   1428.0   1434.0  ...     2912.70   1424.0      1434.0       SA
156  SF510  20250930   5426.0   5438.0  ...     2701.47   5356.0      5402.0       SF
157  SF511  20250930   5610.0   5640.0  ...   531899.90   5534.0      5590.0       SF
158  SF512  20250930   5530.0   5610.0  ...   112661.52   5506.0      5574.0       SF
159  SF601  20250930   5586.0   5600.0  ...   210276.13   5504.0      5558.0       SF
160  SF602  20250930   5524.0   5540.0  ...    25776.54   5462.0      5524.0       SF
161  SF603  20250930   5654.0   5672.0  ...      273.31   5636.0      5704.0       SF
162  SF604  20250930   5622.0   5622.0  ...        2.81   5622.0      5708.0       SF
163  SF605  20250930   5684.0   5684.0  ...     4323.82   5608.0      5684.0       SF
164  SF606  20250930   5602.0   5612.0  ...      145.05   5580.0      5644.0       SF
165  SF607  20250930   5760.0   5776.0  ...      103.36   5742.0      5802.0       SF
166  SF608  20250930   5734.0   5734.0  ...        8.60   5734.0      5774.0       SF
167  SF609  20250930   5728.0   5728.0  ...       17.14   5714.0      5760.0       SF
168  SH510  20250930   2449.0   2510.0  ...    10358.01   2484.0      2453.0       SH
169  SH511  20250930   2479.0   2504.0  ...   281768.52   2484.0      2479.0       SH
170  SH512  20250930   2517.0   2541.0  ...   140798.43   2525.0      2519.0       SH
171  SH601  20250930   2511.0   2531.0  ...  1314763.35   2515.0      2513.0       SH
172  SH602  20250930   2535.0   2558.0  ...    44008.96   2545.0      2539.0       SH
173  SH603  20250930   2545.0   2568.0  ...     3457.96   2561.0      2553.0       SH
174  SH604  20250930   2590.0   2610.0  ...      202.95   2602.0      2597.0       SH
175  SH605  20250930   2603.0   2619.0  ...    10852.91   2606.0      2604.0       SH
176  SH606  20250930   2608.0   2634.0  ...      118.25   2628.0      2609.0       SH
177  SH607  20250930   2604.0   2629.0  ...       47.15   2619.0      2604.0       SH
178  SH608  20250930   2616.0   2641.0  ...       78.94   2631.0      2627.0       SH
179  SH609  20250930   2650.0   2650.0  ...       39.68   2645.0      2644.0       SH
180  SM510  20250930   5690.0   5690.0  ...     1942.24   5646.0      5684.0       SM
181  SM511  20250930   5790.0   5818.0  ...   228078.39   5750.0      5786.0       SM
182  SM512  20250930   5808.0   5820.0  ...    94951.87   5752.0      5802.0       SM
183  SM601  20250930   5818.0   5832.0  ...   508647.04   5768.0      5802.0       SM
184  SM602  20250930   5812.0   5840.0  ...   119190.72   5776.0      5812.0       SM
185  SM603  20250930   5832.0   5832.0  ...     1241.10   5786.0      5832.0       SM
186  SM604  20250930   5780.0   5800.0  ...       11.58   5790.0      5874.0       SM
187  SM605  20250930   5852.0   5858.0  ...    18042.19   5808.0      5838.0       SM
188  SM606  20250930   5808.0   5824.0  ...       17.44   5814.0      5840.0       SM
189  SM607  20250930   5824.0   5838.0  ...       43.67   5824.0      5864.0       SM
190  SM608  20250930      0.0      0.0  ...        0.00   5848.0      5880.0       SM
191  SM609  20250930   5870.0   5890.0  ...     2567.40   5842.0      5868.0       SM
192  SR511  20250930   5502.0   5544.0  ...   176512.48   5527.0      5519.0       SR
193  SR601  20250930   5478.0   5504.0  ...   860048.13   5490.0      5489.0       SR
194  SR603  20250930   5464.0   5484.0  ...     2586.40   5468.0      5473.0       SR
195  SR605  20250930   5434.0   5463.0  ...    60961.36   5450.0      5448.0       SR
196  SR607  20250930   5443.0   5456.0  ...     3895.77   5441.0      5447.0       SR
197  SR609  20250930   5436.0   5457.0  ...     4317.42   5444.0      5449.0       SR
198  TA510  20250930   4606.0   4606.0  ...    25830.06   4544.0      4606.0       TA
199  TA511  20250930   4612.0   4620.0  ...   275267.45   4574.0      4626.0       TA
200  TA512  20250930   4630.0   4632.0  ...   146981.18   4584.0      4638.0       TA
201  TA601  20250930   4642.0   4644.0  ...  1365439.97   4598.0      4650.0       TA
202  TA602  20250930   4658.0   4658.0  ...    42887.93   4604.0      4664.0       TA
203  TA603  20250930   4664.0   4664.0  ...      429.84   4622.0      4676.0       TA
204  TA604  20250930   4626.0   4632.0  ...       20.80   4624.0      4662.0       TA
205  TA605  20250930   4690.0   4690.0  ...    47284.05   4640.0      4694.0       TA
206  TA606  20250930      0.0      0.0  ...        0.00   4652.0      4696.0       TA
207  TA607  20250930   4652.0   4652.0  ...        2.33   4652.0      4704.0       TA
208  TA608  20250930      0.0      0.0  ...        0.00   4690.0      4718.0       TA
209  TA609  20250930   4710.0   4716.0  ...      388.39   4680.0      4740.0       TA
210  UR510  20250930   1541.0   1564.0  ...     3756.60   1543.0      1541.0       UR
211  UR511  20250930   1636.0   1648.0  ...    55295.79   1639.0      1632.0       UR
212  UR512  20250930   1649.0   1661.0  ...    18717.68   1651.0      1646.0       UR
213  UR601  20250930   1660.0   1674.0  ...   333509.96   1666.0      1657.0       UR
214  UR602  20250930   1670.0   1684.0  ...      277.77   1673.0      1663.0       UR
215  UR603  20250930   1728.0   1728.0  ...       85.71   1714.0      1710.0       UR
216  UR604  20250930   1713.0   1716.0  ...       44.57   1714.0      1708.0       UR
217  UR605  20250930   1712.0   1723.0  ...    18807.02   1715.0      1708.0       UR
218  UR606  20250930   1715.0   1721.0  ...      113.28   1716.0      1709.0       UR
219  UR607  20250930   1743.0   1743.0  ...        3.49   1743.0      1743.0       UR
220  UR608  20250930   1728.0   1742.0  ...       13.90   1737.0      1737.0       UR
221  UR609  20250930   1737.0   1742.0  ...      236.18   1737.0      1730.0       UR
222  WH511  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-09 18:26:39,337 - future_1d - INFO - ak.get_czce_daily('2025-09-30') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250930  7350.200  ...  7394.200    7328.200       IC
1   IC2511  20250930  7295.000  ...  7332.800    7261.200       IC
2   IC2512  20250930  7252.000  ...  7288.800    7210.600       IC
3   IC2603  20250930  7075.200  ...  7115.800    7033.600       IC
4   IF2510  20250930  4628.200  ...  4637.200    4626.200       IF
5   IF2511  20250930  4629.600  ...  4627.400    4614.400       IF
6   IF2512  20250930  4615.000  ...  4621.200    4608.800       IF
7   IF2603  20250930  4589.000  ...  4596.200    4584.000       IF
8   IH2510  20250930  2982.000  ...  2988.600    2985.400       IH
9   IH2511  20250930  2986.000  ...  2987.000    2984.000       IH
10  IH2512  20250930  2984.000  ...  2988.600    2985.400       IH
11  IH2603  20250930  2984.000  ...  2989.400    2985.800       IH
12  IM2510  20250930  7494.000  ...  7556.400    7469.600       IM
13  IM2511  20250930  7434.800  ...  7484.200    7387.800       IM
14  IM2512  20250930  7360.000  ...  7408.400    7316.800       IM
15  IM2603  20250930  7142.200  ...  7184.200    7096.600       IM
16   T2512  20250930   107.645  ...   107.885     107.660        T
17   T2603  20250930   107.330  ...   107.565     107.340        T
18   T2606  20250930   107.205  ...   107.465     107.260        T
19  TF2512  20250930   105.495  ...   105.655     105.510       TF
20  TF2603  20250930   105.360  ...   105.525     105.395       TF
