LogViewer
109    109      AU2602  20250805  ...  788.78     784.98      AU
110    110      AU2604  20250805  ...  790.86        787      AU
111    111      AU2606  20250805  ...     793     789.08      AU
112    112      AU2608  20250805  ...  795.52      791.5      AU
113    113      AG2508  20250805  ...    9030       8986      AG
114    114      AG2509  20250805  ...    9063       8992      AG
115    115      AG2510  20250805  ...    9074       9001      AG
116    116      AG2511  20250805  ...    9086       9014      AG
117    117      AG2512  20250805  ...    9099       9026      AG
118    118      AG2601  20250805  ...    9110       9038      AG
119    119      AG2602  20250805  ...    9123       9049      AG
120    120      AG2603  20250805  ...    9135       9064      AG
121    121      AG2604  20250805  ...    9148       9075      AG
122    122      AG2605  20250805  ...    9163       9092      AG
123    123      AG2606  20250805  ...    9173       9104      AG
124    124      AG2607  20250805  ...    9185       9115      AG
125    125      RB2508  20250805  ...    3168       3146      RB
126    126      RB2509  20250805  ...    3180       3160      RB
127    127      RB2510  20250805  ...    3210       3189      RB
128    128      RB2511  20250805  ...    3227       3212      RB
129    129      RB2512  20250805  ...    3265       3244      RB
130    130      RB2601  20250805  ...    3284       3250      RB
131    131      RB2602  20250805  ...    3269       3235      RB
132    132      RB2603  20250805  ...    3286       3258      RB
133    133      RB2604  20250805  ...    3315       3270      RB
134    134      RB2605  20250805  ...    3311       3284      RB
135    135      RB2606  20250805  ...    3330       3290      RB
136    136      RB2607  20250805  ...    3331       3297      RB
137    137      WR2508  20250805  ...    3212       3212      WR
138    138      WR2509  20250805  ...    3342       3342      WR
139    139      WR2510  20250805  ...    3449       3401      WR
140    140      WR2511  20250805  ...    3490       3490      WR
141    141      WR2512  20250805  ...    3499       3499      WR
142    142      WR2601  20250805  ...    3473       3416      WR
143    143      WR2602  20250805  ...    3507       3540      WR
144    144      WR2603  20250805  ...    3565       3565      WR
145    145      WR2604  20250805  ...    3560       3560      WR
146    146      WR2605  20250805  ...    3439       3595      WR
147    147      WR2606  20250805  ...    3599       3599      WR
148    148      WR2607  20250805  ...    3635       3635      WR
149    149      HC2508  20250805  ...    3453       3395      HC
150    150      HC2509  20250805  ...    3443       3404      HC
151    151      HC2510  20250805  ...    3437       3393      HC
152    152      HC2511  20250805  ...    3434       3391      HC
153    153      HC2512  20250805  ...    3435       3405      HC
154    154      HC2601  20250805  ...    3440       3396      HC
155    155      HC2602  20250805  ...    3431       3377      HC
156    156      HC2603  20250805  ...    3434       3389      HC
157    157      HC2604  20250805  ...    3441       3414      HC
158    158      HC2605  20250805  ...    3439       3399      HC
159    159      HC2606  20250805  ...    3456       3394      HC
160    160      HC2607  20250805  ...    3459       3414      HC
161    161      SS2508  20250805  ...   12960      12895      SS
162    162      SS2509  20250805  ...   12950      12845      SS
163    163      SS2510  20250805  ...   12995      12895      SS
164    164      SS2511  20250805  ...   13035      12945      SS
165    165      SS2512  20250805  ...   13055      12970      SS
166    166      SS2601  20250805  ...   13095      12990      SS
167    167      SS2602  20250805  ...   13135      13045      SS
168    168      SS2603  20250805  ...   13195      13090      SS
169    169      SS2604  20250805  ...   13190      13190      SS
170    170      SS2605  20250805  ...   13265      13150      SS
171    171      SS2606  20250805  ...   13290      13220      SS
172    172      SS2607  20250805  ...   13345      13240      SS
173    173      SC2509  20250805  ...   509.1      516.8      SC
174    174      SC2510  20250805  ...   503.3      511.8      SC
175    175      SC2511  20250805  ...   499.4      507.9      SC
176    176      SC2512  20250805  ...   494.7      505.7      SC
177    177      SC2601  20250805  ...   490.5      501.5      SC
178    178      SC2602  20250805  ...   486.6      499.8      SC
179    179      SC2603  20250805  ...   484.8      496.8      SC
180    180      SC2604  20250805  ...   481.7        489      SC
181    181      SC2605  20250805  ...   481.3      490.7      SC
182    182      SC2606  20250805  ...   479.3      485.9      SC
183    183      SC2607  20250805  ...   482.4        485      SC
184    184      SC2608  20250805  ...   481.6      486.8      SC
185    185      SC2609  20250805  ...     478      480.4      SC
186    186      SC2612  20250805  ...   472.3        482      SC
187    187      SC2703  20250805  ...   473.1      478.1      SC
188    188      SC2706  20250805  ...     473      480.9      SC
189    189      SC2709  20250805  ...   466.8      471.7      SC
190    190      SC2712  20250805  ...   466.3      470.1      SC
191    191      SC2803  20250805  ...     463      469.5      SC
192    192      SC2806  20250805  ...   458.6      472.4      SC
193    193      LU2509  20250805  ...    3544       3572      LU
194    194      LU2510  20250805  ...    3539       3588      LU
195    195      LU2511  20250805  ...    3541       3600      LU
196    196      LU2512  20250805  ...    3528       3571      LU
197    197      LU2601  20250805  ...    3495       3529      LU
198    198      LU2602  20250805  ...    3473       3526      LU
199    199      LU2603  20250805  ...    3467       3550      LU
200    200      LU2604  20250805  ...    3443       3506      LU
201    201      LU2605  20250805  ...    3435       3467      LU
202    202      LU2606  20250805  ...    3437       3492      LU
203    203      LU2607  20250805  ...    3422       3478      LU
204    204      LU2608  20250805  ...    3418       3477      LU
205    205      FU2509  20250805  ...    2818       2869      FU
206    206      FU2510  20250805  ...    2839       2889      FU
207    207      FU2511  20250805  ...    2849       2903      FU
208    208      FU2512  20250805  ...    2848       2894      FU
209    209      FU2601  20250805  ...    2841       2893      FU
210    210      FU2602  20250805  ...    2836       2876      FU
211    211      FU2603  20250805  ...    2830       2870      FU
212    212      FU2604  20250805  ...    2825       2855      FU
213    213      FU2605  20250805  ...    2815       2856      FU
214    214      FU2606  20250805  ...    2810       2843      FU
215    215      FU2607  20250805  ...    2797       2824      FU
216    216      FU2608  20250805  ...    2793       2825      FU
217    217      BU2508  20250805  ...    3557       3625      BU
218    218      BU2509  20250805  ...    3543       3601      BU
219    219      BU2510  20250805  ...    3523       3580      BU
220    220      BU2511  20250805  ...    3494       3553      BU
221    221      BU2512  20250805  ...    3434       3487      BU
222    222      BU2601  20250805  ...    3399       3442      BU
223    223      BU2602  20250805  ...    3383       3423      BU
224    224      BU2603  20250805  ...    3371       3405      BU
225    225      BU2604  20250805  ...    3372       3404      BU
226    226      BU2605  20250805  ...    3368       3402      BU
227    227      BU2606  20250805  ...    3366       3420      BU
228    228      BU2607  20250805  ...    3361       3399      BU
229    229      BU2609  20250805  ...    3364       3394      BU
230    230      BU2612  20250805  ...    3316       3352      BU
231    231      BU2703  20250805  ...    3315       3354      BU
232    232      BU2706  20250805  ...    3335       3353      BU
233    233      BR2508  20250805  ...   11480      11480      BR
234    234      BR2509  20250805  ...   11460      11405      BR
235    235      BR2510  20250805  ...   11465      11410      BR
236    236      BR2511  20250805  ...   11490      11430      BR
237    237      BR2512  20250805  ...   11540      11475      BR
238    238      BR2601  20250805  ...   11555      11515      BR
239    239      BR2602  20250805  ...   11570      11510      BR
240    240      BR2603  20250805  ...   11585      11525      BR
241    241      BR2604  20250805  ...   11615      11590      BR
242    242      BR2605  20250805  ...   11670      11610      BR
243    243      BR2606  20250805  ...   11675      11575      BR
244    244      BR2607  20250805  ...   11660      11655      BR
245    245      RU2508  20250805  ...   14460      14275      RU
246    246      RU2509  20250805  ...   14465      14320      RU
247    247      RU2510  20250805  ...   14475      14345      RU
248    248      RU2511  20250805  ...   14495      14325      RU
249    249      RU2601  20250805  ...   15380      15210      RU
250    250      RU2603  20250805  ...   15420      15280      RU
251    251      RU2604  20250805  ...   15500      15230      RU
252    252      RU2605  20250805  ...   15480      15325      RU
253    253      RU2606  20250805  ...   15615      15330      RU
254    254      RU2607  20250805  ...   15590      15400      RU
255    255      NR2508  20250805  ...   12230      12100      NR
256    256      NR2509  20250805  ...   12270      12145      NR
257    257      NR2510  20250805  ...   12315      12190      NR
258    258      NR2511  20250805  ...   12365      12220      NR
259    259      NR2512  20250805  ...   12390      12265      NR
260    260      NR2601  20250805  ...   12415      12305      NR
261    261      NR2602  20250805  ...   12465      12335      NR
262    262      NR2603  20250805  ...   12470      12370      NR
263    263      NR2604  20250805  ...   12520      12375      NR
264    264      NR2605  20250805  ...   12780      12385      NR
265    265      NR2606  20250805  ...   12540      12485      NR
266    266      NR2607  20250805  ...   12560      12485      NR
267    267      SP2508  20250805  ...    5108       5194      SP
268    268      SP2509  20250805  ...    5156       5170      SP
269    269      SP2510  20250805  ...    5156       5172      SP
270    270      SP2511  20250805  ...    5162       5178      SP
271    271      SP2512  20250805  ...    5168       5186      SP
272    272      SP2601  20250805  ...    5394       5410      SP
273    273      SP2602  20250805  ...    5368       5362      SP
274    274      SP2603  20250805  ...    5378       5374      SP
275    275      SP2604  20250805  ...    5350       5350      SP
276    276      SP2605  20250805  ...    5374       5362      SP
277    277      SP2606  20250805  ...    5394       5378      SP
278    278      SP2607  20250805  ...    5370       5362      SP
279    279      EC2508  20250805  ...    2096       2112      EC
280    280      EC2510  20250805  ...  1411.1     1404.2      EC
281    281      EC2512  20250805  ...  1682.1     1670.3      EC
282    282      EC2602  20250805  ...  1478.2     1474.4      EC
283    283      EC2604  20250805  ...  1323.6     1315.1      EC
284    284      EC2606  20250805  ...  1460.8     1455.1      EC
285    286  SC_TAS2509  20250805  ...                     SC_TAS
286    287  SC_TAS2510  20250805  ...                     SC_TAS
287    288  SC_TAS2511  20250805  ...                     SC_TAS
288    289  SC_TAS2512  20250805  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-07 18:25:56,882 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
2025-08-07 18:25:58,616 - future_1d - INFO - save future_daily 2025-08-05 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250806   4121.00  ...   4118.00     4121.00        A
1     a2511  20250806   4116.00  ...   4097.00     4100.00        A
2     a2601  20250806   4107.00  ...   4101.00     4101.00        A
3     a2603  20250806   4095.00  ...   4092.00     4091.00        A
4     a2605  20250806   4133.00  ...   4130.00     4130.00        A
5     a2607  20250806   4125.00  ...   4122.00     4122.00        A
6     b2508  20250806      0.00  ...   3616.00     3616.00        B
7     b2509  20250806   3722.00  ...   3717.00     3701.00        B
8     b2510  20250806   3765.00  ...   3756.00     3751.00        B
9     b2511  20250806   3786.00  ...   3778.00     3771.00        B
10    b2512  20250806   3800.00  ...   3797.00     3780.00        B
11    b2601  20250806   3780.00  ...   3782.00     3769.00        B
12    b2602  20250806   3774.00  ...   3758.00     3732.00        B
13    b2603  20250806   3660.00  ...   3660.00     3643.00        B
14    b2604  20250806   3543.00  ...   3545.00     3529.00        B
15    b2605  20250806   3473.00  ...   3467.00     3455.00        B
