LogViewer
89   PL602  20251021   6067.0   6126.0  ...    53123.04   6078.0      6112.0       PL
90   PL603  20251021   6064.0   6125.0  ...    38139.10   6075.0      6105.0       PL
91   PL604  20251021      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251021   6072.0   6078.0  ...       24.30   6075.0      6079.0       PL
93   PL606  20251021   6002.0   6002.0  ...       12.00   6002.0      6088.0       PL
94   PL607  20251021   6037.0   6037.0  ...       12.07   6037.0      6245.0       PL
95   PL608  20251021      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251021      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251021      0.0      0.0  ...        0.00   5660.0      5660.0       PR
104  PR511  20251021   5550.0   5600.0  ...    11945.61   5574.0      5578.0       PR
105  PR512  20251021   5546.0   5594.0  ...   205215.45   5556.0      5568.0       PR
106  PR601  20251021   5512.0   5558.0  ...   307052.13   5524.0      5534.0       PR
107  PR602  20251021   5540.0   5600.0  ...    52031.64   5568.0      5568.0       PR
108  PR603  20251021   5538.0   5594.0  ...      301.24   5580.0      5560.0       PR
109  PR604  20251021   5618.0   5618.0  ...      109.29   5606.0      5582.0       PR
110  PR605  20251021   5568.0   5632.0  ...      168.22   5608.0      5612.0       PR
111  PR606  20251021      0.0      0.0  ...        0.00   5644.0      5644.0       PR
112  PR607  20251021      0.0      0.0  ...        0.00   5670.0      5670.0       PR
113  PR608  20251021      0.0      0.0  ...        0.00   5682.0      5672.0       PR
114  PR609  20251021   5636.0   5676.0  ...       33.93   5656.0      5662.0       PR
115  PX510  20251021      0.0      0.0  ...        0.00   6302.0      6304.0       PX
116  PX511  20251021   6270.0   6368.0  ...    18101.46   6324.0      6306.0       PX
117  PX512  20251021   6286.0   6370.0  ...   127710.48   6328.0      6314.0       PX
118  PX601  20251021   6268.0   6372.0  ...   513890.59   6322.0      6324.0       PX
119  PX602  20251021   6282.0   6380.0  ...   194736.07   6342.0      6324.0       PX
120  PX603  20251021   6284.0   6378.0  ...    93529.30   6344.0      6316.0       PX
121  PX604  20251021   6312.0   6360.0  ...        6.34   6336.0      6340.0       PX
122  PX605  20251021   6316.0   6400.0  ...     3298.23   6368.0      6378.0       PX
123  PX606  20251021      0.0      0.0  ...        0.00   6378.0      6398.0       PX
124  PX607  20251021      0.0      0.0  ...        0.00   6374.0      6340.0       PX
125  PX608  20251021      0.0      0.0  ...        0.00   6384.0      6382.0       PX
126  PX609  20251021   6398.0   6414.0  ...        9.61   6408.0      6408.0       PX
127  RI511  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251021   2408.0   2419.0  ...     1943.84   2412.0      2405.0       RM
134  RM601  20251021   2353.0   2363.0  ...   445175.72   2340.0      2347.0       RM
135  RM603  20251021   2307.0   2309.0  ...     6957.07   2304.0      2298.0       RM
136  RM605  20251021   2306.0   2316.0  ...   107527.55   2306.0      2300.0       RM
137  RM607  20251021   2299.0   2309.0  ...     9313.89   2299.0      2293.0       RM
138  RM608  20251021   2400.0   2410.0  ...      228.19   2402.0      2398.0       RM
139  RM609  20251021   2395.0   2405.0  ...     1987.14   2397.0      2392.0       RM
140  RS511  20251021   5203.0   5404.0  ...       68.88   5299.0      5280.0       RS
141  RS607  20251021   5455.0   5556.0  ...       11.01   5506.0      5597.0       RS
142  RS608  20251021      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251021      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251021   1138.0   1138.0  ...     3622.29   1129.0      1142.0       SA
145  SA511  20251021   1147.0   1147.0  ...    11828.48   1137.0      1157.0       SA
146  SA512  20251021   1205.0   1208.0  ...    91830.04   1198.0      1217.0       SA
147  SA601  20251021   1217.0   1220.0  ...  2395212.26   1207.0      1228.0       SA
148  SA602  20251021   1256.0   1259.0  ...   119637.50   1249.0      1267.0       SA
149  SA603  20251021   1264.0   1267.0  ...   230994.00   1256.0      1274.0       SA
150  SA604  20251021   1289.0   1302.0  ...     2038.78   1289.0      1310.0       SA
151  SA605  20251021   1306.0   1307.0  ...   107598.71   1295.0      1313.0       SA
152  SA606  20251021   1317.0   1324.0  ...      537.25   1310.0      1330.0       SA
153  SA607  20251021   1329.0   1329.0  ...     1015.35   1319.0      1330.0       SA
154  SA608  20251021   1360.0   1363.0  ...      533.01   1353.0      1367.0       SA
155  SA609  20251021   1356.0   1369.0  ...     5882.47   1358.0      1371.0       SA
156  SF510  20251021      0.0      0.0  ...        0.00   5298.0      5276.0       SF
157  SF511  20251021   5460.0   5542.0  ...    43846.03   5488.0      5464.0       SF
158  SF512  20251021   5438.0   5544.0  ...    54521.00   5482.0      5448.0       SF
159  SF601  20251021   5432.0   5542.0  ...   490154.72   5480.0      5444.0       SF
160  SF602  20251021   5368.0   5468.0  ...    61108.33   5412.0      5388.0       SF
161  SF603  20251021   5524.0   5598.0  ...    85542.81   5536.0      5532.0       SF
162  SF604  20251021   5488.0   5580.0  ...       11.07   5536.0      5506.0       SF
163  SF605  20251021   5492.0   5568.0  ...     7555.46   5504.0      5512.0       SF
164  SF606  20251021   5458.0   5530.0  ...      351.94   5500.0      5472.0       SF
165  SF607  20251021   5622.0   5688.0  ...       50.72   5636.0      5646.0       SF
166  SF608  20251021      0.0      0.0  ...        0.00   5618.0      5618.0       SF
167  SF609  20251021   5608.0   5652.0  ...      272.14   5612.0      5608.0       SF
168  SH510  20251021      0.0      0.0  ...        0.00   2348.0      2340.0       SH
169  SH511  20251021   2387.0   2432.0  ...    34576.17   2411.0      2365.0       SH
170  SH512  20251021   2390.0   2409.0  ...    79998.25   2395.0      2383.0       SH
171  SH601  20251021   2384.0   2394.0  ...  1597576.39   2381.0      2373.0       SH
172  SH602  20251021   2407.0   2415.0  ...   160397.49   2403.0      2401.0       SH
173  SH603  20251021   2425.0   2425.0  ...   101313.53   2410.0      2408.0       SH
174  SH604  20251021   2468.0   2476.0  ...      185.23   2470.0      2459.0       SH
175  SH605  20251021   2484.0   2490.0  ...    15094.42   2480.0      2476.0       SH
176  SH606  20251021   2520.0   2520.0  ...       45.29   2516.0      2509.0       SH
177  SH607  20251021   2528.0   2533.0  ...       60.69   2529.0      2521.0       SH
178  SH608  20251021   2565.0   2565.0  ...       15.38   2563.0      2553.0       SH
179  SH609  20251021   2568.0   2571.0  ...       53.87   2565.0      2563.0       SH
180  SM510  20251021      0.0      0.0  ...        0.00   5612.0      5612.0       SM
181  SM511  20251021   5722.0   5764.0  ...     4204.49   5740.0      5746.0       SM
182  SM512  20251021   5728.0   5780.0  ...    83252.90   5744.0      5742.0       SM
183  SM601  20251021   5730.0   5792.0  ...   461343.36   5754.0      5756.0       SM
184  SM602  20251021   5734.0   5794.0  ...    62536.81   5758.0      5752.0       SM
185  SM603  20251021   5740.0   5800.0  ...   148433.82   5762.0      5766.0       SM
186  SM604  20251021      0.0      0.0  ...        0.00   5766.0      5760.0       SM
187  SM605  20251021   5768.0   5824.0  ...    23814.78   5792.0      5794.0       SM
188  SM606  20251021   5776.0   5776.0  ...        2.89   5776.0      5790.0       SM
189  SM607  20251021   5768.0   5776.0  ...      219.19   5768.0      5768.0       SM
190  SM608  20251021      0.0      0.0  ...        0.00   5798.0      5796.0       SM
191  SM609  20251021   5818.0   5852.0  ...     1875.49   5824.0      5832.0       SM
192  SR511  20251021   5414.0   5414.0  ...     2462.19   5388.0      5396.0       SR
193  SR601  20251021   5439.0   5445.0  ...   693118.22   5436.0      5435.0       SR
194  SR603  20251021   5421.0   5430.0  ...   162225.22   5418.0      5419.0       SR
195  SR605  20251021   5403.0   5403.0  ...    57225.19   5396.0      5396.0       SR
196  SR607  20251021   5404.0   5406.0  ...     1512.15   5401.0      5401.0       SR
197  SR609  20251021   5411.0   5415.0  ...     2947.41   5408.0      5410.0       SR
198  TA510  20251021   4332.0   4382.0  ...      446.91   4360.0      4350.0       TA
199  TA511  20251021   4342.0   4398.0  ...    12307.64   4372.0      4374.0       TA
200  TA512  20251021   4360.0   4420.0  ...   343551.99   4384.0      4394.0       TA
201  TA601  20251021   4386.0   4442.0  ...  1158587.06   4410.0      4414.0       TA
202  TA602  20251021   4400.0   4458.0  ...   363998.15   4422.0      4432.0       TA
203  TA603  20251021   4420.0   4474.0  ...    74722.03   4450.0      4450.0       TA
204  TA604  20251021      0.0      0.0  ...        0.00   4462.0      4446.0       TA
205  TA605  20251021   4448.0   4508.0  ...    55694.99   4480.0      4478.0       TA
206  TA606  20251021      0.0      0.0  ...        0.00   4488.0      4464.0       TA
207  TA607  20251021      0.0      0.0  ...        0.00   4498.0      4482.0       TA
208  TA608  20251021   4510.0   4510.0  ...        2.26   4510.0      4500.0       TA
209  TA609  20251021   4502.0   4540.0  ...     1053.64   4512.0      4514.0       TA
210  UR510  20251021   1496.0   1496.0  ...      798.41   1495.0      1496.0       UR
211  UR511  20251021   1570.0   1593.0  ...     6525.90   1582.0      1581.0       UR
212  UR512  20251021   1584.0   1607.0  ...    23425.25   1599.0      1592.0       UR
213  UR601  20251021   1597.0   1622.0  ...   512122.19   1611.0      1607.0       UR
214  UR602  20251021   1607.0   1628.0  ...    16092.12   1619.0      1611.0       UR
215  UR603  20251021   1668.0   1683.0  ...      191.08   1676.0      1668.0       UR
216  UR604  20251021   1672.0   1685.0  ...       47.04   1680.0      1674.0       UR
217  UR605  20251021   1673.0   1691.0  ...    32416.92   1684.0      1679.0       UR
218  UR606  20251021   1686.0   1694.0  ...      236.56   1690.0      1684.0       UR
219  UR607  20251021   1722.0   1723.0  ...       48.20   1722.0      1715.0       UR
220  UR608  20251021   1720.0   1720.0  ...       17.18   1718.0      1716.0       UR
221  UR609  20251021   1712.0   1721.0  ...      278.16   1717.0      1712.0       UR
222  WH511  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-23 18:26:03,485 - future_1d - INFO - ak.get_czce_daily('2025-10-21') done
2025-10-23 18:26:05,258 - future_1d - INFO - save future_daily 2025-10-21 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251022   4030.00  ...   4027.00     4049.00        A
1     a2601  20251022   4060.00  ...   4050.00     4073.00        A
2     a2603  20251022   4068.00  ...   4052.00     4071.00        A
3     a2605  20251022   4098.00  ...   4092.00     4104.00        A
4     a2607  20251022   4098.00  ...   4088.00     4101.00        A
5     a2609  20251022   4098.00  ...   4091.00     4106.00        A
6     b2510  20251022      0.00  ...   3629.00     3600.00        B
7     b2511  20251022   3586.00  ...   3572.00     3611.00        B
8     b2512  20251022   3601.00  ...   3583.00     3620.00        B
9     b2601  20251022   3621.00  ...   3595.00     3629.00        B
10    b2602  20251022   3630.00  ...   3616.00     3643.00        B
11    b2603  20251022   3602.00  ...   3589.00     3609.00        B
12    b2604  20251022   3501.00  ...   3496.00     3512.00        B
13    b2605  20251022   3461.00  ...   3452.00     3467.00        B
14    b2606  20251022   3431.00  ...   3427.00     3438.00        B
15    b2607  20251022   3427.00  ...   3430.00     3438.00        B
16    b2608  20251022   3527.00  ...   3524.00     3533.00        B
17    b2609  20251022   3564.00  ...   3552.00     3564.00        B
18   bb2511  20251022      0.00  ...    144.50      144.50       BB
19   bb2601  20251022    146.70  ...    146.90      147.00       BB
20   bb2603  20251022    146.85  ...    146.90      147.10       BB
21   bb2605  20251022    146.90  ...    146.90      147.10       BB
22   bb2607  20251022      0.00  ...    151.85      152.05       BB
23   bb2609  20251022      0.00  ...    151.85      152.05       BB
24   bz2603  20251022   5476.00  ...   5521.00     5482.00       BZ
25   bz2604  20251022   5480.00  ...   5522.00     5480.00       BZ
26   bz2605  20251022   5505.00  ...   5516.00     5482.00       BZ
27   bz2606  20251022   5483.00  ...   5492.00     5480.00       BZ
28   bz2607  20251022      0.00  ...   5519.00     5468.00       BZ
29   bz2608  20251022   5535.00  ...   5535.00     5480.00       BZ
30   bz2609  20251022      0.00  ...   5536.00     5456.00       BZ
31    c2511  20251022   2120.00  ...   2114.00     2119.00        C
32    c2601  20251022   2141.00  ...   2131.00     2141.00        C
33    c2603  20251022   2169.00  ...   2159.00     2170.00        C
34    c2605  20251022   2249.00  ...   2238.00     2249.00        C
35    c2607  20251022   2274.00  ...   2261.00     2273.00        C
36    c2609  20251022   2287.00  ...   2274.00     2289.00        C
37   cs2511  20251022   2390.00  ...   2398.00     2389.00       CS
38   cs2601  20251022   2430.00  ...   2424.00     2422.00       CS
39   cs2603  20251022   2447.00  ...   2441.00     2442.00       CS
40   cs2605  20251022   2551.00  ...   2545.00     2548.00       CS
41   cs2607  20251022   2566.00  ...   2563.00     2565.00       CS
42   cs2609  20251022   2616.00  ...   2606.00     2608.00       CS
43   eb2510  20251022      0.00  ...   6217.00     6217.00       EB
44   eb2511  20251022   6480.00  ...   6484.00     6441.00       EB
45   eb2512  20251022   6502.00  ...   6511.00     6470.00       EB
46   eb2601  20251022   6535.00  ...   6561.00     6519.00       EB
47   eb2602  20251022   6585.00  ...   6616.00     6585.00       EB
48   eb2603  20251022   6669.00  ...   6684.00     6650.00       EB
49   eb2604  20251022   6730.00  ...   6765.00     6718.00       EB
50   eb2605  20251022   6784.00  ...   6826.00     6782.00       EB
51   eb2606  20251022   6823.00  ...   6820.00     6817.00       EB
52   eb2607  20251022   6909.00  ...   6920.00     6817.00       EB
53   eb2608  20251022   6925.00  ...   6938.00     6822.00       EB
54   eb2609  20251022   6919.00  ...   6914.00     6868.00       EB
55   eg2510  20251022      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251022   4006.00  ...   4019.00     4001.00       EG
57   eg2512  20251022   3988.00  ...   4023.00     4000.00       EG
58   eg2601  20251022   4015.00  ...   4033.00     4003.00       EG
59   eg2602  20251022   4025.00  ...   4041.00     4015.00       EG
60   eg2603  20251022   4033.00  ...   4059.00     4028.00       EG
61   eg2604  20251022   4076.00  ...   4093.00     4093.00       EG
62   eg2605  20251022   4107.00  ...   4111.00     4085.00       EG
63   eg2606  20251022   4099.00  ...   4131.00     4103.00       EG
64   eg2607  20251022   4133.00  ...   4143.00     4114.00       EG
65   eg2608  20251022   4164.00  ...   4164.00     4119.00       EG
66   eg2609  20251022   4171.00  ...   4178.00     4140.00       EG
67   fb2510  20251022      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251022   1228.50  ...   1230.50     1236.50       FB
69   fb2512  20251022   1258.50  ...   1257.50     1259.00       FB
70   fb2601  20251022   1273.00  ...   1269.00     1267.50       FB
71   fb2602  20251022   1267.00  ...   1268.50     1266.50       FB
72   fb2603  20251022   1260.00  ...   1261.00     1261.00       FB
73   fb2604  20251022      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251022   1268.50  ...   1268.50     1285.50       FB
75   fb2606  20251022      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251022      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251022      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251022      0.00  ...   1296.00     1296.00       FB
79    i2510  20251022      0.00  ...    809.00      806.00        I
80    i2511  20251022    792.00  ...    797.00      791.50        I
81    i2512  20251022    785.00  ...    787.00      782.00        I
82    i2601  20251022    772.50  ...    774.00      769.00        I
83    i2602  20251022    770.50  ...    772.00      767.50        I
84    i2603  20251022    767.00  ...    768.50      763.50        I
85    i2604  20251022    764.00  ...    763.50      758.50        I
86    i2605  20251022    752.00  ...    753.50      749.50        I
87    i2606  20251022    748.00  ...    748.50      745.50        I
88    i2607  20251022    743.00  ...    744.00      739.50        I
89    i2608  20251022    739.00  ...    739.50      735.50        I
90    i2609  20251022    730.50  ...    732.50      729.00        I
91    j2510  20251022      0.00  ...   1600.50     1600.00        J
92    j2511  20251022   1627.50  ...   1634.00     1626.00        J
93    j2512  20251022   1661.00  ...   1671.50     1662.50        J
94    j2601  20251022   1672.00  ...   1696.50     1691.50        J
95    j2602  20251022   1717.50  ...   1717.50     1732.50        J
96    j2603  20251022   1738.50  ...   1738.50     1738.50        J