21  TF2606  20250930   105.380  ...   105.575     105.405       TF
22  TL2512  20250930   113.600  ...   114.000     113.790       TL
23  TL2603  20250930   113.160  ...   113.660     113.440       TL
24  TL2606  20250930   113.200  ...   113.640     113.480       TL
25  TS2512  20250930   102.320  ...   102.374     102.332       TS
26  TS2603  20250930   102.238  ...   102.282     102.244       TS
27  TS2606  20250930   102.278  ...   102.322     102.276       TS

[28 rows x 12 columns]
2025-10-09 18:26:39,721 - future_1d - INFO - ak.get_cffex_daily('2025-09-30') done
2025-10-09 18:26:41,502 - future_1d - INFO - save future_daily 2025-09-30 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251009  ...   86040      83220      CU
1        1      CU2511  20251009  ...   85910      83260      CU
2        2      CU2512  20251009  ...   85940      83250      CU
3        3      CU2601  20251009  ...   85900      83220      CU
4        4      CU2602  20251009  ...   85730      83200      CU
5        5      CU2603  20251009  ...   85740      83150      CU
6        6      CU2604  20251009  ...   86060      83070      CU
7        7      CU2605  20251009  ...   85860      83010      CU
8        8      CU2606  20251009  ...   85890      82870      CU
9        9      CU2607  20251009  ...   85640      82910      CU
10      10      CU2608  20251009  ...   85310      82750      CU
11      11      CU2609  20251009  ...   85410      82840      CU
12      12      BC2510  20251009  ...   76060      73830      BC
13      13      BC2511  20251009  ...   76560      74070      BC
14      14      BC2512  20251009  ...   76870      74340      BC
15      15      BC2601  20251009  ...   76900      73700      BC
16      16      BC2602  20251009  ...   76900      73700      BC
17      17      BC2603  20251009  ...   77470      74550      BC
18      18      BC2604  20251009  ...   77000      73400      BC
19      19      BC2605  20251009  ...   75900      72900      BC
20      20      BC2606  20251009  ...   75880      72960      BC
21      21      BC2607  20251009  ...   75800      72900      BC
22      22      BC2608  20251009  ...   75800      73280      BC
23      23      BC2609  20251009  ...   75710      73400      BC
24      24      AL2510  20251009  ...   21030      20745      AL
25      25      AL2511  20251009  ...   21005      20755      AL
26      26      AL2512  20251009  ...   21010      20755      AL
27      27      AL2601  20251009  ...   21010      20760      AL
28      28      AL2602  20251009  ...   21005      20755      AL
29      29      AL2603  20251009  ...   21005      20775      AL
30      30      AL2604  20251009  ...   21030      20820      AL
31      31      AL2605  20251009  ...   21055      20830      AL
32      32      AL2606  20251009  ...   21035      20840      AL
33      33      AL2607  20251009  ...   21070      20825      AL
34      34      AL2608  20251009  ...   21060      20825      AL
35      35      AL2609  20251009  ...   21060      20810      AL
36      36      ZN2510  20251009  ...   22165      21870      ZN
37      37      ZN2511  20251009  ...   22200      21935      ZN
38      38      ZN2512  20251009  ...   22230      21950      ZN
39      39      ZN2601  20251009  ...   22240      21985      ZN
40      40      ZN2602  20251009  ...   22290      22010      ZN
41      41      ZN2603  20251009  ...   22340      22020      ZN
42      42      ZN2604  20251009  ...   22375      22055      ZN
43      43      ZN2605  20251009  ...   22415      22125      ZN
44      44      ZN2606  20251009  ...   22425      22170      ZN
45      45      ZN2607  20251009  ...   22460      22170      ZN
46      46      ZN2608  20251009  ...   22435      22175      ZN
47      47      ZN2609  20251009  ...   22475      22245      ZN
48      48      PB2510  20251009  ...   17025      16895      PB
49      49      PB2511  20251009  ...   17040      16930      PB
50      50      PB2512  20251009  ...   17075      16955      PB
51      51      PB2601  20251009  ...   17095      16970      PB
52      52      PB2602  20251009  ...   16990      16970      PB
53      53      PB2603  20251009  ...   17205      16985      PB
54      54      PB2604  20251009  ...   17170      17015      PB
55      55      PB2605  20251009  ...   17195      17025      PB
56      56      PB2606  20251009  ...   17165      17020      PB
57      57      PB2607  20251009  ...   17020      17020      PB
58      58      PB2608  20251009  ...   17255      17030      PB
59      59      PB2609  20251009  ...   17285      17050      PB
60      60      NI2510  20251009  ...  122090     121200      NI
61      61      NI2511  20251009  ...  123120     121580      NI
62      62      NI2512  20251009  ...  123310     121720      NI
63      63      NI2601  20251009  ...  123530     121920      NI
64      64      NI2602  20251009  ...  123470     121980      NI
65      65      NI2603  20251009  ...  124010     122290      NI
66      66      NI2604  20251009  ...  124320     122630      NI
67      67      NI2605  20251009  ...  124550     122780      NI
68      68      NI2606  20251009  ...  124900     122720      NI
69      69      NI2607  20251009  ...  124850     123310      NI
70      70      NI2608  20251009  ...  125590     123760      NI
71      71      NI2609  20251009  ...  125660     124310      NI
72      72      SN2510  20251009  ...  284870     278060      SN
73      73      SN2511  20251009  ...  285070     278760      SN
74      74      SN2512  20251009  ...  285420     278700      SN
75      75      SN2601  20251009  ...  285490     278760      SN
76      76      SN2602  20251009  ...  285460     278620      SN
77      77      SN2603  20251009  ...  285280     278480      SN
78      78      SN2604  20251009  ...  284800     279250      SN
79      79      SN2605  20251009  ...  285020     277730      SN
80      80      SN2606  20251009  ...  285390     277860      SN
81      81      SN2607  20251009  ...  284640     278390      SN
82      82      SN2608  20251009  ...  285520     279230      SN
83      83      SN2609  20251009  ...  287820     279080      SN
84      84      AO2510  20251009  ...    2818       2835      AO
85      85      AO2511  20251009  ...    2844       2854      AO
86      86      AO2512  20251009  ...    2860       2868      AO
87      87      AO2601  20251009  ...    2871       2883      AO
88      88      AO2602  20251009  ...    2882       2897      AO
89      89      AO2603  20251009  ...    2949       2966      AO
90      90      AO2604  20251009  ...    2958       2967      AO
91      91      AO2605  20251009  ...    2965       2974      AO
92      92      AO2606  20251009  ...    2972       2980      AO
93      93      AO2607  20251009  ...    2978       2987      AO
94      94      AO2608  20251009  ...    2987       3002      AO
95      95      AO2609  20251009  ...    3000       3017      AO
96      96      AD2511  20251009  ...   20485      20250      AD
97      97      AD2512  20251009  ...   20535      20290      AD
98      98      AD2601  20251009  ...   20610      20330      AD
99      99      AD2602  20251009  ...   20620      20350      AD
100    100      AD2603  20251009  ...   20325      20325      AD