16    b2606  20250806   3453.00  ...   3452.00     3436.00        B
17    b2607  20250806   3440.00  ...   3442.00     3428.00        B
18   bb2509  20250806    150.95  ...    150.70      149.25       BB
19   bb2511  20250806    150.30  ...    149.85      150.85       BB
20   bb2601  20250806    150.15  ...    149.80      149.75       BB
21   bb2603  20250806    148.45  ...    148.05      147.75       BB
22   bb2605  20250806      0.00  ...    142.30      142.05       BB
23   bb2607  20250806      0.00  ...    148.10      147.80       BB
24   bz2603  20250806   6205.00  ...   6235.00     6210.00       BZ
25   bz2604  20250806   6179.00  ...   6195.00     6172.00       BZ
26   bz2605  20250806   6242.00  ...   6207.00     6194.00       BZ
27   bz2606  20250806      0.00  ...   6165.00     6165.00       BZ
28   bz2607  20250806      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250806   2253.00  ...   2255.00     2259.00        C
30    c2511  20250806   2212.00  ...   2210.00     2215.00        C
31    c2601  20250806   2197.00  ...   2192.00     2198.00        C
32    c2603  20250806   2198.00  ...   2197.00     2200.00        C
33    c2605  20250806   2238.00  ...   2242.00     2246.00        C
34    c2607  20250806   2260.00  ...   2260.00     2264.00        C
35   cs2509  20250806   2658.00  ...   2657.00     2651.00       CS
36   cs2511  20250806   2558.00  ...   2559.00     2557.00       CS
37   cs2601  20250806   2569.00  ...   2563.00     2564.00       CS
38   cs2603  20250806   2557.00  ...   2557.00     2557.00       CS
39   cs2605  20250806   2608.00  ...   2606.00     2607.00       CS
40   cs2607  20250806   2613.00  ...   2614.00     2616.00       CS
41   eb2508  20250806   7270.00  ...   7299.00     7251.00       EB
42   eb2509  20250806   7267.00  ...   7283.00     7267.00       EB
43   eb2510  20250806   7290.00  ...   7313.00     7290.00       EB
44   eb2511  20250806   7302.00  ...   7332.00     7303.00       EB
45   eb2512  20250806   7330.00  ...   7346.00     7322.00       EB
46   eb2601  20250806   7339.00  ...   7357.00     7329.00       EB
47   eb2602  20250806   7344.00  ...   7371.00     7339.00       EB
48   eb2603  20250806   7350.00  ...   7385.00     7341.00       EB
49   eb2604  20250806   7357.00  ...   7356.00     7348.00       EB
50   eb2605  20250806   7381.00  ...   7400.00     7343.00       EB
51   eb2606  20250806   7366.00  ...   7376.00     7391.00       EB
52   eb2607  20250806   7330.00  ...   7330.00     7313.00       EB
53   eg2508  20250806      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250806   4417.00  ...   4411.00     4380.00       EG
55   eg2510  20250806   4407.00  ...   4416.00     4392.00       EG
56   eg2511  20250806   4412.00  ...   4423.00     4397.00       EG
57   eg2512  20250806   4430.00  ...   4431.00     4411.00       EG
58   eg2601  20250806   4411.00  ...   4434.00     4409.00       EG
59   eg2602  20250806   4442.00  ...   4442.00     4412.00       EG
60   eg2603  20250806   4441.00  ...   4440.00     4400.00       EG
61   eg2604  20250806   4455.00  ...   4464.00     4420.00       EG
62   eg2605  20250806   4462.00  ...   4465.00     4432.00       EG
63   eg2606  20250806   4455.00  ...   4470.00     4419.00       EG
64   eg2607  20250806      0.00  ...   4446.00     4446.00       EG
65   fb2508  20250806      0.00  ...   1370.50     1370.50       FB
66   fb2509  20250806   1259.00  ...   1254.00     1268.00       FB
67   fb2510  20250806   1290.50  ...   1295.00     1291.50       FB
68   fb2511  20250806   1282.50  ...   1290.50     1289.00       FB
69   fb2512  20250806   1293.00  ...   1293.50     1292.00       FB
70   fb2601  20250806   1292.50  ...   1296.50     1295.00       FB
71   fb2602  20250806   1293.00  ...   1301.00     1297.00       FB
72   fb2603  20250806      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250806      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250806      0.00  ...   1337.50     1337.50       FB
75   fb2606  20250806      0.00  ...   1331.50     1331.50       FB
76   fb2607  20250806      0.00  ...   1302.50     1302.50       FB
77    i2508  20250806    801.00  ...    816.50      809.50        I
78    i2509  20250806    799.50  ...    795.00      795.00        I
79    i2510  20250806    797.00  ...    793.50      791.50        I
80    i2511  20250806    792.00  ...    789.00      786.00        I
81    i2512  20250806    787.50  ...    785.50      779.50        I
82    i2601  20250806    778.50  ...    778.50      773.00        I
83    i2602  20250806    773.50  ...    773.50      766.00        I
84    i2603  20250806    768.00  ...    768.50      762.00        I
85    i2604  20250806    763.00  ...    763.50      757.00        I
86    i2605  20250806    755.00  ...    754.50      749.00        I
87    i2606  20250806    749.00  ...    750.00      743.50        I
88    i2607  20250806    745.00  ...    745.50      739.50        I
89    j2508  20250806      0.00  ...   1598.00     1598.00        J
90    j2509  20250806   1633.00  ...   1639.50     1613.00        J
91    j2510  20250806   1660.00  ...   1672.00     1634.00        J
92    j2511  20250806   1676.50  ...   1690.50     1656.00        J
93    j2512  20250806   1692.00  ...   1704.00     1677.50        J
94    j2601  20250806   1710.00  ...   1721.00     1680.50        J
95    j2602  20250806   1714.00  ...   1731.50     1728.50        J
96    j2603  20250806   1745.50  ...   1752.00     1740.00        J
97    j2604  20250806   1778.50  ...   1781.50     1795.00        J
98    j2605  20250806   1790.00  ...   1811.50     1759.50        J
99    j2606  20250806   1818.50  ...   1827.50     1753.50        J
100   j2607  20250806   1822.50  ...   1819.50     1754.50        J
101  jd2508  20250806   2810.00  ...   2756.00     2871.00       JD
102  jd2509  20250806   3315.00  ...   3352.00     3345.00       JD
103  jd2510  20250806   3248.00  ...   3275.00     3254.00       JD
104  jd2511  20250806   3336.00  ...   3355.00     3341.00       JD
105  jd2512  20250806   3537.00  ...   3536.00     3525.00       JD
106  jd2601  20250806   3625.00  ...   3627.00     3628.00       JD
107  jd2602  20250806   3209.00  ...   3207.00     3210.00       JD
108  jd2603  20250806   3209.00  ...   3217.00     3214.00       JD
109  jd2604  20250806   3359.00  ...   3364.00     3359.00       JD
110  jd2605  20250806   3467.00  ...   3474.00     3467.00       JD
111  jd2606  20250806   3299.00  ...   3303.00     3301.00       JD
112  jd2607  20250806   3519.00  ...   3516.00     3515.00       JD
113  jm2508  20250806    920.00  ...    941.50      878.00       JM
114  jm2509  20250806   1035.00  ...   1050.00     1013.00       JM
115  jm2510  20250806   1080.00  ...   1100.50     1041.00       JM
116  jm2511  20250806   1101.00  ...   1144.00     1075.00       JM
117  jm2512  20250806   1143.00  ...   1171.00     1107.50       JM
118  jm2601  20250806   1182.00  ...   1202.00     1147.00       JM
119  jm2602  20250806   1220.50  ...   1225.50     1169.00       JM
120  jm2603  20250806   1212.00  ...   1239.00     1179.00       JM
121  jm2604  20250806   1230.50  ...   1257.00     1194.00       JM
122  jm2605  20250806   1245.00  ...   1269.50     1200.00       JM
123  jm2606  20250806   1245.00  ...   1277.00     1216.00       JM
124  jm2607  20250806   1252.00  ...   1285.00     1220.00       JM
125   l2508  20250806      0.00  ...   7311.00     7311.00        L
126   l2509  20250806   7323.00  ...   7318.00     7288.00        L
127   l2510  20250806   7343.00  ...   7339.00     7308.00        L
128   l2511  20250806   7362.00  ...   7362.00     7332.00        L
129   l2512  20250806   7380.00  ...   7375.00     7345.00        L
130   l2601  20250806   7380.00  ...   7382.00     7355.00        L
131   l2602  20250806   7373.00  ...   7365.00     7341.00        L
132   l2603  20250806      0.00  ...   7373.00     7373.00        L
133   l2604  20250806      0.00  ...   7394.00     7394.00        L
134   l2605  20250806   7374.00  ...   7373.00     7342.00        L
135   l2606  20250806   7375.00  ...   7369.00     7333.00        L
136   l2607  20250806   7361.00  ...   7375.00     7361.00        L
137  lg2509  20250806    829.00  ...    831.00      831.50       LG
138  lg2511  20250806    835.00  ...    839.00      836.50       LG
139  lg2601  20250806    842.00  ...    841.00      840.50       LG
140  lg2603  20250806    837.00  ...    839.00      836.50       LG
141  lg2605  20250806    840.00  ...    842.00      842.00       LG
142  lg2607  20250806    834.00  ...    839.00      841.00       LG
143  lh2509  20250806  13880.00  ...  13825.00    13900.00       LH
144  lh2511  20250806  13855.00  ...  13985.00    13915.00       LH
145  lh2601  20250806  14125.00  ...  14285.00    14170.00       LH
146  lh2603  20250806  13275.00  ...  13365.00    13260.00       LH
147  lh2605  20250806  13800.00  ...  13890.00    13775.00       LH
148  lh2607  20250806  14430.00  ...  14490.00    14440.00       LH
149   m2508  20250806   3013.00  ...   3007.00     3016.00        M
150   m2509  20250806   3036.00  ...   3027.00     3030.00        M
151   m2511  20250806   3078.00  ...   3064.00     3066.00        M
152   m2512  20250806   3104.00  ...   3095.00     3096.00        M
153   m2601  20250806   3076.00  ...   3072.00     3069.00        M
154   m2603  20250806   2944.00  ...   2942.00     2935.00        M
155   m2605  20250806   2760.00  ...   2754.00     2752.00        M
156   m2607  20250806   2749.00  ...   2735.00     2730.00        M
157   p2508  20250806      0.00  ...   8808.00     8808.00        P
158   p2509  20250806   9062.00  ...   8980.00     8946.00        P
159   p2510  20250806   9034.00  ...   8978.00     8934.00        P
160   p2511  20250806   9050.00  ...   8976.00     8942.00        P
161   p2512  20250806   9038.00  ...   8980.00     8906.00        P
162   p2601  20250806   9044.00  ...   8986.00     8930.00        P
163   p2602  20250806   8938.00  ...   8944.00     8906.00        P
164   p2603  20250806   8940.00  ...   8910.00     8832.00        P
165   p2604  20250806   8890.00  ...   8882.00     8840.00        P
166   p2605  20250806   8846.00  ...   8780.00     8744.00        P
167   p2606  20250806   8742.00  ...   8708.00     8684.00        P
168   p2607  20250806   8666.00  ...   8654.00     8594.00        P
169  pg2508  20250806   3885.00  ...   3885.00     3885.00       PG
170  pg2509  20250806   3830.00  ...   3835.00     3849.00       PG
171  pg2510  20250806   4272.00  ...   4302.00     4272.00       PG
172  pg2511  20250806   4206.00  ...   4236.00     4209.00       PG
173  pg2512  20250806   4161.00  ...   4183.00     4163.00       PG
174  pg2601  20250806   4117.00  ...   4136.00     4117.00       PG
175  pg2602  20250806   4054.00  ...   4074.00     4048.00       PG
176  pg2603  20250806   3978.00  ...   3993.00     3972.00       PG
177  pg2604  20250806   4272.00  ...   4284.00     4258.00       PG
178  pg2605  20250806   4166.00  ...   4186.00     4164.00       PG
179  pg2606  20250806   4127.00  ...   4136.00     4113.00       PG
180  pg2607  20250806   4078.00  ...   4087.00     4086.00       PG
181  pp2508  20250806   7044.00  ...   7073.00     7033.00       PP
182  pp2509  20250806   7090.00  ...   7084.00     7066.00       PP
183  pp2510  20250806   7096.00  ...   7091.00     7069.00       PP
184  pp2511  20250806   7102.00  ...   7102.00     7085.00       PP
185  pp2512  20250806   7115.00  ...   7115.00     7091.00       PP
186  pp2601  20250806   7110.00  ...   7119.00     7101.00       PP
187  pp2602  20250806   7094.00  ...   7099.00     7083.00       PP
188  pp2603  20250806   7099.00  ...   7102.00     7101.00       PP
189  pp2604  20250806   7109.00  ...   7112.00     7105.00       PP
190  pp2605  20250806   7160.00  ...   7127.00     7111.00       PP
191  pp2606  20250806      0.00  ...   7085.00     7085.00       PP
192  pp2607  20250806      0.00  ...   7109.00     7109.00       PP
193  rr2508  20250806      0.00  ...   3562.00     3562.00       RR
194  rr2509  20250806   3597.00  ...   3606.00     3609.00       RR
195  rr2510  20250806   3621.00  ...   3619.00     3618.00       RR
196  rr2511  20250806   3616.00  ...   3618.00     3620.00       RR
197  rr2512  20250806      0.00  ...   3615.00     3615.00       RR
198  rr2601  20250806   3624.00  ...   3623.00     3623.00       RR
199  rr2602  20250806      0.00  ...   3620.00     3620.00       RR
200  rr2603  20250806   3615.00  ...   3615.00     3615.00       RR
201  rr2604  20250806   3618.00  ...   3618.00     3620.00       RR
202  rr2605  20250806   3620.00  ...   3619.00     3620.00       RR
203  rr2606  20250806      0.00  ...   3627.00     3627.00       RR
204  rr2607  20250806      0.00  ...   3633.00     3633.00       RR
205   v2508  20250806   4948.00  ...   4958.00     4948.00        V
206   v2509  20250806   5034.00  ...   5032.00     4992.00        V