97    j2604  20251022   1805.00  ...   1805.00     1816.50        J
98    j2605  20251022   1810.00  ...   1840.50     1837.50        J
99    j2606  20251022   1847.50  ...   1858.50     1881.50        J
100   j2607  20251022      0.00  ...   1881.00     1881.00        J
101   j2608  20251022      0.00  ...   1865.00     1865.00        J
102   j2609  20251022   1917.50  ...   1921.00     1917.50        J
103  jd2510  20251022   2780.00  ...   2780.00     2790.00       JD
104  jd2511  20251022   2820.00  ...   2806.00     2794.00       JD
105  jd2512  20251022   2962.00  ...   2932.00     2931.00       JD
106  jd2601  20251022   3169.00  ...   3157.00     3155.00       JD
107  jd2602  20251022   2950.00  ...   2940.00     2946.00       JD
108  jd2603  20251022   2955.00  ...   2947.00     2956.00       JD
109  jd2604  20251022   3142.00  ...   3138.00     3138.00       JD
110  jd2605  20251022   3349.00  ...   3336.00     3342.00       JD
111  jd2606  20251022   3241.00  ...   3222.00     3240.00       JD
112  jd2607  20251022   3487.00  ...   3460.00     3480.00       JD
113  jd2608  20251022   3956.00  ...   3931.00     3958.00       JD
114  jd2609  20251022   3828.00  ...   3796.00     3838.00       JD
115  jm2510  20251022   1065.50  ...    953.00     1055.50       JM
116  jm2511  20251022   1068.50  ...   1077.00     1071.50       JM
117  jm2512  20251022   1118.00  ...   1131.00     1125.50       JM
118  jm2601  20251022   1180.00  ...   1197.00     1192.50       JM
119  jm2602  20251022   1202.00  ...   1219.50     1214.50       JM
120  jm2603  20251022   1219.50  ...   1238.50     1231.00       JM
121  jm2604  20251022   1232.50  ...   1256.00     1248.50       JM
122  jm2605  20251022   1251.00  ...   1272.00     1265.00       JM
123  jm2606  20251022   1277.50  ...   1296.00     1282.00       JM
124  jm2607  20251022   1292.00  ...   1306.50     1298.50       JM
125  jm2608  20251022   1314.00  ...   1332.00     1322.50       JM
126  jm2609  20251022   1335.00  ...   1351.00     1338.00       JM
127   l2510  20251022      0.00  ...   6922.00     6848.00        L
128   l2511  20251022   6862.00  ...   6887.00     6851.00        L
129   l2512  20251022   6883.00  ...   6908.00     6865.00        L
130   l2601  20251022   6889.00  ...   6914.00     6869.00        L
131   l2602  20251022   6892.00  ...   6906.00     6867.00        L
132   l2603  20251022   6900.00  ...   6923.00     6874.00        L
133   l2604  20251022   6991.00  ...   6985.00     6902.00        L
134   l2605  20251022   6917.00  ...   6953.00     6911.00        L
135   l2606  20251022   6940.00  ...   6944.00     6904.00        L
136   l2607  20251022   6952.00  ...   6956.00     6932.00        L
137   l2608  20251022   6949.00  ...   6950.00     6947.00        L
138   l2609  20251022   6959.00  ...   6993.00     6946.00        L
139  lg2511  20251022    802.00  ...    792.50      803.00       LG
140  lg2601  20251022    839.50  ...    832.00      837.00       LG
141  lg2603  20251022    836.00  ...    834.50      834.00       LG
142  lg2605  20251022    836.00  ...    835.50      836.50       LG
143  lg2607  20251022    838.00  ...    837.00      837.50       LG
144  lg2609  20251022    837.00  ...    836.00      838.00       LG
145  lh2511  20251022  11575.00  ...  11440.00    11430.00       LH
146  lh2601  20251022  12230.00  ...  12205.00    12120.00       LH
147  lh2603  20251022  11650.00  ...  11580.00    11520.00       LH
148  lh2605  20251022  12090.00  ...  12100.00    12055.00       LH
149  lh2607  20251022  12800.00  ...  12835.00    12830.00       LH
150  lh2609  20251022  13675.00  ...  13650.00    13635.00       LH
151   m2511  20251022   2862.00  ...   2852.00     2878.00        M
152   m2512  20251022   2897.00  ...   2878.00     2905.00        M
153   m2601  20251022   2886.00  ...   2872.00     2897.00        M
154   m2603  20251022   2874.00  ...   2867.00     2885.00        M
155   m2605  20251022   2740.00  ...   2737.00     2744.00        M
156   m2607  20251022   2727.00  ...   2723.00     2728.00        M
157   m2608  20251022   2851.00  ...   2847.00     2853.00        M
158   m2609  20251022   2860.00  ...   2853.00     2860.00        M
159   p2510  20251022      0.00  ...   9402.00     9120.00        P
160   p2511  20251022   9190.00  ...   9138.00     9226.00        P
161   p2512  20251022   9220.00  ...   9166.00     9272.00        P
162   p2601  20251022   9286.00  ...   9224.00     9322.00        P
163   p2602  20251022   9270.00  ...   9236.00     9314.00        P
164   p2603  20251022   9286.00  ...   9254.00     9330.00        P
165   p2604  20251022   9278.00  ...   9246.00     9348.00        P
166   p2605  20251022   9254.00  ...   9196.00     9306.00        P
167   p2606  20251022   9176.00  ...   9136.00     9232.00        P
168   p2607  20251022   9084.00  ...   9050.00     9146.00        P
169   p2608  20251022   9008.00  ...   8998.00     9050.00        P
170   p2609  20251022   8988.00  ...   8958.00     9012.00        P
171  pg2510  20251022      0.00  ...   4339.00     4339.00       PG
172  pg2511  20251022   4251.00  ...   4281.00     4246.00       PG
173  pg2512  20251022   4108.00  ...   4130.00     4106.00       PG
174  pg2601  20251022   4006.00  ...   4011.00     3997.00       PG
175  pg2602  20251022   3917.00  ...   3913.00     3904.00       PG
176  pg2603  20251022   3808.00  ...   3800.00     3796.00       PG
177  pg2604  20251022   4137.00  ...   4128.00     4124.00       PG
178  pg2605  20251022   4058.00  ...   4054.00     4048.00       PG
179  pg2606  20251022   3980.00  ...   3987.00     3986.00       PG
180  pg2607  20251022   3931.00  ...   3927.00     3923.00       PG
181  pg2608  20251022   3869.00  ...   3867.00     3866.00       PG
182  pg2609  20251022   3801.00  ...   3806.00     3802.00       PG
183  pp2510  20251022      0.00  ...   6571.00     6455.00       PP
184  pp2511  20251022   6530.00  ...   6542.00     6507.00       PP
185  pp2512  20251022   6566.00  ...   6591.00     6553.00       PP
186  pp2601  20251022   6610.00  ...   6607.00     6572.00       PP
187  pp2602  20251022   6589.00  ...   6599.00     6570.00       PP
188  pp2603  20251022   6591.00  ...   6606.00     6572.00       PP
189  pp2604  20251022   6621.00  ...   6644.00     6600.00       PP
190  pp2605  20251022   6635.00  ...   6652.00     6619.00       PP
191  pp2606  20251022   6589.00  ...   6627.00     6599.00       PP
192  pp2607  20251022   6597.00  ...   6614.00     6597.00       PP
193  pp2608  20251022   6629.00  ...   6646.00     6625.00       PP
194  pp2609  20251022   6667.00  ...   6673.00     6647.00       PP
195  rr2510  20251022      0.00  ...   3617.00     3635.00       RR
196  rr2511  20251022   3618.00  ...   3616.00     3618.00       RR
197  rr2512  20251022   3605.00  ...   3591.00     3599.00       RR
198  rr2601  20251022   3626.00  ...   3619.00     3627.00       RR
199  rr2602  20251022   3611.00  ...   3601.00     3613.00       RR
200  rr2603  20251022   3609.00  ...   3607.00     3615.00       RR
201  rr2604  20251022   3623.00  ...   3615.00     3621.00       RR
202  rr2605  20251022   3611.00  ...   3610.00     3616.00       RR
203  rr2606  20251022   3605.00  ...   3602.00     3610.00       RR
204  rr2607  20251022   3603.00  ...   3602.00     3616.00       RR
205  rr2608  20251022   3589.00  ...   3598.00     3604.00       RR
206  rr2609  20251022      0.00  ...   3616.00     3616.00       RR
207   v2510  20251022   4590.00  ...   4588.00     4590.00        V
208   v2511  20251022   4630.00  ...   4621.00     4613.00        V
209   v2512  20251022   4668.00  ...   4664.00     4655.00        V
210   v2601  20251022   4695.00  ...   4706.00     4699.00        V
211   v2602  20251022   4743.00  ...   4755.00     4742.00        V
212   v2603  20251022   4762.00  ...   4784.00     4773.00        V
213   v2604  20251022   4954.00  ...   4977.00     4974.00        V
214   v2605  20251022   4990.00  ...   5011.00     5002.00        V
215   v2606  20251022   5032.00  ...   5043.00     5051.00        V
216   v2607  20251022   5068.00  ...   5086.00     5088.00        V
217   v2608  20251022   5098.00  ...   5120.00     5120.00        V
218   v2609  20251022   5122.00  ...   5147.00     5126.00        V
219   y2511  20251022   8252.00  ...   8214.00     8294.00        Y
220   y2512  20251022   8314.00  ...   8278.00     8348.00        Y
221   y2601  20251022   8294.00  ...   8246.00     8320.00        Y
222   y2603  20251022   8226.00  ...   8200.00     8276.00        Y
223   y2605  20251022   8126.00  ...   8076.00     8134.00        Y
224   y2607  20251022   8050.00  ...   8004.00     8076.00        Y
225   y2608  20251022   8026.00  ...   8008.00     8070.00        Y
226   y2609  20251022   8028.00  ...   7982.00     8028.00        Y

[227 rows x 12 columns]
2025-10-23 18:26:13,886 - future_1d - INFO - ak.get_dce_daily('2025-10-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251022      0.0  ...  50860.0     51935.0       PS
1   PS2511  20251022  50700.0  ...  50235.0     50590.0       PS
2   PS2512  20251022  53005.0  ...  52600.0     52985.0       PS
3   PS2601  20251022  53000.0  ...  52520.0     52915.0       PS
4   PS2602  20251022  52885.0  ...  52145.0     52715.0       PS
5   PS2603  20251022  52655.0  ...  52140.0     52665.0       PS
6   PS2604  20251022  52600.0  ...  51850.0     52390.0       PS
7   PS2605  20251022  52620.0  ...  51920.0     52340.0       PS
8   PS2606  20251022  54380.0  ...  53590.0     54080.0       PS
9   PS2607  20251022  54010.0  ...  53360.0     53780.0       PS
10  PS2608  20251022  54015.0  ...  53135.0     53470.0       PS
11  PS2609  20251022  53360.0  ...  53110.0     53500.0       PS
13  SI2510  20251022      0.0  ...   8615.0      8460.0       SI
14  SI2511  20251022   8515.0  ...   8500.0      8480.0       SI
15  SI2512  20251022   8935.0  ...   8870.0      8865.0       SI
16  SI2601  20251022   8855.0  ...   8820.0      8820.0       SI
17  SI2602  20251022   8830.0  ...   8825.0      8835.0       SI
18  SI2603  20251022   8840.0  ...   8835.0      8840.0       SI
19  SI2604  20251022   8830.0  ...   8835.0      8855.0       SI
20  SI2605  20251022   8860.0  ...   8855.0      8850.0       SI
21  SI2606  20251022   8860.0  ...   8855.0      8865.0       SI
22  SI2607  20251022   8865.0  ...   8870.0      8855.0       SI
23  SI2608  20251022   8890.0  ...   8890.0      8890.0       SI
24  SI2609  20251022   8890.0  ...   8900.0      8900.0       SI
27  LC2510  20251022  76160.0  ...  73480.0     75780.0       LC
28  LC2511  20251022  75380.0  ...  76320.0     75440.0       LC
29  LC2512  20251022  76620.0  ...  76700.0     75800.0       LC
30  LC2601  20251022  76000.0  ...  76740.0     75880.0       LC
31  LC2602  20251022  75800.0  ...  76620.0     75680.0       LC
32  LC2603  20251022  75860.0  ...  76460.0     75580.0       LC
33  LC2604  20251022  76220.0  ...  76720.0     75840.0       LC
34  LC2605  20251022  76180.0  ...  76880.0     75920.0       LC
35  LC2606  20251022  75820.0  ...  76640.0     75720.0       LC
36  LC2607  20251022  76100.0  ...  76560.0     75700.0       LC
37  LC2608  20251022  76240.0  ...  76740.0     75940.0       LC
38  LC2609  20251022  76080.0  ...  76820.0     76060.0       LC

[36 rows x 12 columns]
2025-10-23 18:26:14,125 - future_1d - INFO - ak.get_gfex_daily('2025-10-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251022  7059.800  ...  7070.400    7122.800       IC
1   IC2512  20251022  7021.800  ...  7016.400    7067.800       IC
2   IC2603  20251022  6850.000  ...  6852.000    6904.200       IC
3   IC2606  20251022  6671.800  ...  6674.200    6722.200       IC
4   IF2511  20251022  4565.600  ...  4578.000    4594.800       IF
5   IF2512  20251022  4559.000  ...  4566.200    4584.600       IF
6   IF2603  20251022  4532.200  ...  4539.600    4557.200       IF
7   IF2606  20251022  4488.200  ...  4501.800    4520.600       IF
8   IH2511  20251022  2989.800  ...  3006.400    3007.400       IH
9   IH2512  20251022  2989.000  ...  3006.400    3007.400       IH
10  IH2603  20251022  2990.000  ...  3006.400    3008.000       IH
11  IH2606  20251022  2985.600  ...  3005.200    3006.200       IH
12  IM2511  20251022  7232.600  ...  7239.000    7273.000       IM
13  IM2512  20251022  7165.200  ...  7165.200    7199.400       IM
14  IM2603  20251022  6938.600  ...  6948.800    6982.600       IM
15  IM2606  20251022  6738.600  ...  6735.600    6770.600       IM
16   T2512  20251022   108.175  ...   108.160     108.120        T
17   T2603  20251022   107.875  ...   107.835     107.810        T
18   T2606  20251022   107.755  ...   107.755     107.720        T
19  TF2512  20251022   105.720  ...   105.715     105.695       TF
20  TF2603  20251022   105.620  ...   105.615     105.610       TF
21  TF2606  20251022   105.650  ...   105.635     105.605       TF
22  TL2512  20251022   115.710  ...   115.600     115.490       TL
23  TL2603  20251022   115.520  ...   115.310     115.190       TL
24  TL2606  20251022   115.160  ...   115.240     115.110       TL
25  TS2512  20251022   102.372  ...   102.352     102.362       TS
26  TS2603  20251022   102.288  ...   102.276     102.280       TS
27  TS2606  20251022   102.302  ...   102.294     102.300       TS

[28 rows x 12 columns]
2025-10-23 18:26:14,332 - future_1d - INFO - ak.get_cffex_daily('2025-10-22') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251022     441     447  ...     71831.5   436.6        433      SC
1       SC2512  20251022   441.4     452  ...  7785129.63   441.8      436.2      SC
2       SC2601  20251022   443.5   455.3  ...  1448467.05   445.5      437.9      SC
3       SC2602  20251022   444.4   456.4  ...   235078.46   447.5      439.8      SC
4       SC2603  20251022   445.2     457  ...    37164.76   450.4      441.4      SC
5       SC2604  20251022     447   457.6  ...      7406.8   451.6      443.9      SC
6       SC2605  20251022   447.9     458  ...     4740.69   451.4      445.5      SC
7       SC2606  20251022     448   459.6  ...    20194.63   453.8      446.4      SC
8       SC2607  20251022   445.5   456.4  ...      404.99   449.9      447.4      SC
9       SC2608  20251022   446.2   456.5  ...      272.66   454.4      446.3      SC
10      SC2609  20251022   450.4   459.3  ...     3500.56   454.6      448.9      SC
11      SC2610  20251022                  ...           0   450.7      447.3      SC
12      SC2612  20251022   455.8   458.1  ...       955.4   454.9      448.6      SC
13      SC2703  20251022                  ...           0   451.8      448.1      SC
14      SC2706  20251022     452     460  ...        91.2     456      447.1      SC
15      SC2709  20251022                  ...           0   454.1      450.2      SC
16      SC2712  20251022                  ...           0   456.1      451.8      SC
17      SC2803  20251022                  ...           0   457.4      449.6      SC
18      SC2806  20251022   457.7   463.6  ...       460.1   460.1        457      SC
19      SC2809  20251022     456   465.8  ...      554.45     462      455.8      SC
21      LU2511  20251022    3054    3118  ...    8039.105    3063       3036      LU
22      LU2512  20251022    3101    3147  ...  259535.792    3100       3064      LU
23      LU2601  20251022    3100    3147  ...  275802.563    3102       3068      LU
24      LU2602  20251022    3100    3154  ...   39775.306    3109       3076      LU
25      LU2603  20251022    3096    3158  ...    1744.982    3116       3083      LU
26      LU2604  20251022    3149    3150  ...       6.299    3149       3112      LU
27      LU2605  20251022    3093    3161  ...      81.237    3124       3088      LU
28      LU2606  20251022    3099    3163  ...      18.775    3129       3100      LU
29      LU2607  20251022    3104    3175  ...      62.641    3132       3103      LU
30      LU2608  20251022    3107    3151  ...      28.122    3124       3130      LU
31      LU2609  20251022    3153    3188  ...      100.59    3143       3114      LU
32      LU2610  20251022    3128    3180  ...      15.787    3157       3121      LU
34      NR2511  20251022   12350   12380  ...     81871.8   12320      12295      NR
35      NR2512  20251022   12345   12385  ...    775165.8   12310      12285      NR
36      NR2601  20251022   12315   12355  ...   281278.09   12295      12275      NR
37      NR2602  20251022   12260   12325  ...    18864.41   12265      12245      NR
38      NR2603  20251022   12240   12290  ...    2620.625   12245      12280      NR
39      NR2604  20251022   12250   12305  ...    1149.885   12230      12230      NR
40      NR2605  20251022   12250   12285  ...     807.765   12235      12250      NR
41      NR2606  20251022   12260   12265  ...     464.995   12235      12275      NR
42      NR2607  20251022                  ...           0   12295      12180      NR
43      NR2608  20251022                  ...           0   12195      12195      NR
44      NR2609  20251022                  ...           0   12305      12305      NR
45      NR2610  20251022                  ...           0   12275      12275      NR
