LogViewer
152    152      HC2511  20251020  ...    3275       3265      HC
153    153      HC2512  20251020  ...    3261       3255      HC
154    154      HC2601  20251020  ...    3229       3219      HC
155    155      HC2602  20251020  ...    3231       3226      HC
156    156      HC2603  20251020  ...    3235       3226      HC
157    157      HC2604  20251020  ...    3240       3230      HC
158    158      HC2605  20251020  ...    3245       3234      HC
159    159      HC2606  20251020  ...    3247       3228      HC
160    160      HC2607  20251020  ...    3256       3244      HC
161    161      HC2608  20251020  ...    3262       3249      HC
162    162      HC2609  20251020  ...    3267       3252      HC
163    163      HC2610  20251020  ...    3267       3256      HC
164    164      SS2511  20251020  ...   12590      12585      SS
165    165      SS2512  20251020  ...   12610      12615      SS
166    166      SS2601  20251020  ...   12700      12705      SS
167    167      SS2602  20251020  ...   12755      12760      SS
168    168      SS2603  20251020  ...   12845      12845      SS
169    169      SS2604  20251020  ...   12925      12910      SS
170    170      SS2605  20251020  ...   12950      12965      SS
171    171      SS2606  20251020  ...   13025      13045      SS
172    172      SS2607  20251020  ...   13070      13085      SS
173    173      SS2608  20251020  ...   13135      13125      SS
174    174      SS2609  20251020  ...   13180      13175      SS
175    175      SS2610  20251020  ...   13230      13230      SS
176    176      SC2511  20251020  ...   436.3      437.9      SC
177    177      SC2512  20251020  ...   439.1      439.6      SC
178    178      SC2601  20251020  ...   439.9      439.5      SC
179    179      SC2602  20251020  ...   441.3      439.2      SC
180    180      SC2603  20251020  ...   442.4      440.6      SC
181    181      SC2604  20251020  ...   443.9      439.7      SC
182    182      SC2605  20251020  ...   444.6      440.6      SC
183    183      SC2606  20251020  ...   445.5      441.9      SC
184    184      SC2607  20251020  ...   447.3        444      SC
185    185      SC2608  20251020  ...   448.1      445.5      SC
186    186      SC2609  20251020  ...   447.8      445.7      SC
187    187      SC2610  20251020  ...   447.3      447.3      SC
188    188      SC2612  20251020  ...   450.4      445.6      SC
189    189      SC2703  20251020  ...   448.1      448.1      SC
190    190      SC2706  20251020  ...   451.7      451.7      SC
191    191      SC2709  20251020  ...   450.2      450.2      SC
192    192      SC2712  20251020  ...   451.8      445.2      SC
193    193      SC2803  20251020  ...   448.9        446      SC
194    194      SC2806  20251020  ...   454.8      447.1      SC
195    195      SC2809  20251020  ...   456.3      449.2      SC
196    196      LU2511  20251020  ...    3054       3069      LU
197    197      LU2512  20251020  ...    3085       3096      LU
198    198      LU2601  20251020  ...    3090       3101      LU
199    199      LU2602  20251020  ...    3098       3115      LU
200    200      LU2603  20251020  ...    3099       3116      LU
201    201      LU2604  20251020  ...    3112       3112      LU
202    202      LU2605  20251020  ...    3115       3111      LU
203    203      LU2606  20251020  ...    3124       3117      LU
204    204      LU2607  20251020  ...    3128       3143      LU
205    205      LU2608  20251020  ...    3130       3133      LU
206    206      LU2609  20251020  ...    3137       3154      LU
207    207      LU2610  20251020  ...    3137       3129      LU
208    208      FU2511  20251020  ...    2772       2719      FU
209    209      FU2512  20251020  ...    2684       2674      FU
210    210      FU2601  20251020  ...    2650       2644      FU
211    211      FU2602  20251020  ...    2633       2631      FU
212    212      FU2603  20251020  ...    2626       2620      FU
213    213      FU2604  20251020  ...    2625       2618      FU
214    214      FU2605  20251020  ...    2619       2613      FU
215    215      FU2606  20251020  ...    2611       2609      FU
216    216      FU2607  20251020  ...    2606       2602      FU
217    217      FU2608  20251020  ...    2581       2574      FU
218    218      FU2609  20251020  ...    2575       2575      FU
219    219      FU2610  20251020  ...    2567       2564      FU
220    220      BU2511  20251020  ...    3245       3247      BU
221    221      BU2512  20251020  ...    3172       3172      BU
222    222      BU2601  20251020  ...    3144       3137      BU
223    223      BU2602  20251020  ...    3153       3146      BU
224    224      BU2603  20251020  ...    3171       3164      BU
225    225      BU2604  20251020  ...    3180       3171      BU
226    226      BU2605  20251020  ...    3185       3177      BU
227    227      BU2606  20251020  ...    3193       3182      BU
228    228      BU2607  20251020  ...    3198       3186      BU
229    229      BU2608  20251020  ...    3190       3177      BU
230    230      BU2609  20251020  ...    3195       3184      BU
231    231      BU2610  20251020  ...    3168       3168      BU
232    232      BU2612  20251020  ...    3140       3125      BU
233    233      BU2703  20251020  ...    3150       3150      BU
234    234      BU2706  20251020  ...    3166       3151      BU
235    235      BU2709  20251020  ...    3166       3158      BU
236    236      BR2511  20251020  ...   10985      11035      BR
237    237      BR2512  20251020  ...   10880      10940      BR
238    238      BR2601  20251020  ...   10855      10915      BR
239    239      BR2602  20251020  ...   10850      10890      BR
240    240      BR2603  20251020  ...   10840      10880      BR
241    241      BR2604  20251020  ...   10890      10850      BR
242    242      BR2605  20251020  ...   10890      10945      BR
243    243      BR2606  20251020  ...   10910      10910      BR
244    244      BR2607  20251020  ...   11120      11150      BR
245    245      BR2608  20251020  ...   11185      11185      BR
246    246      BR2609  20251020  ...   11140      11245      BR
247    247      BR2610  20251020  ...   11210      11215      BR
248    248      RU2511  20251020  ...   14105      14065      RU
249    249      RU2601  20251020  ...   14865      14820      RU
250    250      RU2603  20251020  ...   14865      14810      RU
251    251      RU2604  20251020  ...   14880      14800      RU
252    252      RU2605  20251020  ...   14845      14790      RU
253    253      RU2606  20251020  ...   14855      14815      RU
254    254      RU2607  20251020  ...   14905      14840      RU
255    255      RU2608  20251020  ...   14915      14810      RU
256    256      RU2609  20251020  ...   14890      14815      RU
257    257      RU2610  20251020  ...   14890      14855      RU
258    258      NR2511  20251020  ...   12275      12340      NR
259    259      NR2512  20251020  ...   12240      12290      NR
260    260      NR2601  20251020  ...   12185      12215      NR
261    261      NR2602  20251020  ...   12115      12155      NR
262    262      NR2603  20251020  ...   12095      12120      NR
263    263      NR2604  20251020  ...   12090      12120      NR
264    264      NR2605  20251020  ...   12130      12120      NR
265    265      NR2606  20251020  ...   12150      12125      NR
266    266      NR2607  20251020  ...   12150      12145      NR
267    267      NR2608  20251020  ...   12135      12175      NR
268    268      NR2609  20251020  ...   12215      12215      NR
269    269      NR2610  20251020  ...   12225      12265      NR
270    270      SP2511  20251020  ...    4858       4850      SP
271    271      SP2512  20251020  ...    4884       4870      SP