207   v2510  20250806   5070.00  ...   5072.00     5027.00        V
208   v2511  20250806   5105.00  ...   5115.00     5061.00        V
209   v2512  20250806   5135.00  ...   5160.00     5103.00        V
210   v2601  20250806   5175.00  ...   5173.00     5132.00        V
211   v2602  20250806   5197.00  ...   5196.00     5179.00        V
212   v2603  20250806   5206.00  ...   5219.00     5174.00        V
213   v2604  20250806   5429.00  ...   5447.00     5396.00        V
214   v2605  20250806   5422.00  ...   5468.00     5428.00        V
215   v2606  20250806   5478.00  ...   5494.00     5459.00        V
216   v2607  20250806   5506.00  ...   5532.00     5477.00        V
217   y2508  20250806   8688.00  ...   8514.00     8284.00        Y
218   y2509  20250806   8350.00  ...   8360.00     8294.00        Y
219   y2511  20250806   8350.00  ...   8366.00     8296.00        Y
220   y2512  20250806   8358.00  ...   8370.00     8298.00        Y
221   y2601  20250806   8320.00  ...   8334.00     8264.00        Y
222   y2603  20250806   8232.00  ...   8242.00     8192.00        Y
223   y2605  20250806   7954.00  ...   7944.00     7904.00        Y
224   y2607  20250806   7938.00  ...   7922.00     7882.00        Y

[225 rows x 12 columns]
2025-08-07 18:26:02,688 - future_1d - INFO - ak.get_dce_daily('2025-08-06') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250806   504.5  ...   504.2      509.1      SC
1       SC2510  20250806   499.6  ...   499.5      503.3      SC
2       SC2511  20250806   495.7  ...   495.4      499.4      SC
3       SC2512  20250806   492.3  ...   491.6      494.7      SC
4       SC2601  20250806   488.7  ...   488.6      490.5      SC
5       SC2602  20250806   485.5  ...     486      486.6      SC
6       SC2603  20250806   485.8  ...   483.2      484.8      SC
7       SC2604  20250806   482.5  ...   481.6      481.7      SC
8       SC2605  20250806   477.6  ...   478.4      481.3      SC
9       SC2606  20250806   477.6  ...   476.8      479.3      SC
10      SC2607  20250806   474.3  ...   475.6      482.4      SC
11      SC2608  20250806          ...   477.5      481.6      SC
12      SC2609  20250806          ...     475        478      SC
13      SC2612  20250806          ...   472.3      472.3      SC
14      SC2703  20250806          ...   470.5      473.1      SC
15      SC2706  20250806     468  ...   467.8        473      SC
16      SC2709  20250806     466  ...   464.4      466.8      SC
17      SC2712  20250806          ...     464      466.3      SC
18      SC2803  20250806          ...   460.5        463      SC
19      SC2806  20250806   455.6  ...     456      458.6      SC
21      LU2509  20250806    3527  ...    3532       3544      LU
22      LU2510  20250806    3526  ...    3535       3539      LU
23      LU2511  20250806    3525  ...    3531       3541      LU
24      LU2512  20250806    3504  ...    3507       3528      LU
25      LU2601  20250806    3503  ...    3488       3495      LU
26      LU2602  20250806    3448  ...    3451       3473      LU
27      LU2603  20250806    3443  ...    3438       3467      LU
28      LU2604  20250806    3430  ...    3431       3443      LU
29      LU2605  20250806    3433  ...    3427       3435      LU
30      LU2606  20250806    3421  ...    3421       3437      LU
31      LU2607  20250806    3430  ...    3415       3422      LU
32      LU2608  20250806    3408  ...    3408       3418      LU
34      NR2508  20250806   12270  ...   12260      12230      NR
35      NR2509  20250806   12320  ...   12300      12270      NR
36      NR2510  20250806   12415  ...   12365      12315      NR
37      NR2511  20250806   12435  ...   12410      12365      NR
38      NR2512  20250806   12495  ...   12435      12390      NR
39      NR2601  20250806   12480  ...   12470      12415      NR
40      NR2602  20250806   12460  ...   12505      12465      NR
41      NR2603  20250806   12480  ...   12545      12470      NR
42      NR2604  20250806          ...   12565      12520      NR
43      NR2605  20250806   12620  ...   12620      12780      NR
44      NR2606  20250806          ...   12540      12540      NR
45      NR2607  20250806   12645  ...   12645      12560      NR
47      BC2508  20250806   69300  ...   69270      69500      BC
48      BC2509  20250806   69380  ...   69340      69640      BC
49      BC2510  20250806   69330  ...   69410      69680      BC
50      BC2511  20250806          ...   69240      69240      BC
51      BC2512  20250806          ...   69900      69910      BC
52      BC2601  20250806          ...   70020      70020      BC
53      BC2602  20250806          ...   70000      70000      BC
54      BC2603  20250806          ...   70000      70000      BC
55      BC2604  20250806          ...   70000      70000      BC
56      BC2605  20250806          ...   70000      70000      BC
57      BC2606  20250806          ...   69340      69340      BC
58      BC2607  20250806          ...   68670      68670      BC
60      EC2508  20250806  2075.3  ...  2080.3       2096      EC
61      EC2510  20250806  1403.8  ...  1434.4     1411.1      EC
62      EC2512  20250806  1681.3  ...  1759.5     1682.1      EC
63      EC2602  20250806  1483.2  ...  1521.6     1478.2      EC
64      EC2604  20250806  1329.9  ...  1342.5     1323.6      EC
65      EC2606  20250806    1458  ...  1489.4     1460.8      EC
69  SC_TAS2509  20250806          ...                     SC_TAS
70  SC_TAS2510  20250806          ...                     SC_TAS
71  SC_TAS2511  20250806          ...                     SC_TAS
72  SC_TAS2512  20250806          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-07 18:26:02,756 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250806   7859.0   7944.0  ...   314392.84   7906.0      7842.0       AP
1    AP511  20250806   7681.0   7736.0  ...     1357.23   7712.0      7660.0       AP
2    AP512  20250806   7758.0   7780.0  ...      225.27   7768.0      7721.0       AP
3    AP601  20250806   7780.0   7875.0  ...    24187.54   7843.0      7775.0       AP
4    AP603  20250806   7771.0   7805.0  ...      210.39   7792.0      7734.0       AP
5    AP604  20250806   7823.0   7839.0  ...       39.17   7833.0      7790.0       AP
6    AP605  20250806   7879.0   7910.0  ...      339.88   7904.0      7854.0       AP
7    CF509  20250806  13675.0  13730.0  ...   913008.41  13690.0     13670.0       CF
8    CF511  20250806  13705.0  13780.0  ...   132938.10  13740.0     13690.0       CF
9    CF601  20250806  13825.0  13885.0  ...   630239.11  13855.0     13825.0       CF
10   CF603  20250806  13800.0  13850.0  ...     2011.96  13830.0     13800.0       CF
11   CF605  20250806  13780.0  13830.0  ...    35816.87  13810.0     13775.0       CF
12   CF607  20250806  13780.0  13840.0  ...      614.93  13820.0     13780.0       CF
13   CJ509  20250806   9730.0   9850.0  ...    25882.81   9770.0      9705.0       CJ
14   CJ512  20250806  10720.0  10840.0  ...     9756.43  10735.0     10650.0       CJ
15   CJ601  20250806  10865.0  10985.0  ...   584003.04  10885.0     10795.0       CJ
16   CJ603  20250806  10925.0  11055.0  ...     7041.43  10960.0     10860.0       CJ
17   CJ605  20250806  11090.0  11190.0  ...    95692.16  11100.0     11015.0       CJ
18   CJ607  20250806  11300.0  11380.0  ...     1372.66  11300.0     11225.0       CJ
19   CY508  20250806      0.0      0.0  ...        0.00  19965.0     19995.0       CY
20   CY509  20250806  19850.0  19970.0  ...    16492.96  19905.0     19835.0       CY
21   CY510  20250806      0.0      0.0  ...        0.00  20015.0     19945.0       CY
22   CY511  20250806  19665.0  19775.0  ...    57069.79  19725.0     19755.0       CY
23   CY512  20250806      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250806  19735.0  19815.0  ...      731.66  19775.0     19780.0       CY
25   CY602  20250806      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250806      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250806      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250806      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250806      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250806      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250806   1064.0   1064.0  ...       63.84   1064.0      1055.0       FG
32   FG509  20250806   1079.0   1093.0  ...  2810737.49   1079.0      1073.0       FG
33   FG510  20250806   1174.0   1181.0  ...    71895.64   1169.0      1162.0       FG
34   FG511  20250806   1169.0   1179.0  ...   114846.97   1165.0      1157.0       FG
35   FG512  20250806   1242.0   1255.0  ...    61444.01   1238.0      1231.0       FG
36   FG601  20250806   1241.0   1248.0  ...  2646818.98   1229.0      1220.0       FG
37   FG602  20250806   1274.0   1296.0  ...     1933.74   1279.0      1268.0       FG
38   FG603  20250806   1277.0   1296.0  ...     3103.22   1280.0      1268.0       FG
39   FG604  20250806   1331.0   1340.0  ...      878.30   1323.0      1316.0       FG
40   FG605  20250806   1328.0   1336.0  ...    41995.88   1319.0      1310.0       FG
41   FG606  20250806   1343.0   1364.0  ...     1741.96   1340.0      1339.0       FG
42   FG607  20250806   1355.0   1355.0  ...     1119.48   1336.0      1334.0       FG
43   JR509  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250806      0.0      0.0  ...        0.00   2347.0      2343.0       MA
53   MA509  20250806   2394.0   2407.0  ...   684868.97   2397.0      2381.0       MA
54   MA510  20250806   2425.0   2438.0  ...    30656.62   2427.0      2411.0       MA
55   MA511  20250806   2445.0   2462.0  ...    64448.95   2452.0      2435.0       MA
56   MA512  20250806   2483.0   2499.0  ...    49791.62   2489.0      2470.0       MA
57   MA601  20250806   2490.0   2512.0  ...   320208.79   2502.0      2482.0       MA
58   MA602  20250806   2496.0   2507.0  ...       40.00   2500.0      2484.0       MA
59   MA603  20250806   2493.0   2503.0  ...      521.55   2495.0      2476.0       MA
60   MA604  20250806   2479.0   2484.0  ...       27.27   2479.0      2454.0       MA
61   MA605  20250806   2442.0   2460.0  ...     6942.59   2451.0      2427.0       MA
62   MA606  20250806   2450.0   2462.0  ...       12.29   2458.0      2436.0       MA
63   MA607  20250806   2444.0   2450.0  ...       26.88   2444.0      2427.0       MA
64   OI509  20250806   9620.0   9642.0  ...  1907396.47   9576.0      9566.0       OI
65   OI511  20250806   9620.0   9649.0  ...   191023.53   9589.0      9581.0       OI
66   OI601  20250806   9550.0   9573.0  ...   806394.17   9524.0      9506.0       OI
67   OI603  20250806   9499.0   9502.0  ...     3009.78   9465.0      9450.0       OI
68   OI605  20250806   9425.0   9445.0  ...     9691.28   9400.0      9367.0       OI
69   OI607  20250806   9425.0   9425.0  ...      187.81   9390.0      9380.0       OI
70   PF508  20250806   6298.0   6298.0  ...       31.49   6298.0      6290.0       PF
71   PF509  20250806   6314.0   6370.0  ...   156581.91   6332.0      6322.0       PF
72   PF510  20250806   6382.0   6436.0  ...   481228.55   6400.0      6376.0       PF
73   PF511  20250806   6374.0   6440.0  ...   277996.92   6408.0      6372.0       PF
74   PF512  20250806   6386.0   6438.0  ...    55692.20   6416.0      6370.0       PF
75   PF601  20250806   6386.0   6450.0  ...     8806.79   6410.0      6390.0       PF
76   PF602  20250806   6418.0   6452.0  ...       12.87   6434.0      6402.0       PF
77   PF603  20250806   6424.0   6448.0  ...       35.34   6426.0      6410.0       PF
78   PF604  20250806   6442.0   6444.0  ...       22.54   6442.0      6432.0       PF
79   PF605  20250806   6444.0   6484.0  ...       25.86   6466.0      6446.0       PF
80   PF606  20250806   6472.0   6488.0  ...        9.72   6478.0      6468.0       PF
81   PF607  20250806   6484.0   6490.0  ...        6.49   6488.0      6476.0       PF
82   PK510  20250806   8084.0   8100.0  ...    95588.20   8084.0      8074.0       PK
83   PK511  20250806   7956.0   7980.0  ...    75915.97   7956.0      7954.0       PK
84   PK512  20250806   7934.0   7970.0  ...    24022.29   7950.0      7952.0       PK
85   PK601  20250806   7960.0   7966.0  ...     7857.54   7954.0      7952.0       PK
86   PK603  20250806   7954.0   7974.0  ...       51.74   7960.0      7958.0       PK
87   PK604  20250806   7974.0   7976.0  ...       59.77   7970.0      7960.0       PK
88   PK605  20250806   7970.0   7986.0  ...     1087.79   7970.0      7958.0       PK
89   PL601  20250806   6510.0   6555.0  ...    24983.14   6499.0      6485.0       PL
90   PL602  20250806   6532.0   6570.0  ...      275.07   6549.0      6534.0       PL
91   PL603  20250806   6489.0   6531.0  ...      104.13   6508.0      6484.0       PL
92   PL604  20250806   6511.0   6511.0  ...       65.09   6509.0      6478.0       PL
93   PL605  20250806   6393.0   6393.0  ...       25.52   6379.0      6375.0       PL