47      BC2511  20251022   75790   75970  ...   283619.36   75540      76030      BC
48      BC2512  20251022   75810   75940  ...    50516.16   75560      76090      BC
49      BC2601  20251022                  ...           0   75860      75860      BC
50      BC2602  20251022                  ...           0   75800      75800      BC
51      BC2603  20251022   75740   75740  ...       37.87   75740      76430      BC
52      BC2604  20251022                  ...           0   76440      76440      BC
53      BC2605  20251022                  ...           0   75900      75900      BC
54      BC2606  20251022                  ...           0   75880      75880      BC
55      BC2607  20251022                  ...           0   76570      76570      BC
56      BC2608  20251022                  ...           0   75800      75800      BC
57      BC2609  20251022                  ...           0   76130      76130      BC
58      BC2610  20251022                  ...           0   76130      76130      BC
60      EC2510  20251022  1133.4  1138.6  ...    6650.996  1136.9     1133.9      EC
61      EC2512  20251022  1765.9    1798  ...  253821.904  1774.2     1748.9      EC
62      EC2602  20251022    1563  1585.4  ...  37018.6405  1564.2     1554.6      EC
63      EC2604  20251022    1160  1178.5  ...   12231.218  1164.3       1166      EC
64      EC2606  20251022    1345  1358.2  ...     789.222    1349     1350.7      EC
65      EC2608  20251022    1461  1477.8  ...    798.1215  1464.4     1472.3      EC
68  SC_TAS2512  20251022                  ...                                 SC_TAS
69  SC_TAS2601  20251022                  ...                                 SC_TAS
70  SC_TAS2602  20251022                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-23 18:26:14,409 - future_1d - INFO - ak.get_ine_daily('2025-10-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251022  ...   84970      85520      CU
1        1      CU2512  20251022  ...   84990      85530      CU
2        2      CU2601  20251022  ...   84950      85500      CU
3        3      CU2602  20251022  ...   84890      85490      CU
4        4      CU2603  20251022  ...   84900      85420      CU
5        5      CU2604  20251022  ...   84850      85320      CU
6        6      CU2605  20251022  ...   84830      85300      CU
7        7      CU2606  20251022  ...   84770      85210      CU
8        8      CU2607  20251022  ...   84760      85140      CU
9        9      CU2608  20251022  ...   84430      85060      CU
10      10      CU2609  20251022  ...   84400      84960      CU
11      11      CU2610  20251022  ...   84370      84880      CU
12      12      BC2511  20251022  ...   75540      76030      BC
13      13      BC2512  20251022  ...   75560      76090      BC
14      14      BC2601  20251022  ...   75860      75860      BC
15      15      BC2602  20251022  ...   75800      75800      BC
16      16      BC2603  20251022  ...   75740      76430      BC
17      17      BC2604  20251022  ...   76440      76440      BC
18      18      BC2605  20251022  ...   75900      75900      BC
19      19      BC2606  20251022  ...   75880      75880      BC
20      20      BC2607  20251022  ...   76570      76570      BC
21      21      BC2608  20251022  ...   75800      75800      BC
22      22      BC2609  20251022  ...   76130      76130      BC
23      23      BC2610  20251022  ...   76130      76130      BC
24      24      AL2511  20251022  ...   20980      20910      AL
25      25      AL2512  20251022  ...   21010      20930      AL
26      26      AL2601  20251022  ...   21010      20940      AL
27      27      AL2602  20251022  ...   21020      20955      AL
28      28      AL2603  20251022  ...   21015      20965      AL
29      29      AL2604  20251022  ...   21025      20980      AL
30      30      AL2605  20251022  ...   21030      20985      AL
31      31      AL2606  20251022  ...   21025      20985      AL
32      32      AL2607  20251022  ...   21045      20995      AL
33      33      AL2608  20251022  ...   21055      21020      AL
34      34      AL2609  20251022  ...   21040      21000      AL
35      35      AL2610  20251022  ...   21035      21015      AL
36      36      ZN2511  20251022  ...   21975      21955      ZN
37      37      ZN2512  20251022  ...   21990      21960      ZN
38      38      ZN2601  20251022  ...   22025      21995      ZN
39      39      ZN2602  20251022  ...   22045      22015      ZN
40      40      ZN2603  20251022  ...   22080      22075      ZN
41      41      ZN2604  20251022  ...   22110      22090      ZN
42      42      ZN2605  20251022  ...   22145      22125      ZN
43      43      ZN2606  20251022  ...   22170      22165      ZN
44      44      ZN2607  20251022  ...   22165      22160      ZN
45      45      ZN2608  20251022  ...   22235      22210      ZN
46      46      ZN2609  20251022  ...   22260      22205      ZN
47      47      ZN2610  20251022  ...   22275      22175      ZN
48      48      PB2511  20251022  ...   17155      17165      PB
49      49      PB2512  20251022  ...   17170      17170      PB
50      50      PB2601  20251022  ...   17175      17175      PB
51      51      PB2602  20251022  ...   17195      17180      PB
52      52      PB2603  20251022  ...   17200      17200      PB
53      53      PB2604  20251022  ...   17215      17220      PB
54      54      PB2605  20251022  ...   17200      17245      PB
55      55      PB2606  20251022  ...   17215      17200      PB
56      56      PB2607  20251022  ...   17240      17255      PB
57      57      PB2608  20251022  ...   17285      17285      PB
58      58      PB2609  20251022  ...   17375      17285      PB
59      59      PB2610  20251022  ...   17255      17235      PB
60      60      NI2511  20251022  ...  120970     121320      NI
61      61      NI2512  20251022  ...  121150     121510      NI
62      62      NI2601  20251022  ...  121320     121680      NI
63      63      NI2602  20251022  ...  121500     121830      NI
64      64      NI2603  20251022  ...  121740     122150      NI
65      65      NI2604  20251022  ...  121940     122400      NI
66      66      NI2605  20251022  ...  122210     122670      NI
67      67      NI2606  20251022  ...  122390     122820      NI
68      68      NI2607  20251022  ...  122640     122990      NI
69      69      NI2608  20251022  ...  122790     123260      NI
70      70      NI2609  20251022  ...  123150     123430      NI
71      71      NI2610  20251022  ...  123590     123670      NI
72      72      SN2511  20251022  ...  280940     280630      SN
73      73      SN2512  20251022  ...  281350     281110      SN
74      74      SN2601  20251022  ...  281440     281190      SN
75      75      SN2602  20251022  ...  281460     281230      SN
76      76      SN2603  20251022  ...  281280     281090      SN
77      77      SN2604  20251022  ...  281520     281150      SN
78      78      SN2605  20251022  ...  281270     281350      SN
79      79      SN2606  20251022  ...  281400     281260      SN
80      80      SN2607  20251022  ...  281800     282010      SN
81      81      SN2608  20251022  ...  282100     282490      SN
82      82      SN2609  20251022  ...  282000     282560      SN
83      83      SN2610  20251022  ...  282590     282220      SN
84      84      AO2511  20251022  ...    2791       2766      AO
85      85      AO2512  20251022  ...    2806       2780      AO
86      86      AO2601  20251022  ...    2823       2795      AO
87      87      AO2602  20251022  ...    2845       2818      AO
88      88      AO2603  20251022  ...    2908       2886      AO
89      89      AO2604  20251022  ...    2921       2888      AO
90      90      AO2605  20251022  ...    2934       2909      AO
91      91      AO2606  20251022  ...    2942       2917      AO
92      92      AO2607  20251022  ...    2952       2929      AO
93      93      AO2608  20251022  ...    2966       2941      AO
94      94      AO2609  20251022  ...    2982       2956      AO
95      95      AO2610  20251022  ...    2991       2968      AO
96      96      AD2511  20251022  ...   20405      20330      AD
97      97      AD2512  20251022  ...   20475      20400      AD
98      98      AD2601  20251022  ...   20515      20440      AD
99      99      AD2602  20251022  ...   20515      20445      AD
100    100      AD2603  20251022  ...   20535      20495      AD
101    101      AD2604  20251022  ...   20450      20450      AD
102    102      AD2605  20251022  ...   20355      20355      AD
103    103      AD2606  20251022  ...   20440      20335      AD
104    104      AD2607  20251022  ...   20475      20270      AD
105    105      AD2608  20251022  ...   20390      20390      AD
106    106      AD2609  20251022  ...   20640      20640      AD
107    107      AD2610  20251022  ...   20495      20495      AD
108    108      AU2511  20251022  ...  948.46     990.32      AU
109    109      AU2512  20251022  ...  949.58     991.44      AU
110    110      AU2601  20251022  ...  952.04     992.86      AU
111    111      AU2602  20251022  ...  951.98      994.4      AU
112    112      AU2604  20251022  ...  953.36      996.3      AU
113    113      AU2606  20251022  ...  956.86     998.12      AU
114    114      AU2608  20251022  ...  961.68     999.56      AU
115    115      AU2610  20251022  ...  961.84    1002.78      AU
116    116      AG2511  20251022  ...   11333      11849      AG
117    117      AG2512  20251022  ...   11327      11862      AG
118    118      AG2601  20251022  ...   11339      11874      AG
119    119      AG2602  20251022  ...   11343      11877      AG
120    120      AG2603  20251022  ...   11352      11893      AG
121    121      AG2604  20251022  ...   11359      11895      AG
122    122      AG2605  20251022  ...   11373      11900      AG
123    123      AG2606  20251022  ...   11370      11909      AG
124    124      AG2607  20251022  ...   11389      11927      AG
125    125      AG2608  20251022  ...   11397      11928      AG
126    126      AG2609  20251022  ...   11411      11947      AG
127    127      AG2610  20251022  ...   11422      11955      AG
128    128      RB2511  20251022  ...    2997       2990      RB
129    129      RB2512  20251022  ...    3041       3036      RB
130    130      RB2601  20251022  ...    3058       3050      RB
131    131      RB2602  20251022  ...    3062       3055      RB
132    132      RB2603  20251022  ...    3088       3078      RB
133    133      RB2604  20251022  ...    3104       3093      RB
134    134      RB2605  20251022  ...    3111       3106      RB
135    135      RB2606  20251022  ...    3130       3119      RB
136    136      RB2607  20251022  ...    3132       3133      RB
137    137      RB2608  20251022  ...    3143       3137      RB
138    138      RB2609  20251022  ...    3148       3139      RB
139    139      RB2610  20251022  ...    3151       3147      RB
140    140      WR2511  20251022  ...    3310       3310      WR
141    141      WR2512  20251022  ...    3262       3262      WR
142    142      WR2601  20251022  ...    3348       3339      WR
143    143      WR2602  20251022  ...    3368       3373      WR
144    144      WR2603  20251022  ...    3356       3361      WR
145    145      WR2604  20251022  ...    3364       3369      WR
146    146      WR2605  20251022  ...    3365       3365      WR
147    147      WR2606  20251022  ...    3363       3363      WR
148    148      WR2607  20251022  ...    3400       3400      WR
149    149      WR2608  20251022  ...    3412       3412      WR
150    150      WR2609  20251022  ...    3430       3430      WR
151    151      WR2610  20251022  ...    3430       3430      WR
152    152      HC2511  20251022  ...    3315       3281      HC
153    153      HC2512  20251022  ...    3263       3249      HC
154    154      HC2601  20251022  ...    3235       3221      HC
155    155      HC2602  20251022  ...    3232       3221      HC
156    156      HC2603  20251022  ...    3241       3227      HC
157    157      HC2604  20251022  ...    3241       3224      HC
158    158      HC2605  20251022  ...    3251       3239      HC
159    159      HC2606  20251022  ...    3251       3249      HC
160    160      HC2607  20251022  ...    3260       3249      HC
161    161      HC2608  20251022  ...    3262       3256      HC
162    162      HC2609  20251022  ...    3272       3252      HC
163    163      HC2610  20251022  ...    3274       3261      HC
164    164      SS2511  20251022  ...   12670      12640      SS
165    165      SS2512  20251022  ...   12695      12665      SS
166    166      SS2601  20251022  ...   12745      12745      SS
167    167      SS2602  20251022  ...   12770      12800      SS
168    168      SS2603  20251022  ...   12845      12885      SS
169    169      SS2604  20251022  ...   12905      12945      SS
170    170      SS2605  20251022  ...   12945      12995      SS
171    171      SS2606  20251022  ...   12990      13055      SS
172    172      SS2607  20251022  ...   13040      13080      SS
173    173      SS2608  20251022  ...   13110      13130      SS
174    174      SS2609  20251022  ...   13160      13220      SS
175    175      SS2610  20251022  ...   13195      13250      SS
176    176      SC2511  20251022  ...   436.6        433      SC
177    177      SC2512  20251022  ...   441.8      436.2      SC
178    178      SC2601  20251022  ...   445.5      437.9      SC
179    179      SC2602  20251022  ...   447.5      439.8      SC
180    180      SC2603  20251022  ...   450.4      441.4      SC
181    181      SC2604  20251022  ...   451.6      443.9      SC
182    182      SC2605  20251022  ...   451.4      445.5      SC
183    183      SC2606  20251022  ...   453.8      446.4      SC
184    184      SC2607  20251022  ...   449.9      447.4      SC
185    185      SC2608  20251022  ...   454.4      446.3      SC
186    186      SC2609  20251022  ...   454.6      448.9      SC
187    187      SC2610  20251022  ...   450.7      447.3      SC
188    188      SC2612  20251022  ...   454.9      448.6      SC
189    189      SC2703  20251022  ...   451.8      448.1      SC
190    190      SC2706  20251022  ...     456      447.1      SC
191    191      SC2709  20251022  ...   454.1      450.2      SC
192    192      SC2712  20251022  ...   456.1      451.8      SC
193    193      SC2803  20251022  ...   457.4      449.6      SC
194    194      SC2806  20251022  ...   460.1        457      SC
195    195      SC2809  20251022  ...     462      455.8      SC
196    196      LU2511  20251022  ...    3063       3036      LU
197    197      LU2512  20251022  ...    3100       3064      LU
198    198      LU2601  20251022  ...    3102       3068      LU
199    199      LU2602  20251022  ...    3109       3076      LU
200    200      LU2603  20251022  ...    3116       3083      LU
201    201      LU2604  20251022  ...    3149       3112      LU
202    202      LU2605  20251022  ...    3124       3088      LU
203    203      LU2606  20251022  ...    3129       3100      LU
204    204      LU2607  20251022  ...    3132       3103      LU
205    205      LU2608  20251022  ...    3124       3130      LU
206    206      LU2609  20251022  ...    3143       3114      LU
207    207      LU2610  20251022  ...    3157       3121      LU
208    208      FU2511  20251022  ...    2792       2750      FU
209    209      FU2512  20251022  ...    2695       2665      FU
210    210      FU2601  20251022  ...    2661       2635      FU
211    211      FU2602  20251022  ...    2642       2619      FU
212    212      FU2603  20251022  ...    2633       2613      FU
213    213      FU2604  20251022  ...    2628       2613      FU
214    214      FU2605  20251022  ...    2628       2605      FU
215    215      FU2606  20251022  ...    2617       2597      FU
216    216      FU2607  20251022  ...    2610       2589      FU
217    217      FU2608  20251022  ...    2584       2569      FU
218    218      FU2609  20251022  ...    2578       2560      FU
219    219      FU2610  20251022  ...    2574       2555      FU
220    220      BU2511  20251022  ...    3292       3263      BU
221    221      BU2512  20251022  ...    3229       3188      BU
222    222      BU2601  20251022  ...    3203       3156      BU
223    223      BU2602  20251022  ...    3199       3166      BU
224    224      BU2603  20251022  ...    3234       3187      BU
225    225      BU2604  20251022  ...    3222       3192      BU
226    226      BU2605  20251022  ...    3213       3200      BU
227    227      BU2606  20251022  ...    3239       3209      BU
228    228      BU2607  20251022  ...    3257       3198      BU
229    229      BU2608  20251022  ...    3253       3210      BU
230    230      BU2609  20251022  ...    3238       3211      BU
231    231      BU2610  20251022  ...    3252       3174      BU
232    232      BU2612  20251022  ...    3162       3153      BU
233    233      BU2703  20251022  ...    3172       3150      BU
234    234      BU2706  20251022  ...    3193       3173      BU