272    272      SP2601  20251020  ...    5158       5124      SP
273    273      SP2602  20251020  ...    5166       5142      SP
274    274      SP2603  20251020  ...    5186       5156      SP
275    275      SP2604  20251020  ...    5202       5174      SP
276    276      SP2605  20251020  ...    5214       5186      SP
277    277      SP2606  20251020  ...    5212       5184      SP
278    278      SP2607  20251020  ...    5212       5190      SP
279    279      SP2608  20251020  ...    5214       5196      SP
280    280      SP2609  20251020  ...    5212       5186      SP
281    281      SP2610  20251020  ...    5212       5190      SP
282    282      OP2601  20251020  ...    4174       4206      OP
283    283      OP2602  20251020  ...    4166       4220      OP
284    284      OP2603  20251020  ...    4172       4216      OP
285    285      OP2604  20251020  ...    4208       4228      OP
286    286      OP2605  20251020  ...    4204       4216      OP
287    287      OP2606  20251020  ...    4176       4198      OP
288    288      OP2607  20251020  ...    4210       4242      OP
289    289      OP2608  20251020  ...    4212       4258      OP
290    290      OP2609  20251020  ...    4198       4220      OP
291    291      OP2610  20251020  ...    4202       4220      OP
292    292      EC2510  20251020  ...  1102.6     1098.8      EC
293    293      EC2512  20251020  ...  1683.4     1658.2      EC
294    294      EC2602  20251020  ...  1524.2     1459.8      EC
295    295      EC2604  20251020  ...  1152.4     1126.4      EC
296    296      EC2606  20251020  ...  1328.9     1288.5      EC
297    297      EC2608  20251020  ...  1445.3     1411.4      EC
298    298  SC_TAS2511  20251020  ...                     SC_TAS
299    299  SC_TAS2512  20251020  ...                     SC_TAS
300    300  SC_TAS2601  20251020  ...                     SC_TAS
301    301  SC_TAS2602  20251020  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-22 18:26:02,493 - future_1d - INFO - ak.get_shfe_daily('2025-10-20') done
2025-10-22 18:26:04,321 - future_1d - INFO - save future_daily 2025-10-20 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251021  50485.0  ...  51935.0     52345.0       PS
1   PS2511  20251021  50210.0  ...  50590.0     51345.0       PS
2   PS2512  20251021  52630.0  ...  52985.0     53755.0       PS
3   PS2601  20251021  52780.0  ...  52915.0     53700.0       PS
4   PS2602  20251021  52455.0  ...  52715.0     53565.0       PS
5   PS2603  20251021  52390.0  ...  52665.0     53340.0       PS
6   PS2604  20251021  52190.0  ...  52390.0     53250.0       PS
7   PS2605  20251021  52005.0  ...  52340.0     53180.0       PS
8   PS2606  20251021  53930.0  ...  54080.0     54935.0       PS
9   PS2607  20251021  53600.0  ...  53780.0     54860.0       PS
10  PS2608  20251021  53160.0  ...  53470.0     54340.0       PS
11  PS2609  20251021  53080.0  ...  53500.0     54110.0       PS
13  SI2510  20251021   8455.0  ...   8460.0      8580.0       SI
14  SI2511  20251021   8520.0  ...   8480.0      8585.0       SI
15  SI2512  20251021   8975.0  ...   8865.0      8955.0       SI
16  SI2601  20251021   8850.0  ...   8820.0      8905.0       SI
17  SI2602  20251021   8880.0  ...   8835.0      8910.0       SI
18  SI2603  20251021   8910.0  ...   8840.0      8910.0       SI
19  SI2604  20251021   8800.0  ...   8855.0      8920.0       SI
20  SI2605  20251021   8885.0  ...   8850.0      8935.0       SI
21  SI2606  20251021   8880.0  ...   8865.0      8940.0       SI
22  SI2607  20251021   8910.0  ...   8855.0      8950.0       SI
23  SI2608  20251021   8840.0  ...   8890.0      8960.0       SI
24  SI2609  20251021   8960.0  ...   8900.0      8975.0       SI
27  LC2510  20251021  75560.0  ...  75780.0     75560.0       LC
28  LC2511  20251021  75700.0  ...  75440.0     75900.0       LC
29  LC2512  20251021  75780.0  ...  75800.0     76140.0       LC
30  LC2601  20251021  75920.0  ...  75880.0     76180.0       LC
31  LC2602  20251021  75600.0  ...  75680.0     75920.0       LC
32  LC2603  20251021  75520.0  ...  75580.0     75800.0       LC
33  LC2604  20251021  75780.0  ...  75840.0     76160.0       LC
34  LC2605  20251021  75720.0  ...  75920.0     76140.0       LC
35  LC2606  20251021  75660.0  ...  75720.0     75900.0       LC
36  LC2607  20251021  75700.0  ...  75700.0     75980.0       LC
37  LC2608  20251021  76080.0  ...  75940.0     76200.0       LC
38  LC2609  20251021  76000.0  ...  76060.0     76180.0       LC

[36 rows x 12 columns]
2025-10-22 18:26:12,172 - future_1d - INFO - ak.get_gfex_daily('2025-10-21') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251021   4066.00  ...   4049.00     4041.00        A
1     a2601  20251021   4082.00  ...   4073.00     4055.00        A
2     a2603  20251021   4077.00  ...   4071.00     4055.00        A
3     a2605  20251021   4108.00  ...   4104.00     4087.00        A
4     a2607  20251021   4112.00  ...   4101.00     4083.00        A
5     a2609  20251021   4122.00  ...   4106.00     4086.00        A
6     b2510  20251021      0.00  ...   3600.00     3600.00        B
7     b2511  20251021   3598.00  ...   3611.00     3607.00        B
8     b2512  20251021   3611.00  ...   3620.00     3611.00        B
9     b2601  20251021   3620.00  ...   3629.00     3623.00        B
10    b2602  20251021   3637.00  ...   3643.00     3639.00        B
11    b2603  20251021   3598.00  ...   3609.00     3603.00        B
12    b2604  20251021   3499.00  ...   3512.00     3501.00        B
13    b2605  20251021   3446.00  ...   3467.00     3446.00        B
14    b2606  20251021   3419.00  ...   3438.00     3418.00        B
15    b2607  20251021   3425.00  ...   3438.00     3419.00        B
16    b2608  20251021   3533.00  ...   3533.00     3517.00        B
17    b2609  20251021   3557.00  ...   3564.00     3549.00        B
18   bb2511  20251021      0.00  ...    144.50      144.50       BB
19   bb2601  20251021    146.60  ...    147.00      146.85       BB
20   bb2603  20251021    147.35  ...    147.10      146.65       BB
21   bb2605  20251021      0.00  ...    147.10      147.10       BB
22   bb2607  20251021      0.00  ...    152.05      151.60       BB
23   bb2609  20251021      0.00  ...    152.05      151.60       BB
24   bz2603  20251021   5439.00  ...   5482.00     5535.00       BZ
25   bz2604  20251021   5462.00  ...   5480.00     5529.00       BZ
26   bz2605  20251021   5470.00  ...   5482.00     5532.00       BZ
27   bz2606  20251021   5465.00  ...   5480.00     5515.00       BZ
28   bz2607  20251021   5468.00  ...   5468.00     5479.00       BZ
29   bz2608  20251021      0.00  ...   5480.00     5577.00       BZ
30   bz2609  20251021   5441.00  ...   5456.00     5639.00       BZ
31    c2511  20251021   2114.00  ...   2119.00     2118.00        C
32    c2601  20251021   2138.00  ...   2141.00     2128.00        C
33    c2603  20251021   2168.00  ...   2170.00     2158.00        C
34    c2605  20251021   2250.00  ...   2249.00     2236.00        C
35    c2607  20251021   2271.00  ...   2273.00     2257.00        C
36    c2609  20251021   2286.00  ...   2289.00     2271.00        C
37   cs2511  20251021   2383.00  ...   2389.00     2382.00       CS
38   cs2601  20251021   2410.00  ...   2422.00     2402.00       CS
39   cs2603  20251021   2436.00  ...   2442.00     2426.00       CS
40   cs2605  20251021   2543.00  ...   2548.00     2534.00       CS
41   cs2607  20251021   2558.00  ...   2565.00     2551.00       CS
42   cs2609  20251021   2603.00  ...   2608.00     2592.00       CS
43   eb2510  20251021   6381.00  ...   6217.00     6316.00       EB
44   eb2511  20251021   6393.00  ...   6441.00     6469.00       EB
45   eb2512  20251021   6432.00  ...   6470.00     6495.00       EB