101    101      AD2604  20251009  ...   20360      20310      AD
102    102      AD2605  20251009  ...   20550      20310      AD
103    103      AD2606  20251009  ...   20365      20325      AD
104    104      AD2607  20251009  ...   20510      20510      AD
105    105      AD2608  20251009  ...   20495      20515      AD
106    106      AD2609  20251009  ...   20335      20335      AD
107    107      AU2510  20251009  ...  912.68     870.54      AU
108    108      AU2511  20251009  ...  912.92     871.26      AU
109    109      AU2512  20251009  ...  912.96      872.3      AU
110    110      AU2602  20251009  ...  915.62     875.08      AU
111    111      AU2604  20251009  ...  917.54     876.98      AU
112    112      AU2606  20251009  ...  918.92     879.94      AU
113    113      AU2608  20251009  ...  921.98     880.24      AU
114    114      AU2610  20251009  ...   924.9      885.3      AU
115    115      AG2510  20251009  ...   11193      10901      AG
116    116      AG2511  20251009  ...   11192      10916      AG
117    117      AG2512  20251009  ...   11209      10926      AG
118    118      AG2601  20251009  ...   11217      10935      AG
119    119      AG2602  20251009  ...   11235      10953      AG
120    120      AG2603  20251009  ...   11249      10957      AG
121    121      AG2604  20251009  ...   11256      10964      AG
122    122      AG2605  20251009  ...   11266      10989      AG
123    123      AG2606  20251009  ...   11255      10993      AG
124    124      AG2607  20251009  ...   11284      11015      AG
125    125      AG2608  20251009  ...   11293      11009      AG
126    126      AG2609  20251009  ...   11305      11036      AG
127    127      RB2510  20251009  ...    2998       3001      RB
128    128      RB2511  20251009  ...    3019       3021      RB
129    129      RB2512  20251009  ...    3070       3074      RB
130    130      RB2601  20251009  ...    3087       3090      RB
131    131      RB2602  20251009  ...    3093       3095      RB
132    132      RB2603  20251009  ...    3109       3106      RB
133    133      RB2604  20251009  ...    3131       3130      RB
134    134      RB2605  20251009  ...    3145       3144      RB
135    135      RB2606  20251009  ...    3158       3159      RB
136    136      RB2607  20251009  ...    3175       3177      RB
137    137      RB2608  20251009  ...    3180       3175      RB
138    138      RB2609  20251009  ...    3189       3186      RB
139    139      WR2510  20251009  ...    3069       3069      WR
140    140      WR2511  20251009  ...    3270       3300      WR
141    141      WR2512  20251009  ...    3309       3309      WR
142    142      WR2601  20251009  ...    3320       3307      WR
143    143      WR2602  20251009  ...    3301       3301      WR
144    144      WR2603  20251009  ...    3329       3329      WR
145    145      WR2604  20251009  ...    3339       3339      WR
146    146      WR2605  20251009  ...    3279       3248      WR
147    147      WR2606  20251009  ...    3356       3296      WR
148    148      WR2607  20251009  ...    3390       3390      WR
149    149      WR2608  20251009  ...    3431       3408      WR
150    150      WR2609  20251009  ...    3430       3430      WR
151    151      HC2510  20251009  ...    3352       3380      HC
152    152      HC2511  20251009  ...    3306       3329      HC
153    153      HC2512  20251009  ...    3300       3300      HC
154    154      HC2601  20251009  ...    3273       3274      HC
155    155      HC2602  20251009  ...    3272       3270      HC
156    156      HC2603  20251009  ...    3281       3279      HC
157    157      HC2604  20251009  ...    3286       3279      HC
158    158      HC2605  20251009  ...    3281       3276      HC
159    159      HC2606  20251009  ...    3286       3274      HC
160    160      HC2607  20251009  ...    3294       3291      HC
161    161      HC2608  20251009  ...    3298       3293      HC
162    162      HC2609  20251009  ...    3301       3306      HC
163    163      SS2510  20251009  ...   12600      12650      SS
164    164      SS2511  20251009  ...   12800      12785      SS
165    165      SS2512  20251009  ...   12820      12800      SS
166    166      SS2601  20251009  ...   12890      12865      SS
167    167      SS2602  20251009  ...   12925      12915      SS
168    168      SS2603  20251009  ...   13050      13025      SS
169    169      SS2604  20251009  ...   13115      13105      SS
170    170      SS2605  20251009  ...   13195      13160      SS
171    171      SS2606  20251009  ...   13290      13230      SS
172    172      SS2607  20251009  ...   13320      13280      SS
173    173      SS2608  20251009  ...   13375      13340      SS
174    174      SS2609  20251009  ...   13410      13385      SS
175    175      SC2511  20251009  ...   468.7      480.5      SC
176    176      SC2512  20251009  ...   471.4        482      SC
177    177      SC2601  20251009  ...   471.2      481.6      SC
178    178      SC2602  20251009  ...   470.2      481.1      SC
179    179      SC2603  20251009  ...   469.6      480.5      SC
180    180      SC2604  20251009  ...   469.6      480.4      SC
181    181      SC2605  20251009  ...   470.5      482.3      SC
182    182      SC2606  20251009  ...   468.9      479.5      SC
183    183      SC2607  20251009  ...   470.8      478.7      SC
184    184      SC2608  20251009  ...   469.5      477.6      SC
185    185      SC2609  20251009  ...   470.3      478.3      SC
186    186      SC2610  20251009  ...     471      478.3      SC
187    187      SC2612  20251009  ...   463.8      473.7      SC
188    188      SC2703  20251009  ...     472      472.1      SC
189    189      SC2706  20251009  ...   469.9        473      SC
190    190      SC2709  20251009  ...   469.4      476.2      SC
191    191      SC2712  20251009  ...   465.9        474      SC
192    192      SC2803  20251009  ...     458      475.1      SC
193    193      SC2806  20251009  ...   455.2      465.8      SC
194    194      SC2809  20251009  ...   458.2      465.9      SC
195    195      LU2511  20251009  ...    3329       3402      LU
196    196      LU2512  20251009  ...    3342       3417      LU
197    197      LU2601  20251009  ...    3326       3398      LU
198    198      LU2602  20251009  ...    3318       3400      LU
199    199      LU2603  20251009  ...    3327       3375      LU
200    200      LU2604  20251009  ...    3300       3371      LU
201    201      LU2605  20251009  ...    3278       3358      LU
202    202      LU2606  20251009  ...    3289       3361      LU
203    203      LU2607  20251009  ...    3276       3353      LU
204    204      LU2608  20251009  ...    3271       3329      LU
205    205      LU2609  20251009  ...    3267       3317      LU
206    206      LU2610  20251009  ...    3267       3317      LU
207    207      FU2511  20251009  ...    2935       2995      FU
208    208      FU2512  20251009  ...    2851       2911      FU
209    209      FU2601  20251009  ...    2813       2870      FU
210    210      FU2602  20251009  ...    2786       2846      FU
211    211      FU2603  20251009  ...    2780       2833      FU
212    212      FU2604  20251009  ...    2773       2822      FU
213    213      FU2605  20251009  ...    2761       2807      FU