235    235      BU2709  20251022  ...    3223       3184      BU
236    236      BR2511  20251022  ...   11100      11040      BR
237    237      BR2512  20251022  ...   11015      10955      BR
238    238      BR2601  20251022  ...   10995      10940      BR
239    239      BR2602  20251022  ...   10985      10965      BR
240    240      BR2603  20251022  ...   10995      10945      BR
241    241      BR2604  20251022  ...   11010      11000      BR
242    242      BR2605  20251022  ...   11035      11020      BR
243    243      BR2606  20251022  ...   11040      11065      BR
244    244      BR2607  20251022  ...   11305      11285      BR
245    245      BR2608  20251022  ...   11305      11225      BR
246    246      BR2609  20251022  ...   11290      11215      BR
247    247      BR2610  20251022  ...   11305      11305      BR
248    248      RU2511  20251022  ...   14385      14260      RU
249    249      RU2601  20251022  ...   15115      15000      RU
250    250      RU2603  20251022  ...   15125      15010      RU
251    251      RU2604  20251022  ...   15130      15035      RU
252    252      RU2605  20251022  ...   15105      14995      RU
253    253      RU2606  20251022  ...   15085      15055      RU
254    254      RU2607  20251022  ...   15105      15155      RU
255    255      RU2608  20251022  ...   15185      14850      RU
256    256      RU2609  20251022  ...   15150      15140      RU
257    257      RU2610  20251022  ...   15175      15170      RU
258    258      NR2511  20251022  ...   12320      12295      NR
259    259      NR2512  20251022  ...   12310      12285      NR
260    260      NR2601  20251022  ...   12295      12275      NR
261    261      NR2602  20251022  ...   12265      12245      NR
262    262      NR2603  20251022  ...   12245      12280      NR
263    263      NR2604  20251022  ...   12230      12230      NR
264    264      NR2605  20251022  ...   12235      12250      NR
265    265      NR2606  20251022  ...   12235      12275      NR
266    266      NR2607  20251022  ...   12295      12180      NR
267    267      NR2608  20251022  ...   12195      12195      NR
268    268      NR2609  20251022  ...   12305      12305      NR
269    269      NR2610  20251022  ...   12275      12275      NR
270    270      SP2511  20251022  ...    4856       4846      SP
271    271      SP2512  20251022  ...    4892       4874      SP
272    272      SP2601  20251022  ...    5210       5154      SP
273    273      SP2602  20251022  ...    5220       5174      SP
274    274      SP2603  20251022  ...    5232       5180      SP
275    275      SP2604  20251022  ...    5238       5210      SP
276    276      SP2605  20251022  ...    5262       5208      SP
277    277      SP2606  20251022  ...    5260       5212      SP
278    278      SP2607  20251022  ...    5280       5220      SP
279    279      SP2608  20251022  ...    5292       5226      SP
280    280      SP2609  20251022  ...    5274       5212      SP
281    281      SP2610  20251022  ...    5260       5236      SP
282    282      OP2601  20251022  ...    4184       4166      OP
283    283      OP2602  20251022  ...    4178       4168      OP
284    284      OP2603  20251022  ...    4194       4176      OP
285    285      OP2604  20251022  ...    4208       4202      OP
286    286      OP2605  20251022  ...    4200       4200      OP
287    287      OP2606  20251022  ...    4162       4176      OP
288    288      OP2607  20251022  ...    4196       4190      OP
289    289      OP2608  20251022  ...    4214       4214      OP
290    290      OP2609  20251022  ...    4208       4198      OP
291    291      OP2610  20251022  ...    4202       4202      OP
292    292      EC2510  20251022  ...  1136.9     1133.9      EC
293    293      EC2512  20251022  ...  1774.2     1748.9      EC
294    294      EC2602  20251022  ...  1564.2     1554.6      EC
295    295      EC2604  20251022  ...  1164.3       1166      EC
296    296      EC2606  20251022  ...    1349     1350.7      EC
297    297      EC2608  20251022  ...  1464.4     1472.3      EC
298    298  SC_TAS2512  20251022  ...                     SC_TAS
299    299  SC_TAS2601  20251022  ...                     SC_TAS
300    300  SC_TAS2602  20251022  ...                     SC_TAS

[301 rows x 13 columns]
2025-10-23 18:26:14,519 - future_1d - INFO - ak.get_shfe_daily('2025-10-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251022   9380.0   9499.0  ...       37.76   9440.0      9440.0       AP
1    AP511  20251022   8832.0   8867.0  ...     1852.90   8823.0      8879.0       AP
2    AP512  20251022   8737.0   8784.0  ...     2816.59   8747.0      8774.0       AP
3    AP601  20251022   8815.0   8846.0  ...   744830.10   8790.0      8819.0       AP
4    AP603  20251022   8875.0   8917.0  ...     2043.17   8883.0      8898.0       AP
5    AP604  20251022   9092.0   9127.0  ...     1519.42   9098.0      9108.0       AP
6    AP605  20251022   9200.0   9349.0  ...   222362.68   9297.0      9282.0       AP
7    CF511  20251022  13730.0  13760.0  ...    44711.53  13705.0     13645.0       CF
8    CF601  20251022  13525.0  13570.0  ...  1301742.96  13540.0     13495.0       CF
9    CF603  20251022  13570.0  13600.0  ...   127018.78  13570.0     13535.0       CF
10   CF605  20251022  13610.0  13620.0  ...   338149.73  13590.0     13560.0       CF
11   CF607  20251022  13615.0  13635.0  ...      951.87  13600.0     13560.0       CF
12   CF609  20251022  13770.0  13790.0  ...     4376.01  13760.0     13720.0       CF
13   CJ512  20251022  11235.0  11260.0  ...     9322.85  11045.0     11275.0       CJ
14   CJ601  20251022  11350.0  11375.0  ...  1757891.84  11160.0     11400.0       CJ
15   CJ603  20251022  11250.0  11275.0  ...    28359.64  11005.0     11295.0       CJ
16   CJ605  20251022  11315.0  11355.0  ...   403634.53  11105.0     11370.0       CJ
17   CJ607  20251022  11380.0  11430.0  ...    10026.58  11155.0     11445.0       CJ
18   CJ609  20251022  11505.0  11555.0  ...     4178.92  11325.0     11580.0       CJ
19   CY510  20251022      0.0      0.0  ...        0.00  19840.0     19765.0       CY
20   CY511  20251022  19985.0  20035.0  ...      169.67  19960.0     20000.0       CY
21   CY512  20251022      0.0      0.0  ...        0.00  19515.0     19505.0       CY
22   CY601  20251022  19760.0  19775.0  ...   108225.18  19740.0     19665.0       CY
23   CY602  20251022      0.0      0.0  ...        0.00  19570.0     19475.0       CY
24   CY603  20251022  19720.0  19730.0  ...       49.31  19725.0     19755.0       CY
25   CY604  20251022  19555.0  19555.0  ...        9.78  19555.0     19400.0       CY
26   CY605  20251022  19730.0  19745.0  ...       19.74  19740.0     19790.0       CY
27   CY606  20251022      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251022      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251022      0.0      0.0  ...        0.00  19770.0     19770.0       CY
30   CY609  20251022  20085.0  20085.0  ...       10.04  20085.0     19955.0       CY
31   FG510  20251022    980.0    980.0  ...       41.16    980.0       980.0       FG
32   FG511  20251022    991.0    996.0  ...    15167.23    992.0       992.0       FG
33   FG512  20251022   1095.0   1107.0  ...    95811.15   1096.0      1094.0       FG
34   FG601  20251022   1088.0   1100.0  ...  3017766.48   1090.0      1089.0       FG
35   FG602  20251022   1160.0   1169.0  ...    48663.58   1163.0      1158.0       FG
36   FG603  20251022   1164.0   1173.0  ...   132019.86   1165.0      1161.0       FG
37   FG604  20251022   1236.0   1248.0  ...      488.83   1241.0      1235.0       FG
38   FG605  20251022   1238.0   1248.0  ...   132742.96   1240.0      1235.0       FG
39   FG606  20251022   1277.0   1292.0  ...      791.97   1286.0      1277.0       FG
40   FG607  20251022   1263.0   1282.0  ...     1016.74   1274.0      1263.0       FG
41   FG608  20251022   1317.0   1337.0  ...      985.78   1329.0      1317.0       FG
42   FG609  20251022   1320.0   1337.0  ...     6186.81   1329.0      1317.0       FG
43   JR511  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251022      0.0      0.0  ...      511.43   2253.0      2245.0       MA
52   MA511  20251022   2250.0   2250.0  ...     4995.64   2235.0      2238.0       MA
53   MA512  20251022   2268.0   2268.0  ...    49724.53   2253.0      2248.0       MA
54   MA601  20251022   2276.0   2276.0  ...  1312118.92   2265.0      2257.0       MA
55   MA602  20251022   2300.0   2305.0  ...    44831.28   2294.0      2281.0       MA
56   MA603  20251022   2316.0   2325.0  ...    68162.53   2314.0      2301.0       MA
57   MA604  20251022   2308.0   2326.0  ...      104.20   2316.0      2300.0       MA
58   MA605  20251022   2294.0   2311.0  ...   148175.06   2296.0      2281.0       MA
59   MA606  20251022   2290.0   2304.0  ...       22.92   2292.0      2286.0       MA
60   MA607  20251022   2278.0   2290.0  ...       29.66   2282.0      2273.0       MA
61   MA608  20251022   2270.0   2288.0  ...        4.56   2279.0      2269.0       MA
62   MA609  20251022   2257.0   2270.0  ...     3196.81   2258.0      2245.0       MA
63   OI511  20251022  10016.0  10025.0  ...    19996.11   9993.0     10037.0       OI
64   OI601  20251022   9845.0   9870.0  ...  1813809.79   9839.0      9882.0       OI
65   OI603  20251022   9696.0   9702.0  ...   335964.13   9671.0      9722.0       OI
66   OI605  20251022   9494.0   9507.0  ...   123541.80   9469.0      9507.0       OI
67   OI607  20251022   9435.0   9444.0  ...     1187.76   9427.0      9454.0       OI
68   OI609  20251022   9403.0   9409.0  ...     1417.70   9389.0      9433.0       OI
69   PF510  20251022   6100.0   6100.0  ...      496.95   6098.0      6090.0       PF
70   PF511  20251022   6088.0   6182.0  ...    24680.48   6136.0      6072.0       PF
71   PF512  20251022   6086.0   6180.0  ...   662015.08   6130.0      6058.0       PF
72   PF601  20251022   6096.0   6182.0  ...   168352.15   6150.0      6064.0       PF
73   PF602  20251022   6074.0   6172.0  ...   222624.49   6132.0      6060.0       PF
74   PF603  20251022   6074.0   6162.0  ...    90012.05   6126.0      6042.0       PF
75   PF604  20251022   6136.0   6202.0  ...      107.96   6170.0      6098.0       PF
76   PF605  20251022   6122.0   6198.0  ...      197.36   6168.0      6112.0       PF
77   PF606  20251022   6170.0   6170.0  ...       12.33   6166.0      6110.0       PF
78   PF607  20251022   6144.0   6250.0  ...       24.77   6192.0      6144.0       PF
79   PF608  20251022   6264.0   6264.0  ...        6.25   6250.0      6152.0       PF
80   PF609  20251022   6220.0   6244.0  ...       15.57   6228.0      6148.0       PF
81   PK510  20251022      0.0      0.0  ...        0.00   7804.0      7804.0       PK
82   PK511  20251022   7640.0   7702.0  ...    12160.04   7654.0      7674.0       PK
83   PK512  20251022   7764.0   7780.0  ...   102108.57   7736.0      7790.0       PK
84   PK601  20251022   7856.0   7858.0  ...   486157.45   7830.0      7900.0       PK
85   PK603  20251022   7970.0   7970.0  ...   105098.24   7928.0      7988.0       PK
86   PK604  20251022   7944.0   7960.0  ...     2124.29   7942.0      7990.0       PK
87   PK605  20251022   7990.0   8014.0  ...    24019.91   7978.0      8020.0       PK
88   PL601  20251022   6039.0   6112.0  ...    68261.91   6069.0      6031.0       PL
89   PL602  20251022   6097.0   6157.0  ...    32106.22   6115.0      6078.0       PL
90   PL603  20251022   6098.0   6155.0  ...    22374.16   6117.0      6075.0       PL
91   PL604  20251022      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251022   6060.0   6118.0  ...       85.24   6089.0      6075.0       PL
93   PL606  20251022      0.0      0.0  ...        0.00   6065.0      6002.0       PL
94   PL607  20251022   6179.0   6179.0  ...       24.72   6179.0      6037.0       PL
95   PL608  20251022      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251022      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251022      0.0      0.0  ...      128.39   5706.0      5660.0       PR
104  PR511  20251022   5594.0   5658.0  ...    11342.78   5626.0      5574.0       PR
105  PR512  20251022   5588.0   5648.0  ...   298331.69   5618.0      5556.0       PR
106  PR601  20251022   5550.0   5614.0  ...   477431.27   5574.0      5524.0       PR
107  PR602  20251022   5598.0   5656.0  ...   112066.77   5610.0      5568.0       PR
108  PR603  20251022   5600.0   5642.0  ...      176.96   5618.0      5580.0       PR
109  PR604  20251022   5596.0   5664.0  ...      169.16   5640.0      5606.0       PR
110  PR605  20251022   5624.0   5674.0  ...      228.78   5650.0      5608.0       PR
111  PR606  20251022   5706.0   5716.0  ...       17.13   5712.0      5644.0       PR
112  PR607  20251022      0.0      0.0  ...        0.00   5706.0      5670.0       PR
113  PR608  20251022      0.0      0.0  ...        0.00   5724.0      5682.0       PR
114  PR609  20251022      0.0      0.0  ...        0.00   5714.0      5656.0       PR
115  PX510  20251022   6410.0   6410.0  ...      573.70   6410.0      6302.0       PX
116  PX511  20251022   6334.0   6468.0  ...    14672.75   6406.0      6324.0       PX
117  PX512  20251022   6352.0   6468.0  ...   204140.38   6396.0      6328.0       PX
118  PX601  20251022   6356.0   6460.0  ...   654412.66   6402.0      6322.0       PX
119  PX602  20251022   6372.0   6474.0  ...   209706.39   6418.0      6342.0       PX
120  PX603  20251022   6368.0   6472.0  ...   177235.20   6396.0      6344.0       PX
121  PX604  20251022   6436.0   6438.0  ...        6.44   6438.0      6336.0       PX
122  PX605  20251022   6388.0   6474.0  ...     5264.81   6448.0      6368.0       PX
123  PX606  20251022   6452.0   6452.0  ...        3.23   6452.0      6378.0       PX
124  PX607  20251022      0.0      0.0  ...        0.00   6474.0      6374.0       PX
125  PX608  20251022   6472.0   6472.0  ...        6.47   6466.0      6384.0       PX
126  PX609  20251022   6440.0   6446.0  ...       12.89   6444.0      6408.0       PX
127  RI511  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251022   2401.0   2412.0  ...     2133.68   2406.0      2412.0       RM
134  RM601  20251022   2320.0   2327.0  ...   661496.36   2311.0      2340.0       RM
135  RM603  20251022   2295.0   2295.0  ...     7367.40   2287.0      2304.0       RM
136  RM605  20251022   2301.0   2304.0  ...   162595.28   2295.0      2306.0       RM
137  RM607  20251022   2294.0   2301.0  ...    11735.84   2291.0      2299.0       RM
138  RM608  20251022   2395.0   2401.0  ...     1208.65   2393.0      2402.0       RM
139  RM609  20251022   2392.0   2394.0  ...     5045.91   2387.0      2397.0       RM
140  RS511  20251022   5359.0   5434.0  ...       59.48   5407.0      5299.0       RS
141  RS607  20251022      0.0      0.0  ...        0.00   5506.0      5506.0       RS
142  RS608  20251022      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251022      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251022   1138.0   1139.0  ...      290.57   1135.0      1129.0       SA
145  SA511  20251022   1143.0   1158.0  ...     9484.78   1149.0      1137.0       SA
146  SA512  20251022   1200.0   1220.0  ...   140481.21   1210.0      1198.0       SA
147  SA601  20251022   1211.0   1230.0  ...  1886521.25   1220.0      1207.0       SA
148  SA602  20251022   1249.0   1267.0  ...   145213.50   1259.0      1249.0       SA
149  SA603  20251022   1255.0   1277.0  ...   268212.79   1267.0      1256.0       SA
150  SA604  20251022   1289.0   1309.0  ...      927.18   1302.0      1289.0       SA
151  SA605  20251022   1295.0   1313.0  ...    83819.59   1304.0      1295.0       SA
152  SA606  20251022   1314.0   1330.0  ...      431.47   1324.0      1310.0       SA
153  SA607  20251022   1317.0   1334.0  ...      728.21   1329.0      1319.0       SA
154  SA608  20251022   1353.0   1367.0  ...      253.36   1362.0      1353.0       SA
155  SA609  20251022   1358.0   1375.0  ...     3470.02   1367.0      1358.0       SA
156  SF510  20251022      0.0      0.0  ...      744.93   5340.0      5298.0       SF
157  SF511  20251022   5480.0   5554.0  ...    21070.98   5526.0      5488.0       SF
158  SF512  20251022   5486.0   5562.0  ...    37741.49   5526.0      5482.0       SF
159  SF601  20251022   5474.0   5558.0  ...   370098.22   5522.0      5480.0       SF
160  SF602  20251022   5400.0   5488.0  ...    39115.26   5452.0      5412.0       SF
161  SF603  20251022   5528.0   5634.0  ...    68752.17   5588.0      5536.0       SF
162  SF604  20251022   5588.0   5588.0  ...        2.79   5588.0      5536.0       SF
163  SF605  20251022   5520.0   5606.0  ...     2820.81   5576.0      5504.0       SF
164  SF606  20251022   5508.0   5568.0  ...      121.87   5540.0      5500.0       SF
165  SF607  20251022   5660.0   5710.0  ...       93.77   5684.0      5636.0       SF
166  SF608  20251022   5694.0   5694.0  ...        5.69   5694.0      5618.0       SF
167  SF609  20251022   5620.0   5676.0  ...      211.82   5648.0      5612.0       SF
168  SH510  20251022      0.0      0.0  ...        0.00   2350.0      2348.0       SH