46   eb2601  20251021   6466.00  ...   6519.00     6543.00       EB
47   eb2602  20251021   6529.00  ...   6585.00     6609.00       EB
48   eb2603  20251021   6594.00  ...   6650.00     6670.00       EB
49   eb2604  20251021   6669.00  ...   6718.00     6689.00       EB
50   eb2605  20251021   6747.00  ...   6782.00     6756.00       EB
51   eb2606  20251021   6804.00  ...   6817.00     6795.00       EB
52   eb2607  20251021      0.00  ...   6817.00     6817.00       EB
53   eb2608  20251021      0.00  ...   6822.00     6822.00       EB
54   eb2609  20251021   6866.00  ...   6868.00     6857.00       EB
55   eg2510  20251021      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251021   4010.00  ...   4001.00     4031.00       EG
57   eg2512  20251021   3998.00  ...   4000.00     4028.00       EG
58   eg2601  20251021   4003.00  ...   4003.00     4030.00       EG
59   eg2602  20251021   4000.00  ...   4015.00     4054.00       EG
60   eg2603  20251021   4018.00  ...   4028.00     4069.00       EG
61   eg2604  20251021   4104.00  ...   4093.00     4108.00       EG
62   eg2605  20251021   4085.00  ...   4085.00     4111.00       EG
63   eg2606  20251021   4078.00  ...   4103.00     4108.00       EG
64   eg2607  20251021   4105.00  ...   4114.00     4132.00       EG
65   eg2608  20251021   4111.00  ...   4119.00     4136.00       EG
66   eg2609  20251021   4128.00  ...   4140.00     4146.00       EG
67   fb2510  20251021      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251021   1235.50  ...   1236.50     1232.50       FB
69   fb2512  20251021   1259.50  ...   1259.00     1258.00       FB
70   fb2601  20251021   1270.50  ...   1267.50     1268.50       FB
71   fb2602  20251021   1267.00  ...   1266.50     1265.50       FB
72   fb2603  20251021   1260.00  ...   1261.00     1258.00       FB
73   fb2604  20251021      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251021   1287.00  ...   1285.50     1315.00       FB
75   fb2606  20251021      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251021      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251021      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251021      0.00  ...   1296.00     1296.00       FB
79    i2510  20251021    874.50  ...    806.00      806.00        I
80    i2511  20251021    786.00  ...    791.50      787.00        I
81    i2512  20251021    779.50  ...    782.00      779.50        I
82    i2601  20251021    768.50  ...    769.00      768.50        I
83    i2602  20251021    765.50  ...    767.50      767.00        I
84    i2603  20251021    763.00  ...    763.50      764.00        I
85    i2604  20251021    758.50  ...    758.50      758.50        I
86    i2605  20251021    746.50  ...    749.50      749.00        I
87    i2606  20251021    743.00  ...    745.50      744.00        I
88    i2607  20251021    737.00  ...    739.50      738.50        I
89    i2608  20251021    734.50  ...    735.50      734.50        I
90    i2609  20251021    727.50  ...    729.00      728.00        I
91    j2510  20251021      0.00  ...   1600.00     1600.00        J
92    j2511  20251021   1624.50  ...   1626.00     1656.50        J
93    j2512  20251021   1659.50  ...   1662.50     1687.50        J
94    j2601  20251021   1719.00  ...   1691.50     1719.00        J
95    j2602  20251021      0.00  ...   1732.50     1753.00        J
96    j2603  20251021      0.00  ...   1738.50     1738.50        J
97    j2604  20251021   1827.50  ...   1816.50     1847.50        J
98    j2605  20251021   1868.50  ...   1837.50     1864.50        J
99    j2606  20251021      0.00  ...   1881.50     1887.50        J
100   j2607  20251021   1881.00  ...   1881.00     1897.00        J
101   j2608  20251021      0.00  ...   1865.00     1865.00        J
102   j2609  20251021   1932.00  ...   1917.50     1946.00        J
103  jd2510  20251021   2790.00  ...   2790.00     2700.00       JD
104  jd2511  20251021   2770.00  ...   2794.00     2770.00       JD
105  jd2512  20251021   2920.00  ...   2931.00     2916.00       JD
106  jd2601  20251021   3156.00  ...   3155.00     3153.00       JD
107  jd2602  20251021   2952.00  ...   2946.00     2949.00       JD
108  jd2603  20251021   2963.00  ...   2956.00     2962.00       JD
109  jd2604  20251021   3144.00  ...   3138.00     3122.00       JD
110  jd2605  20251021   3360.00  ...   3342.00     3332.00       JD
111  jd2606  20251021   3252.00  ...   3240.00     3232.00       JD
112  jd2607  20251021   3489.00  ...   3480.00     3477.00       JD
113  jd2608  20251021   3964.00  ...   3958.00     3959.00       JD
114  jd2609  20251021   3859.00  ...   3838.00     3851.00       JD
115  jm2510  20251021      0.00  ...   1055.50     1036.50       JM
116  jm2511  20251021   1083.00  ...   1071.50     1080.00       JM
117  jm2512  20251021   1150.00  ...   1125.50     1150.00       JM
118  jm2601  20251021   1216.00  ...   1192.50     1219.50       JM
119  jm2602  20251021   1240.00  ...   1214.50     1240.00       JM
120  jm2603  20251021   1239.00  ...   1231.00     1256.00       JM
121  jm2604  20251021   1256.50  ...   1248.50     1273.50       JM
122  jm2605  20251021   1285.50  ...   1265.00     1297.00       JM
123  jm2606  20251021   1289.50  ...   1282.00     1317.00       JM
124  jm2607  20251021   1308.00  ...   1298.50     1328.00       JM
125  jm2608  20251021   1329.00  ...   1322.50     1355.00       JM
126  jm2609  20251021   1356.00  ...   1338.00     1372.00       JM
127   l2510  20251021   6800.00  ...   6848.00     6856.00        L
128   l2511  20251021   6877.00  ...   6851.00     6890.00        L
129   l2512  20251021   6867.00  ...   6865.00     6903.00        L
130   l2601  20251021   6870.00  ...   6869.00     6909.00        L
131   l2602  20251021   6872.00  ...   6867.00     6904.00        L
132   l2603  20251021   6869.00  ...   6874.00     6912.00        L
133   l2604  20251021   6895.00  ...   6902.00     6958.00        L
134   l2605  20251021   6919.00  ...   6911.00     6943.00        L
135   l2606  20251021   6905.00  ...   6904.00     6936.00        L
136   l2607  20251021   6908.00  ...   6932.00     6954.00        L
137   l2608  20251021   6925.00  ...   6947.00     6967.00        L
138   l2609  20251021   6947.00  ...   6946.00     6965.00        L
139  lg2511  20251021    808.00  ...    803.00      803.00       LG
140  lg2601  20251021    835.00  ...    837.00      834.50       LG
141  lg2603  20251021    831.50  ...    834.00      833.00       LG
142  lg2605  20251021    833.50  ...    836.50      834.00       LG
143  lg2607  20251021    836.00  ...    837.50      835.50       LG
144  lg2609  20251021    837.00  ...    838.00      835.50       LG
145  lh2511  20251021  11490.00  ...  11430.00    11365.00       LH
146  lh2601  20251021  12170.00  ...  12120.00    12100.00       LH
147  lh2603  20251021  11525.00  ...  11520.00    11550.00       LH
148  lh2605  20251021  12155.00  ...  12055.00    12115.00       LH
149  lh2607  20251021  12990.00  ...  12830.00    12895.00       LH
150  lh2609  20251021  13650.00  ...  13635.00    13660.00       LH
151   m2511  20251021   2881.00  ...   2878.00     2874.00        M
152   m2512  20251021   2905.00  ...   2905.00     2904.00        M
153   m2601  20251021   2895.00  ...   2897.00     2894.00        M
154   m2603  20251021   2884.00  ...   2885.00     2879.00        M
155   m2605  20251021   2735.00  ...   2744.00     2731.00        M
156   m2607  20251021   2721.00  ...   2728.00     2716.00        M
157   m2608  20251021   2847.00  ...   2853.00     2841.00        M
158   m2609  20251021   2854.00  ...   2860.00     2847.00        M
159   p2510  20251021      0.00  ...   9120.00     9120.00        P
160   p2511  20251021   9224.00  ...   9226.00     9276.00        P