214    214      FU2606  20251009  ...    2752       2791      FU
215    215      FU2607  20251009  ...    2727       2764      FU
216    216      FU2608  20251009  ...    2702       2732      FU
217    217      FU2609  20251009  ...    2691       2718      FU
218    218      FU2610  20251009  ...    2686       2718      FU
219    219      BU2510  20251009  ...    3470       3444      BU
220    220      BU2511  20251009  ...    3376       3427      BU
221    221      BU2512  20251009  ...    3327       3378      BU
222    222      BU2601  20251009  ...    3307       3359      BU
223    223      BU2602  20251009  ...    3314       3366      BU
224    224      BU2603  20251009  ...    3323       3365      BU
225    225      BU2604  20251009  ...    3319       3368      BU
226    226      BU2605  20251009  ...    3328       3374      BU
227    227      BU2606  20251009  ...    3328       3369      BU
228    228      BU2607  20251009  ...    3331       3381      BU
229    229      BU2608  20251009  ...    3356       3378      BU
230    230      BU2609  20251009  ...    3316       3368      BU
231    231      BU2612  20251009  ...    3270       3308      BU
232    232      BU2703  20251009  ...    3276       3311      BU
233    233      BU2706  20251009  ...    3282       3306      BU
234    234      BU2709  20251009  ...    3300       3299      BU
235    235      BR2510  20251009  ...   11310      11230      BR
236    236      BR2511  20251009  ...   11260      11175      BR
237    237      BR2512  20251009  ...   11235      11165      BR
238    238      BR2601  20251009  ...   11225      11165      BR
239    239      BR2602  20251009  ...   11245      11170      BR
240    240      BR2603  20251009  ...   11265      11170      BR
241    241      BR2604  20251009  ...   11195      11175      BR
242    242      BR2605  20251009  ...   11295      11235      BR
243    243      BR2606  20251009  ...   11345      11270      BR
244    244      BR2607  20251009  ...   11415      11375      BR
245    245      BR2608  20251009  ...   11460      11410      BR
246    246      BR2609  20251009  ...   11505      11355      BR
247    247      RU2510  20251009  ...   14535      14265      RU
248    248      RU2511  20251009  ...   14485      14365      RU
249    249      RU2601  20251009  ...   15325      15180      RU
250    250      RU2603  20251009  ...   15345      15155      RU
251    251      RU2604  20251009  ...   15290      15150      RU
252    252      RU2605  20251009  ...   15290      15165      RU
253    253      RU2606  20251009  ...   15270      15175      RU
254    254      RU2607  20251009  ...   15370      15150      RU
255    255      RU2608  20251009  ...   15300      15095      RU
256    256      RU2609  20251009  ...   15315      15145      RU
257    257      NR2510  20251009  ...   12220      12200      NR
258    258      NR2511  20251009  ...   12385      12240      NR
259    259      NR2512  20251009  ...   12385      12255      NR
260    260      NR2601  20251009  ...   12410      12285      NR
261    261      NR2602  20251009  ...   12400      12260      NR
262    262      NR2603  20251009  ...   12390      12280      NR
263    263      NR2604  20251009  ...   12390      12285      NR
264    264      NR2605  20251009  ...   12425      12350      NR
265    265      NR2606  20251009  ...   12470      12415      NR
266    266      NR2607  20251009  ...   12535      12535      NR
267    267      NR2608  20251009  ...   12570      12555      NR
268    268      NR2609  20251009  ...   12510      12510      NR
269    269      SP2510  20251009  ...    4808       4808      SP
270    270      SP2511  20251009  ...    4812       4856      SP
271    271      SP2512  20251009  ...    4832       4874      SP
272    272      SP2601  20251009  ...    5108       5142      SP
273    273      SP2602  20251009  ...    5114       5140      SP
274    274      SP2603  20251009  ...    5130       5160      SP
275    275      SP2604  20251009  ...    5140       5168      SP
276    276      SP2605  20251009  ...    5150       5182      SP
277    277      SP2606  20251009  ...    5182       5198      SP
278    278      SP2607  20251009  ...    5170       5194      SP
279    279      SP2608  20251009  ...    5192       5212      SP
280    280      SP2609  20251009  ...    5178       5212      SP
281    281      OP2601  20251009  ...    4214       4232      OP
282    282      OP2602  20251009  ...    4224       4218      OP
283    283      OP2603  20251009  ...    4222       4258      OP
284    284      OP2604  20251009  ...    4268       4276      OP
285    285      OP2605  20251009  ...    4266       4266      OP
286    286      OP2606  20251009  ...    4234       4236      OP
287    287      OP2607  20251009  ...    4238       4238      OP
288    288      OP2608  20251009  ...    4248       4238      OP
289    289      OP2609  20251009  ...    4266       4330      OP
290    290      EC2510  20251009  ...  1112.5     1122.1      EC
291    291      EC2512  20251009  ...  1620.2     1719.1      EC
292    292      EC2602  20251009  ...  1410.9     1628.2      EC
293    293      EC2604  20251009  ...  1108.4     1243.6      EC
294    294      EC2606  20251009  ...  1294.6     1445.6      EC
295    295      EC2608  20251009  ...  1415.5     1595.7      EC
296    296  SC_TAS2511  20251009  ...                     SC_TAS
297    297  SC_TAS2512  20251009  ...                     SC_TAS
298    298  SC_TAS2601  20251009  ...                     SC_TAS
299    299  SC_TAS2602  20251009  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-09 18:26:44,885 - future_1d - INFO - ak.get_shfe_daily('2025-10-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251009   470.9   472.5  ...   2084237.8   468.7      480.5      SC
1       SC2512  20251009     472   474.9  ...  1261843.21   471.4        482      SC
2       SC2601  20251009   474.1   474.2  ...   524626.75   471.2      481.6      SC
3       SC2602  20251009   472.9   473.3  ...    28075.25   470.2      481.1      SC
4       SC2603  20251009   472.1     473  ...    15122.65   469.6      480.5      SC
5       SC2604  20251009     471   472.7  ...     6857.14   469.6      480.4      SC
6       SC2605  20251009   478.1   478.1  ...     5740.53   470.5      482.3      SC
7       SC2606  20251009   466.2   472.1  ...     18476.2   468.9      479.5      SC
8       SC2607  20251009     477     477  ...      282.52   470.8      478.7      SC
9       SC2608  20251009   469.5   471.3  ...      469.55   469.5      477.6      SC
10      SC2609  20251009   466.2   471.1  ...     1222.99   470.3      478.3      SC
11      SC2610  20251009                  ...           0     471      478.3      SC
12      SC2612  20251009   465.3   465.3  ...      185.52   463.8      473.7      SC
13      SC2703  20251009                  ...           0     472      472.1      SC
14      SC2706  20251009                  ...           0   469.9        473      SC
15      SC2709  20251009                  ...           0   469.4      476.2      SC
16      SC2712  20251009                  ...           0   465.9        474      SC
17      SC2803  20251009     458     458  ...        91.6     458      475.1      SC