169  SH511  20251022   2415.0   2428.0  ...     9711.69   2419.0      2411.0       SH
170  SH512  20251022   2389.0   2413.0  ...   126519.62   2400.0      2395.0       SH
171  SH601  20251022   2380.0   2399.0  ...  1805307.19   2383.0      2381.0       SH
172  SH602  20251022   2400.0   2413.0  ...   280782.36   2402.0      2403.0       SH
173  SH603  20251022   2406.0   2424.0  ...   273728.02   2412.0      2410.0       SH
174  SH604  20251022   2461.0   2476.0  ...      562.09   2465.0      2470.0       SH
175  SH605  20251022   2475.0   2493.0  ...    15761.80   2478.0      2480.0       SH
176  SH606  20251022   2509.0   2527.0  ...      135.99   2518.0      2516.0       SH
177  SH607  20251022   2525.0   2539.0  ...       60.71   2530.0      2529.0       SH
178  SH608  20251022   2561.0   2571.0  ...       46.15   2564.0      2563.0       SH
179  SH609  20251022   2568.0   2573.0  ...      138.58   2566.0      2565.0       SH
180  SM510  20251022      0.0      0.0  ...     1963.96   5668.0      5612.0       SM
181  SM511  20251022   5726.0   5802.0  ...     2447.18   5778.0      5740.0       SM
182  SM512  20251022   5738.0   5816.0  ...   170772.16   5776.0      5744.0       SM
183  SM601  20251022   5752.0   5828.0  ...   505804.77   5794.0      5754.0       SM
184  SM602  20251022   5756.0   5832.0  ...   162457.74   5794.0      5758.0       SM
185  SM603  20251022   5756.0   5844.0  ...   148618.82   5804.0      5762.0       SM
186  SM604  20251022   5824.0   5824.0  ...        2.91   5824.0      5766.0       SM
187  SM605  20251022   5782.0   5862.0  ...    21273.25   5832.0      5792.0       SM
188  SM606  20251022   5812.0   5866.0  ...        5.84   5840.0      5776.0       SM
189  SM607  20251022   5880.0   5880.0  ...        2.94   5880.0      5768.0       SM
190  SM608  20251022      0.0      0.0  ...        0.00   5868.0      5798.0       SM
191  SM609  20251022   5814.0   5886.0  ...     1621.45   5844.0      5824.0       SM
192  SR511  20251022   5387.0   5397.0  ...     4359.64   5389.0      5388.0       SR
193  SR601  20251022   5425.0   5434.0  ...  1145988.28   5416.0      5436.0       SR
194  SR603  20251022   5407.0   5414.0  ...   231841.23   5398.0      5418.0       SR
195  SR605  20251022   5379.0   5390.0  ...   139063.88   5370.0      5396.0       SR
196  SR607  20251022   5386.0   5396.0  ...     6646.87   5378.0      5401.0       SR
197  SR609  20251022   5398.0   5404.0  ...     8159.74   5390.0      5408.0       SR
198  TA510  20251022   4372.0   4386.0  ...     1299.74   4376.0      4360.0       TA
199  TA511  20251022   4386.0   4444.0  ...    23961.37   4416.0      4372.0       TA
200  TA512  20251022   4410.0   4468.0  ...   352251.14   4432.0      4384.0       TA
201  TA601  20251022   4434.0   4488.0  ...  1656309.06   4458.0      4410.0       TA
202  TA602  20251022   4452.0   4508.0  ...   359440.09   4470.0      4422.0       TA
203  TA603  20251022   4460.0   4522.0  ...   102380.75   4494.0      4450.0       TA
204  TA604  20251022   4494.0   4536.0  ...       33.88   4518.0      4462.0       TA
205  TA605  20251022   4494.0   4554.0  ...    79979.47   4520.0      4480.0       TA
206  TA606  20251022   4560.0   4560.0  ...        2.28   4560.0      4488.0       TA
207  TA607  20251022      0.0      0.0  ...        0.00   4562.0      4498.0       TA
208  TA608  20251022   4544.0   4558.0  ...        4.55   4552.0      4510.0       TA
209  TA609  20251022   4532.0   4586.0  ...     1231.66   4562.0      4512.0       TA
210  UR510  20251022   1494.0   1494.0  ...      845.14   1493.0      1495.0       UR
211  UR511  20251022   1583.0   1598.0  ...     2693.85   1592.0      1582.0       UR
212  UR512  20251022   1599.0   1612.0  ...    17885.66   1605.0      1599.0       UR
213  UR601  20251022   1611.0   1625.0  ...   394583.60   1617.0      1611.0       UR
214  UR602  20251022   1619.0   1629.0  ...    12267.85   1622.0      1619.0       UR
215  UR603  20251022   1676.0   1683.0  ...      147.89   1681.0      1676.0       UR
216  UR604  20251022   1682.0   1687.0  ...       26.97   1685.0      1680.0       UR
217  UR605  20251022   1682.0   1695.0  ...    22417.63   1689.0      1684.0       UR
218  UR606  20251022   1694.0   1698.0  ...      196.49   1694.0      1690.0       UR
219  UR607  20251022   1724.0   1730.0  ...      100.09   1726.0      1722.0       UR
220  UR608  20251022   1720.0   1724.0  ...       20.66   1722.0      1718.0       UR
221  UR609  20251022   1719.0   1725.0  ...      230.83   1723.0      1717.0       UR
222  WH511  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-23 18:26:14,844 - future_1d - INFO - ak.get_czce_daily('2025-10-22') done
2025-10-23 18:26:16,617 - future_1d - INFO - save future_daily 2025-10-22 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251023   4045.00  ...   4058.00     4027.00        A
1     a2601  20251023   4057.00  ...   4081.00     4050.00        A
2     a2603  20251023   4065.00  ...   4089.00     4052.00        A
3     a2605  20251023   4103.00  ...   4123.00     4092.00        A
4     a2607  20251023   4106.00  ...   4115.00     4088.00        A
5     a2609  20251023   4107.00  ...   4123.00     4091.00        A
6     b2511  20251023   3590.00  ...   3610.00     3572.00        B
7     b2512  20251023   3596.00  ...   3621.00     3583.00        B
8     b2601  20251023   3603.00  ...   3625.00     3595.00        B
9     b2602  20251023   3625.00  ...   3648.00     3616.00        B
10    b2603  20251023   3595.00  ...   3616.00     3589.00        B
11    b2604  20251023   3505.00  ...   3517.00     3496.00        B
12    b2605  20251023   3460.00  ...   3467.00     3452.00        B
13    b2606  20251023   3434.00  ...   3445.00     3427.00        B
14    b2607  20251023   3439.00  ...   3446.00     3430.00        B
15    b2608  20251023   3532.00  ...   3537.00     3524.00        B
16    b2609  20251023   3560.00  ...   3558.00     3552.00        B
17    b2610  20251023   3944.00  ...   3801.00     3552.00        B
18   bb2511  20251023      0.00  ...    144.50      144.50       BB
19   bb2601  20251023    147.15  ...    146.95      146.90       BB
20   bb2603  20251023    146.75  ...    146.75      146.90       BB
21   bb2605  20251023      0.00  ...    146.90      146.90       BB
22   bb2607  20251023      0.00  ...    151.70      151.85       BB
23   bb2609  20251023      0.00  ...    151.70      151.85       BB
24   bz2603  20251023   5560.00  ...   5603.00     5521.00       BZ
25   bz2604  20251023   5577.00  ...   5610.00     5522.00       BZ
26   bz2605  20251023   5590.00  ...   5616.00     5516.00       BZ
27   bz2606  20251023   5585.00  ...   5603.00     5492.00       BZ
28   bz2607  20251023   5585.00  ...   5585.00     5519.00       BZ
29   bz2608  20251023   5590.00  ...   5595.00     5535.00       BZ
30   bz2609  20251023      0.00  ...   5600.00     5536.00       BZ
31    c2511  20251023   2117.00  ...   2112.00     2114.00        C
32    c2601  20251023   2130.00  ...   2131.00     2131.00        C
33    c2603  20251023   2159.00  ...   2159.00     2159.00        C
34    c2605  20251023   2237.00  ...   2237.00     2238.00        C
35    c2607  20251023   2264.00  ...   2259.00     2261.00        C
36    c2609  20251023   2272.00  ...   2269.00     2274.00        C
37   cs2511  20251023   2415.00  ...   2412.00     2398.00       CS
38   cs2601  20251023   2426.00  ...   2432.00     2424.00       CS
39   cs2603  20251023   2445.00  ...   2449.00     2441.00       CS
40   cs2605  20251023   2546.00  ...   2554.00     2545.00       CS
41   cs2607  20251023   2568.00  ...   2567.00     2563.00       CS
42   cs2609  20251023   2613.00  ...   2611.00     2606.00       CS
43   eb2510  20251023      0.00  ...   6217.00     6217.00       EB
44   eb2511  20251023   6553.00  ...   6561.00     6484.00       EB
45   eb2512  20251023   6535.00  ...   6589.00     6511.00       EB
46   eb2601  20251023   6608.00  ...   6636.00     6561.00       EB
47   eb2602  20251023   6659.00  ...   6686.00     6616.00       EB
48   eb2603  20251023   6705.00  ...   6741.00     6684.00       EB
49   eb2604  20251023   6797.00  ...   6812.00     6765.00       EB
50   eb2605  20251023   6858.00  ...   6875.00     6826.00       EB
51   eb2606  20251023      0.00  ...   6820.00     6820.00       EB
52   eb2607  20251023   6989.00  ...   6972.00     6920.00       EB
53   eb2608  20251023      0.00  ...   6938.00     6938.00       EB
54   eb2609  20251023   6984.00  ...   6985.00     6914.00       EB
55   eg2510  20251023      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251023   4048.00  ...   4053.00     4019.00       EG
57   eg2512  20251023   4047.00  ...   4069.00     4023.00       EG
58   eg2601  20251023   4060.00  ...   4086.00     4033.00       EG
59   eg2602  20251023   4078.00  ...   4086.00     4041.00       EG
60   eg2603  20251023   4100.00  ...   4114.00     4059.00       EG
61   eg2604  20251023   4141.00  ...   4152.00     4093.00       EG
62   eg2605  20251023   4112.00  ...   4156.00     4111.00       EG
63   eg2606  20251023   4169.00  ...   4185.00     4131.00       EG
64   eg2607  20251023   4200.00  ...   4200.00     4143.00       EG
65   eg2608  20251023      0.00  ...   4192.00     4164.00       EG
66   eg2609  20251023      0.00  ...   4178.00     4178.00       EG
67   fb2511  20251023   1240.00  ...   1245.50     1230.50       FB
68   fb2512  20251023   1258.50  ...   1258.50     1257.50       FB
69   fb2601  20251023   1268.00  ...   1270.00     1269.00       FB
70   fb2602  20251023   1266.50  ...   1266.00     1268.50       FB
71   fb2603  20251023   1260.50  ...   1263.00     1261.00       FB
72   fb2604  20251023   1267.00  ...   1266.00     1260.50       FB
73   fb2605  20251023      0.00  ...   1268.50     1268.50       FB
74   fb2606  20251023      0.00  ...   1276.50     1276.50       FB
75   fb2607  20251023      0.00  ...   1302.50     1302.50       FB
76   fb2608  20251023      0.00  ...   1308.00     1308.00       FB
77   fb2609  20251023      0.00  ...   1296.00     1296.00       FB
78   fb2610  20251023      0.00  ...   1296.00     1296.00       FB
79    i2511  20251023    802.50  ...    799.00      797.00        I
80    i2512  20251023    788.00  ...    787.50      787.00        I
81    i2601  20251023    777.00  ...    775.50      774.00        I
82    i2602  20251023    774.00  ...    772.00      772.00        I
83    i2603  20251023    769.50  ...    768.00      768.50        I
84    i2604  20251023    765.00  ...    763.50      763.50        I
85    i2605  20251023    755.50  ...    753.50      753.50        I
86    i2606  20251023    749.50  ...    749.00      748.50        I
87    i2607  20251023    745.00  ...    744.00      744.00        I
88    i2608  20251023    739.50  ...    740.00      739.50        I
89    i2609  20251023    732.50  ...    732.00      732.50        I
90    i2610  20251023    728.00  ...    728.00      732.50        I
91    j2511  20251023   1643.00  ...   1666.00     1634.00        J
92    j2512  20251023   1688.50  ...   1695.00     1671.50        J
93    j2601  20251023   1718.00  ...   1731.00     1696.50        J
94    j2602  20251023   1737.50  ...   1737.50     1717.50        J
95    j2603  20251023   1771.50  ...   1771.50     1738.50        J
96    j2604  20251023   1839.50  ...   1845.50     1805.00        J
97    j2605  20251023   1860.00  ...   1870.00     1840.50        J
98    j2606  20251023      0.00  ...   1882.00     1858.50        J
99    j2607  20251023      0.00  ...   1896.00     1881.00        J
100   j2608  20251023      0.00  ...   1916.00     1865.00        J
101   j2609  20251023   1932.00  ...   1960.00     1921.00        J
102   j2610  20251023      0.00  ...   1921.00     1921.00        J
103  jd2510  20251023   2750.00  ...   2758.00     2780.00       JD
104  jd2511  20251023   2800.00  ...   2837.00     2806.00       JD
105  jd2512  20251023   2925.00  ...   2989.00     2932.00       JD
106  jd2601  20251023   3151.00  ...   3201.00     3157.00       JD
107  jd2602  20251023   2931.00  ...   2969.00     2940.00       JD
108  jd2603  20251023   2939.00  ...   2979.00     2947.00       JD
109  jd2604  20251023   3138.00  ...   3169.00     3138.00       JD
110  jd2605  20251023   3334.00  ...   3368.00     3336.00       JD
111  jd2606  20251023   3215.00  ...   3236.00     3222.00       JD
112  jd2607  20251023   3452.00  ...   3463.00     3460.00       JD
113  jd2608  20251023   3919.00  ...   3926.00     3931.00       JD
114  jd2609  20251023   3780.00  ...   3786.00     3796.00       JD
115  jm2511  20251023   1085.00  ...   1125.00     1077.00       JM
116  jm2512  20251023   1132.00  ...   1170.00     1131.00       JM
117  jm2601  20251023   1211.50  ...   1231.00     1197.00       JM
118  jm2602  20251023   1231.50  ...   1249.50     1219.50       JM
119  jm2603  20251023   1250.00  ...   1266.00     1238.50       JM
120  jm2604  20251023   1266.50  ...   1286.50     1256.00       JM
121  jm2605  20251023   1287.00  ...   1303.00     1272.00       JM
122  jm2606  20251023   1306.50  ...   1326.50     1296.00       JM
123  jm2607  20251023   1323.50  ...   1335.00     1306.50       JM
124  jm2608  20251023   1346.00  ...   1357.50     1332.00       JM
125  jm2609  20251023   1362.00  ...   1378.00     1351.00       JM
126  jm2610  20251023   1370.00  ...   1399.50     1351.00       JM
127   l2511  20251023   6920.00  ...   6927.00     6887.00        L
128   l2512  20251023   6936.00  ...   6952.00     6908.00        L
129   l2601  20251023   6946.00  ...   6974.00     6914.00        L
130   l2602  20251023   6931.00  ...   6963.00     6906.00        L
131   l2603  20251023   6939.00  ...   6972.00     6923.00        L
132   l2604  20251023   7020.00  ...   7037.00     6985.00        L
133   l2605  20251023   6965.00  ...   7020.00     6953.00        L
134   l2606  20251023   6986.00  ...   7015.00     6944.00        L
135   l2607  20251023   6998.00  ...   7029.00     6956.00        L
136   l2608  20251023   7007.00  ...   7050.00     6950.00        L
137   l2609  20251023   7019.00  ...   7047.00     6993.00        L
138   l2610  20251023   7066.00  ...   7066.00     6993.00        L
139  lg2511  20251023    793.00  ...    793.50      792.50       LG
140  lg2601  20251023    832.00  ...    830.00      832.00       LG
141  lg2603  20251023    833.00  ...    833.50      834.50       LG
142  lg2605  20251023    835.50  ...    837.00      835.50       LG
143  lg2607  20251023    837.00  ...    838.00      837.00       LG
144  lg2609  20251023    835.50  ...    837.00      836.00       LG
145  lh2511  20251023  11470.00  ...  11520.00    11440.00       LH
146  lh2601  20251023  12230.00  ...  12265.00    12205.00       LH
147  lh2603  20251023  11590.00  ...  11630.00    11580.00       LH
148  lh2605  20251023  12090.00  ...  12105.00    12100.00       LH
149  lh2607  20251023  12785.00  ...  12770.00    12835.00       LH
150  lh2609  20251023  13605.00  ...  13590.00    13650.00       LH
151   m2511  20251023   2862.00  ...   2891.00     2852.00        M
152   m2512  20251023   2888.00  ...   2917.00     2878.00        M
153   m2601  20251023   2887.00  ...   2916.00     2872.00        M
154   m2603  20251023   2879.00  ...   2902.00     2867.00        M
155   m2605  20251023   2743.00  ...   2755.00     2737.00        M
156   m2607  20251023   2728.00  ...   2742.00     2723.00        M
157   m2608  20251023   2852.00  ...   2868.00     2847.00        M
158   m2609  20251023   2861.00  ...   2876.00     2853.00        M
159   p2511  20251023   9124.00  ...   9054.00     9138.00        P
160   p2512  20251023   9110.00  ...   9060.00     9166.00        P
161   p2601  20251023   9174.00  ...   9114.00     9224.00        P
162   p2602  20251023   9168.00  ...   9130.00     9236.00        P
163   p2603  20251023   9194.00  ...   9134.00     9254.00        P
164   p2604  20251023   9136.00  ...   9172.00     9246.00        P
165   p2605  20251023   9156.00  ...   9102.00     9196.00        P
166   p2606  20251023   9058.00  ...   9050.00     9136.00        P
167   p2607  20251023   8990.00  ...   8990.00     9050.00        P
168   p2608  20251023   8950.00  ...   8932.00     8998.00        P
169   p2609  20251023   8918.00  ...   8888.00     8958.00        P
170   p2610  20251023      0.00  ...   8958.00     8958.00        P
171  pg2510  20251023      0.00  ...   4339.00     4339.00       PG
172  pg2511  20251023   4315.00  ...   4340.00     4281.00       PG
173  pg2512  20251023   4179.00  ...   4204.00     4130.00       PG
174  pg2601  20251023   4043.00  ...   4090.00     4011.00       PG
175  pg2602  20251023   3941.00  ...   3985.00     3913.00       PG
176  pg2603  20251023   3815.00  ...   3849.00     3800.00       PG
177  pg2604  20251023   4143.00  ...   4176.00     4128.00       PG
178  pg2605  20251023   4097.00  ...   4095.00     4054.00       PG
179  pg2606  20251023   4033.00  ...   4018.00     3987.00       PG
180  pg2607  20251023   3973.00  ...   3961.00     3927.00       PG