161   p2512  20251021   9252.00  ...   9272.00     9310.00        P
162   p2601  20251021   9320.00  ...   9322.00     9370.00        P
163   p2602  20251021   9342.00  ...   9314.00     9382.00        P
164   p2603  20251021   9348.00  ...   9330.00     9394.00        P
165   p2604  20251021   9304.00  ...   9348.00     9380.00        P
166   p2605  20251021   9298.00  ...   9306.00     9328.00        P
167   p2606  20251021   9188.00  ...   9232.00     9226.00        P
168   p2607  20251021   9094.00  ...   9146.00     9134.00        P
169   p2608  20251021   9024.00  ...   9050.00     9064.00        P
170   p2609  20251021   8998.00  ...   9012.00     9022.00        P
171  pg2510  20251021   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251021   4231.00  ...   4246.00     4239.00       PG
173  pg2512  20251021   4095.00  ...   4106.00     4102.00       PG
174  pg2601  20251021   3987.00  ...   3997.00     3994.00       PG
175  pg2602  20251021   3903.00  ...   3904.00     3899.00       PG
176  pg2603  20251021   3805.00  ...   3796.00     3806.00       PG
177  pg2604  20251021   4131.00  ...   4124.00     4137.00       PG
178  pg2605  20251021   4053.00  ...   4048.00     4057.00       PG
179  pg2606  20251021   3987.00  ...   3986.00     4002.00       PG
180  pg2607  20251021   3920.00  ...   3923.00     3937.00       PG
181  pg2608  20251021   3855.00  ...   3866.00     3884.00       PG
182  pg2609  20251021   3802.00  ...   3802.00     3827.00       PG
183  pp2510  20251021      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251021   6512.00  ...   6507.00     6525.00       PP
185  pp2512  20251021   6527.00  ...   6553.00     6568.00       PP
186  pp2601  20251021   6560.00  ...   6572.00     6594.00       PP
187  pp2602  20251021   6555.00  ...   6570.00     6596.00       PP
188  pp2603  20251021   6563.00  ...   6572.00     6593.00       PP
189  pp2604  20251021   6575.00  ...   6600.00     6625.00       PP
190  pp2605  20251021   6611.00  ...   6619.00     6640.00       PP
191  pp2606  20251021   6564.00  ...   6599.00     6600.00       PP
192  pp2607  20251021   6563.00  ...   6597.00     6595.00       PP
193  pp2608  20251021   6596.00  ...   6625.00     6630.00       PP
194  pp2609  20251021   6640.00  ...   6647.00     6664.00       PP
195  rr2510  20251021      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251021   3618.00  ...   3618.00     3617.00       RR
197  rr2512  20251021   3594.00  ...   3599.00     3597.00       RR
198  rr2601  20251021   3627.00  ...   3627.00     3627.00       RR
199  rr2602  20251021   3618.00  ...   3613.00     3614.00       RR
200  rr2603  20251021   3615.00  ...   3615.00     3613.00       RR
201  rr2604  20251021   3621.00  ...   3621.00     3618.00       RR
202  rr2605  20251021   3612.00  ...   3616.00     3615.00       RR
203  rr2606  20251021   3610.00  ...   3610.00     3606.00       RR
204  rr2607  20251021   3616.00  ...   3616.00     3608.00       RR
205  rr2608  20251021   3604.00  ...   3604.00     3600.00       RR
206  rr2609  20251021      0.00  ...   3616.00     3616.00       RR
207   v2510  20251021   4596.00  ...   4590.00     4596.00        V
208   v2511  20251021   4623.00  ...   4613.00     4632.00        V
209   v2512  20251021   4654.00  ...   4655.00     4673.00        V
210   v2601  20251021   4705.00  ...   4699.00     4721.00        V
211   v2602  20251021   4721.00  ...   4742.00     4767.00        V
212   v2603  20251021   4756.00  ...   4773.00     4796.00        V
213   v2604  20251021   4958.00  ...   4974.00     4993.00        V
214   v2605  20251021   5001.00  ...   5002.00     5026.00        V
215   v2606  20251021   5025.00  ...   5051.00     5065.00        V
216   v2607  20251021   5093.00  ...   5088.00     5106.00        V
217   v2608  20251021   5100.00  ...   5120.00     5132.00        V
218   v2609  20251021   5122.00  ...   5126.00     5151.00        V
219   y2511  20251021   8274.00  ...   8294.00     8292.00        Y
220   y2512  20251021   8310.00  ...   8348.00     8346.00        Y
221   y2601  20251021   8298.00  ...   8320.00     8312.00        Y
222   y2603  20251021   8246.00  ...   8276.00     8256.00        Y
223   y2605  20251021   8094.00  ...   8134.00     8108.00        Y
224   y2607  20251021   8026.00  ...   8076.00     8044.00        Y
225   y2608  20251021   8090.00  ...   8070.00     8036.00        Y
226   y2609  20251021   8002.00  ...   8028.00     8012.00        Y

[227 rows x 12 columns]
2025-10-22 18:26:12,682 - future_1d - INFO - ak.get_dce_daily('2025-10-21') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251021   9388.0   9500.0  ...       84.96   9440.0      9294.0       AP
1    AP511  20251021   8911.0   8925.0  ...     1411.74   8879.0      8882.0       AP
2    AP512  20251021   8762.0   8808.0  ...     2693.72   8774.0      8730.0       AP
3    AP601  20251021   8868.0   8868.0  ...   864944.56   8819.0      8798.0       AP
4    AP603  20251021   8883.0   9117.0  ...     3479.01   8898.0      8771.0       AP
5    AP604  20251021   9150.0   9163.0  ...     2085.75   9108.0      8972.0       AP
6    AP605  20251021   9357.0   9388.0  ...   394589.28   9282.0      9142.0       AP
7    CF511  20251021  13515.0  13750.0  ...    49132.32  13645.0     13490.0       CF
8    CF601  20251021  13450.0  13555.0  ...  1659398.70  13495.0     13435.0       CF
9    CF603  20251021  13490.0  13590.0  ...   134856.17  13535.0     13480.0       CF
10   CF605  20251021  13530.0  13620.0  ...   398677.66  13560.0     13505.0       CF
11   CF607  20251021  13535.0  13630.0  ...     1301.61  13560.0     13535.0       CF
12   CF609  20251021  13700.0  13780.0  ...     5749.34  13720.0     13675.0       CF
13   CJ512  20251021  11260.0  11325.0  ...     4188.19  11275.0     11250.0       CJ
14   CJ601  20251021  11410.0  11460.0  ...   702090.18  11400.0     11385.0       CJ
15   CJ603  20251021  11305.0  11350.0  ...     9731.80  11295.0     11310.0       CJ
16   CJ605  20251021  11395.0  11430.0  ...   178224.01  11370.0     11395.0       CJ
17   CJ607  20251021  11470.0  11505.0  ...     1350.73  11445.0     11480.0       CJ
18   CJ609  20251021  11595.0  11645.0  ...     1001.67  11580.0     11610.0       CJ
19   CY510  20251021      0.0      0.0  ...        0.00  19765.0     19705.0       CY
20   CY511  20251021  19920.0  20050.0  ...      369.96  20000.0     19900.0       CY
21   CY512  20251021      0.0      0.0  ...        0.00  19505.0     19345.0       CY
22   CY601  20251021  19580.0  19780.0  ...   136098.03  19665.0     19605.0       CY
23   CY602  20251021      0.0      0.0  ...        0.00  19475.0     19475.0       CY
24   CY603  20251021      0.0      0.0  ...        0.00  19755.0     19650.0       CY
25   CY604  20251021  19400.0  19400.0  ...        9.70  19400.0     19485.0       CY
26   CY605  20251021  19755.0  19815.0  ...       39.58  19790.0     19720.0       CY
27   CY606  20251021      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251021      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251021      0.0      0.0  ...        0.00  19770.0     19605.0       CY
30   CY609  20251021      0.0      0.0  ...        0.00  19955.0     19900.0       CY
31   FG510  20251021      0.0      0.0  ...        0.00    980.0       980.0       FG
32   FG511  20251021    989.0   1003.0  ...    12552.78    992.0      1005.0       FG
33   FG512  20251021   1098.0   1106.0  ...    79357.15   1094.0      1114.0       FG
34   FG601  20251021   1088.0   1101.0  ...  3164236.49   1089.0      1108.0       FG
35   FG602  20251021   1158.0   1171.0  ...    57271.06   1158.0      1173.0       FG
36   FG603  20251021   1154.0   1174.0  ...   136717.45   1161.0      1174.0       FG
37   FG604  20251021   1233.0   1250.0  ...      765.44   1235.0      1246.0       FG