18      SC2806  20251009   458.7     460  ...     1001.62   455.2      465.8      SC
19      SC2809  20251009     459     459  ...       91.64   458.2      465.9      SC
21      LU2511  20251009    3328    3360  ...  100605.809    3329       3402      LU
22      LU2512  20251009    3349    3360  ...  156925.469    3342       3417      LU
23      LU2601  20251009    3346    3346  ...   81003.807    3326       3398      LU
24      LU2602  20251009    3329    3332  ...    3315.233    3318       3400      LU
25      LU2603  20251009    3377    3377  ...     379.372    3327       3375      LU
26      LU2604  20251009    3299    3305  ...        29.7    3300       3371      LU
27      LU2605  20251009    3255    3301  ...      16.394    3278       3358      LU
28      LU2606  20251009    3284    3298  ...      13.156    3289       3361      LU
29      LU2607  20251009    3278    3284  ...      16.383    3276       3353      LU
30      LU2608  20251009    3270    3273  ...      13.085    3271       3329      LU
31      LU2609  20251009    3280    3280  ...      29.407    3267       3317      LU
32      LU2610  20251009                  ...           0    3267       3317      LU
34      NR2510  20251009   11360   12380  ...      855.45   12220      12200      NR
35      NR2511  20251009   12200   12490  ...    862883.4   12385      12240      NR
36      NR2512  20251009   12200   12485  ...  445589.105   12385      12255      NR
37      NR2601  20251009   12200   12490  ...  207180.275   12410      12285      NR
38      NR2602  20251009   12320   12435  ...    8979.275   12400      12260      NR
39      NR2603  20251009   12230   12415  ...    5179.585   12390      12280      NR
40      NR2604  20251009   12395   12555  ...    4139.045   12390      12285      NR
41      NR2605  20251009   12490   12490  ...      745.74   12425      12350      NR
42      NR2606  20251009   12475   12520  ...       87.31   12470      12415      NR
43      NR2607  20251009   12550   12550  ...       50.15   12535      12535      NR
44      NR2608  20251009   12585   12585  ...      75.445   12570      12555      NR
45      NR2609  20251009                  ...           0   12510      12510      NR
47      BC2510  20251009   76000   76200  ...       570.5   76060      73830      BC
48      BC2511  20251009   75270   77440  ...   327729.33   76560      74070      BC
49      BC2512  20251009   76140   77490  ...    17526.86   76870      74340      BC
50      BC2601  20251009                  ...           0   76900      73700      BC
51      BC2602  20251009                  ...           0   76900      73700      BC
52      BC2603  20251009   77440   77500  ...       77.47   77470      74550      BC
53      BC2604  20251009                  ...           0   77000      73400      BC
54      BC2605  20251009                  ...           0   75900      72900      BC
55      BC2606  20251009                  ...           0   75880      72960      BC
56      BC2607  20251009                  ...           0   75800      72900      BC
57      BC2608  20251009                  ...           0   75800      73280      BC
58      BC2609  20251009                  ...           0   75710      73400      BC
60      EC2510  20251009    1100    1135  ...   86570.306  1112.5     1122.1      EC
61      EC2512  20251009    1672  1711.5  ...  336268.582  1620.2     1719.1      EC
62      EC2602  20251009    1400    1550  ...  90221.1205  1410.9     1628.2      EC
63      EC2604  20251009    1100    1150  ...   36389.341  1108.4     1243.6      EC
64      EC2606  20251009  1243.2  1349.9  ...   6408.4725  1294.6     1445.6      EC
65      EC2608  20251009    1400    1459  ...    4600.576  1415.5     1595.7      EC
68  SC_TAS2511  20251009                  ...                                 SC_TAS
69  SC_TAS2512  20251009                  ...                                 SC_TAS
70  SC_TAS2601  20251009                  ...                                 SC_TAS
71  SC_TAS2602  20251009                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-09 18:26:44,952 - future_1d - INFO - ak.get_ine_daily('2025-10-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251009  50845.0  ...  50760.0     50845.0       PS
1   PS2511  20251009  51280.0  ...  50185.0     50765.0       PS
2   PS2512  20251009  53900.0  ...  52860.0     53270.0       PS
3   PS2601  20251009  53610.0  ...  52695.0     52955.0       PS
4   PS2602  20251009  53630.0  ...  52535.0     52730.0       PS
5   PS2603  20251009  53475.0  ...  52620.0     52665.0       PS
6   PS2604  20251009  53320.0  ...  52550.0     52665.0       PS
7   PS2605  20251009  53150.0  ...  52570.0     52670.0       PS
8   PS2606  20251009  55075.0  ...  54535.0     54735.0       PS
9   PS2607  20251009  55150.0  ...  54430.0     54590.0       PS
10  PS2608  20251009  54620.0  ...  54115.0     54375.0       PS
11  PS2609  20251009  53925.0  ...  54065.0     54400.0       PS
13  SI2510  20251009   8610.0  ...   8640.0      8660.0       SI
14  SI2511  20251009   8650.0  ...   8645.0      8665.0       SI
15  SI2512  20251009   9000.0  ...   9035.0      9050.0       SI
16  SI2601  20251009   8980.0  ...   8985.0      9000.0       SI
17  SI2602  20251009   9005.0  ...   8990.0      9005.0       SI
18  SI2603  20251009   9035.0  ...   8975.0      9020.0       SI
19  SI2604  20251009   8990.0  ...   9000.0      9030.0       SI
20  SI2605  20251009   9100.0  ...   9020.0      9035.0       SI
21  SI2606  20251009   9035.0  ...   9020.0      9050.0       SI
22  SI2607  20251009   9050.0  ...   9055.0      9060.0       SI
23  SI2608  20251009   8990.0  ...   9040.0      9085.0       SI
24  SI2609  20251009   9045.0  ...   9060.0      9085.0       SI
27  LC2510  20251009  72000.0  ...  73040.0     73340.0       LC
28  LC2511  20251009  73200.0  ...  73700.0     73140.0       LC
29  LC2512  20251009  73880.0  ...  73780.0     73220.0       LC
30  LC2601  20251009  73500.0  ...  73640.0     73160.0       LC
31  LC2602  20251009  72960.0  ...  73320.0     72800.0       LC
32  LC2603  20251009  72960.0  ...  73400.0     72800.0       LC
33  LC2604  20251009  73700.0  ...  73820.0     73200.0       LC
34  LC2605  20251009  73460.0  ...  73740.0     73280.0       LC
35  LC2606  20251009  73140.0  ...  73720.0     73100.0       LC
36  LC2607  20251009  73100.0  ...  73600.0     72960.0       LC
37  LC2608  20251009  73200.0  ...  73720.0     73120.0       LC
38  LC2609  20251009  73640.0  ...  73720.0     73100.0       LC

[36 rows x 12 columns]
2025-10-09 18:26:45,057 - future_1d - INFO - ak.get_gfex_daily('2025-10-09') done
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 714, in urlopen
    httplib_response = self._make_request(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 466, in _make_request
    six.raise_from(e, None)
  File "", line 3, in raise_from
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 461, in _make_request
    httplib_response = conn.getresponse()
  File "/usr/local/lib/python3.10/http/client.py", line 1374, in getresponse
    response.begin()
  File "/usr/local/lib/python3.10/http/client.py", line 318, in begin
    version, status, reason = self._read_status()
  File "/usr/local/lib/python3.10/http/client.py", line 279, in _read_status