94   PL606  20250806      0.0      0.0  ...        0.00   6499.0      6499.0       PL
95   PL607  20250806      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250806      0.0      0.0  ...        0.00   5896.0      5864.0       PR
103  PR509  20250806   5868.0   5916.0  ...    59208.19   5886.0      5864.0       PR
104  PR510  20250806   5900.0   5950.0  ...   235479.50   5924.0      5894.0       PR
105  PR511  20250806   5908.0   5956.0  ...   199802.34   5936.0      5900.0       PR
106  PR512  20250806   5930.0   5962.0  ...    61986.56   5952.0      5916.0       PR
107  PR601  20250806   5934.0   5960.0  ...     2570.78   5930.0      5930.0       PR
108  PR602  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
109  PR603  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
110  PR604  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
112  PR606  20250806      0.0      0.0  ...        0.00   5968.0      5958.0       PR
113  PR607  20250806      0.0      0.0  ...        0.00   6012.0      6012.0       PR
114  PX508  20250806      0.0      0.0  ...        0.00   6756.0      6722.0       PX
115  PX509  20250806   6716.0   6828.0  ...   351097.13   6756.0      6722.0       PX
116  PX510  20250806   6726.0   6804.0  ...   106039.48   6754.0      6720.0       PX
117  PX511  20250806   6708.0   6794.0  ...   197629.57   6740.0      6710.0       PX
118  PX512  20250806   6708.0   6788.0  ...    62266.54   6742.0      6718.0       PX
119  PX601  20250806   6684.0   6768.0  ...    80619.70   6722.0      6696.0       PX
120  PX602  20250806   6730.0   6740.0  ...       16.84   6738.0      6688.0       PX
121  PX603  20250806      0.0      0.0  ...        0.00   6718.0      6686.0       PX
122  PX604  20250806   6744.0   6744.0  ...        6.74   6744.0      6696.0       PX
123  PX605  20250806   6688.0   6752.0  ...      100.68   6712.0      6688.0       PX
124  PX606  20250806   6700.0   6708.0  ...       10.06   6706.0      6680.0       PX
125  PX607  20250806   6710.0   6752.0  ...       26.90   6726.0      6700.0       PX
126  RI509  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250806   2733.0   2745.0  ...      273.82   2738.0      2722.0       RM
133  RM509  20250806   2728.0   2793.0  ...  1508398.63   2761.0      2720.0       RM
134  RM511  20250806   2585.0   2615.0  ...    24847.32   2597.0      2578.0       RM
135  RM601  20250806   2444.0   2485.0  ...   553827.23   2462.0      2448.0       RM
136  RM603  20250806   2416.0   2445.0  ...    24039.15   2428.0      2418.0       RM
137  RM605  20250806   2392.0   2408.0  ...    67191.42   2397.0      2387.0       RM
138  RM607  20250806   2374.0   2383.0  ...     8859.63   2375.0      2367.0       RM
139  RS508  20250806      0.0      0.0  ...        0.00   5023.0      5061.0       RS
140  RS509  20250806   5278.0   5278.0  ...      238.96   5084.0      5122.0       RS
141  RS511  20250806   5269.0   5269.0  ...       15.73   5243.0      5232.0       RS
142  RS607  20250806   5584.0   5683.0  ...      123.77   5626.0      5512.0       RS
143  SA508  20250806   1254.0   1254.0  ...       97.57   1251.0      1237.0       SA
144  SA509  20250806   1269.0   1295.0  ...  1806727.84   1272.0      1255.0       SA
145  SA510  20250806   1305.0   1321.0  ...   191626.94   1302.0      1285.0       SA
146  SA511  20250806   1317.0   1331.0  ...   358539.66   1307.0      1291.0       SA
147  SA512  20250806   1362.0   1379.0  ...   187919.91   1352.0      1334.0       SA
148  SA601  20250806   1377.0   1388.0  ...  4578416.06   1363.0      1346.0       SA
149  SA602  20250806   1377.0   1396.0  ...     7750.65   1373.0      1366.0       SA
150  SA603  20250806   1385.0   1399.0  ...     7013.32   1377.0      1369.0       SA
151  SA604  20250806   1420.0   1438.0  ...     2587.76   1414.0      1407.0       SA
152  SA605  20250806   1427.0   1443.0  ...   125623.01   1421.0      1402.0       SA
153  SA606  20250806   1425.0   1445.0  ...     2443.86   1426.0      1406.0       SA
154  SA607  20250806   1424.0   1438.0  ...     2703.06   1424.0      1404.0       SA
155  SF508  20250806   5768.0   5944.0  ...     2384.39   5858.0      5654.0       SF
156  SF509  20250806   5708.0   6012.0  ...  1454719.26   5906.0      5666.0       SF
157  SF510  20250806   5692.0   5994.0  ...   258542.24   5880.0      5650.0       SF
158  SF511  20250806   5882.0   6176.0  ...   534537.38   6070.0      5830.0       SF
159  SF512  20250806   5864.0   6164.0  ...    59896.00   6054.0      5824.0       SF
160  SF601  20250806   5854.0   6148.0  ...   186150.55   6042.0      5810.0       SF
161  SF602  20250806   5844.0   6092.0  ...     1463.63   5986.0      5770.0       SF
162  SF603  20250806   6030.0   6226.0  ...      254.94   6144.0      5912.0       SF
163  SF604  20250806   6060.0   6182.0  ...       39.89   6138.0      5890.0       SF
164  SF605  20250806   5950.0   6204.0  ...     2949.62   6126.0      5904.0       SF
165  SF606  20250806   5946.0   6130.0  ...      275.76   6062.0      5864.0       SF
166  SF607  20250806   6058.0   6238.0  ...      172.68   6168.0      6010.0       SF
167  SH508  20250806      0.0      0.0  ...        0.00   2349.0      2354.0       SH
168  SH509  20250806   2506.0   2515.0  ...  1426910.21   2485.0      2490.0       SH
169  SH510  20250806   2590.0   2593.0  ...   321298.15   2569.0      2572.0       SH
170  SH511  20250806   2588.0   2590.0  ...   312692.04   2570.0      2573.0       SH
171  SH512  20250806   2607.0   2609.0  ...    76908.55   2593.0      2593.0       SH
172  SH601  20250806   2596.0   2598.0  ...   434692.64   2583.0      2584.0       SH
173  SH602  20250806   2621.0   2621.0  ...      492.90   2608.0      2605.0       SH
174  SH603  20250806   2634.0   2634.0  ...      715.35   2620.0      2619.0       SH
175  SH604  20250806   2672.0   2680.0  ...      528.43   2669.0      2664.0       SH
176  SH605  20250806   2697.0   2697.0  ...     5362.71   2680.0      2674.0       SH
177  SH606  20250806   2692.0   2702.0  ...      307.27   2695.0      2691.0       SH
178  SH607  20250806   2678.0   2690.0  ...       88.48   2681.0      2683.0       SH
179  SM508  20250806   6030.0   6148.0  ...       36.38   6064.0      5968.0       SM
180  SM509  20250806   6012.0   6192.0  ...  1381334.61   6110.0      5970.0       SM
181  SM510  20250806   6030.0   6188.0  ...   140567.57   6116.0      5978.0       SM
182  SM511  20250806   6078.0   6264.0  ...   213775.66   6196.0      6038.0       SM
183  SM512  20250806   6104.0   6270.0  ...    41131.80   6204.0      6058.0       SM
184  SM601  20250806   6102.0   6280.0  ...   444589.37   6202.0      6058.0       SM
185  SM602  20250806   6130.0   6258.0  ...      244.73   6196.0      6056.0       SM
186  SM603  20250806   6188.0   6278.0  ...      152.23   6214.0      6098.0       SM
187  SM604  20250806   6140.0   6290.0  ...       86.92   6210.0      6120.0       SM
188  SM605  20250806   6150.0   6312.0  ...     5777.89   6236.0      6092.0       SM
189  SM606  20250806   6204.0   6300.0  ...       53.05   6242.0      6088.0       SM
190  SM607  20250806   6164.0   6310.0  ...       56.48   6276.0      6112.0       SM
191  SR509  20250806   5680.0   5702.0  ...   635289.07   5689.0      5707.0       SR
192  SR511  20250806   5645.0   5654.0  ...    80865.75   5645.0      5656.0       SR
193  SR601  20250806   5623.0   5637.0  ...   475524.18   5627.0      5637.0       SR
194  SR603  20250806   5586.0   5605.0  ...     3027.70   5596.0      5606.0       SR
195  SR605  20250806   5566.0   5574.0  ...    19250.64   5565.0      5575.0       SR
196  SR607  20250806   5556.0   5569.0  ...     1718.81   5562.0      5571.0       SR
197  TA508  20250806   4666.0   4732.0  ...     1524.18   4668.0      4666.0       TA
198  TA509  20250806   4678.0   4748.0  ...  1408293.52   4702.0      4678.0       TA
199  TA510  20250806   4650.0   4756.0  ...   113324.77   4720.0      4698.0       TA
200  TA511  20250806   4706.0   4760.0  ...   119080.35   4728.0      4706.0       TA
201  TA512  20250806   4714.0   4764.0  ...    29852.27   4732.0      4712.0       TA
202  TA601  20250806   4710.0   4768.0  ...   651324.84   4734.0      4714.0       TA
203  TA602  20250806   4710.0   4758.0  ...      231.32   4722.0      4712.0       TA
204  TA603  20250806   4728.0   4774.0  ...       68.81   4746.0      4728.0       TA
205  TA604  20250806   4742.0   4782.0  ...        7.15   4768.0      4740.0       TA
206  TA605  20250806   4756.0   4800.0  ...    10110.05   4776.0      4752.0       TA
207  TA606  20250806      0.0      0.0  ...        0.00   4794.0      4750.0       TA
208  TA607  20250806   4806.0   4806.0  ...        2.40   4806.0      4770.0       TA
209  UR508  20250806   1775.0   1780.0  ...      206.40   1749.0      1754.0       UR
210  UR509  20250806   1784.0   1792.0  ...   833313.96   1761.0      1756.0       UR
211  UR510  20250806   1773.0   1785.0  ...    31993.87   1754.0      1750.0       UR
212  UR511  20250806   1789.0   1803.0  ...    27819.72   1777.0      1773.0       UR
213  UR512  20250806   1798.0   1799.0  ...      898.76   1776.0      1772.0       UR
214  UR601  20250806   1800.0   1804.0  ...   287545.04   1774.0      1772.0       UR
215  UR602  20250806   1792.0   1792.0  ...      938.41   1771.0      1773.0       UR
216  UR603  20250806   1814.0   1816.0  ...      371.35   1803.0      1802.0       UR
217  UR604  20250806   1811.0   1821.0  ...      224.15   1808.0      1798.0       UR
218  UR605  20250806   1818.0   1827.0  ...    13356.73   1805.0      1802.0       UR
219  UR606  20250806   1806.0   1809.0  ...      208.69   1799.0      1796.0       UR
220  UR607  20250806   1812.0   1812.0  ...      173.03   1802.0      1802.0       UR
221  WH509  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-07 18:26:03,037 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250806  6255.000  ...  6331.000    6260.200       IC
1   IC2509  20250806  6198.000  ...  6266.200    6195.600       IC
2   IC2512  20250806  6034.800  ...  6107.800    6038.000       IC
3   IC2603  20250806  5909.800  ...  5973.400    5903.400       IC
4   IF2508  20250806  4091.400  ...  4109.000    4094.400       IF
5   IF2509  20250806  4080.000  ...  4098.600    4081.800       IF
6   IF2512  20250806  4050.800  ...  4068.600    4050.800       IF
7   IF2603  20250806  4022.000  ...  4037.800    4019.000       IF
8   IH2508  20250806  2787.000  ...  2797.200    2789.800       IH
9   IH2509  20250806  2790.000  ...  2798.200    2790.800       IH
10  IH2512  20250806  2790.000  ...  2800.200    2792.600       IH
11  IH2603  20250806  2789.800  ...  2801.800    2792.800       IH
12  IM2508  20250806  6745.000  ...  6840.200    6744.600       IM
13  IM2509  20250806  6674.000  ...  6770.400    6673.200       IM
14  IM2512  20250806  6490.000  ...  6581.200    6482.200       IM
15  IM2603  20250806  6312.000  ...  6402.600    6304.800       IM
16   T2509  20250806   108.510  ...   108.565     108.550        T
17   T2512  20250806   108.325  ...   108.435     108.360        T
18   T2603  20250806   108.085  ...   108.235     108.150        T
19  TF2509  20250806   105.755  ...   105.780     105.755       TF
20  TF2512  20250806   105.700  ...   105.815     105.770       TF
21  TF2603  20250806   105.740  ...   105.820     105.770       TF
22  TL2509  20250806   119.220  ...   119.340     119.380       TL
23  TL2512  20250806   118.830  ...   119.000     119.020       TL
24  TL2603  20250806   118.460  ...   118.620     118.610       TL
25  TS2509  20250806   102.348  ...   102.370     102.352       TS
26  TS2512  20250806   102.384  ...   102.408     102.392       TS
27  TS2603  20250806   102.352  ...   102.380     102.368       TS

[28 rows x 12 columns]
2025-08-07 18:26:03,145 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250806  49030.0  ...  49845.0     48635.0       PS
1   PS2509  20250806  50290.0  ...  51200.0     49445.0       PS
2   PS2510  20250806  50580.0  ...  51385.0     49665.0       PS
3   PS2511  20250806  50300.0  ...  51555.0     49740.0       PS
4   PS2512  20250806  53000.0  ...  54630.0     52710.0       PS
5   PS2601  20250806  53645.0  ...  54795.0     52905.0       PS
6   PS2602  20250806  53770.0  ...  54730.0     53055.0       PS
7   PS2603  20250806  53810.0  ...  54875.0     53175.0       PS
8   PS2604  20250806  54150.0  ...  55050.0     53395.0       PS
9   PS2605  20250806  54200.0  ...  55125.0     53265.0       PS
10  PS2606  20250806  56945.0  ...  57555.0     55725.0       PS
11  PS2607  20250806  56140.0  ...  57595.0     55890.0       PS
13  SI2508  20250806   8530.0  ...   8630.0      8490.0       SI
14  SI2509  20250806   8435.0  ...   8570.0      8365.0       SI
15  SI2510  20250806   8405.0  ...   8585.0      8400.0       SI
16  SI2511  20250806   8400.0  ...   8615.0      8395.0       SI
17  SI2512  20250806   8815.0  ...   9010.0      8785.0       SI
18  SI2601  20250806   8800.0  ...   8990.0      8770.0       SI