38   FG605  20251021   1230.0   1250.0  ...   175386.20   1235.0      1241.0       FG
39   FG606  20251021   1270.0   1292.0  ...      896.28   1277.0      1285.0       FG
40   FG607  20251021   1264.0   1281.0  ...     1651.83   1263.0      1272.0       FG
41   FG608  20251021   1316.0   1332.0  ...     1785.50   1317.0      1329.0       FG
42   FG609  20251021   1316.0   1332.0  ...     7143.39   1317.0      1328.0       FG
43   JR511  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251021      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251021   2236.0   2255.0  ...     3278.85   2238.0      2255.0       MA
53   MA512  20251021   2250.0   2272.0  ...    98700.78   2248.0      2271.0       MA
54   MA601  20251021   2252.0   2279.0  ...  1739281.29   2257.0      2280.0       MA
55   MA602  20251021   2291.0   2305.0  ...    73267.72   2281.0      2307.0       MA
56   MA603  20251021   2307.0   2323.0  ...   148807.10   2301.0      2315.0       MA
57   MA604  20251021   2307.0   2320.0  ...       55.19   2300.0      2314.0       MA
58   MA605  20251021   2285.0   2301.0  ...   180723.15   2281.0      2298.0       MA
59   MA606  20251021   2284.0   2299.0  ...       32.00   2286.0      2303.0       MA
60   MA607  20251021   2277.0   2285.0  ...       43.18   2273.0      2283.0       MA
61   MA608  20251021   2251.0   2276.0  ...        9.07   2269.0      2278.0       MA
62   MA609  20251021   2255.0   2260.0  ...     3133.64   2245.0      2261.0       MA
63   OI511  20251021  10043.0  10075.0  ...    10207.39  10037.0     10068.0       OI
64   OI601  20251021   9910.0   9920.0  ...  1896777.14   9882.0      9904.0       OI
65   OI603  20251021   9757.0   9757.0  ...   307453.02   9722.0      9740.0       OI
66   OI605  20251021   9545.0   9545.0  ...   137202.59   9507.0      9526.0       OI
67   OI607  20251021   9484.0   9491.0  ...      652.32   9454.0      9459.0       OI
68   OI609  20251021   9427.0   9459.0  ...     1226.32   9433.0      9420.0       OI
69   PF510  20251021      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251021   6042.0   6100.0  ...    16306.87   6072.0      6086.0       PF
71   PF512  20251021   6026.0   6094.0  ...   605428.14   6058.0      6068.0       PF
72   PF601  20251021   6040.0   6102.0  ...    85563.75   6064.0      6076.0       PF
73   PF602  20251021   6022.0   6090.0  ...   286799.69   6060.0      6056.0       PF
74   PF603  20251021   6034.0   6080.0  ...    47464.43   6042.0      6046.0       PF
75   PF604  20251021   6080.0   6112.0  ...      125.00   6098.0      6108.0       PF
76   PF605  20251021   6086.0   6130.0  ...       85.55   6112.0      6100.0       PF
77   PF606  20251021      0.0      0.0  ...        0.00   6110.0      6096.0       PF
78   PF607  20251021   6136.0   6152.0  ...        6.14   6144.0      6140.0       PF
79   PF608  20251021      0.0      0.0  ...        0.00   6152.0      6128.0       PF
80   PF609  20251021   6124.0   6178.0  ...       12.29   6148.0      6154.0       PF
81   PK510  20251021      0.0      0.0  ...        0.00   7804.0      7854.0       PK
82   PK511  20251021   7694.0   7714.0  ...    11321.85   7674.0      7710.0       PK
83   PK512  20251021   7828.0   7842.0  ...    89858.32   7790.0      7836.0       PK
84   PK601  20251021   7960.0   7970.0  ...   404316.27   7900.0      7952.0       PK
85   PK603  20251021   8060.0   8060.0  ...    85513.68   7988.0      8040.0       PK
86   PK604  20251021   8042.0   8046.0  ...     1466.17   7990.0      8038.0       PK
87   PK605  20251021   8066.0   8080.0  ...    14141.97   8020.0      8066.0       PK
88   PL601  20251021   6028.0   6080.0  ...   122109.39   6031.0      6065.0       PL
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]
2025-10-22 18:26:12,969 - future_1d - INFO - ak.get_czce_daily('2025-10-21') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251021  7005.200  ...  7122.800    6970.400       IC
1   IC2512  20251021  6948.000  ...  7067.800    6908.800       IC
2   IC2603  20251021  6785.400  ...  6904.200    6745.800       IC
3   IC2606  20251021  6594.000  ...  6722.200    6564.400       IC
4   IF2511  20251021  4537.000  ...  4594.800    4517.600       IF
5   IF2512  20251021  4528.200  ...  4584.600    4504.200       IF
6   IF2603  20251021  4499.000  ...  4557.200    4479.000       IF
7   IF2606  20251021  4468.600  ...  4520.600    4444.000       IF
8   IH2511  20251021  2986.000  ...  3007.400    2971.200       IH
9   IH2512  20251021  2979.800  ...  3007.400    2969.600       IH
10  IH2603  20251021  2980.000  ...  3008.000    2970.400       IH
11  IH2606  20251021  2980.000  ...  3006.200    2968.800       IH
12  IM2511  20251021  7152.000  ...  7273.000    7134.600       IM
13  IM2512  20251021  7099.000  ...  7199.400    7053.400       IM
14  IM2603  20251021  6861.000  ...  6982.600    6836.600       IM
15  IM2606  20251021  6662.000  ...  6770.600    6627.200       IM
16   T2512  20251021   108.070  ...   108.120     108.090        T
17   T2603  20251021   107.810  ...   107.810     107.800        T
18   T2606  20251021   107.760  ...   107.720     107.730        T
19  TF2512  20251021   105.635  ...   105.695     105.660       TF
20  TF2603  20251021   105.575  ...   105.610     105.580       TF
21  TF2606  20251021   105.600  ...   105.605     105.605       TF
22  TL2512  20251021   115.240  ...   115.490     115.410       TL
23  TL2603  20251021   114.950  ...   115.190     115.130       TL
24  TL2606  20251021   114.810  ...   115.110     115.030       TL
25  TS2512  20251021   102.334  ...   102.362     102.336       TS
26  TS2603  20251021   102.266  ...   102.280     102.256       TS
27  TS2606  20251021   102.280  ...   102.300     102.288       TS

[28 rows x 12 columns]
2025-10-22 18:26:13,157 - future_1d - INFO - ak.get_cffex_daily('2025-10-21') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251021     433  ...     433      436.3      SC
1       SC2512  20251021     435  ...   436.2      439.1      SC
2       SC2601  20251021     437  ...   437.9      439.9      SC
3       SC2602  20251021   438.5  ...   439.8      441.3      SC
4       SC2603  20251021   440.1  ...   441.4      442.4      SC
5       SC2604  20251021   441.6  ...   443.9      443.9      SC
6       SC2605  20251021   441.2  ...   445.5      444.6      SC
7       SC2606  20251021     443  ...   446.4      445.5      SC
8       SC2607  20251021   445.6  ...   447.4      447.3      SC
9       SC2608  20251021     446  ...   446.3      448.1      SC
10      SC2609  20251021   447.6  ...   448.9      447.8      SC
11      SC2610  20251021          ...   447.3      447.3      SC
12      SC2612  20251021     448  ...   448.6      450.4      SC
13      SC2703  20251021          ...   448.1      448.1      SC
14      SC2706  20251021   447.1  ...   447.1      451.7      SC
15      SC2709  20251021          ...   450.2      450.2      SC
16      SC2712  20251021          ...   451.8      451.8      SC
17      SC2803  20251021          ...   449.6      448.9      SC
18      SC2806  20251021     457  ...     457      454.8      SC
19      SC2809  20251021   455.7  ...   455.8      456.3      SC
21      LU2511  20251021    3047  ...    3036       3054      LU
22      LU2512  20251021    3072  ...    3064       3085      LU
23      LU2601  20251021    3076  ...    3068       3090      LU
24      LU2602  20251021    3087  ...    3076       3098      LU
25      LU2603  20251021    3091  ...    3083       3099      LU
26      LU2604  20251021          ...    3112       3112      LU
27      LU2605  20251021    3081  ...    3088       3115      LU
28      LU2606  20251021    3090  ...    3100       3124      LU
29      LU2607  20251021    3097  ...    3103       3128      LU