    line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/requests/adapters.py", line 667, in send
    resp = conn.urlopen(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 798, in urlopen
    retries = retries.increment(
  File "/usr/local/lib/python3.10/site-packages/urllib3/util/retry.py", line 550, in increment
    raise six.reraise(type(error), error, _stacktrace)
  File "/usr/local/lib/python3.10/site-packages/urllib3/packages/six.py", line 769, in reraise
    raise value.with_traceback(tb)
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 714, in urlopen
    httplib_response = self._make_request(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 466, in _make_request
    six.raise_from(e, None)
  File "", line 3, in raise_from
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 461, in _make_request
    httplib_response = conn.getresponse()
  File "/usr/local/lib/python3.10/http/client.py", line 1374, in getresponse
    response.begin()
  File "/usr/local/lib/python3.10/http/client.py", line 318, in begin
    version, status, reason = self._read_status()
  File "/usr/local/lib/python3.10/http/client.py", line 279, in _read_status
    line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
urllib3.exceptions.ProtocolError: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1043, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 566, in get_dce_daily
    r = requests.post(url, data=params, headers=headers)
  File "/usr/local/lib/python3.10/site-packages/requests/api.py", line 115, in post
    return request("post", url, data=data, json=json, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/api.py", line 59, in request
    return session.request(method=method, url=url, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/sessions.py", line 589, in request
    resp = self.send(prep, **send_kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/sessions.py", line 703, in send
    r = adapter.send(request, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/adapters.py", line 682, in send
    raise ConnectionError(err, request=request)
requests.exceptions.ConnectionError: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))
An error occurred: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))
2025-10-09 18:32:00,667 - future_1d - INFO - ak.get_dce_daily('2025-10-09') failed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251009   9180.0   9180.0  ...      606.76   9056.0      8739.0       AP
1    AP511  20251009   8609.0   8772.0  ...    24312.56   8692.0      8550.0       AP
2    AP512  20251009   8568.0   8758.0  ...     4491.72   8655.0      8535.0       AP
3    AP601  20251009   8700.0   8818.0  ...  1078250.16   8691.0      8577.0       AP
4    AP603  20251009   8503.0   8637.0  ...     3828.77   8527.0      8413.0       AP
5    AP604  20251009   8499.0   8623.0  ...     1124.27   8517.0      8390.0       AP
6    AP605  20251009   8551.0   8654.0  ...    31815.85   8564.0      8429.0       AP
7    CF511  20251009  13165.0  13320.0  ...   101359.17  13255.0     13225.0       CF
8    CF601  20251009  13180.0  13345.0  ...  1670284.31  13290.0     13245.0       CF
9    CF603  20251009  13205.0  13345.0  ...   120491.38  13295.0     13235.0       CF
10   CF605  20251009  13240.0  13390.0  ...   319097.65  13330.0     13265.0       CF
11   CF607  20251009  13300.0  13400.0  ...     1389.53  13360.0     13280.0       CF
12   CF609  20251009  13480.0  13560.0  ...     2601.35  13515.0     13440.0       CF
13   CJ512  20251009  10720.0  10935.0  ...     3592.80  10805.0     10715.0       CJ
14   CJ601  20251009  10880.0  11030.0  ...   903134.86  10895.0     10790.0       CJ
15   CJ603  20251009  10835.0  10975.0  ...    17725.72  10845.0     10725.0       CJ
16   CJ605  20251009  10965.0  11090.0  ...   181938.29  10955.0     10835.0       CJ
17   CJ607  20251009  11045.0  11150.0  ...     2912.65  11035.0     10900.0       CJ
18   CJ609  20251009  11145.0  11260.0  ...     1434.59  11165.0     11025.0       CJ
19   CY510  20251009      0.0      0.0  ...        0.00  19480.0     19465.0       CY
20   CY511  20251009  19385.0  19550.0  ...    27406.98  19470.0     19395.0       CY
21   CY512  20251009      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251009  19380.0  19480.0  ...    39105.58  19380.0     19365.0       CY
23   CY602  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251009  19450.0  19450.0  ...        9.73  19450.0     19730.0       CY
25   CY604  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251009      0.0      0.0  ...        0.00  19475.0     19455.0       CY
27   CY606  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251009      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251009  19200.0  20090.0  ...       38.67  19335.0     19550.0       CY
30   CY609  20251009      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251009   1108.0   1108.0  ...      376.47   1101.0      1108.0       FG
32   FG511  20251009   1110.0   1119.0  ...    97334.72   1107.0      1112.0       FG
33   FG512  20251009   1219.0   1236.0  ...    43972.59   1220.0      1232.0       FG
34   FG601  20251009   1217.0   1233.0  ...  3527665.61   1215.0      1230.0       FG
35   FG602  20251009   1274.0   1285.0  ...    30274.50   1272.0      1286.0       FG
36   FG603  20251009   1274.0   1288.0  ...    25672.64   1276.0      1286.0       FG
37   FG604  20251009   1330.0   1348.0  ...      582.20   1335.0      1347.0       FG
38   FG605  20251009   1322.0   1346.0  ...   139714.63   1334.0      1344.0       FG
39   FG606  20251009   1372.0   1375.0  ...     3235.23   1369.0      1380.0       FG
40   FG607  20251009   1354.0   1367.0  ...     2229.94   1356.0      1372.0       FG
41   FG608  20251009   1409.0   1412.0  ...     1360.40   1400.0      1413.0       FG
42   FG609  20251009   1401.0   1415.0  ...     4759.90   1403.0      1414.0       FG
43   JR511  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251009   2246.0   2246.0  ...      830.10   2202.0      2254.0       MA
52   MA511  20251009   2263.0   2269.0  ...    38230.47   2245.0      2285.0       MA
53   MA512  20251009   2298.0   2307.0  ...    31495.53   2276.0      2322.0       MA
54   MA601  20251009   2321.0   2326.0  ...  1253950.85   2298.0      2340.0       MA
55   MA602  20251009   2352.0   2360.0  ...    31262.55   2325.0      2369.0       MA
56   MA603  20251009   2367.0   2378.0  ...    21746.04   2350.0      2383.0       MA
57   MA604  20251009   2372.0   2372.0  ...       87.32   2360.0      2379.0       MA
58   MA605  20251009   2366.0   2372.0  ...   156632.54   2355.0      2373.0       MA
59   MA606  20251009   2367.0   2367.0  ...        9.43   2358.0      2381.0       MA
60   MA607  20251009   2351.0   2351.0  ...       42.05   2336.0      2352.0       MA
61   MA608  20251009   2359.0   2360.0  ...       35.18   2345.0      2356.0       MA
62   MA609  20251009   2331.0   2342.0  ...     2443.41   2325.0      2335.0       MA
63   OI511  20251009  10221.0  10427.0  ...   213930.04  10352.0     10215.0       OI
64   OI601  20251009  10160.0  10266.0  ...  2140115.76  10197.0     10046.0       OI
65   OI603  20251009   9914.0  10032.0  ...   131943.23   9966.0      9827.0       OI
66   OI605  20251009   9619.0   9749.0  ...   128642.37   9683.0      9522.0       OI