19  SI2602  20250806   8850.0  ...   9085.0      8810.0       SI
20  SI2603  20250806   8845.0  ...   9110.0      8780.0       SI
21  SI2604  20250806   8870.0  ...   9170.0      8830.0       SI
22  SI2605  20250806   8960.0  ...   9130.0      8805.0       SI
23  SI2606  20250806   8890.0  ...   9135.0      8825.0       SI
24  SI2607  20250806   8925.0  ...   9100.0      8795.0       SI
27  LC2508  20250806  67500.0  ...  67800.0     68200.0       LC
28  LC2509  20250806  67680.0  ...  68300.0     68400.0       LC
29  LC2510  20250806  67760.0  ...  68560.0     68520.0       LC
30  LC2511  20250806  68100.0  ...  68620.0     68540.0       LC
31  LC2512  20250806  68440.0  ...  68900.0     68680.0       LC
32  LC2601  20250806  68500.0  ...  69040.0     68800.0       LC
33  LC2602  20250806  68480.0  ...  68820.0     68520.0       LC
34  LC2603  20250806  68380.0  ...  68800.0     68720.0       LC
35  LC2604  20250806  69360.0  ...  69580.0     69360.0       LC
36  LC2605  20250806  69400.0  ...  69800.0     69560.0       LC
37  LC2606  20250806  69460.0  ...  69600.0     69560.0       LC
38  LC2607  20250806  69560.0  ...  69700.0     69780.0       LC

[36 rows x 12 columns]
2025-08-07 18:26:03,289 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250806  ...   78200      78490      CU
1        1      CU2509  20250806  ...   78160      78480      CU
2        2      CU2510  20250806  ...   78160      78480      CU
3        3      CU2511  20250806  ...   78150      78440      CU
4        4      CU2512  20250806  ...   78120      78420      CU
5        5      CU2601  20250806  ...   78080      78400      CU
6        6      CU2602  20250806  ...   78030      78330      CU
7        7      CU2603  20250806  ...   78010      78340      CU
8        8      CU2604  20250806  ...   78040      78360      CU
9        9      CU2605  20250806  ...   78080      78390      CU
10      10      CU2606  20250806  ...   78040      78380      CU
11      11      CU2607  20250806  ...   78060      78380      CU
12      12      BC2508  20250806  ...   69270      69500      BC
13      13      BC2509  20250806  ...   69340      69640      BC
14      14      BC2510  20250806  ...   69410      69680      BC
15      15      BC2511  20250806  ...   69240      69240      BC
16      16      BC2512  20250806  ...   69900      69910      BC
17      17      BC2601  20250806  ...   70020      70020      BC
18      18      BC2602  20250806  ...   70000      70000      BC
19      19      BC2603  20250806  ...   70000      70000      BC
20      20      BC2604  20250806  ...   70000      70000      BC
21      21      BC2605  20250806  ...   70000      70000      BC
22      22      BC2606  20250806  ...   69340      69340      BC
23      23      BC2607  20250806  ...   68670      68670      BC
24      24      AL2508  20250806  ...   20655      20535      AL
25      25      AL2509  20250806  ...   20600      20495      AL
26      26      AL2510  20250806  ...   20570      20460      AL
27      27      AL2511  20250806  ...   20525      20420      AL
28      28      AL2512  20250806  ...   20475      20360      AL
29      29      AL2601  20250806  ...   20445      20325      AL
30      30      AL2602  20250806  ...   20450      20320      AL
31      31      AL2603  20250806  ...   20470      20355      AL
32      32      AL2604  20250806  ...   20460      20345      AL
33      33      AL2605  20250806  ...   20480      20370      AL
34      34      AL2606  20250806  ...   20535      20405      AL
35      35      AL2607  20250806  ...   20505      20420      AL
36      36      ZN2508  20250806  ...   22310      22295      ZN
37      37      ZN2509  20250806  ...   22330      22315      ZN
38      38      ZN2510  20250806  ...   22330      22315      ZN
39      39      ZN2511  20250806  ...   22325      22315      ZN
40      40      ZN2512  20250806  ...   22280      22295      ZN
41      41      ZN2601  20250806  ...   22260      22260      ZN
42      42      ZN2602  20250806  ...   22255      22230      ZN
43      43      ZN2603  20250806  ...   22275      22300      ZN
44      44      ZN2604  20250806  ...   22270      22280      ZN
45      45      ZN2605  20250806  ...   22320      22300      ZN
46      46      ZN2606  20250806  ...   22345      22310      ZN
47      47      ZN2607  20250806  ...   22305      22295      ZN
48      48      PB2508  20250806  ...   16775      16665      PB
49      49      PB2509  20250806  ...   16830      16715      PB
50      50      PB2510  20250806  ...   16825      16720      PB
51      51      PB2511  20250806  ...   16845      16760      PB
52      52      PB2512  20250806  ...   16845      16785      PB
53      53      PB2601  20250806  ...   16925      16785      PB
54      54      PB2602  20250806  ...   16970      16800      PB
55      55      PB2603  20250806  ...   16825      16825      PB
56      56      PB2604  20250806  ...   16855      16855      PB
57      57      PB2605  20250806  ...   17020      16925      PB
58      58      PB2606  20250806  ...   16860      16860      PB
59      59      PB2607  20250806  ...   16980      16980      PB
60      60      NI2508  20250806  ...  120620     120660      NI
61      61      NI2509  20250806  ...  120680     120800      NI
62      62      NI2510  20250806  ...  120810     120900      NI
63      63      NI2511  20250806  ...  120970     121090      NI
64      64      NI2512  20250806  ...  121190     121380      NI
65      65      NI2601  20250806  ...  121500     121610      NI
66      66      NI2602  20250806  ...  121710     121950      NI
67      67      NI2603  20250806  ...  121820     122050      NI
68      68      NI2604  20250806  ...  122280     122250      NI
69      69      NI2605  20250806  ...  122640     122680      NI
70      70      NI2606  20250806  ...  122940     122900      NI
71      71      NI2607  20250806  ...  123100     123210      NI
72      72      SN2508  20250806  ...  266550     265600      SN
73      73      SN2509  20250806  ...  266860     266140      SN
74      74      SN2510  20250806  ...  267160     266620      SN
75      75      SN2511  20250806  ...  267170     266700      SN
76      76      SN2512  20250806  ...  266980     266960      SN
77      77      SN2601  20250806  ...  267550     266920      SN
78      78      SN2602  20250806  ...  267470     268140      SN
79      79      SN2603  20250806  ...  267930     268190      SN
80      80      SN2604  20250806  ...  268730     268730      SN
81      81      SN2605  20250806  ...  268090     267070      SN
82      82      SN2606  20250806  ...  268240     267870      SN
83      83      SN2607  20250806  ...  268490     268490      SN
84      84      AO2508  20250806  ...    3227       3225      AO
85      85      AO2509  20250806  ...    3222       3210      AO
86      86      AO2510  20250806  ...    3223       3213      AO
87      87      AO2511  20250806  ...    3225       3215      AO
88      88      AO2512  20250806  ...    3232       3219      AO
89      89      AO2601  20250806  ...    3235       3220      AO
90      90      AO2602  20250806  ...    3219       3220      AO
91      91      AO2603  20250806  ...    3229       3218      AO
92      92      AO2604  20250806  ...    3237       3209      AO
93      93      AO2605  20250806  ...    3237       3215      AO
94      94      AO2606  20250806  ...    3234       3208      AO
95      95      AO2607  20250806  ...    3239       3212      AO
96      96      AD2511  20250806  ...   20020      19940      AD
97      97      AD2512  20250806  ...   20060      19935      AD
98      98      AD2601  20250806  ...   20015      19880      AD
99      99      AD2602  20250806  ...   19855      19800      AD
100    100      AD2603  20250806  ...   19885      19795      AD
101    101      AD2604  20250806  ...   19710      19710      AD
102    102      AD2605  20250806  ...   19650      19650      AD
103    103      AD2606  20250806  ...   19715      19715      AD
104    104      AD2607  20250806  ...   19830      19830      AD
105    105      AU2508  20250806  ...  781.54     781.16      AU
106    106      AU2509  20250806  ...  783.02     783.04      AU
107    107      AU2510  20250806  ...  784.26     784.32      AU
108    108      AU2512  20250806  ...  786.36     786.54      AU
109    109      AU2602  20250806  ...   788.5     788.78      AU
110    110      AU2604  20250806  ...  790.68     790.86      AU
111    111      AU2606  20250806  ...  792.88        793      AU
112    112      AU2608  20250806  ...   795.3     795.52      AU
113    113      AG2508  20250806  ...    9147       9030      AG
114    114      AG2509  20250806  ...    9147       9063      AG
115    115      AG2510  20250806  ...    9160       9074      AG
116    116      AG2511  20250806  ...    9169       9086      AG
117    117      AG2512  20250806  ...    9184       9099      AG
118    118      AG2601  20250806  ...    9192       9110      AG
119    119      AG2602  20250806  ...    9208       9123      AG
120    120      AG2603  20250806  ...    9218       9135      AG
121    121      AG2604  20250806  ...    9228       9148      AG
122    122      AG2605  20250806  ...    9250       9163      AG
123    123      AG2606  20250806  ...    9257       9173      AG
124    124      AG2607  20250806  ...    9266       9185      AG
125    125      RB2508  20250806  ...    3195       3168      RB
126    126      RB2509  20250806  ...    3194       3180      RB
127    127      RB2510  20250806  ...    3230       3210      RB
128    128      RB2511  20250806  ...    3246       3227      RB
129    129      RB2512  20250806  ...    3284       3265      RB
130    130      RB2601  20250806  ...    3306       3284      RB
131    131      RB2602  20250806  ...    3295       3269      RB
132    132      RB2603  20250806  ...    3317       3286      RB
133    133      RB2604  20250806  ...    3330       3315      RB
134    134      RB2605  20250806  ...    3334       3311      RB
135    135      RB2606  20250806  ...    3346       3330      RB
136    136      RB2607  20250806  ...    3354       3331      RB
137    137      WR2508  20250806  ...    3212       3212      WR
138    138      WR2509  20250806  ...    3342       3342      WR
139    139      WR2510  20250806  ...    3467       3449      WR
140    140      WR2511  20250806  ...    3490       3490      WR
141    141      WR2512  20250806  ...    3499       3499      WR
142    142      WR2601  20250806  ...    3473       3473      WR
143    143      WR2602  20250806  ...    3523       3507      WR
144    144      WR2603  20250806  ...    3527       3565      WR
145    145      WR2604  20250806  ...    3560       3560      WR
146    146      WR2605  20250806  ...    3478       3439      WR
147    147      WR2606  20250806  ...    3599       3599      WR
148    148      WR2607  20250806  ...    3635       3635      WR
149    149      HC2508  20250806  ...    3450       3453      HC
150    150      HC2509  20250806  ...    3461       3443      HC
151    151      HC2510  20250806  ...    3452       3437      HC
152    152      HC2511  20250806  ...    3454       3434      HC
153    153      HC2512  20250806  ...    3451       3435      HC
154    154      HC2601  20250806  ...    3455       3440      HC
155    155      HC2602  20250806  ...    3448       3431      HC
156    156      HC2603  20250806  ...    3456       3434      HC
157    157      HC2604  20250806  ...    3461       3441      HC
158    158      HC2605  20250806  ...    3460       3439      HC
159    159      HC2606  20250806  ...    3457       3456      HC
160    160      HC2607  20250806  ...    3473       3459      HC
161    161      SS2508  20250806  ...   12955      12960      SS
162    162      SS2509  20250806  ...   12930      12950      SS
163    163      SS2510  20250806  ...   12985      12995      SS
164    164      SS2511  20250806  ...   13025      13035      SS
165    165      SS2512  20250806  ...   13045      13055      SS
166    166      SS2601  20250806  ...   13085      13095      SS
167    167      SS2602  20250806  ...   13125      13135      SS
168    168      SS2603  20250806  ...   13180      13195      SS
169    169      SS2604  20250806  ...   13190      13190      SS
170    170      SS2605  20250806  ...   13270      13265      SS
171    171      SS2606  20250806  ...   13300      13290      SS
172    172      SS2607  20250806  ...   13335      13345      SS
173    173      SC2509  20250806  ...   504.2      509.1      SC
174    174      SC2510  20250806  ...   499.5      503.3      SC
175    175      SC2511  20250806  ...   495.4      499.4      SC
176    176      SC2512  20250806  ...   491.6      494.7      SC
177    177      SC2601  20250806  ...   488.6      490.5      SC
178    178      SC2602  20250806  ...     486      486.6      SC
179    179      SC2603  20250806  ...   483.2      484.8      SC