30      LU2608  20251021          ...    3130       3130      LU
31      LU2609  20251021    3096  ...    3114       3137      LU
32      LU2610  20251021    3115  ...    3121       3137      LU
34      NR2511  20251021   12280  ...   12295      12275      NR
35      NR2512  20251021   12195  ...   12285      12240      NR
36      NR2601  20251021   12150  ...   12275      12185      NR
37      NR2602  20251021   12080  ...   12245      12115      NR
38      NR2603  20251021   11985  ...   12280      12095      NR
39      NR2604  20251021   12060  ...   12230      12090      NR
40      NR2605  20251021   12060  ...   12250      12130      NR
41      NR2606  20251021   12210  ...   12275      12150      NR
42      NR2607  20251021          ...   12180      12150      NR
43      NR2608  20251021   12090  ...   12195      12135      NR
44      NR2609  20251021   12310  ...   12305      12215      NR
45      NR2610  20251021   12280  ...   12275      12225      NR
47      BC2511  20251021   75720  ...   76030      75720      BC
48      BC2512  20251021   75850  ...   76090      75960      BC
49      BC2601  20251021          ...   75860      75860      BC
50      BC2602  20251021          ...   75800      75800      BC
51      BC2603  20251021   76730  ...   76430      75870      BC
52      BC2604  20251021          ...   76440      76440      BC
53      BC2605  20251021          ...   75900      75900      BC
54      BC2606  20251021          ...   75880      75880      BC
55      BC2607  20251021          ...   76570      76570      BC
56      BC2608  20251021          ...   75800      75800      BC
57      BC2609  20251021          ...   76130      76130      BC
58      BC2610  20251021          ...   76130      76130      BC
60      EC2510  20251021    1129  ...  1133.9     1102.6      EC
61      EC2512  20251021    1700  ...  1748.9     1683.4      EC
62      EC2602  20251021    1518  ...  1554.6     1524.2      EC
63      EC2604  20251021  1160.1  ...    1166     1152.4      EC
64      EC2606  20251021  1308.1  ...  1350.7     1328.9      EC
65      EC2608  20251021  1458.5  ...  1472.3     1445.3      EC
68  SC_TAS2511  20251021          ...                     SC_TAS
69  SC_TAS2512  20251021          ...                     SC_TAS
70  SC_TAS2601  20251021          ...                     SC_TAS
71  SC_TAS2602  20251021          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 18:26:13,222 - future_1d - INFO - ak.get_ine_daily('2025-10-21') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251021  ...    85520      85300      CU
1        1      CU2512  20251021  ...    85530      85260      CU
2        2      CU2601  20251021  ...    85500      85230      CU
3        3      CU2602  20251021  ...    85490      85160      CU
4        4      CU2603  20251021  ...    85420      85120      CU
5        5      CU2604  20251021  ...    85320      85040      CU
6        6      CU2605  20251021  ...    85300      84970      CU
7        7      CU2606  20251021  ...    85210      84990      CU
8        8      CU2607  20251021  ...    85140      84890      CU
9        9      CU2608  20251021  ...    85060      84710      CU
10      10      CU2609  20251021  ...    84960      84510      CU
11      11      CU2610  20251021  ...    84880      84660      CU
12      12      BC2511  20251021  ...    76030      75720      BC
13      13      BC2512  20251021  ...    76090      75960      BC
14      14      BC2601  20251021  ...    75860      75860      BC
15      15      BC2602  20251021  ...    75800      75800      BC
16      16      BC2603  20251021  ...    76430      75870      BC
17      17      BC2604  20251021  ...    76440      76440      BC
18      18      BC2605  20251021  ...    75900      75900      BC
19      19      BC2606  20251021  ...    75880      75880      BC
20      20      BC2607  20251021  ...    76570      76570      BC
21      21      BC2608  20251021  ...    75800      75800      BC
22      22      BC2609  20251021  ...    76130      76130      BC
23      23      BC2610  20251021  ...    76130      76130      BC
24      24      AL2511  20251021  ...    20910      20900      AL
25      25      AL2512  20251021  ...    20930      20930      AL
26      26      AL2601  20251021  ...    20940      20930      AL
27      27      AL2602  20251021  ...    20955      20940      AL
28      28      AL2603  20251021  ...    20965      20955      AL
29      29      AL2604  20251021  ...    20980      20970      AL
30      30      AL2605  20251021  ...    20985      20985      AL
31      31      AL2606  20251021  ...    20985      20985      AL
32      32      AL2607  20251021  ...    20995      20995      AL
33      33      AL2608  20251021  ...    21020      21000      AL
34      34      AL2609  20251021  ...    21000      20995      AL
35      35      AL2610  20251021  ...    21015      20980      AL
36      36      ZN2511  20251021  ...    21955      21880      ZN
37      37      ZN2512  20251021  ...    21960      21885      ZN
38      38      ZN2601  20251021  ...    21995      21915      ZN
39      39      ZN2602  20251021  ...    22015      21945      ZN
40      40      ZN2603  20251021  ...    22075      21980      ZN
41      41      ZN2604  20251021  ...    22090      22010      ZN
42      42      ZN2605  20251021  ...    22125      22025      ZN
43      43      ZN2606  20251021  ...    22165      22080      ZN
44      44      ZN2607  20251021  ...    22160      22080      ZN
45      45      ZN2608  20251021  ...    22210      22105      ZN
46      46      ZN2609  20251021  ...    22205      22150      ZN
47      47      ZN2610  20251021  ...    22175      22210      ZN
48      48      PB2511  20251021  ...    17165      17100      PB
49      49      PB2512  20251021  ...    17170      17120      PB
50      50      PB2601  20251021  ...    17175      17110      PB
51      51      PB2602  20251021  ...    17180      17140      PB
52      52      PB2603  20251021  ...    17200      17155      PB
53      53      PB2604  20251021  ...    17220      17165      PB
54      54      PB2605  20251021  ...    17245      17175      PB
55      55      PB2606  20251021  ...    17200      17200      PB
56      56      PB2607  20251021  ...    17255      17210      PB
57      57      PB2608  20251021  ...    17285      17240      PB
58      58      PB2609  20251021  ...    17285      17270      PB
59      59      PB2610  20251021  ...    17235      17195      PB
60      60      NI2511  20251021  ...   121320     120750      NI
61      61      NI2512  20251021  ...   121510     120920      NI
62      62      NI2601  20251021  ...   121680     121140      NI
63      63      NI2602  20251021  ...   121830     121320      NI
64      64      NI2603  20251021  ...   122150     121540      NI
65      65      NI2604  20251021  ...   122400     121810      NI
66      66      NI2605  20251021  ...   122670     122070      NI
67      67      NI2606  20251021  ...   122820     122230      NI
68      68      NI2607  20251021  ...   122990     122530      NI
69      69      NI2608  20251021  ...   123260     122820      NI
70      70      NI2609  20251021  ...   123430     123150      NI
71      71      NI2610  20251021  ...   123670     123160      NI
72      72      SN2511  20251021  ...   280630     278950      SN
73      73      SN2512  20251021  ...   281110     279380      SN
74      74      SN2601  20251021  ...   281190     279520      SN
75      75      SN2602  20251021  ...   281230     279580      SN
76      76      SN2603  20251021  ...   281090     279470      SN
77      77      SN2604  20251021  ...   281150     279690      SN
78      78      SN2605  20251021  ...   281350     279650      SN
79      79      SN2606  20251021  ...   281260     279860      SN