67   OI607  20251009   9571.0   9653.0  ...      509.51   9613.0      9474.0       OI
68   OI609  20251009   9500.0   9596.0  ...      763.74   9547.0      9416.0       OI
69   PF510  20251009   6254.0   6304.0  ...       71.88   6250.0      6266.0       PF
70   PF511  20251009   6272.0   6310.0  ...   329022.26   6274.0      6274.0       PF
71   PF512  20251009   6236.0   6250.0  ...   204278.61   6214.0      6240.0       PF
72   PF601  20251009   6272.0   6294.0  ...    63811.44   6258.0      6282.0       PF
73   PF602  20251009   6272.0   6288.0  ...    46188.89   6236.0      6274.0       PF
74   PF603  20251009   6268.0   6268.0  ...    11140.43   6232.0      6294.0       PF
75   PF604  20251009   6312.0   6312.0  ...       15.72   6288.0      6346.0       PF
76   PF605  20251009   6332.0   6344.0  ...       85.11   6304.0      6352.0       PF
77   PF606  20251009   6340.0   6340.0  ...        6.34   6336.0      6362.0       PF
78   PF607  20251009   6330.0   6330.0  ...        3.17   6330.0      6400.0       PF
79   PF608  20251009      0.0      0.0  ...        0.00   6376.0      6418.0       PF
80   PF609  20251009      0.0      0.0  ...        0.00   6390.0      6404.0       PF
81   PK510  20251009   7452.0   7630.0  ...      312.42   7620.0      7688.0       PK
82   PK511  20251009   7828.0   7828.0  ...   332275.29   7712.0      7770.0       PK
83   PK512  20251009   7794.0   7806.0  ...    95956.90   7704.0      7768.0       PK
84   PK601  20251009   7800.0   7802.0  ...   127887.54   7748.0      7782.0       PK
85   PK603  20251009   7810.0   7822.0  ...     9684.64   7782.0      7802.0       PK
86   PK604  20251009   7824.0   7856.0  ...      826.21   7832.0      7816.0       PK
87   PK605  20251009   7850.0   7874.0  ...    10360.89   7840.0      7822.0       PK
88   PL601  20251009   6329.0   6329.0  ...    57138.73   6219.0      6343.0       PL
89   PL602  20251009   6284.0   6284.0  ...      350.16   6253.0      6382.0       PL
90   PL603  20251009   6268.0   6268.0  ...       25.03   6257.0      6387.0       PL
91   PL604  20251009      0.0      0.0  ...        0.00   6363.0      6363.0       PL
92   PL605  20251009   6268.0   6268.0  ...      223.77   6216.0      6331.0       PL
93   PL606  20251009   6290.0   6290.0  ...       12.58   6290.0      6378.0       PL
94   PL607  20251009   6213.0   6320.0  ...       25.07   6267.0      6334.0       PL
95   PL608  20251009      0.0      0.0  ...        0.00   6433.0      6440.0       PL
96   PL609  20251009      0.0      0.0  ...        0.00   6346.0      6490.0       PL
97   PM511  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251009   5758.0   5758.0  ...       17.21   5738.0      5792.0       PR
104  PR511  20251009   5750.0   5774.0  ...   125201.90   5736.0      5754.0       PR
105  PR512  20251009   5738.0   5758.0  ...   171325.02   5726.0      5754.0       PR
106  PR601  20251009   5730.0   5750.0  ...   114113.86   5714.0      5748.0       PR
107  PR602  20251009   5782.0   5782.0  ...     6054.90   5750.0      5782.0       PR
108  PR603  20251009   5786.0   5806.0  ...      207.66   5768.0      5794.0       PR
109  PR604  20251009   5818.0   5852.0  ...      174.10   5804.0      5830.0       PR
110  PR605  20251009   5866.0   5898.0  ...      191.64   5808.0      5864.0       PR
111  PR606  20251009   5816.0   5872.0  ...       17.53   5844.0      5902.0       PR
112  PR607  20251009   5908.0   5908.0  ...       35.03   5840.0      5904.0       PR
113  PR608  20251009   5770.0   5770.0  ...        8.66   5770.0      5906.0       PR
114  PR609  20251009      0.0      0.0  ...        0.00   5870.0      5904.0       PR
115  PX510  20251009   6620.0   6620.0  ...       51.66   6458.0      6620.0       PX
116  PX511  20251009   6556.0   6598.0  ...   349672.10   6528.0      6566.0       PX
117  PX512  20251009   6540.0   6574.0  ...   115972.60   6518.0      6558.0       PX
118  PX601  20251009   6530.0   6568.0  ...   177334.52   6522.0      6562.0       PX
119  PX602  20251009   6566.0   6578.0  ...    68287.39   6524.0      6570.0       PX
120  PX603  20251009   6532.0   6576.0  ...    50412.89   6516.0      6584.0       PX
121  PX604  20251009   6492.0   6562.0  ...        6.53   6528.0      6620.0       PX
122  PX605  20251009   6576.0   6592.0  ...     1929.84   6542.0      6602.0       PX
123  PX606  20251009      0.0      0.0  ...        0.00   6600.0      6600.0       PX
124  PX607  20251009   6622.0   6622.0  ...        3.31   6622.0      6636.0       PX
125  PX608  20251009      0.0      0.0  ...        0.00   6624.0      6644.0       PX
126  PX609  20251009   6526.0   6600.0  ...        9.86   6574.0      6578.0       PX
127  RI511  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251009   2510.0   2516.0  ...    14228.89   2491.0      2490.0       RM
134  RM601  20251009   2441.0   2455.0  ...   501267.72   2429.0      2427.0       RM
135  RM603  20251009   2333.0   2350.0  ...     4343.72   2339.0      2339.0       RM
136  RM605  20251009   2332.0   2340.0  ...    72033.98   2330.0      2325.0       RM
137  RM607  20251009   2322.0   2329.0  ...     3089.16   2321.0      2316.0       RM
138  RM608  20251009   2423.0   2430.0  ...      198.73   2424.0      2418.0       RM
139  RM609  20251009   2415.0   2420.0  ...     1357.93   2412.0      2409.0       RM
140  RS511  20251009   5250.0   5250.0  ...       47.00   5223.0      5282.0       RS
141  RS607  20251009      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251009      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251009      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251009   1171.0   1172.0  ...     3552.39   1163.0      1184.0       SA
145  SA511  20251009   1194.0   1196.0  ...   105802.19   1181.0      1200.0       SA
146  SA512  20251009   1247.0   1257.0  ...   117157.00   1240.0      1263.0       SA
147  SA601  20251009   1256.0   1268.0  ...  1891876.84   1251.0      1272.0       SA
148  SA602  20251009   1294.0   1304.0  ...   102481.15   1288.0      1306.0       SA
149  SA603  20251009   1297.0   1308.0  ...    84438.50   1293.0      1310.0       SA
150  SA604  20251009   1343.0   1353.0  ...     4001.08   1335.0      1356.0       SA
151  SA605  20251009   1346.0   1360.0  ...   122538.83   1343.0      1363.0       SA
152  SA606  20251009   1374.0   1376.0  ...      762.44   1361.0      1379.0       SA
153  SA607  20251009   1372.0   1378.0  ...     1276.17   1363.0      1379.0       SA
154  SA608  20251009   1413.0   1413.0  ...      880.30   1402.0      1417.0       SA
155  SA609  20251009   1415.0   1421.0  ...     3530.95   1407.0      1424.0       SA
156  SF510  20251009   5270.0   5318.0  ...      887.01   5312.0      5356.0       SF
157  SF511  20251009   5502.0   5510.0  ...   358884.87   5472.0      5534.0       SF
158  SF512  20251009   5470.0   5490.0  ...    80190.55   5448.0      5506.0       SF
159  SF601  20251009   5478.0   5480.0  ...   161858.23   5448.0      5504.0       SF
160  SF602  20251009   5436.0   5452.0  ...    36060.99   5404.0      5462.0       SF
161  SF603  20251009   5604.0   5614.0  ...    24688.94   5580.0      5636.0       SF
162  SF604  20251009   5600.0   5600.0  ...       13.97   5588.0      5622.0       SF