180    180      SC2604  20250806  ...   481.6      481.7      SC
181    181      SC2605  20250806  ...   478.4      481.3      SC
182    182      SC2606  20250806  ...   476.8      479.3      SC
183    183      SC2607  20250806  ...   475.6      482.4      SC
184    184      SC2608  20250806  ...   477.5      481.6      SC
185    185      SC2609  20250806  ...     475        478      SC
186    186      SC2612  20250806  ...   472.3      472.3      SC
187    187      SC2703  20250806  ...   470.5      473.1      SC
188    188      SC2706  20250806  ...   467.8        473      SC
189    189      SC2709  20250806  ...   464.4      466.8      SC
190    190      SC2712  20250806  ...     464      466.3      SC
191    191      SC2803  20250806  ...   460.5        463      SC
192    192      SC2806  20250806  ...     456      458.6      SC
193    193      LU2509  20250806  ...    3532       3544      LU
194    194      LU2510  20250806  ...    3535       3539      LU
195    195      LU2511  20250806  ...    3531       3541      LU
196    196      LU2512  20250806  ...    3507       3528      LU
197    197      LU2601  20250806  ...    3488       3495      LU
198    198      LU2602  20250806  ...    3451       3473      LU
199    199      LU2603  20250806  ...    3438       3467      LU
200    200      LU2604  20250806  ...    3431       3443      LU
201    201      LU2605  20250806  ...    3427       3435      LU
202    202      LU2606  20250806  ...    3421       3437      LU
203    203      LU2607  20250806  ...    3415       3422      LU
204    204      LU2608  20250806  ...    3408       3418      LU
205    205      FU2509  20250806  ...    2819       2818      FU
206    206      FU2510  20250806  ...    2838       2839      FU
207    207      FU2511  20250806  ...    2850       2849      FU
208    208      FU2512  20250806  ...    2849       2848      FU
209    209      FU2601  20250806  ...    2840       2841      FU
210    210      FU2602  20250806  ...    2832       2836      FU
211    211      FU2603  20250806  ...    2824       2830      FU
212    212      FU2604  20250806  ...    2820       2825      FU
213    213      FU2605  20250806  ...    2806       2815      FU
214    214      FU2606  20250806  ...    2803       2810      FU
215    215      FU2607  20250806  ...    2788       2797      FU
216    216      FU2608  20250806  ...    2788       2793      FU
217    217      BU2508  20250806  ...    3550       3557      BU
218    218      BU2509  20250806  ...    3543       3543      BU
219    219      BU2510  20250806  ...    3517       3523      BU
220    220      BU2511  20250806  ...    3486       3494      BU
221    221      BU2512  20250806  ...    3430       3434      BU
222    222      BU2601  20250806  ...    3396       3399      BU
223    223      BU2602  20250806  ...    3385       3383      BU
224    224      BU2603  20250806  ...    3367       3371      BU
225    225      BU2604  20250806  ...    3372       3372      BU
226    226      BU2605  20250806  ...    3362       3368      BU
227    227      BU2606  20250806  ...    3359       3366      BU
228    228      BU2607  20250806  ...    3380       3361      BU
229    229      BU2609  20250806  ...    3364       3364      BU
230    230      BU2612  20250806  ...    3297       3316      BU
231    231      BU2703  20250806  ...    3314       3315      BU
232    232      BU2706  20250806  ...    3335       3335      BU
233    233      BR2508  20250806  ...   11525      11480      BR
234    234      BR2509  20250806  ...   11510      11460      BR
235    235      BR2510  20250806  ...   11510      11465      BR
236    236      BR2511  20250806  ...   11530      11490      BR
237    237      BR2512  20250806  ...   11575      11540      BR
238    238      BR2601  20250806  ...   11615      11555      BR
239    239      BR2602  20250806  ...   11605      11570      BR
240    240      BR2603  20250806  ...   11665      11585      BR
241    241      BR2604  20250806  ...   11615      11615      BR
242    242      BR2605  20250806  ...   11735      11670      BR
243    243      BR2606  20250806  ...   11695      11675      BR
244    244      BR2607  20250806  ...   11760      11660      BR
245    245      RU2508  20250806  ...   14460      14460      RU
246    246      RU2509  20250806  ...   14510      14465      RU
247    247      RU2510  20250806  ...   14525      14475      RU
248    248      RU2511  20250806  ...   14555      14495      RU
249    249      RU2601  20250806  ...   15475      15380      RU
250    250      RU2603  20250806  ...   15570      15420      RU
251    251      RU2604  20250806  ...   15590      15500      RU
252    252      RU2605  20250806  ...   15595      15480      RU
253    253      RU2606  20250806  ...   15600      15615      RU
254    254      RU2607  20250806  ...   15620      15590      RU
255    255      NR2508  20250806  ...   12260      12230      NR
256    256      NR2509  20250806  ...   12300      12270      NR
257    257      NR2510  20250806  ...   12365      12315      NR
258    258      NR2511  20250806  ...   12410      12365      NR
259    259      NR2512  20250806  ...   12435      12390      NR
260    260      NR2601  20250806  ...   12470      12415      NR
261    261      NR2602  20250806  ...   12505      12465      NR
262    262      NR2603  20250806  ...   12545      12470      NR
263    263      NR2604  20250806  ...   12565      12520      NR
264    264      NR2605  20250806  ...   12620      12780      NR
265    265      NR2606  20250806  ...   12540      12540      NR
266    266      NR2607  20250806  ...   12645      12560      NR
267    267      SP2508  20250806  ...    5108       5108      SP
268    268      SP2509  20250806  ...    5162       5156      SP
269    269      SP2510  20250806  ...    5176       5156      SP
270    270      SP2511  20250806  ...    5178       5162      SP
271    271      SP2512  20250806  ...    5186       5168      SP
272    272      SP2601  20250806  ...    5418       5394      SP
273    273      SP2602  20250806  ...    5402       5368      SP
274    274      SP2603  20250806  ...    5392       5378      SP
275    275      SP2604  20250806  ...    5390       5350      SP
276    276      SP2605  20250806  ...    5394       5374      SP
277    277      SP2606  20250806  ...    5420       5394      SP
278    278      SP2607  20250806  ...    5402       5370      SP
279    279      EC2508  20250806  ...  2080.3       2096      EC
280    280      EC2510  20250806  ...  1434.4     1411.1      EC
281    281      EC2512  20250806  ...  1759.5     1682.1      EC
282    282      EC2602  20250806  ...  1521.6     1478.2      EC
283    283      EC2604  20250806  ...  1342.5     1323.6      EC
284    284      EC2606  20250806  ...  1489.4     1460.8      EC
285    287  SC_TAS2509  20250806  ...                     SC_TAS
286    288  SC_TAS2510  20250806  ...                     SC_TAS
287    289  SC_TAS2511  20250806  ...                     SC_TAS
288    290  SC_TAS2512  20250806  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-07 18:26:03,397 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
2025-08-07 18:26:05,140 - future_1d - INFO - save future_daily 2025-08-06 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250807   4118.00  ...   4128.00     4118.00        A
1     a2511  20250807   4102.00  ...   4099.00     4097.00        A
2     a2601  20250807   4098.00  ...   4100.00     4101.00        A
3     a2603  20250807   4085.00  ...   4090.00     4092.00        A
4     a2605  20250807   4131.00  ...   4128.00     4130.00        A
5     a2607  20250807   4125.00  ...   4124.00     4122.00        A
6     b2508  20250807      0.00  ...   3616.00     3616.00        B
7     b2509  20250807   3734.00  ...   3730.00     3717.00        B
8     b2510  20250807   3775.00  ...   3764.00     3756.00        B
9     b2511  20250807   3790.00  ...   3783.00     3778.00        B
10    b2512  20250807   3807.00  ...   3797.00     3797.00        B
11    b2601  20250807   3795.00  ...   3785.00     3782.00        B
12    b2602  20250807   3769.00  ...   3759.00     3758.00        B
13    b2603  20250807   3678.00  ...   3672.00     3660.00        B
14    b2604  20250807   3556.00  ...   3548.00     3545.00        B
15    b2605  20250807   3481.00  ...   3475.00     3467.00        B
16    b2606  20250807   3462.00  ...   3458.00     3452.00        B
17    b2607  20250807   3450.00  ...   3445.00     3442.00        B
18   bb2509  20250807    150.70  ...    150.65      150.70       BB
19   bb2511  20250807    151.55  ...    149.90      149.85       BB
20   bb2601  20250807    149.05  ...    149.55      149.80       BB
21   bb2603  20250807    147.85  ...    147.90      148.05       BB
22   bb2605  20250807      0.00  ...    142.20      142.30       BB
23   bb2607  20250807      0.00  ...    147.95      148.10       BB
24   bz2603  20250807   6266.00  ...   6268.00     6235.00       BZ
25   bz2604  20250807   6223.00  ...   6236.00     6195.00       BZ
26   bz2605  20250807   6239.00  ...   6239.00     6207.00       BZ
27   bz2606  20250807   6250.00  ...   6239.00     6165.00       BZ
28   bz2607  20250807      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250807   2263.00  ...   2266.00     2255.00        C
30    c2511  20250807   2214.00  ...   2214.00     2210.00        C
31    c2601  20250807   2195.00  ...   2194.00     2192.00        C
32    c2603  20250807   2203.00  ...   2200.00     2197.00        C
33    c2605  20250807   2245.00  ...   2248.00     2242.00        C
34    c2607  20250807   2264.00  ...   2265.00     2260.00        C
35   cs2509  20250807   2662.00  ...   2661.00     2657.00       CS
36   cs2511  20250807   2554.00  ...   2560.00     2559.00       CS
37   cs2601  20250807   2565.00  ...   2568.00     2563.00       CS
38   cs2603  20250807   2560.00  ...   2561.00     2557.00       CS
39   cs2605  20250807   2611.00  ...   2613.00     2606.00       CS
40   cs2607  20250807   2619.00  ...   2620.00     2614.00       CS
41   eb2508  20250807      0.00  ...   7299.00     7299.00       EB
42   eb2509  20250807   7309.00  ...   7309.00     7283.00       EB
43   eb2510  20250807   7335.00  ...   7334.00     7313.00       EB
44   eb2511  20250807   7357.00  ...   7351.00     7332.00       EB
45   eb2512  20250807   7364.00  ...   7367.00     7346.00       EB
46   eb2601  20250807   7390.00  ...   7379.00     7357.00       EB
47   eb2602  20250807   7375.00  ...   7387.00     7371.00       EB
48   eb2603  20250807   7406.00  ...   7404.00     7385.00       EB
49   eb2604  20250807   7424.00  ...   7413.00     7356.00       EB
50   eb2605  20250807   7410.00  ...   7411.00     7400.00       EB
51   eb2606  20250807      0.00  ...   7376.00     7376.00       EB
52   eb2607  20250807   7375.00  ...   7376.00     7330.00       EB
53   eg2508  20250807      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250807   4430.00  ...   4412.00     4411.00       EG
55   eg2510  20250807   4416.00  ...   4419.00     4416.00       EG
56   eg2511  20250807   4439.00  ...   4431.00     4423.00       EG
57   eg2512  20250807   4462.00  ...   4443.00     4431.00       EG
58   eg2601  20250807   4440.00  ...   4436.00     4434.00       EG
59   eg2602  20250807      0.00  ...   4442.00     4442.00       EG
60   eg2603  20250807   4456.00  ...   4445.00     4440.00       EG
61   eg2604  20250807      0.00  ...   4464.00     4464.00       EG
62   eg2605  20250807   4465.00  ...   4464.00     4465.00       EG
63   eg2606  20250807      0.00  ...   4470.00     4470.00       EG
64   eg2607  20250807      0.00  ...   4446.00     4446.00       EG
65   fb2508  20250807   1451.50  ...   1451.50     1370.50       FB
66   fb2509  20250807   1254.00  ...   1254.00     1254.00       FB
67   fb2510  20250807   1300.00  ...   1296.50     1295.00       FB
68   fb2511  20250807   1289.50  ...   1292.00     1290.50       FB
69   fb2512  20250807   1297.50  ...   1292.50     1293.50       FB
70   fb2601  20250807   1300.50  ...   1297.00     1296.50       FB
71   fb2602  20250807   1303.50  ...   1299.50     1301.00       FB
72   fb2603  20250807      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250807      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250807      0.00  ...   1337.50     1337.50       FB
75   fb2606  20250807   1339.50  ...   1339.50     1331.50       FB
76   fb2607  20250807      0.00  ...   1302.50     1302.50       FB
77    i2508  20250807    820.00  ...    820.00      816.50        I
78    i2509  20250807    795.50  ...    791.50      795.00        I
79    i2510  20250807    793.00  ...    789.00      793.50        I
80    i2511  20250807    789.00  ...    785.00      789.00        I
81    i2512  20250807    785.50  ...    781.00      785.50        I
82    i2601  20250807    779.00  ...    773.00      778.50        I
83    i2602  20250807    774.00  ...    768.50      773.50        I