80      80      SN2607  20251021  ...   282010     280420      SN
81      81      SN2608  20251021  ...   282490     280550      SN
82      82      SN2609  20251021  ...   282560     280620      SN
83      83      SN2610  20251021  ...   282220     281950      SN
84      84      AO2511  20251021  ...     2766       2788      AO
85      85      AO2512  20251021  ...     2780       2806      AO
86      86      AO2601  20251021  ...     2795       2816      AO
87      87      AO2602  20251021  ...     2818       2837      AO
88      88      AO2603  20251021  ...     2886       2903      AO
89      89      AO2604  20251021  ...     2888       2914      AO
90      90      AO2605  20251021  ...     2909       2927      AO
91      91      AO2606  20251021  ...     2917       2933      AO
92      92      AO2607  20251021  ...     2929       2942      AO
93      93      AO2608  20251021  ...     2941       2960      AO
94      94      AO2609  20251021  ...     2956       2975      AO
95      95      AO2610  20251021  ...     2968       2990      AO
96      96      AD2511  20251021  ...    20330      20330      AD
97      97      AD2512  20251021  ...    20400      20400      AD
98      98      AD2601  20251021  ...    20440      20440      AD
99      99      AD2602  20251021  ...    20445      20435      AD
100    100      AD2603  20251021  ...    20495      20350      AD
101    101      AD2604  20251021  ...    20450      20420      AD
102    102      AD2605  20251021  ...    20355      20360      AD
103    103      AD2606  20251021  ...    20335      20335      AD
104    104      AD2607  20251021  ...    20270      20270      AD
105    105      AD2608  20251021  ...    20390      20390      AD
106    106      AD2609  20251021  ...    20640      20640      AD
107    107      AD2610  20251021  ...    20495      20495      AD
108    108      AU2511  20251021  ...   990.32     973.38      AU
109    109      AU2512  20251021  ...   991.44      974.4      AU
110    110      AU2601  20251021  ...   992.86     977.04      AU
111    111      AU2602  20251021  ...    994.4     976.78      AU
112    112      AU2604  20251021  ...    996.3     979.42      AU
113    113      AU2606  20251021  ...   998.12     982.34      AU
114    114      AU2608  20251021  ...   999.56     984.54      AU
115    115      AU2610  20251021  ...  1002.78     986.66      AU
116    116      AG2511  20251021  ...    11849      11784      AG
117    117      AG2512  20251021  ...    11862      11782      AG
118    118      AG2601  20251021  ...    11874      11802      AG
119    119      AG2602  20251021  ...    11877      11809      AG
120    120      AG2603  20251021  ...    11893      11833      AG
121    121      AG2604  20251021  ...    11895      11834      AG
122    122      AG2605  20251021  ...    11900      11850      AG
123    123      AG2606  20251021  ...    11909      11857      AG
124    124      AG2607  20251021  ...    11927      11865      AG
125    125      AG2608  20251021  ...    11928      11872      AG
126    126      AG2609  20251021  ...    11947      11885      AG
127    127      AG2610  20251021  ...    11955      11910      AG
128    128      RB2511  20251021  ...     2990       2997      RB
129    129      RB2512  20251021  ...     3036       3041      RB
130    130      RB2601  20251021  ...     3050       3058      RB
131    131      RB2602  20251021  ...     3055       3063      RB
132    132      RB2603  20251021  ...     3078       3087      RB
133    133      RB2604  20251021  ...     3093       3105      RB
134    134      RB2605  20251021  ...     3106       3114      RB
135    135      RB2606  20251021  ...     3119       3129      RB
136    136      RB2607  20251021  ...     3133       3137      RB
137    137      RB2608  20251021  ...     3137       3145      RB
138    138      RB2609  20251021  ...     3139       3152      RB
139    139      RB2610  20251021  ...     3147       3151      RB
140    140      WR2511  20251021  ...     3310       3310      WR
141    141      WR2512  20251021  ...     3262       3262      WR
142    142      WR2601  20251021  ...     3339       3362      WR
143    143      WR2602  20251021  ...     3373       3403      WR
144    144      WR2603  20251021  ...     3361       3361      WR
145    145      WR2604  20251021  ...     3369       3369      WR
146    146      WR2605  20251021  ...     3365       3365      WR
147    147      WR2606  20251021  ...     3363       3363      WR
148    148      WR2607  20251021  ...     3400       3430      WR
149    149      WR2608  20251021  ...     3412       3461      WR
150    150      WR2609  20251021  ...     3430       3430      WR
151    151      WR2610  20251021  ...     3430       3430      WR
152    152      HC2511  20251021  ...     3281       3275      HC
153    153      HC2512  20251021  ...     3249       3261      HC
154    154      HC2601  20251021  ...     3221       3229      HC
155    155      HC2602  20251021  ...     3221       3231      HC
156    156      HC2603  20251021  ...     3227       3235      HC
157    157      HC2604  20251021  ...     3224       3240      HC
158    158      HC2605  20251021  ...     3239       3245      HC
159    159      HC2606  20251021  ...     3249       3247      HC
160    160      HC2607  20251021  ...     3249       3256      HC
161    161      HC2608  20251021  ...     3256       3262      HC
162    162      HC2609  20251021  ...     3252       3267      HC
163    163      HC2610  20251021  ...     3261       3267      HC
164    164      SS2511  20251021  ...    12640      12590      SS
165    165      SS2512  20251021  ...    12665      12610      SS
166    166      SS2601  20251021  ...    12745      12700      SS
167    167      SS2602  20251021  ...    12800      12755      SS
168    168      SS2603  20251021  ...    12885      12845      SS
169    169      SS2604  20251021  ...    12945      12925      SS
170    170      SS2605  20251021  ...    12995      12950      SS
171    171      SS2606  20251021  ...    13055      13025      SS
172    172      SS2607  20251021  ...    13080      13070      SS
173    173      SS2608  20251021  ...    13130      13135      SS
174    174      SS2609  20251021  ...    13220      13180      SS
175    175      SS2610  20251021  ...    13250      13230      SS
176    176      SC2511  20251021  ...      433      436.3      SC
177    177      SC2512  20251021  ...    436.2      439.1      SC
178    178      SC2601  20251021  ...    437.9      439.9      SC
179    179      SC2602  20251021  ...    439.8      441.3      SC
180    180      SC2603  20251021  ...    441.4      442.4      SC
181    181      SC2604  20251021  ...    443.9      443.9      SC
182    182      SC2605  20251021  ...    445.5      444.6      SC
183    183      SC2606  20251021  ...    446.4      445.5      SC
184    184      SC2607  20251021  ...    447.4      447.3      SC
185    185      SC2608  20251021  ...    446.3      448.1      SC
186    186      SC2609  20251021  ...    448.9      447.8      SC
187    187      SC2610  20251021  ...    447.3      447.3      SC
188    188      SC2612  20251021  ...    448.6      450.4      SC
189    189      SC2703  20251021  ...    448.1      448.1      SC
190    190      SC2706  20251021  ...    447.1      451.7      SC
191    191      SC2709  20251021  ...    450.2      450.2      SC
192    192      SC2712  20251021  ...    451.8      451.8      SC
193    193      SC2803  20251021  ...    449.6      448.9      SC
194    194      SC2806  20251021  ...      457      454.8      SC
195    195      SC2809  20251021  ...    455.8      456.3      SC
196    196      LU2511  20251021  ...     3036       3054      LU
197    197      LU2512  20251021  ...     3064       3085      LU