181  pg2608  20251023   3913.00  ...   3891.00     3867.00       PG
182  pg2609  20251023   3848.00  ...   3826.00     3806.00       PG
183  pp2511  20251023   6569.00  ...   6592.00     6542.00       PP
184  pp2512  20251023   6612.00  ...   6639.00     6591.00       PP
185  pp2601  20251023   6633.00  ...   6662.00     6607.00       PP
186  pp2602  20251023   6613.00  ...   6651.00     6599.00       PP
187  pp2603  20251023   6627.00  ...   6660.00     6606.00       PP
188  pp2604  20251023   6653.00  ...   6694.00     6644.00       PP
189  pp2605  20251023   6656.00  ...   6708.00     6652.00       PP
190  pp2606  20251023   6632.00  ...   6675.00     6627.00       PP
191  pp2607  20251023   6629.00  ...   6664.00     6614.00       PP
192  pp2608  20251023   6654.00  ...   6683.00     6646.00       PP
193  pp2609  20251023   6684.00  ...   6718.00     6673.00       PP
194  pp2610  20251023   6698.00  ...   6686.00     6673.00       PP
195  rr2511  20251023   3613.00  ...   3594.00     3616.00       RR
196  rr2512  20251023   3578.00  ...   3581.00     3591.00       RR
197  rr2601  20251023   3616.00  ...   3609.00     3619.00       RR
198  rr2602  20251023   3603.00  ...   3599.00     3601.00       RR
199  rr2603  20251023   3603.00  ...   3599.00     3607.00       RR
200  rr2604  20251023   3611.00  ...   3604.00     3615.00       RR
201  rr2605  20251023   3606.00  ...   3604.00     3610.00       RR
202  rr2606  20251023   3599.00  ...   3595.00     3602.00       RR
203  rr2607  20251023   3605.00  ...   3606.00     3602.00       RR
204  rr2608  20251023   3605.00  ...   3605.00     3598.00       RR
205  rr2609  20251023   3619.00  ...   3613.00     3616.00       RR
206  rr2610  20251023      0.00  ...   3616.00     3616.00       RR
207   v2511  20251023   4637.00  ...   4640.00     4621.00        V
208   v2512  20251023   4672.00  ...   4679.00     4664.00        V
209   v2601  20251023   4718.00  ...   4725.00     4706.00        V
210   v2602  20251023   4759.00  ...   4765.00     4755.00        V
211   v2603  20251023   4780.00  ...   4798.00     4784.00        V
212   v2604  20251023   4976.00  ...   4989.00     4977.00        V
213   v2605  20251023   5015.00  ...   5027.00     5011.00        V
214   v2606  20251023   5053.00  ...   5060.00     5043.00        V
215   v2607  20251023   5085.00  ...   5100.00     5086.00        V
216   v2608  20251023   5133.00  ...   5132.00     5120.00        V
217   v2609  20251023   5149.00  ...   5158.00     5147.00        V
218   v2610  20251023   5207.00  ...   5207.00     5147.00        V
219   y2511  20251023   8214.00  ...   8180.00     8214.00        Y
220   y2512  20251023   8264.00  ...   8234.00     8278.00        Y
221   y2601  20251023   8242.00  ...   8206.00     8246.00        Y
222   y2603  20251023   8198.00  ...   8160.00     8200.00        Y
223   y2605  20251023   8084.00  ...   8038.00     8076.00        Y
224   y2607  20251023   8000.00  ...   7962.00     8004.00        Y
225   y2608  20251023   8002.00  ...   7972.00     8008.00        Y
226   y2609  20251023   7970.00  ...   7942.00     7982.00        Y

[227 rows x 12 columns]
2025-10-23 18:26:21,759 - future_1d - INFO - ak.get_dce_daily('2025-10-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2511  20251023  50225.0  ...  50775.0     50235.0       PS
1   PS2512  20251023  52925.0  ...  53175.0     52600.0       PS
2   PS2601  20251023  52680.0  ...  53115.0     52520.0       PS
3   PS2602  20251023  52380.0  ...  52740.0     52145.0       PS
4   PS2603  20251023  52120.0  ...  52750.0     52140.0       PS
5   PS2604  20251023  52080.0  ...  52570.0     51850.0       PS
6   PS2605  20251023  51990.0  ...  52490.0     51920.0       PS
7   PS2606  20251023  53520.0  ...  54115.0     53590.0       PS
8   PS2607  20251023  53425.0  ...  53685.0     53360.0       PS
9   PS2608  20251023  53290.0  ...  53530.0     53135.0       PS
10  PS2609  20251023  53210.0  ...  53455.0     53110.0       PS
11  PS2610  20251023  53595.0  ...  53515.0     53110.0       PS
13  SI2511  20251023   8505.0  ...   8615.0      8500.0       SI
14  SI2512  20251023   8865.0  ...   9010.0      8870.0       SI
15  SI2601  20251023   8830.0  ...   8975.0      8820.0       SI
16  SI2602  20251023   8830.0  ...   8980.0      8825.0       SI
17  SI2603  20251023   8870.0  ...   8980.0      8835.0       SI
18  SI2604  20251023   8925.0  ...   9020.0      8835.0       SI
19  SI2605  20251023   8880.0  ...   8975.0      8855.0       SI
20  SI2606  20251023   8905.0  ...   8990.0      8855.0       SI
21  SI2607  20251023   8900.0  ...   9040.0      8870.0       SI
22  SI2608  20251023   8910.0  ...   9065.0      8890.0       SI
23  SI2609  20251023   8890.0  ...   9040.0      8900.0       SI
24  SI2610  20251023   8925.0  ...   8975.0      8900.0       SI
27  LC2511  20251023  77100.0  ...  77940.0     76320.0       LC
28  LC2512  20251023  77200.0  ...  78320.0     76700.0       LC
29  LC2601  20251023  77140.0  ...  78480.0     76740.0       LC
30  LC2602  20251023  76740.0  ...  78100.0     76620.0       LC
31  LC2603  20251023  77060.0  ...  78180.0     76460.0       LC
32  LC2604  20251023  77300.0  ...  78400.0     76720.0       LC
33  LC2605  20251023  77420.0  ...  78480.0     76880.0       LC
34  LC2606  20251023  77060.0  ...  78160.0     76640.0       LC
35  LC2607  20251023  77300.0  ...  78120.0     76560.0       LC
36  LC2608  20251023  77480.0  ...  78380.0     76740.0       LC
37  LC2609  20251023  77480.0  ...  78400.0     76820.0       LC
38  LC2610  20251023  77460.0  ...  78560.0     76820.0       LC

[36 rows x 12 columns]
2025-10-23 18:26:21,910 - future_1d - INFO - ak.get_gfex_daily('2025-10-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251023  7054.800  ...  7058.200    7070.400       IC
1   IC2512  20251023  6995.000  ...  6993.800    7016.400       IC
2   IC2603  20251023  6835.000  ...  6835.800    6852.000       IC
3   IC2606  20251023  6658.400  ...  6652.800    6674.200       IC
4   IF2511  20251023  4568.000  ...  4579.800    4578.000       IF
5   IF2512  20251023  4555.400  ...  4566.800    4566.200       IF
6   IF2603  20251023  4530.000  ...  4541.600    4539.600       IF
7   IF2606  20251023  4492.600  ...  4500.600    4501.800       IF
8   IH2511  20251023  2998.200  ...  3017.200    3006.400       IH
9   IH2512  20251023  3000.000  ...  3017.200    3006.400       IH
10  IH2603  20251023  2995.400  ...  3017.000    3006.400       IH
11  IH2606  20251023  2999.200  ...  3014.800    3005.200       IH
12  IM2511  20251023  7210.000  ...  7206.200    7239.000       IM
13  IM2512  20251023  7149.000  ...  7125.600    7165.200       IM
14  IM2603  20251023  6923.600  ...  6914.800    6948.800       IM
15  IM2606  20251023  6726.600  ...  6695.800    6735.600       IM
16   T2512  20251023   108.145  ...   108.070     108.160        T
17   T2603  20251023   107.795  ...   107.730     107.835        T
18   T2606  20251023   107.695  ...   107.635     107.755        T
19  TF2512  20251023   105.740  ...   105.665     105.715       TF
20  TF2603  20251023   105.625  ...   105.560     105.615       TF
21  TF2606  20251023   105.625  ...   105.575     105.635       TF
22  TL2512  20251023   115.560  ...   115.300     115.600       TL
23  TL2603  20251023   115.230  ...   115.040     115.310       TL
24  TL2606  20251023   115.070  ...   114.950     115.240       TL
25  TS2512  20251023   102.362  ...   102.342     102.352       TS
26  TS2603  20251023   102.278  ...   102.264     102.276       TS
27  TS2606  20251023   102.290  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-10-23 18:26:22,119 - future_1d - INFO - ak.get_cffex_daily('2025-10-23') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251023   443.1   458.7  ...    65320.31   453.2      436.6      SC
1       SC2512  20251023   446.5   463.7  ...  6885292.17     454      441.8      SC
2       SC2601  20251023   448.7   465.6  ...  1309734.35   457.5      445.5      SC
3       SC2602  20251023   449.8   466.6  ...   337165.18   459.7      447.5      SC
4       SC2603  20251023   451.2     467  ...    58157.07   462.2      450.4      SC
5       SC2604  20251023   452.2   467.2  ...    19136.38   463.3      451.6      SC
6       SC2605  20251023   453.6   467.6  ...    17657.63   464.6      451.4      SC
7       SC2606  20251023   452.1     468  ...    25183.92   463.7      453.8      SC
8       SC2607  20251023   464.3   468.5  ...       370.8   463.5      449.9      SC
9       SC2608  20251023     457   466.4  ...      231.14   462.2      454.4      SC
10      SC2609  20251023     458     468  ...     7509.17   463.5      454.6      SC
11      SC2610  20251023                  ...           0   460.7      450.7      SC
12      SC2612  20251023   456.1   467.1  ...     2676.58   461.4      454.9      SC
13      SC2703  20251023                  ...           0     463      451.8      SC
14      SC2706  20251023   457.7   468.1  ...      922.94   461.4        456      SC
15      SC2709  20251023     473     473  ...       94.28   471.4      454.1      SC
16      SC2712  20251023   475.1   475.1  ...      419.18   465.7      456.1      SC
17      SC2803  20251023                  ...           0   462.6      457.4      SC
18      SC2806  20251023   463.6     472  ...      985.88   469.4      460.1      SC
19      SC2809  20251023     465     470  ...      281.24   468.7        462      SC
21      LU2511  20251023    3102    3189  ...     5415.96    3148       3063      LU
22      LU2512  20251023    3133    3208  ...  182948.638    3168       3100      LU
23      LU2601  20251023    3134    3216  ...  400342.395    3173       3102      LU
24      LU2602  20251023    3130    3223  ...   59754.637    3185       3109      LU
25      LU2603  20251023    3137    3238  ...    6586.016    3172       3116      LU
26      LU2604  20251023    3160    3223  ...      35.142    3194       3149      LU
27      LU2605  20251023    3171    3228  ...      57.672    3204       3124      LU
28      LU2606  20251023    3204    3223  ...       9.639    3213       3129      LU
29      LU2607  20251023    3181    3230  ...      25.693    3211       3132      LU
30      LU2608  20251023    3217    3238  ...      12.905    3226       3124      LU
31      LU2609  20251023    3186    3250  ...      57.938    3218       3143      LU
32      LU2610  20251023    3182    3234  ...      22.471    3210       3157      LU
34      NR2511  20251023   12310   12430  ...   73326.645   12385      12320      NR
35      NR2512  20251023   12325   12450  ...  725914.925   12390      12310      NR
36      NR2601  20251023   12325   12445  ...   240635.89   12385      12295      NR
37      NR2602  20251023   12255   12450  ...   17942.425   12370      12265      NR
38      NR2603  20251023   12285   12445  ...     1307.91   12335      12245      NR
39      NR2604  20251023   12295   12400  ...      370.24   12340      12230      NR
40      NR2605  20251023   12300   12440  ...      507.05   12365      12235      NR
41      NR2606  20251023   12300   12400  ...     123.605   12360      12235      NR
42      NR2607  20251023                  ...           0   12295      12295      NR
43      NR2608  20251023                  ...           0   12195      12195      NR
44      NR2609  20251023                  ...           0   12435      12305      NR
45      NR2610  20251023                  ...           0   12275      12275      NR
47      BC2511  20251023   75820   76750  ...  328307.805   76090      75540      BC
48      BC2512  20251023   76050   76750  ...   64792.915   76130      75560      BC
49      BC2601  20251023   75830   76470  ...      381.22   76240      75860      BC
50      BC2602  20251023                  ...           0   75800      75800      BC
51      BC2603  20251023                  ...           0   75740      75740      BC
52      BC2604  20251023                  ...           0   76440      76440      BC
53      BC2605  20251023                  ...           0   75900      75900      BC
54      BC2606  20251023                  ...           0   75880      75880      BC
55      BC2607  20251023                  ...           0   76570      76570      BC
56      BC2608  20251023                  ...           0   75800      75800      BC
57      BC2609  20251023                  ...           0   76130      76130      BC
58      BC2610  20251023                  ...           0   76130      76130      BC
60      EC2510  20251023  1137.6    1139  ...    5297.471  1136.7     1136.9      EC
61      EC2512  20251023    1768    1795  ...  194377.432  1775.2     1774.2      EC
62      EC2602  20251023  1565.9  1587.5  ...  20363.9045  1573.1     1564.2      EC
63      EC2604  20251023  1162.2  1176.5  ...   7543.8475  1169.5     1164.3      EC
64      EC2606  20251023  1373.7    1376  ...    811.4355  1363.7       1349      EC
65      EC2608  20251023  1462.3  1478.9  ...    492.3445  1469.6     1464.4      EC
68  SC_TAS2512  20251023                  ...                                 SC_TAS
69  SC_TAS2601  20251023                  ...                                 SC_TAS
70  SC_TAS2602  20251023                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-23 18:26:22,189 - future_1d - INFO - ak.get_ine_daily('2025-10-23') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251023  ...   85550      84970      CU
1        1      CU2512  20251023  ...   85580      84990      CU
2        2      CU2601  20251023  ...   85560      84950      CU
3        3      CU2602  20251023  ...   85560      84890      CU
4        4      CU2603  20251023  ...   85430      84900      CU
5        5      CU2604  20251023  ...   85400      84850      CU
6        6      CU2605  20251023  ...   85420      84830      CU
7        7      CU2606  20251023  ...   85340      84770      CU
8        8      CU2607  20251023  ...   85050      84760      CU
9        9      CU2608  20251023  ...   85220      84430      CU
10      10      CU2609  20251023  ...   85030      84400      CU
11      11      CU2610  20251023  ...   84940      84370      CU
12      12      BC2511  20251023  ...   76090      75540      BC
13      13      BC2512  20251023  ...   76130      75560      BC
14      14      BC2601  20251023  ...   76240      75860      BC
15      15      BC2602  20251023  ...   75800      75800      BC
16      16      BC2603  20251023  ...   75740      75740      BC
17      17      BC2604  20251023  ...   76440      76440      BC
18      18      BC2605  20251023  ...   75900      75900      BC
19      19      BC2606  20251023  ...   75880      75880      BC
20      20      BC2607  20251023  ...   76570      76570      BC
21      21      BC2608  20251023  ...   75800      75800      BC
22      22      BC2609  20251023  ...   76130      76130      BC
23      23      BC2610  20251023  ...   76130      76130      BC
24      24      AL2511  20251023  ...   21100      20980      AL
25      25      AL2512  20251023  ...   21130      21010      AL
26      26      AL2601  20251023  ...   21130      21010      AL
27      27      AL2602  20251023  ...   21130      21020      AL
28      28      AL2603  20251023  ...   21125      21015      AL
29      29      AL2604  20251023  ...   21140      21025      AL
30      30      AL2605  20251023  ...   21155      21030      AL
31      31      AL2606  20251023  ...   21150      21025      AL
32      32      AL2607  20251023  ...   21135      21045      AL
33      33      AL2608  20251023  ...   21150      21055      AL
34      34      AL2609  20251023  ...   21125      21040      AL
35      35      AL2610  20251023  ...   21135      21035      AL
36      36      ZN2511  20251023  ...   22170      21975      ZN
37      37      ZN2512  20251023  ...   22185      21990      ZN
38      38      ZN2601  20251023  ...   22220      22025      ZN
39      39      ZN2602  20251023  ...   22240      22045      ZN
40      40      ZN2603  20251023  ...   22275      22080      ZN
41      41      ZN2604  20251023  ...   22315      22110      ZN
42      42      ZN2605  20251023  ...   22365      22145      ZN
43      43      ZN2606  20251023  ...   22345      22170      ZN
44      44      ZN2607  20251023  ...   22345      22165      ZN
45      45      ZN2608  20251023  ...   22370      22235      ZN
46      46      ZN2609  20251023  ...   22475      22260      ZN
47      47      ZN2610  20251023  ...   22455      22275      ZN
48      48      PB2511  20251023  ...   17470      17155      PB
49      49      PB2512  20251023  ...   17420      17170      PB
50      50      PB2601  20251023  ...   17370      17175      PB
51      51      PB2602  20251023  ...   17375      17195      PB
52      52      PB2603  20251023  ...   17350      17200      PB
53      53      PB2604  20251023  ...   17380      17215      PB
54      54      PB2605  20251023  ...   17320      17200      PB
55      55      PB2606  20251023  ...   17310      17215      PB
56      56      PB2607  20251023  ...   17345      17240      PB
57      57      PB2608  20251023  ...   17340      17285      PB
58      58      PB2609  20251023  ...   17360      17375      PB