84    i2603  20250807    768.00  ...    764.00      768.50        I
85    i2604  20250807    763.50  ...    759.50      763.50        I
86    i2605  20250807    755.50  ...    751.00      754.50        I
87    i2606  20250807    751.00  ...    746.50      750.00        I
88    i2607  20250807    745.00  ...    741.50      745.50        I
89    j2508  20250807      0.00  ...   1598.00     1598.00        J
90    j2509  20250807   1639.50  ...   1658.00     1639.50        J
91    j2510  20250807   1672.50  ...   1679.00     1672.00        J
92    j2511  20250807   1698.50  ...   1701.50     1690.50        J
93    j2512  20250807   1718.50  ...   1729.00     1704.00        J
94    j2601  20250807   1726.00  ...   1735.50     1721.00        J
95    j2602  20250807   1743.00  ...   1759.00     1731.50        J
96    j2603  20250807   1782.00  ...   1784.00     1752.00        J
97    j2604  20250807   1804.50  ...   1795.50     1781.50        J
98    j2605  20250807   1821.00  ...   1819.00     1811.50        J
99    j2606  20250807   1837.50  ...   1837.50     1827.50        J
100   j2607  20250807   1829.00  ...   1830.50     1819.50        J
101  jd2508  20250807   2729.00  ...   2751.00     2756.00       JD
102  jd2509  20250807   3379.00  ...   3376.00     3352.00       JD
103  jd2510  20250807   3285.00  ...   3288.00     3275.00       JD
104  jd2511  20250807   3353.00  ...   3336.00     3355.00       JD
105  jd2512  20250807   3517.00  ...   3474.00     3536.00       JD
106  jd2601  20250807   3624.00  ...   3582.00     3627.00       JD
107  jd2602  20250807   3209.00  ...   3191.00     3207.00       JD
108  jd2603  20250807   3217.00  ...   3197.00     3217.00       JD
109  jd2604  20250807   3366.00  ...   3356.00     3364.00       JD
110  jd2605  20250807   3478.00  ...   3463.00     3474.00       JD
111  jd2606  20250807   3300.00  ...   3296.00     3303.00       JD
112  jd2607  20250807   3514.00  ...   3513.00     3516.00       JD
113  jm2508  20250807    890.50  ...    878.00      941.50       JM
114  jm2509  20250807   1080.00  ...   1085.00     1050.00       JM
115  jm2510  20250807   1132.50  ...   1143.00     1100.50       JM
116  jm2511  20250807   1165.00  ...   1184.00     1144.00       JM
117  jm2512  20250807   1196.00  ...   1204.50     1171.00       JM
118  jm2601  20250807   1226.50  ...   1221.00     1202.00       JM
119  jm2602  20250807   1241.00  ...   1233.00     1225.50       JM
120  jm2603  20250807   1262.50  ...   1243.00     1239.00       JM
121  jm2604  20250807   1270.50  ...   1248.50     1257.00       JM
122  jm2605  20250807   1270.00  ...   1257.50     1269.50       JM
123  jm2606  20250807   1288.50  ...   1261.50     1277.00       JM
124  jm2607  20250807   1294.50  ...   1266.50     1285.00       JM
125   l2508  20250807      0.00  ...   7311.00     7311.00        L
126   l2509  20250807   7310.00  ...   7302.00     7318.00        L
127   l2510  20250807   7354.00  ...   7321.00     7339.00        L
128   l2511  20250807   7365.00  ...   7353.00     7362.00        L
129   l2512  20250807   7374.00  ...   7364.00     7375.00        L
130   l2601  20250807   7380.00  ...   7369.00     7382.00        L
131   l2602  20250807   7373.00  ...   7359.00     7365.00        L
132   l2603  20250807   7376.00  ...   7356.00     7373.00        L
133   l2604  20250807   7399.00  ...   7378.00     7394.00        L
134   l2605  20250807   7376.00  ...   7367.00     7373.00        L
135   l2606  20250807   7360.00  ...   7360.00     7369.00        L
136   l2607  20250807   7373.00  ...   7373.00     7375.00        L
137  lg2509  20250807    835.00  ...    833.00      831.00       LG
138  lg2511  20250807    842.00  ...    840.50      839.00       LG
139  lg2601  20250807    838.50  ...    840.50      841.00       LG
140  lg2603  20250807    839.00  ...    838.00      839.00       LG
141  lg2605  20250807    840.00  ...    840.00      842.00       LG
142  lg2607  20250807    839.50  ...    838.00      839.00       LG
143  lh2509  20250807  13810.00  ...  13825.00    13825.00       LH
144  lh2511  20250807  13965.00  ...  14045.00    13985.00       LH
145  lh2601  20250807  14260.00  ...  14350.00    14285.00       LH
146  lh2603  20250807  13365.00  ...  13355.00    13365.00       LH
147  lh2605  20250807  13960.00  ...  13885.00    13890.00       LH
148  lh2607  20250807  14440.00  ...  14400.00    14490.00       LH
149   m2508  20250807   3013.00  ...   3004.00     3007.00        M
150   m2509  20250807   3030.00  ...   3020.00     3027.00        M
151   m2511  20250807   3066.00  ...   3058.00     3064.00        M
152   m2512  20250807   3090.00  ...   3090.00     3095.00        M
153   m2601  20250807   3077.00  ...   3068.00     3072.00        M
154   m2603  20250807   2947.00  ...   2943.00     2942.00        M
155   m2605  20250807   2762.00  ...   2754.00     2754.00        M
156   m2607  20250807   2740.00  ...   2737.00     2735.00        M
157   p2508  20250807      0.00  ...   8808.00     8808.00        P
158   p2509  20250807   9000.00  ...   8988.00     8980.00        P
159   p2510  20250807   8988.00  ...   8982.00     8978.00        P
160   p2511  20250807   8992.00  ...   8984.00     8976.00        P
161   p2512  20250807   9002.00  ...   8990.00     8980.00        P
162   p2601  20250807   9016.00  ...   8994.00     8986.00        P
163   p2602  20250807   9004.00  ...   8968.00     8944.00        P
164   p2603  20250807   8962.00  ...   8920.00     8910.00        P
165   p2604  20250807   8882.00  ...   8858.00     8882.00        P
166   p2605  20250807   8788.00  ...   8782.00     8780.00        P
167   p2606  20250807   8714.00  ...   8694.00     8708.00        P
168   p2607  20250807   8608.00  ...   8620.00     8654.00        P
169  pg2508  20250807      0.00  ...   3885.00     3885.00       PG
170  pg2509  20250807   3864.00  ...   3837.00     3835.00       PG
171  pg2510  20250807   4328.00  ...   4306.00     4302.00       PG
172  pg2511  20250807   4262.00  ...   4237.00     4236.00       PG
173  pg2512  20250807   4207.00  ...   4187.00     4183.00       PG
174  pg2601  20250807   4161.00  ...   4139.00     4136.00       PG
175  pg2602  20250807   4102.00  ...   4076.00     4074.00       PG
176  pg2603  20250807   4012.00  ...   3995.00     3993.00       PG
177  pg2604  20250807   4290.00  ...   4280.00     4284.00       PG
178  pg2605  20250807   4197.00  ...   4182.00     4186.00       PG
179  pg2606  20250807   4127.00  ...   4131.00     4136.00       PG
180  pg2607  20250807   4106.00  ...   4100.00     4087.00       PG
181  pp2508  20250807   7021.00  ...   7138.00     7073.00       PP
182  pp2509  20250807   7078.00  ...   7074.00     7084.00       PP
183  pp2510  20250807   7082.00  ...   7075.00     7091.00       PP
184  pp2511  20250807   7100.00  ...   7093.00     7102.00       PP
185  pp2512  20250807   7120.00  ...   7110.00     7115.00       PP
186  pp2601  20250807   7120.00  ...   7111.00     7119.00       PP
187  pp2602  20250807   7108.00  ...   7096.00     7099.00       PP
188  pp2603  20250807   7099.00  ...   7093.00     7102.00       PP
189  pp2604  20250807   7109.00  ...   7104.00     7112.00       PP
190  pp2605  20250807   7124.00  ...   7106.00     7127.00       PP
191  pp2606  20250807   7098.00  ...   7088.00     7085.00       PP
192  pp2607  20250807      0.00  ...   7109.00     7109.00       PP
193  rr2508  20250807      0.00  ...   3562.00     3562.00       RR
194  rr2509  20250807   3608.00  ...   3590.00     3606.00       RR
195  rr2510  20250807   3618.00  ...   3615.00     3619.00       RR
196  rr2511  20250807   3620.00  ...   3618.00     3618.00       RR
197  rr2512  20250807   3619.00  ...   3619.00     3615.00       RR
198  rr2601  20250807   3624.00  ...   3626.00     3623.00       RR
199  rr2602  20250807   3620.00  ...   3620.00     3620.00       RR
200  rr2603  20250807   3617.00  ...   3617.00     3615.00       RR
201  rr2604  20250807      0.00  ...   3618.00     3618.00       RR
202  rr2605  20250807   3618.00  ...   3618.00     3619.00       RR
203  rr2606  20250807      0.00  ...   3627.00     3627.00       RR
204  rr2607  20250807      0.00  ...   3633.00     3633.00       RR
205   v2508  20250807   5015.00  ...   5003.00     4958.00        V
206   v2509  20250807   5054.00  ...   5045.00     5032.00        V
207   v2510  20250807   5091.00  ...   5084.00     5072.00        V
208   v2511  20250807   5129.00  ...   5115.00     5115.00        V
209   v2512  20250807   5169.00  ...   5148.00     5160.00        V
210   v2601  20250807   5190.00  ...   5177.00     5173.00        V
211   v2602  20250807   5233.00  ...   5192.00     5196.00        V
212   v2603  20250807   5258.00  ...   5208.00     5219.00        V
213   v2604  20250807   5484.00  ...   5457.00     5447.00        V
214   v2605  20250807   5501.00  ...   5466.00     5468.00        V
215   v2606  20250807   5522.00  ...   5499.00     5494.00        V
216   v2607  20250807   5546.00  ...   5536.00     5532.00        V
217   y2508  20250807      0.00  ...   8514.00     8514.00        Y
218   y2509  20250807   8420.00  ...   8426.00     8360.00        Y
219   y2511  20250807   8420.00  ...   8430.00     8366.00        Y
220   y2512  20250807   8426.00  ...   8430.00     8370.00        Y
221   y2601  20250807   8396.00  ...   8404.00     8334.00        Y
222   y2603  20250807   8294.00  ...   8278.00     8242.00        Y
223   y2605  20250807   7974.00  ...   7970.00     7944.00        Y
224   y2607  20250807   7970.00  ...   7948.00     7922.00        Y

[225 rows x 12 columns]
2025-08-07 18:26:15,274 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250807   508.4  ...   504.3      504.2      SC
1       SC2510  20250807   503.8  ...   499.9      499.5      SC
2       SC2511  20250807   499.5  ...   495.2      495.4      SC
3       SC2512  20250807     495  ...   490.8      491.6      SC
4       SC2601  20250807   492.7  ...   487.5      488.6      SC
5       SC2602  20250807   488.3  ...   483.3        486      SC
6       SC2603  20250807   484.5  ...   480.4      483.2      SC
7       SC2604  20250807   483.4  ...   478.2      481.6      SC
8       SC2605  20250807   483.6  ...   476.2      478.4      SC
9       SC2606  20250807   479.4  ...   475.3      476.8      SC
10      SC2607  20250807     478  ...   477.4      475.6      SC
11      SC2608  20250807   476.4  ...   476.4      477.5      SC
12      SC2609  20250807     468  ...     468        475      SC
13      SC2612  20250807   465.5  ...   466.9      472.3      SC
14      SC2703  20250807   464.7  ...   464.7      470.5      SC
15      SC2706  20250807     465  ...   464.3      467.8      SC
16      SC2709  20250807   466.6  ...   460.4      464.4      SC
17      SC2712  20250807          ...     464        464      SC
18      SC2803  20250807          ...   460.5      460.5      SC
19      SC2806  20250807   455.6  ...     454        456      SC
21      LU2509  20250807    3559  ...    3520       3532      LU
22      LU2510  20250807    3566  ...    3545       3535      LU
23      LU2511  20250807    3556  ...    3535       3531      LU
24      LU2512  20250807    3543  ...    3506       3507      LU
25      LU2601  20250807    3503  ...    3481       3488      LU
26      LU2602  20250807    3471  ...    3454       3451      LU
27      LU2603  20250807    3458  ...    3439       3438      LU
28      LU2604  20250807    3447  ...    3427       3431      LU
29      LU2605  20250807    3416  ...    3416       3427      LU
30      LU2606  20250807    3414  ...    3412       3421      LU
31      LU2607  20250807    3437  ...    3417       3415      LU
32      LU2608  20250807    3426  ...    3402       3408      LU
34      NR2508  20250807   12180  ...   12215      12260      NR
35      NR2509  20250807   12320  ...   12290      12300      NR
36      NR2510  20250807   12370  ...   12350      12365      NR
37      NR2511  20250807   12415  ...   12395      12410      NR
38      NR2512  20250807   12445  ...   12410      12435      NR
39      NR2601  20250807   12490  ...   12450      12470      NR
40      NR2602  20250807   12500  ...   12475      12505      NR
41      NR2603  20250807          ...   12545      12545      NR
42      NR2604  20250807   12485  ...   12495      12565      NR
43      NR2605  20250807   12505  ...   12535      12620      NR
44      NR2606  20250807   12585  ...   12585      12540      NR
45      NR2607  20250807   12650  ...   12650      12645      NR
47      BC2508  20250807          ...   69270      69270      BC
48      BC2509  20250807   69570  ...   69540      69340      BC
49      BC2510  20250807   69570  ...   69600      69410      BC
50      BC2511  20250807   69290  ...   69290      69240      BC
51      BC2512  20250807   69890  ...   69460      69900      BC
52      BC2601  20250807          ...   70020      70020      BC
53      BC2602  20250807          ...   70000      70000      BC