198    198      LU2601  20251021  ...     3068       3090      LU
199    199      LU2602  20251021  ...     3076       3098      LU
200    200      LU2603  20251021  ...     3083       3099      LU
201    201      LU2604  20251021  ...     3112       3112      LU
202    202      LU2605  20251021  ...     3088       3115      LU
203    203      LU2606  20251021  ...     3100       3124      LU
204    204      LU2607  20251021  ...     3103       3128      LU
205    205      LU2608  20251021  ...     3130       3130      LU
206    206      LU2609  20251021  ...     3114       3137      LU
207    207      LU2610  20251021  ...     3121       3137      LU
208    208      FU2511  20251021  ...     2750       2772      FU
209    209      FU2512  20251021  ...     2665       2684      FU
210    210      FU2601  20251021  ...     2635       2650      FU
211    211      FU2602  20251021  ...     2619       2633      FU
212    212      FU2603  20251021  ...     2613       2626      FU
213    213      FU2604  20251021  ...     2613       2625      FU
214    214      FU2605  20251021  ...     2605       2619      FU
215    215      FU2606  20251021  ...     2597       2611      FU
216    216      FU2607  20251021  ...     2589       2606      FU
217    217      FU2608  20251021  ...     2569       2581      FU
218    218      FU2609  20251021  ...     2560       2575      FU
219    219      FU2610  20251021  ...     2555       2567      FU
220    220      BU2511  20251021  ...     3263       3245      BU
221    221      BU2512  20251021  ...     3188       3172      BU
222    222      BU2601  20251021  ...     3156       3144      BU
223    223      BU2602  20251021  ...     3166       3153      BU
224    224      BU2603  20251021  ...     3187       3171      BU
225    225      BU2604  20251021  ...     3192       3180      BU
226    226      BU2605  20251021  ...     3200       3185      BU
227    227      BU2606  20251021  ...     3209       3193      BU
228    228      BU2607  20251021  ...     3198       3198      BU
229    229      BU2608  20251021  ...     3210       3190      BU
230    230      BU2609  20251021  ...     3211       3195      BU
231    231      BU2610  20251021  ...     3174       3168      BU
232    232      BU2612  20251021  ...     3153       3140      BU
233    233      BU2703  20251021  ...     3150       3150      BU
234    234      BU2706  20251021  ...     3173       3166      BU
235    235      BU2709  20251021  ...     3184       3166      BU
236    236      BR2511  20251021  ...    11040      10985      BR
237    237      BR2512  20251021  ...    10955      10880      BR
238    238      BR2601  20251021  ...    10940      10855      BR
239    239      BR2602  20251021  ...    10965      10850      BR
240    240      BR2603  20251021  ...    10945      10840      BR
241    241      BR2604  20251021  ...    11000      10890      BR
242    242      BR2605  20251021  ...    11020      10890      BR
243    243      BR2606  20251021  ...    11065      10910      BR
244    244      BR2607  20251021  ...    11285      11120      BR
245    245      BR2608  20251021  ...    11225      11185      BR
246    246      BR2609  20251021  ...    11215      11140      BR
247    247      BR2610  20251021  ...    11305      11210      BR
248    248      RU2511  20251021  ...    14260      14105      RU
249    249      RU2601  20251021  ...    15000      14865      RU
250    250      RU2603  20251021  ...    15010      14865      RU
251    251      RU2604  20251021  ...    15035      14880      RU
252    252      RU2605  20251021  ...    14995      14845      RU
253    253      RU2606  20251021  ...    15055      14855      RU
254    254      RU2607  20251021  ...    15155      14905      RU
255    255      RU2608  20251021  ...    14850      14915      RU
256    256      RU2609  20251021  ...    15140      14890      RU
257    257      RU2610  20251021  ...    15170      14890      RU
258    258      NR2511  20251021  ...    12295      12275      NR
259    259      NR2512  20251021  ...    12285      12240      NR
260    260      NR2601  20251021  ...    12275      12185      NR
261    261      NR2602  20251021  ...    12245      12115      NR
262    262      NR2603  20251021  ...    12280      12095      NR
263    263      NR2604  20251021  ...    12230      12090      NR
264    264      NR2605  20251021  ...    12250      12130      NR
265    265      NR2606  20251021  ...    12275      12150      NR
266    266      NR2607  20251021  ...    12180      12150      NR
267    267      NR2608  20251021  ...    12195      12135      NR
268    268      NR2609  20251021  ...    12305      12215      NR
269    269      NR2610  20251021  ...    12275      12225      NR
270    270      SP2511  20251021  ...     4846       4858      SP
271    271      SP2512  20251021  ...     4874       4884      SP
272    272      SP2601  20251021  ...     5154       5158      SP
273    273      SP2602  20251021  ...     5174       5166      SP
274    274      SP2603  20251021  ...     5180       5186      SP
275    275      SP2604  20251021  ...     5210       5202      SP
276    276      SP2605  20251021  ...     5208       5214      SP
277    277      SP2606  20251021  ...     5212       5212      SP
278    278      SP2607  20251021  ...     5220       5212      SP
279    279      SP2608  20251021  ...     5226       5214      SP
280    280      SP2609  20251021  ...     5212       5212      SP
281    281      SP2610  20251021  ...     5236       5212      SP
282    282      OP2601  20251021  ...     4166       4174      OP
283    283      OP2602  20251021  ...     4168       4166      OP
284    284      OP2603  20251021  ...     4176       4172      OP
285    285      OP2604  20251021  ...     4202       4208      OP
286    286      OP2605  20251021  ...     4200       4204      OP
287    287      OP2606  20251021  ...     4176       4176      OP
288    288      OP2607  20251021  ...     4190       4210      OP
289    289      OP2608  20251021  ...     4214       4212      OP
290    290      OP2609  20251021  ...     4198       4198      OP
291    291      OP2610  20251021  ...     4202       4202      OP
292    292      EC2510  20251021  ...   1133.9     1102.6      EC
293    293      EC2512  20251021  ...   1748.9     1683.4      EC
294    294      EC2602  20251021  ...   1554.6     1524.2      EC
295    295      EC2604  20251021  ...     1166     1152.4      EC
296    296      EC2606  20251021  ...   1350.7     1328.9      EC
297    297      EC2608  20251021  ...   1472.3     1445.3      EC
298    298  SC_TAS2511  20251021  ...                      SC_TAS
299    299  SC_TAS2512  20251021  ...                      SC_TAS
300    300  SC_TAS2601  20251021  ...                      SC_TAS
301    301  SC_TAS2602  20251021  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-22 18:26:13,327 - future_1d - INFO - ak.get_shfe_daily('2025-10-21') done
2025-10-22 18:26:15,097 - future_1d - INFO - save future_daily 2025-10-21 completed
    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]
2025-10-22 18:26:19,761 - future_1d - INFO - ak.get_gfex_daily('2025-10-22') done
     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]
2025-10-22 18:26:20,511 - future_1d - INFO - ak.get_dce_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]
2025-10-22 18:26:20,800 - future_1d - INFO - ak.get_czce_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]
2025-10-22 18:26:20,990 - 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]
2025-10-22 18:26:21,057 - 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]
2025-10-22 18:26:21,166 - future_1d - INFO - ak.get_shfe_daily('2025-10-22') done
2025-10-22 18:26:22,955 - future_1d - INFO - save future_daily 2025-10-22 completed