59      59      PB2610  20251023  ...   17345      17255      PB
60      60      NI2511  20251023  ...  120970     120970      NI
61      61      NI2512  20251023  ...  121170     121150      NI
62      62      NI2601  20251023  ...  121390     121320      NI
63      63      NI2602  20251023  ...  121530     121500      NI
64      64      NI2603  20251023  ...  121780     121740      NI
65      65      NI2604  20251023  ...  122030     121940      NI
66      66      NI2605  20251023  ...  122270     122210      NI
67      67      NI2606  20251023  ...  122580     122390      NI
68      68      NI2607  20251023  ...  122810     122640      NI
69      69      NI2608  20251023  ...  123060     122790      NI
70      70      NI2609  20251023  ...  123320     123150      NI
71      71      NI2610  20251023  ...  123430     123590      NI
72      72      SN2511  20251023  ...  280460     280940      SN
73      73      SN2512  20251023  ...  280890     281350      SN
74      74      SN2601  20251023  ...  281070     281440      SN
75      75      SN2602  20251023  ...  281080     281460      SN
76      76      SN2603  20251023  ...  281070     281280      SN
77      77      SN2604  20251023  ...  280690     281520      SN
78      78      SN2605  20251023  ...  280750     281270      SN
79      79      SN2606  20251023  ...  280900     281400      SN
80      80      SN2607  20251023  ...  280850     281800      SN
81      81      SN2608  20251023  ...  281340     282100      SN
82      82      SN2609  20251023  ...  282000     282000      SN
83      83      SN2610  20251023  ...  282590     282590      SN
84      84      AO2511  20251023  ...    2794       2791      AO
85      85      AO2512  20251023  ...    2811       2806      AO
86      86      AO2601  20251023  ...    2827       2823      AO
87      87      AO2602  20251023  ...    2851       2845      AO
88      88      AO2603  20251023  ...    2914       2908      AO
89      89      AO2604  20251023  ...    2931       2921      AO
90      90      AO2605  20251023  ...    2943       2934      AO
91      91      AO2606  20251023  ...    2950       2942      AO
92      92      AO2607  20251023  ...    2960       2952      AO
93      93      AO2608  20251023  ...    2972       2966      AO
94      94      AO2609  20251023  ...    2993       2982      AO
95      95      AO2610  20251023  ...    2998       2991      AO
96      96      AD2511  20251023  ...   20525      20405      AD
97      97      AD2512  20251023  ...   20595      20475      AD
98      98      AD2601  20251023  ...   20640      20515      AD
99      99      AD2602  20251023  ...   20620      20515      AD
100    100      AD2603  20251023  ...   20660      20535      AD
101    101      AD2604  20251023  ...   20540      20450      AD
102    102      AD2605  20251023  ...   20595      20355      AD
103    103      AD2606  20251023  ...   20615      20440      AD
104    104      AD2607  20251023  ...   20585      20475      AD
105    105      AD2608  20251023  ...   20390      20390      AD
106    106      AD2609  20251023  ...   20640      20640      AD
107    107      AD2610  20251023  ...   20495      20495      AD
108    108      AU2511  20251023  ...  934.02     948.46      AU
109    109      AU2512  20251023  ...  934.08     949.58      AU
110    110      AU2601  20251023  ...  935.82     952.04      AU
111    111      AU2602  20251023  ...   937.4     951.98      AU
112    112      AU2604  20251023  ...  939.82     953.36      AU
113    113      AU2606  20251023  ...  941.92     956.86      AU
114    114      AU2608  20251023  ...  943.88     961.68      AU
115    115      AU2610  20251023  ...  946.44     961.84      AU
116    116      AG2511  20251023  ...   11367      11333      AG
117    117      AG2512  20251023  ...   11349      11327      AG
118    118      AG2601  20251023  ...   11358      11339      AG
119    119      AG2602  20251023  ...   11366      11343      AG
120    120      AG2603  20251023  ...   11376      11352      AG
121    121      AG2604  20251023  ...   11379      11359      AG
122    122      AG2605  20251023  ...   11399      11373      AG
123    123      AG2606  20251023  ...   11397      11370      AG
124    124      AG2607  20251023  ...   11407      11389      AG
125    125      AG2608  20251023  ...   11411      11397      AG
126    126      AG2609  20251023  ...   11433      11411      AG
127    127      AG2610  20251023  ...   11452      11422      AG
128    128      RB2511  20251023  ...    3004       2997      RB
129    129      RB2512  20251023  ...    3056       3041      RB
130    130      RB2601  20251023  ...    3069       3058      RB
131    131      RB2602  20251023  ...    3078       3062      RB
132    132      RB2603  20251023  ...    3101       3088      RB
133    133      RB2604  20251023  ...    3114       3104      RB
134    134      RB2605  20251023  ...    3125       3111      RB
135    135      RB2606  20251023  ...    3131       3130      RB
136    136      RB2607  20251023  ...    3147       3132      RB
137    137      RB2608  20251023  ...    3154       3143      RB
138    138      RB2609  20251023  ...    3159       3148      RB
139    139      RB2610  20251023  ...    3161       3151      RB
140    140      WR2511  20251023  ...    3310       3310      WR
141    141      WR2512  20251023  ...    3262       3262      WR
142    142      WR2601  20251023  ...    3349       3348      WR
143    143      WR2602  20251023  ...    3357       3368      WR
144    144      WR2603  20251023  ...    3356       3356      WR
145    145      WR2604  20251023  ...    3364       3364      WR
146    146      WR2605  20251023  ...    3365       3365      WR
147    147      WR2606  20251023  ...    3363       3363      WR
148    148      WR2607  20251023  ...    3400       3400      WR
149    149      WR2608  20251023  ...    3421       3412      WR
150    150      WR2609  20251023  ...    3430       3430      WR
151    151      WR2610  20251023  ...    3430       3430      WR
152    152      HC2511  20251023  ...    3332       3315      HC
153    153      HC2512  20251023  ...    3273       3263      HC
154    154      HC2601  20251023  ...    3249       3235      HC
155    155      HC2602  20251023  ...    3252       3232      HC
156    156      HC2603  20251023  ...    3254       3241      HC
157    157      HC2604  20251023  ...    3259       3241      HC
158    158      HC2605  20251023  ...    3262       3251      HC
159    159      HC2606  20251023  ...    3269       3251      HC
160    160      HC2607  20251023  ...    3264       3260      HC
161    161      HC2608  20251023  ...    3269       3262      HC
162    162      HC2609  20251023  ...    3287       3272      HC
163    163      HC2610  20251023  ...    3282       3274      HC
164    164      SS2511  20251023  ...   12695      12670      SS
165    165      SS2512  20251023  ...   12720      12695      SS
166    166      SS2601  20251023  ...   12755      12745      SS
167    167      SS2602  20251023  ...   12770      12770      SS
168    168      SS2603  20251023  ...   12840      12845      SS
169    169      SS2604  20251023  ...   12880      12905      SS
170    170      SS2605  20251023  ...   12935      12945      SS
171    171      SS2606  20251023  ...   13000      12990      SS
172    172      SS2607  20251023  ...   13030      13040      SS
173    173      SS2608  20251023  ...   13070      13110      SS
174    174      SS2609  20251023  ...   13110      13160      SS
175    175      SS2610  20251023  ...   13150      13195      SS
176    176      SC2511  20251023  ...   453.2      436.6      SC
177    177      SC2512  20251023  ...     454      441.8      SC
178    178      SC2601  20251023  ...   457.5      445.5      SC
179    179      SC2602  20251023  ...   459.7      447.5      SC
180    180      SC2603  20251023  ...   462.2      450.4      SC
181    181      SC2604  20251023  ...   463.3      451.6      SC
182    182      SC2605  20251023  ...   464.6      451.4      SC
183    183      SC2606  20251023  ...   463.7      453.8      SC
184    184      SC2607  20251023  ...   463.5      449.9      SC
185    185      SC2608  20251023  ...   462.2      454.4      SC
186    186      SC2609  20251023  ...   463.5      454.6      SC
187    187      SC2610  20251023  ...   460.7      450.7      SC
188    188      SC2612  20251023  ...   461.4      454.9      SC
189    189      SC2703  20251023  ...     463      451.8      SC
190    190      SC2706  20251023  ...   461.4        456      SC
191    191      SC2709  20251023  ...   471.4      454.1      SC
192    192      SC2712  20251023  ...   465.7      456.1      SC
193    193      SC2803  20251023  ...   462.6      457.4      SC
194    194      SC2806  20251023  ...   469.4      460.1      SC
195    195      SC2809  20251023  ...   468.7        462      SC
196    196      LU2511  20251023  ...    3148       3063      LU
197    197      LU2512  20251023  ...    3168       3100      LU
198    198      LU2601  20251023  ...    3173       3102      LU
199    199      LU2602  20251023  ...    3185       3109      LU
200    200      LU2603  20251023  ...    3172       3116      LU
201    201      LU2604  20251023  ...    3194       3149      LU
202    202      LU2605  20251023  ...    3204       3124      LU
203    203      LU2606  20251023  ...    3213       3129      LU
204    204      LU2607  20251023  ...    3211       3132      LU
205    205      LU2608  20251023  ...    3226       3124      LU
206    206      LU2609  20251023  ...    3218       3143      LU
207    207      LU2610  20251023  ...    3210       3157      LU
208    208      FU2511  20251023  ...    2846       2792      FU
209    209      FU2512  20251023  ...    2771       2695      FU
210    210      FU2601  20251023  ...    2728       2661      FU
211    211      FU2602  20251023  ...    2710       2642      FU
212    212      FU2603  20251023  ...    2703       2633      FU
213    213      FU2604  20251023  ...    2699       2628      FU
214    214      FU2605  20251023  ...    2687       2628      FU
215    215      FU2606  20251023  ...    2680       2617      FU
216    216      FU2607  20251023  ...    2667       2610      FU
217    217      FU2608  20251023  ...    2643       2584      FU
218    218      FU2609  20251023  ...    2627       2578      FU
219    219      FU2610  20251023  ...    2618       2574      FU
220    220      BU2511  20251023  ...    3347       3292      BU
221    221      BU2512  20251023  ...    3290       3229      BU
222    222      BU2601  20251023  ...    3269       3203      BU
223    223      BU2602  20251023  ...    3275       3199      BU
224    224      BU2603  20251023  ...    3278       3234      BU
225    225      BU2604  20251023  ...    3279       3222      BU
226    226      BU2605  20251023  ...    3286       3213      BU
227    227      BU2606  20251023  ...    3291       3239      BU
228    228      BU2607  20251023  ...    3297       3257      BU
229    229      BU2608  20251023  ...    3280       3253      BU
230    230      BU2609  20251023  ...    3283       3238      BU
231    231      BU2610  20251023  ...    3308       3252      BU
232    232      BU2612  20251023  ...    3231       3162      BU
233    233      BU2703  20251023  ...    3264       3172      BU
234    234      BU2706  20251023  ...    3254       3193      BU
235    235      BU2709  20251023  ...    3263       3223      BU
236    236      BR2511  20251023  ...   11180      11100      BR
237    237      BR2512  20251023  ...   11105      11015      BR
238    238      BR2601  20251023  ...   11085      10995      BR
239    239      BR2602  20251023  ...   11080      10985      BR
240    240      BR2603  20251023  ...   11140      10995      BR
241    241      BR2604  20251023  ...   11115      11010      BR
242    242      BR2605  20251023  ...   11135      11035      BR
243    243      BR2606  20251023  ...   11140      11040      BR
244    244      BR2607  20251023  ...   11305      11305      BR
245    245      BR2608  20251023  ...   11360      11305      BR
246    246      BR2609  20251023  ...   11350      11290      BR
247    247      BR2610  20251023  ...   11365      11305      BR
248    248      RU2511  20251023  ...   14490      14385      RU
249    249      RU2601  20251023  ...   15225      15115      RU
250    250      RU2603  20251023  ...   15230      15125      RU
251    251      RU2604  20251023  ...   15250      15130      RU
252    252      RU2605  20251023  ...   15255      15105      RU
253    253      RU2606  20251023  ...   15280      15085      RU
254    254      RU2607  20251023  ...   15165      15105      RU
255    255      RU2608  20251023  ...   15260      15185      RU
256    256      RU2609  20251023  ...   15295      15150      RU
257    257      RU2610  20251023  ...   15190      15175      RU
258    258      NR2511  20251023  ...   12385      12320      NR
259    259      NR2512  20251023  ...   12390      12310      NR
260    260      NR2601  20251023  ...   12385      12295      NR
261    261      NR2602  20251023  ...   12370      12265      NR
262    262      NR2603  20251023  ...   12335      12245      NR
263    263      NR2604  20251023  ...   12340      12230      NR
264    264      NR2605  20251023  ...   12365      12235      NR
265    265      NR2606  20251023  ...   12360      12235      NR
266    266      NR2607  20251023  ...   12295      12295      NR
267    267      NR2608  20251023  ...   12195      12195      NR
268    268      NR2609  20251023  ...   12435      12305      NR
269    269      NR2610  20251023  ...   12275      12275      NR
270    270      SP2511  20251023  ...    4858       4856      SP
271    271      SP2512  20251023  ...    4894       4892      SP
272    272      SP2601  20251023  ...    5238       5210      SP
273    273      SP2602  20251023  ...    5240       5220      SP
274    274      SP2603  20251023  ...    5258       5232      SP
275    275      SP2604  20251023  ...    5274       5238      SP
276    276      SP2605  20251023  ...    5286       5262      SP
277    277      SP2606  20251023  ...    5284       5260      SP
278    278      SP2607  20251023  ...    5286       5280      SP
279    279      SP2608  20251023  ...    5292       5292      SP
280    280      SP2609  20251023  ...    5294       5274      SP
281    281      SP2610  20251023  ...    5284       5260      SP
282    282      OP2601  20251023  ...    4202       4184      OP
283    283      OP2602  20251023  ...    4204       4178      OP
284    284      OP2603  20251023  ...    4200       4194      OP
285    285      OP2604  20251023  ...    4216       4208      OP
286    286      OP2605  20251023  ...    4214       4200      OP
287    287      OP2606  20251023  ...    4190       4162      OP
288    288      OP2607  20251023  ...    4196       4196      OP
289    289      OP2608  20251023  ...    4214       4214      OP
290    290      OP2609  20251023  ...    4222       4208      OP
291    291      OP2610  20251023  ...    4202       4202      OP
292    292      EC2510  20251023  ...  1136.7     1136.9      EC
293    293      EC2512  20251023  ...  1775.2     1774.2      EC
294    294      EC2602  20251023  ...  1573.1     1564.2      EC
295    295      EC2604  20251023  ...  1169.5     1164.3      EC
296    296      EC2606  20251023  ...  1363.7       1349      EC
297    297      EC2608  20251023  ...  1469.6     1464.4      EC
298    299  SC_TAS2512  20251023  ...                     SC_TAS
299    300  SC_TAS2601  20251023  ...                     SC_TAS
300    301  SC_TAS2602  20251023  ...                     SC_TAS

[301 rows x 13 columns]
2025-10-23 18:26:22,292 - future_1d - INFO - ak.get_shfe_daily('2025-10-23') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP511  20251023   8848.0   8859.0  ...     1078.18   8838.0      8823.0       AP
1    AP512  20251023   8782.0   8803.0  ...     2108.24   8786.0      8747.0       AP
2    AP601  20251023   8800.0   8845.0  ...   621856.57   8817.0      8790.0       AP
3    AP603  20251023   8925.0   8941.0  ...      962.64   8913.0      8883.0       AP
4    AP604  20251023   9120.0   9171.0  ...     1006.57   9151.0      9098.0       AP
5    AP605  20251023   9335.0   9358.0  ...   151512.45   9326.0      9297.0       AP
6    AP610  20251023   8320.0   8400.0  ...     2698.93   8203.0      9297.0       AP
7    CF511  20251023  13640.0  13720.0  ...    21408.74  13695.0     13705.0       CF
8    CF601  20251023  13520.0  13610.0  ...  1415174.86  13560.0     13540.0       CF
9    CF603  20251023  13550.0  13620.0  ...   180511.25  13570.0     13570.0       CF
10   CF605  20251023  13555.0  13625.0  ...   319076.86  13580.0     13590.0       CF
11   CF607  20251023  13565.0  13635.0  ...     1108.71  13605.0     13600.0       CF
12   CF609  20251023  13720.0  13780.0  ...     2768.77  13740.0     13760.0       CF
13   CJ512  20251023  11130.0  11210.0  ...     2289.62  11140.0     11045.0       CJ
14   CJ601  20251023  11250.0  11325.0  ...   935099.11  11220.0     11160.0       CJ