163  SF605  20251009   5598.0   5600.0  ...     3126.79   5564.0      5608.0       SF
164  SF606  20251009   5540.0   5566.0  ...       66.40   5534.0      5580.0       SF
165  SF607  20251009   5700.0   5710.0  ...       37.03   5698.0      5742.0       SF
166  SF608  20251009   5682.0   5682.0  ...        2.84   5682.0      5734.0       SF
167  SF609  20251009   5668.0   5688.0  ...       25.53   5674.0      5714.0       SF
168  SH510  20251009   2465.0   2466.0  ...     1370.59   2443.0      2484.0       SH
169  SH511  20251009   2480.0   2487.0  ...   349904.04   2433.0      2484.0       SH
170  SH512  20251009   2525.0   2533.0  ...   126039.38   2479.0      2525.0       SH
171  SH601  20251009   2520.0   2526.0  ...  2154307.81   2469.0      2515.0       SH
172  SH602  20251009   2551.0   2551.0  ...   142219.27   2503.0      2545.0       SH
173  SH603  20251009   2495.0   2550.0  ...   110848.97   2513.0      2561.0       SH
174  SH604  20251009   2571.0   2574.0  ...      299.24   2558.0      2602.0       SH
175  SH605  20251009   2615.0   2615.0  ...    17219.13   2564.0      2606.0       SH
176  SH606  20251009   2595.0   2604.0  ...      325.22   2581.0      2628.0       SH
177  SH607  20251009   2590.0   2605.0  ...      154.16   2569.0      2619.0       SH
178  SH608  20251009   2593.0   2629.0  ...      171.00   2591.0      2631.0       SH
179  SH609  20251009   2638.0   2638.0  ...      148.57   2606.0      2645.0       SH
180  SM510  20251009      0.0      0.0  ...        0.00   5646.0      5646.0       SM
181  SM511  20251009   5772.0   5772.0  ...    40594.04   5746.0      5750.0       SM
182  SM512  20251009   5758.0   5772.0  ...    77416.62   5748.0      5752.0       SM
183  SM601  20251009   5766.0   5778.0  ...   441308.37   5756.0      5768.0       SM
184  SM602  20251009   5776.0   5786.0  ...   209724.76   5760.0      5776.0       SM
185  SM603  20251009   5786.0   5800.0  ...   227429.72   5774.0      5786.0       SM
186  SM604  20251009   5794.0   5794.0  ...        2.90   5794.0      5790.0       SM
187  SM605  20251009   5796.0   5816.0  ...    15813.80   5796.0      5808.0       SM
188  SM606  20251009   5782.0   5816.0  ...        8.69   5796.0      5814.0       SM
189  SM607  20251009   5796.0   5832.0  ...        8.71   5810.0      5824.0       SM
190  SM608  20251009      0.0      0.0  ...        0.00   5848.0      5848.0       SM
191  SM609  20251009   5826.0   5850.0  ...     1463.12   5842.0      5842.0       SM
192  SR511  20251009   5527.0   5578.0  ...    57161.25   5552.0      5527.0       SR
193  SR601  20251009   5498.0   5542.0  ...  1084646.31   5517.0      5490.0       SR
194  SR603  20251009   5482.0   5524.0  ...    92166.09   5507.0      5468.0       SR
195  SR605  20251009   5468.0   5502.0  ...    78376.35   5481.0      5450.0       SR
196  SR607  20251009   5460.0   5498.0  ...     3454.38   5474.0      5441.0       SR
197  SR609  20251009   5461.0   5502.0  ...     3959.40   5484.0      5444.0       SR
198  TA510  20251009   4532.0   4548.0  ...     2697.22   4514.0      4544.0       TA
199  TA511  20251009   4560.0   4580.0  ...   164194.02   4544.0      4574.0       TA
200  TA512  20251009   4572.0   4588.0  ...    88961.68   4552.0      4584.0       TA
201  TA601  20251009   4570.0   4602.0  ...  1282595.32   4564.0      4598.0       TA
202  TA602  20251009   4588.0   4610.0  ...    28680.03   4572.0      4604.0       TA
203  TA603  20251009   4598.0   4618.0  ...     9536.24   4590.0      4622.0       TA
204  TA604  20251009   4600.0   4600.0  ...       32.12   4590.0      4624.0       TA
205  TA605  20251009   4620.0   4642.0  ...    64664.27   4612.0      4640.0       TA
206  TA606  20251009      0.0      0.0  ...        0.00   4644.0      4652.0       TA
207  TA607  20251009      0.0      0.0  ...        0.00   4652.0      4652.0       TA
208  TA608  20251009   4632.0   4632.0  ...        2.32   4632.0      4690.0       TA
209  TA609  20251009   4668.0   4682.0  ...      731.37   4658.0      4680.0       TA
210  UR510  20251009   1520.0   1520.0  ...      485.01   1516.0      1543.0       UR
211  UR511  20251009   1617.0   1619.0  ...    26965.19   1593.0      1639.0       UR
212  UR512  20251009   1631.0   1634.0  ...    25588.16   1600.0      1651.0       UR
213  UR601  20251009   1648.0   1648.0  ...   821537.42   1619.0      1666.0       UR
214  UR602  20251009   1651.0   1654.0  ...    23156.99   1620.0      1673.0       UR
215  UR603  20251009   1685.0   1691.0  ...      474.75   1672.0      1714.0       UR
216  UR604  20251009   1679.0   1679.0  ...       60.18   1672.0      1714.0       UR
217  UR605  20251009   1704.0   1704.0  ...    57571.94   1681.0      1715.0       UR
218  UR606  20251009   1710.0   1710.0  ...     1116.39   1686.0      1716.0       UR
219  UR607  20251009   1737.0   1737.0  ...       92.96   1722.0      1743.0       UR
220  UR608  20251009   1735.0   1735.0  ...       65.21   1716.0      1737.0       UR
221  UR609  20251009   1720.0   1720.0  ...      689.09   1706.0      1737.0       UR
222  WH511  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-09 18:32:00,957 - future_1d - INFO - ak.get_czce_daily('2025-10-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251009  7445.000  ...  7531.400    7394.200       IC
1   IC2511  20251009  7381.800  ...  7471.600    7332.800       IC
2   IC2512  20251009  7330.000  ...  7432.800    7288.800       IC
3   IC2603  20251009  7180.000  ...  7272.200    7115.800       IC
4   IF2510  20251009  4655.000  ...  4712.000    4637.200       IF
5   IF2511  20251009  4649.600  ...  4703.200    4627.400       IF
6   IF2512  20251009  4639.000  ...  4694.400    4621.200       IF
7   IF2603  20251009  4617.000  ...  4672.600    4596.200       IF
8   IH2510  20251009  3000.000  ...  3022.800    2988.600       IH
9   IH2511  20251009  3001.000  ...  3022.200    2987.000       IH
10  IH2512  20251009  2996.000  ...  3024.200    2988.600       IH
11  IH2603  20251009  3001.200  ...  3023.800    2989.400       IH
12  IM2510  20251009  7599.600  ...  7618.800    7556.400       IM
13  IM2511  20251009  7521.800  ...  7539.400    7484.200       IM
14  IM2512  20251009  7444.000  ...  7467.800    7408.400       IM
15  IM2603  20251009  7220.000  ...  7248.800    7184.200       IM
16   T2512  20251009   107.855  ...   108.050     107.885        T
17   T2603  20251009   107.525  ...   107.730     107.565        T
18   T2606  20251009   107.465  ...   107.615     107.465        T
19  TF2512  20251009   105.600  ...   105.750     105.655       TF
20  TF2603  20251009   105.500  ...   105.610     105.525       TF
21  TF2606  20251009   105.425  ...   105.625     105.575       TF
22  TL2512  20251009   113.800  ...   114.530     114.000       TL
23  TL2603  20251009   113.650  ...   114.180     113.660       TL
24  TL2606  20251009   113.600  ...   114.140     113.640       TL
25  TS2512  20251009   102.360  ...   102.410     102.374       TS
26  TS2603  20251009   102.280  ...   102.304     102.282       TS
27  TS2606  20251009   102.350  ...   102.356     102.322       TS

[28 rows x 12 columns]
2025-10-09 18:32:01,012 - future_1d - INFO - ak.get_cffex_daily('2025-10-09') done
2025-10-09 18:32:02,785 - future_1d - INFO - save future_daily 2025-10-09 completed