15   CJ603  20251023  11150.0  11150.0  ...    21790.91  11020.0     11005.0       CJ
16   CJ605  20251023  11180.0  11235.0  ...   223096.31  11095.0     11105.0       CJ
17   CJ607  20251023  11240.0  11305.0  ...     2128.98  11175.0     11155.0       CJ
18   CJ609  20251023  11230.0  11435.0  ...     2950.08  11280.0     11325.0       CJ
19   CY511  20251023  19970.0  20050.0  ...      380.27  20015.0     19960.0       CY
20   CY512  20251023  19530.0  19580.0  ...       19.56  19555.0     19515.0       CY
21   CY601  20251023  19745.0  19850.0  ...   110241.19  19780.0     19740.0       CY
22   CY602  20251023      0.0      0.0  ...        0.00  19570.0     19570.0       CY
23   CY603  20251023  19800.0  19800.0  ...        9.90  19800.0     19725.0       CY
24   CY604  20251023      0.0      0.0  ...        0.00  19555.0     19555.0       CY
25   CY605  20251023  19785.0  19785.0  ...       19.79  19785.0     19740.0       CY
26   CY606  20251023      0.0      0.0  ...        0.00  19485.0     19485.0       CY
27   CY607  20251023      0.0      0.0  ...        0.00  19800.0     19760.0       CY
28   CY608  20251023      0.0      0.0  ...        0.00  19770.0     19770.0       CY
29   CY609  20251023  19970.0  19970.0  ...        9.99  19970.0     20085.0       CY
30   CY610  20251023      0.0      0.0  ...        0.00  20085.0     20085.0       CY
31   FG511  20251023    994.0   1004.0  ...    19636.48    996.0       992.0       FG
32   FG512  20251023   1101.0   1121.0  ...    88227.87   1103.0      1096.0       FG
33   FG601  20251023   1095.0   1115.0  ...  4200545.85   1098.0      1090.0       FG
34   FG602  20251023   1168.0   1186.0  ...    60964.26   1168.0      1163.0       FG
35   FG603  20251023   1166.0   1189.0  ...   144062.94   1170.0      1165.0       FG
36   FG604  20251023   1248.0   1260.0  ...      599.56   1244.0      1241.0       FG
37   FG605  20251023   1242.0   1261.0  ...   159795.20   1244.0      1240.0       FG
38   FG606  20251023   1291.0   1303.0  ...      744.96   1289.0      1286.0       FG
39   FG607  20251023   1270.0   1294.0  ...      715.56   1278.0      1274.0       FG
40   FG608  20251023   1330.0   1347.0  ...      999.77   1333.0      1329.0       FG
41   FG609  20251023   1329.0   1347.0  ...     5160.29   1333.0      1329.0       FG
42   FG610  20251023   1365.0   1368.0  ...      943.04   1355.0      1329.0       FG
43   JR511  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251023      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251023      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251023      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA511  20251023   2226.0   2249.0  ...     2465.03   2237.0      2235.0       MA
52   MA512  20251023   2243.0   2279.0  ...    39811.27   2259.0      2253.0       MA
53   MA601  20251023   2260.0   2299.0  ...  1603959.81   2276.0      2265.0       MA
54   MA602  20251023   2290.0   2329.0  ...    36000.57   2308.0      2294.0       MA
55   MA603  20251023   2314.0   2350.0  ...    62302.12   2327.0      2314.0       MA
56   MA604  20251023   2308.0   2346.0  ...       46.43   2321.0      2316.0       MA
57   MA605  20251023   2301.0   2336.0  ...   166123.50   2314.0      2296.0       MA
58   MA606  20251023   2298.0   2330.0  ...       41.81   2323.0      2292.0       MA
59   MA607  20251023   2288.0   2313.0  ...       32.25   2304.0      2282.0       MA
60   MA608  20251023   2288.0   2294.0  ...        6.87   2290.0      2279.0       MA
61   MA609  20251023   2262.0   2290.0  ...     3680.49   2273.0      2258.0       MA
62   MA610  20251023   2283.0   2301.0  ...       13.76   2294.0      2258.0       MA
63   OI511  20251023   9968.0   9968.0  ...    30868.68   9891.0      9993.0       OI
64   OI601  20251023   9836.0   9837.0  ...  2113896.76   9755.0      9839.0       OI
65   OI603  20251023   9664.0   9670.0  ...   356931.35   9570.0      9671.0       OI
66   OI605  20251023   9442.0   9454.0  ...   153581.81   9368.0      9469.0       OI
67   OI607  20251023   9410.0   9410.0  ...     1372.63   9338.0      9427.0       OI
68   OI609  20251023   9398.0   9398.0  ...     2000.34   9304.0      9389.0       OI
69   PF511  20251023   6150.0   6178.0  ...     8654.79   6148.0      6136.0       PF
70   PF512  20251023   6136.0   6178.0  ...   466147.83   6146.0      6130.0       PF
71   PF601  20251023   6160.0   6202.0  ...   103194.53   6180.0      6150.0       PF
72   PF602  20251023   6146.0   6196.0  ...   169774.79   6174.0      6132.0       PF
73   PF603  20251023   6140.0   6188.0  ...    48189.83   6164.0      6126.0       PF
74   PF604  20251023   6184.0   6222.0  ...       55.73   6194.0      6170.0       PF
75   PF605  20251023   6172.0   6230.0  ...      130.37   6208.0      6168.0       PF
76   PF606  20251023   6212.0   6214.0  ...        6.21   6214.0      6166.0       PF
77   PF607  20251023   6210.0   6258.0  ...       15.59   6238.0      6192.0       PF
78   PF608  20251023   6258.0   6260.0  ...       12.52   6260.0      6250.0       PF
79   PF609  20251023   6228.0   6284.0  ...       12.52   6258.0      6228.0       PF
80   PF610  20251023   6362.0   6362.0  ...        6.31   6308.0      6228.0       PF
81   PK511  20251023   7680.0   7698.0  ...     5545.21   7664.0      7654.0       PK
82   PK512  20251023   7730.0   7754.0  ...    87622.81   7740.0      7736.0       PK
83   PK601  20251023   7824.0   7844.0  ...   240669.18   7828.0      7830.0       PK
84   PK603  20251023   7910.0   7932.0  ...    88733.89   7920.0      7928.0       PK
85   PK604  20251023   7932.0   7950.0  ...     1067.30   7936.0      7942.0       PK
86   PK605  20251023   7978.0   8008.0  ...     9157.26   7994.0      7978.0       PK
87   PK610  20251023   8072.0   8278.0  ...     2259.95   8044.0      7978.0       PK
88   PL601  20251023   6064.0   6188.0  ...   125245.92   6133.0      6069.0       PL
89   PL602  20251023   6135.0   6232.0  ...    63759.33   6170.0      6115.0       PL
90   PL603  20251023   6139.0   6238.0  ...    33419.52   6193.0      6117.0       PL
91   PL604  20251023      0.0      0.0  ...        0.00   6119.0      6082.0       PL
92   PL605  20251023   6170.0   6207.0  ...       49.50   6188.0      6089.0       PL
93   PL606  20251023      0.0      0.0  ...        0.00   6076.0      6065.0       PL
94   PL607  20251023      0.0      0.0  ...        0.00   6179.0      6179.0       PL
95   PL608  20251023      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251023      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PL610  20251023      0.0      0.0  ...        0.00   6166.0      6166.0       PL
98   PM511  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PM609  20251023      0.0      0.0  ...        0.00   3122.0      3122.0       PM
104  PR511  20251023   5638.0   5702.0  ...     8589.90   5682.0      5626.0       PR
105  PR512  20251023   5626.0   5682.0  ...   226492.22   5658.0      5618.0       PR
106  PR601  20251023   5594.0   5644.0  ...   349570.25   5622.0      5574.0       PR
107  PR602  20251023   5646.0   5684.0  ...    58269.81   5662.0      5610.0       PR
108  PR603  20251023   5632.0   5668.0  ...      110.20   5652.0      5618.0       PR
109  PR604  20251023   5656.0   5686.0  ...       34.04   5674.0      5640.0       PR
110  PR605  20251023   5668.0   5700.0  ...       59.65   5682.0      5650.0       PR
111  PR606  20251023   5708.0   5708.0  ...        8.56   5708.0      5712.0       PR
112  PR607  20251023      0.0      0.0  ...        0.00   5728.0      5706.0       PR
113  PR608  20251023      0.0      0.0  ...        0.00   5738.0      5724.0       PR
114  PR609  20251023      0.0      0.0  ...        0.00   5738.0      5714.0       PR
115  PR610  20251023      0.0      0.0  ...        0.00   5714.0      5714.0       PR
116  PX511  20251023   6452.0   6518.0  ...    19933.89   6490.0      6406.0       PX
117  PX512  20251023   6450.0   6526.0  ...    85036.21   6498.0      6396.0       PX
118  PX601  20251023   6442.0   6530.0  ...   465384.06   6488.0      6402.0       PX
119  PX602  20251023   6462.0   6542.0  ...   133233.89   6512.0      6418.0       PX
120  PX603  20251023   6468.0   6546.0  ...    86033.36   6510.0      6396.0       PX
121  PX604  20251023      0.0      0.0  ...        0.00   6504.0      6438.0       PX
122  PX605  20251023   6482.0   6550.0  ...     5073.88   6514.0      6448.0       PX
123  PX606  20251023      0.0      0.0  ...        0.00   6510.0      6452.0       PX
124  PX607  20251023      0.0      0.0  ...        0.00   6512.0      6474.0       PX
125  PX608  20251023      0.0      0.0  ...        0.00   6532.0      6466.0       PX
126  PX609  20251023   6532.0   6538.0  ...        9.80   6536.0      6444.0       PX
127  PX610  20251023      0.0      0.0  ...        0.00   6444.0      6444.0       PX
128  RI511  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RI609  20251023      0.0      0.0  ...        0.00   2479.0      2479.0       RI
134  RM511  20251023   2405.0   2440.0  ...     2656.96   2424.0      2406.0       RM
135  RM601  20251023   2311.0   2344.0  ...   556922.03   2322.0      2311.0       RM
136  RM603  20251023   2288.0   2314.0  ...    10282.36   2294.0      2287.0       RM
137  RM605  20251023   2302.0   2314.0  ...   179499.95   2298.0      2295.0       RM
138  RM607  20251023   2298.0   2308.0  ...    17293.04   2297.0      2291.0       RM
139  RM608  20251023   2401.0   2418.0  ...     1496.27   2406.0      2393.0       RM
140  RM609  20251023   2392.0   2415.0  ...     9010.40   2398.0      2387.0       RM
141  RS511  20251023   5443.0   5443.0  ...      223.64   5325.0      5407.0       RS
142  RS607  20251023   5650.0   5650.0  ...       11.30   5650.0      5506.0       RS
143  RS608  20251023      0.0      0.0  ...        0.00   5520.0      5520.0       RS
144  RS609  20251023      0.0      0.0  ...        0.00   5460.0      5460.0       RS
145  SA511  20251023   1162.0   1170.0  ...     9632.14   1158.0      1149.0       SA
146  SA512  20251023   1216.0   1231.0  ...   159653.21   1218.0      1210.0       SA
147  SA601  20251023   1225.0   1242.0  ...  2404425.70   1228.0      1220.0       SA
148  SA602  20251023   1261.0   1278.0  ...   147193.86   1265.0      1259.0       SA
149  SA603  20251023   1270.0   1287.0  ...   325433.26   1275.0      1267.0       SA
150  SA604  20251023   1304.0   1320.0  ...      877.08   1305.0      1302.0       SA
151  SA605  20251023   1310.0   1325.0  ...   108124.37   1312.0      1304.0       SA
152  SA606  20251023   1324.0   1341.0  ...      510.85   1330.0      1324.0       SA
153  SA607  20251023   1331.0   1346.0  ...      608.38   1334.0      1329.0       SA
154  SA608  20251023   1362.0   1377.0  ...      325.51   1368.0      1362.0       SA
155  SA609  20251023   1370.0   1384.0  ...     4057.03   1373.0      1367.0       SA
156  SA610  20251023   1394.0   1400.0  ...      383.92   1391.0      1367.0       SA
157  SF511  20251023   5530.0   5568.0  ...    20504.24   5544.0      5526.0       SF
158  SF512  20251023   5546.0   5582.0  ...    52365.23   5554.0      5526.0       SF
159  SF601  20251023   5550.0   5580.0  ...   356880.12   5546.0      5522.0       SF
160  SF602  20251023   5486.0   5528.0  ...    72356.56   5492.0      5452.0       SF
161  SF603  20251023   5616.0   5668.0  ...   110672.65   5638.0      5588.0       SF
162  SF604  20251023   5614.0   5646.0  ...      151.63   5616.0      5588.0       SF
163  SF605  20251023   5598.0   5638.0  ...     4497.60   5604.0      5576.0       SF
164  SF606  20251023   5576.0   5604.0  ...       94.81   5578.0      5540.0       SF
165  SF607  20251023   5714.0   5748.0  ...       54.37   5724.0      5684.0       SF
166  SF608  20251023   5714.0   5724.0  ...        5.72   5720.0      5694.0       SF
167  SF609  20251023   5648.0   5706.0  ...      422.64   5674.0      5648.0       SF
168  SF610  20251023   5660.0   5680.0  ...      135.84   5660.0      5648.0       SF
169  SH511  20251023   2422.0   2447.0  ...     9812.42   2425.0      2419.0       SH
170  SH512  20251023   2385.0   2415.0  ...    75014.36   2391.0      2400.0       SH
171  SH601  20251023   2375.0   2393.0  ...  2185034.60   2371.0      2383.0       SH
172  SH602  20251023   2389.0   2403.0  ...   346088.33   2379.0      2402.0       SH
173  SH603  20251023   2405.0   2409.0  ...   284671.52   2389.0      2412.0       SH
174  SH604  20251023   2447.0   2461.0  ...      815.11   2448.0      2465.0       SH
175  SH605  20251023   2469.0   2478.0  ...    21844.60   2462.0      2478.0       SH
176  SH606  20251023   2506.0   2506.0  ...       82.40   2497.0      2518.0       SH
177  SH607  20251023   2500.0   2512.0  ...      105.17   2504.0      2530.0       SH
178  SH608  20251023   2563.0   2563.0  ...       45.82   2546.0      2564.0       SH
179  SH609  20251023   2541.0   2558.0  ...      167.93   2544.0      2566.0       SH
180  SH610  20251023      0.0      0.0  ...        0.00   2566.0      2566.0       SH
181  SM511  20251023   5788.0   5806.0  ...     2318.98   5790.0      5778.0       SM
182  SM512  20251023   5786.0   5818.0  ...    90092.35   5794.0      5776.0       SM
183  SM601  20251023   5810.0   5828.0  ...   437065.12   5806.0      5794.0       SM
184  SM602  20251023   5814.0   5836.0  ...    73087.38   5814.0      5794.0       SM
185  SM603  20251023   5830.0   5848.0  ...   100003.92   5826.0      5804.0       SM
186  SM604  20251023      0.0      0.0  ...        0.00   5842.0      5824.0       SM
187  SM605  20251023   5838.0   5866.0  ...    16347.61   5846.0      5832.0       SM
188  SM606  20251023   5854.0   5854.0  ...        2.93   5854.0      5840.0       SM
189  SM607  20251023      0.0      0.0  ...        0.00   5880.0      5880.0       SM
190  SM608  20251023      0.0      0.0  ...        0.00   5880.0      5868.0       SM
191  SM609  20251023   5852.0   5898.0  ...      764.34   5880.0      5844.0       SM
192  SM610  20251023   5872.0   5872.0  ...        5.87   5872.0      5844.0       SM
193  SR511  20251023   5383.0   5405.0  ...     1099.53   5390.0      5389.0       SR
194  SR601  20251023   5421.0   5464.0  ...  1325083.34   5429.0      5416.0       SR
195  SR603  20251023   5408.0   5443.0  ...   299583.30   5405.0      5398.0       SR
196  SR605  20251023   5380.0   5416.0  ...   122971.01   5391.0      5370.0       SR
197  SR607  20251023   5387.0   5420.0  ...     6804.62   5400.0      5378.0       SR
198  SR609  20251023   5393.0   5425.0  ...     9415.45   5411.0      5390.0       SR
199  TA511  20251023   4430.0   4480.0  ...    14674.61   4466.0      4416.0       TA
200  TA512  20251023   4452.0   4504.0  ...   309112.51   4480.0      4432.0       TA
201  TA601  20251023   4482.0   4526.0  ...  1374799.07   4506.0      4458.0       TA
202  TA602  20251023   4502.0   4544.0  ...   419817.98   4522.0      4470.0       TA
203  TA603  20251023   4520.0   4560.0  ...   198646.49   4542.0      4494.0       TA
204  TA604  20251023   4532.0   4566.0  ...        4.55   4550.0      4518.0       TA
205  TA605  20251023   4538.0   4590.0  ...    74879.18   4568.0      4520.0       TA
206  TA606  20251023   4560.0   4560.0  ...        2.28   4560.0      4560.0       TA
207  TA607  20251023      0.0      0.0  ...        0.00   4590.0      4562.0       TA
208  TA608  20251023      0.0      0.0  ...        0.00   4600.0      4552.0       TA
209  TA609  20251023   4580.0   4620.0  ...      952.86   4604.0      4562.0       TA
210  TA610  20251023   4648.0   4648.0  ...        2.32   4648.0      4562.0       TA
211  UR511  20251023   1601.0   1612.0  ...     4781.14   1602.0      1592.0       UR
212  UR512  20251023   1612.0   1627.0  ...    26753.91   1619.0      1605.0       UR
213  UR601  20251023   1628.0   1640.0  ...   481911.66   1630.0      1617.0       UR
214  UR602  20251023   1630.0   1647.0  ...    23881.34   1635.0      1622.0       UR
215  UR603  20251023   1687.0   1703.0  ...      852.46   1691.0      1681.0       UR
216  UR604  20251023   1692.0   1706.0  ...      237.89   1699.0      1685.0       UR
217  UR605  20251023   1696.0   1711.0  ...    37671.47   1702.0      1689.0       UR
218  UR606  20251023   1701.0   1714.0  ...      511.15   1704.0      1694.0       UR
219  UR607  20251023   1732.0   1745.0  ...       27.82   1739.0      1726.0       UR
220  UR608  20251023   1728.0   1741.0  ...       13.90   1737.0      1722.0       UR
221  UR609  20251023   1739.0   1742.0  ...      260.06   1734.0      1723.0       UR
222  UR610  20251023   1700.0   1743.0  ...       37.96   1726.0      1723.0       UR
223  WH511  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  WH609  20251023      0.0      0.0  ...        0.00   3198.0      3198.0       WH
229  ZC511  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC
240  ZC610  20251023      0.0      0.0  ...        0.00    801.4       801.4       ZC

[241 rows x 12 columns]
2025-10-23 18:26:22,616 - future_1d - INFO - ak.get_czce_daily('2025-10-23') done
2025-10-23 18:26:24,446 - future_1d - INFO - save future_daily 2025-10-23 completed