54      BC2603  20250807          ...   70000      70000      BC
55      BC2604  20250807          ...   70000      70000      BC
56      BC2605  20250807          ...   70000      70000      BC
57      BC2606  20250807          ...   69340      69340      BC
58      BC2607  20250807          ...   68670      68670      BC
60      EC2508  20250807  2076.7  ...  2072.4     2080.3      EC
61      EC2510  20250807    1412  ...    1417     1434.4      EC
62      EC2512  20250807    1746  ...  1751.9     1759.5      EC
63      EC2602  20250807    1515  ...  1506.8     1521.6      EC
64      EC2604  20250807  1346.7  ...  1343.6     1342.5      EC
65      EC2606  20250807    1512  ...    1492     1489.4      EC
68  SC_TAS2509  20250807          ...                     SC_TAS
69  SC_TAS2510  20250807          ...                     SC_TAS
70  SC_TAS2511  20250807          ...                     SC_TAS
71  SC_TAS2512  20250807          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-07 18:26:15,349 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250807   7930.0   7977.0  ...   243169.92   7937.0      7906.0       AP
1    AP511  20250807   7717.0   7764.0  ...      765.34   7731.0      7712.0       AP
2    AP512  20250807   7758.0   7809.0  ...      311.26   7781.0      7768.0       AP
3    AP601  20250807   7856.0   7894.0  ...    23873.39   7871.0      7843.0       AP
4    AP603  20250807   7780.0   7816.0  ...      280.72   7798.0      7792.0       AP
5    AP604  20250807   7820.0   7832.0  ...       78.19   7819.0      7833.0       AP
6    AP605  20250807   7881.0   7915.0  ...      473.49   7891.0      7904.0       AP
7    CF509  20250807  13690.0  13710.0  ...   705965.08  13675.0     13690.0       CF
8    CF511  20250807  13735.0  13760.0  ...   134780.62  13735.0     13740.0       CF
9    CF601  20250807  13840.0  13860.0  ...   491622.78  13830.0     13855.0       CF
10   CF603  20250807  13820.0  13820.0  ...     2420.64  13795.0     13830.0       CF
11   CF605  20250807  13800.0  13810.0  ...    16750.82  13785.0     13810.0       CF
12   CF607  20250807  13815.0  13815.0  ...      414.00  13800.0     13820.0       CF
13   CJ509  20250807   9900.0  10095.0  ...    73150.96   9955.0      9770.0       CJ
14   CJ512  20250807  10825.0  11185.0  ...    29208.37  10985.0     10735.0       CJ
15   CJ601  20250807  10985.0  11345.0  ...  1619726.08  11140.0     10885.0       CJ
16   CJ603  20250807  11055.0  11365.0  ...    20067.68  11190.0     10960.0       CJ
17   CJ605  20250807  11200.0  11500.0  ...   221690.47  11315.0     11100.0       CJ
18   CJ607  20250807  11365.0  11665.0  ...     2800.09  11500.0     11300.0       CJ
19   CY508  20250807      0.0      0.0  ...        0.00  19965.0     19965.0       CY
20   CY509  20250807  19945.0  19945.0  ...    10171.85  19905.0     19905.0       CY
21   CY510  20250807      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250807  19680.0  19765.0  ...    61592.60  19725.0     19725.0       CY
23   CY512  20250807      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250807  19820.0  19820.0  ...      365.90  19780.0     19775.0       CY
25   CY602  20250807      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250807      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250807      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250807  20015.0  20090.0  ...       89.87  19970.0     19960.0       CY
29   CY606  20250807      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250807      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250807   1072.0   1072.0  ...       10.72   1072.0      1064.0       FG
32   FG509  20250807   1085.0   1097.0  ...  2982460.00   1078.0      1079.0       FG
33   FG510  20250807   1174.0   1185.0  ...    78194.12   1168.0      1169.0       FG
34   FG511  20250807   1168.0   1180.0  ...   137607.85   1162.0      1165.0       FG
35   FG512  20250807   1251.0   1253.0  ...    81544.77   1237.0      1238.0       FG
36   FG601  20250807   1231.0   1242.0  ...  2824489.12   1222.0      1229.0       FG
37   FG602  20250807   1284.0   1292.0  ...     1567.96   1273.0      1279.0       FG
38   FG603  20250807   1282.0   1290.0  ...     2319.55   1272.0      1280.0       FG
39   FG604  20250807   1330.0   1335.0  ...      671.83   1317.0      1323.0       FG
40   FG605  20250807   1319.0   1331.0  ...    38840.73   1311.0      1319.0       FG
41   FG606  20250807   1347.0   1350.0  ...     1415.83   1333.0      1340.0       FG
42   FG607  20250807   1339.0   1347.0  ...      661.97   1329.0      1336.0       FG
43   JR509  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250807      0.0      0.0  ...        0.00   2347.0      2347.0       MA
53   MA509  20250807   2397.0   2410.0  ...   698085.26   2395.0      2397.0       MA
54   MA510  20250807   2429.0   2438.0  ...    68895.61   2420.0      2427.0       MA
55   MA511  20250807   2453.0   2464.0  ...   107586.52   2448.0      2452.0       MA
56   MA512  20250807   2488.0   2501.0  ...    39555.82   2482.0      2489.0       MA
57   MA601  20250807   2503.0   2515.0  ...   333376.33   2502.0      2502.0       MA
58   MA602  20250807   2507.0   2507.0  ...      109.99   2500.0      2500.0       MA
59   MA603  20250807   2501.0   2501.0  ...       74.90   2497.0      2495.0       MA
60   MA604  20250807   2487.0   2487.0  ...       24.81   2481.0      2479.0       MA
61   MA605  20250807   2455.0   2461.0  ...    10380.59   2453.0      2451.0       MA
62   MA606  20250807   2460.0   2460.0  ...        4.92   2459.0      2458.0       MA
63   MA607  20250807   2451.0   2453.0  ...       19.60   2450.0      2444.0       MA
64   OI509  20250807   9575.0   9672.0  ...  3279742.03   9558.0      9576.0       OI
65   OI511  20250807   9594.0   9681.0  ...   375141.92   9569.0      9589.0       OI
66   OI601  20250807   9530.0   9630.0  ...  1512278.71   9532.0      9524.0       OI
67   OI603  20250807   9483.0   9555.0  ...     4686.66   9487.0      9465.0       OI
68   OI605  20250807   9413.0   9473.0  ...    23167.30   9398.0      9400.0       OI
69   OI607  20250807   9405.0   9461.0  ...      263.64   9416.0      9390.0       OI
70   PF508  20250807   6300.0   6300.0  ...       72.44   6300.0      6298.0       PF
71   PF509  20250807   6348.0   6362.0  ...    90245.99   6332.0      6332.0       PF
72   PF510  20250807   6418.0   6430.0  ...   337961.19   6402.0      6400.0       PF
73   PF511  20250807   6428.0   6434.0  ...   204082.23   6402.0      6408.0       PF
74   PF512  20250807   6416.0   6430.0  ...    84646.97   6400.0      6416.0       PF
75   PF601  20250807   6428.0   6438.0  ...     9507.27   6416.0      6410.0       PF
76   PF602  20250807   6436.0   6460.0  ...        9.66   6444.0      6434.0       PF
77   PF603  20250807   6454.0   6470.0  ...       32.23   6446.0      6426.0       PF
78   PF604  20250807   6472.0   6476.0  ...       32.32   6464.0      6442.0       PF
79   PF605  20250807   6490.0   6494.0  ...       51.84   6480.0      6466.0       PF
80   PF606  20250807      0.0      0.0  ...        0.00   6478.0      6478.0       PF
81   PF607  20250807      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250807   8100.0   8144.0  ...   203033.37   8118.0      8084.0       PK
83   PK511  20250807   7974.0   8004.0  ...   126535.83   7986.0      7956.0       PK
84   PK512  20250807   7964.0   7988.0  ...    45639.01   7976.0      7950.0       PK
85   PK601  20250807   7956.0   7980.0  ...     8470.25   7972.0      7954.0       PK
86   PK603  20250807   7960.0   7994.0  ...      363.13   7982.0      7960.0       PK
87   PK604  20250807   7970.0   7996.0  ...      147.61   7980.0      7970.0       PK
88   PK605  20250807   7974.0   7988.0  ...     1727.46   7980.0      7970.0       PK
89   PL601  20250807   6501.0   6511.0  ...    14506.91   6488.0      6499.0       PL
90   PL602  20250807   6551.0   6557.0  ...      156.95   6539.0      6549.0       PL
91   PL603  20250807   6494.0   6494.0  ...       12.99   6494.0      6508.0       PL
92   PL604  20250807   6476.0   6476.0  ...       25.90   6476.0      6509.0       PL
93   PL605  20250807   6377.0   6378.0  ...      114.76   6376.0      6379.0       PL
94   PL606  20250807   6487.0   6487.0  ...       12.97   6487.0      6499.0       PL
95   PL607  20250807      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250807      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250807   5906.0   5916.0  ...    63434.70   5892.0      5886.0       PR
104  PR510  20250807   5940.0   5956.0  ...   184889.77   5930.0      5924.0       PR
105  PR511  20250807   5942.0   5958.0  ...   132616.07   5928.0      5936.0       PR
106  PR512  20250807   5954.0   5966.0  ...    38494.80   5942.0      5952.0       PR
107  PR601  20250807   5960.0   5960.0  ...      454.68   5944.0      5930.0       PR
108  PR602  20250807   5982.0   5982.0  ...       17.90   5966.0      5978.0       PR
109  PR603  20250807   5974.0   5974.0  ...       17.90   5966.0      5968.0       PR
110  PR604  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250807   5978.0   5978.0  ...        8.97   5978.0      5978.0       PR
112  PR606  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
113  PR607  20250807      0.0      0.0  ...        0.00   5996.0      6012.0       PR
114  PX508  20250807      0.0      0.0  ...        0.00   6788.0      6756.0       PX
115  PX509  20250807   6806.0   6826.0  ...   295072.51   6788.0      6756.0       PX
116  PX510  20250807   6784.0   6800.0  ...    92182.33   6758.0      6754.0       PX
117  PX511  20250807   6776.0   6788.0  ...   201849.99   6740.0      6740.0       PX
118  PX512  20250807   6772.0   6782.0  ...    74809.92   6738.0      6742.0       PX
119  PX601  20250807   6762.0   6762.0  ...    69503.89   6728.0      6722.0       PX
120  PX602  20250807   6710.0   6714.0  ...       10.07   6712.0      6738.0       PX
121  PX603  20250807      0.0      0.0  ...        0.00   6706.0      6718.0       PX
122  PX604  20250807      0.0      0.0  ...        0.00   6712.0      6744.0       PX
123  PX605  20250807   6728.0   6732.0  ...      191.27   6712.0      6712.0       PX
124  PX606  20250807   6722.0   6722.0  ...       13.43   6714.0      6706.0       PX
125  PX607  20250807   6714.0   6714.0  ...        3.36   6714.0      6726.0       PX
126  RI509  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250807      0.0      0.0  ...        0.00   2738.0      2738.0       RM
133  RM509  20250807   2749.0   2750.0  ...  1016898.96   2723.0      2761.0       RM
134  RM511  20250807   2585.0   2585.0  ...     9478.67   2567.0      2597.0       RM
135  RM601  20250807   2463.0   2472.0  ...   480105.22   2454.0      2462.0       RM
136  RM603  20250807   2429.0   2437.0  ...    11576.04   2424.0      2428.0       RM
137  RM605  20250807   2402.0   2407.0  ...    45945.16   2397.0      2397.0       RM
138  RM607  20250807   2380.0   2385.0  ...     3597.87   2378.0      2375.0       RM
139  RS508  20250807      0.0      0.0  ...        0.00   5003.0      5023.0       RS
140  RS509  20250807   5077.0   5089.0  ...      106.34   5064.0      5084.0       RS
141  RS511  20250807      0.0      0.0  ...        0.00   5243.0      5243.0       RS
142  RS607  20250807   5596.0   5596.0  ...        5.60   5596.0      5626.0       RS
143  SA508  20250807   1270.0   1270.0  ...       12.70   1270.0      1251.0       SA
144  SA509  20250807   1283.0   1291.0  ...  1220618.34   1272.0      1272.0       SA
145  SA510  20250807   1308.0   1317.0  ...   339414.12   1299.0      1302.0       SA
146  SA511  20250807   1316.0   1326.0  ...   412215.02   1306.0      1307.0       SA
147  SA512  20250807   1353.0   1374.0  ...    99445.57   1352.0      1352.0       SA
148  SA601  20250807   1370.0   1381.0  ...  4684402.95   1360.0      1363.0       SA
149  SA602  20250807   1381.0   1389.0  ...     4469.49   1369.0      1373.0       SA
150  SA603  20250807   1385.0   1391.0  ...     3552.82   1373.0      1377.0       SA
151  SA604  20250807   1424.0   1430.0  ...     1815.17   1411.0      1414.0       SA
152  SA605  20250807   1422.0   1435.0  ...    99157.17   1415.0      1421.0       SA
153  SA606  20250807   1432.0   1436.0  ...     1295.13   1417.0      1426.0       SA
154  SA607  20250807   1423.0   1432.0  ...     2049.96   1416.0      1424.0       SA
155  SF508  20250807   5852.0   5852.0  ...       35.11   5852.0      5858.0       SF
156  SF509  20250807   5908.0   5936.0  ...   827142.50   5854.0      5906.0       SF
157  SF510  20250807   5908.0   5920.0  ...   199684.49   5832.0      5880.0       SF
158  SF511  20250807   6060.0   6102.0  ...   447489.53   6024.0      6070.0       SF
159  SF512  20250807   6078.0   6092.0  ...    48805.50   6020.0      6054.0       SF
160  SF601  20250807   6066.0   6082.0  ...   153921.95   6012.0      6042.0       SF
161  SF602  20250807   6014.0   6014.0  ...      643.49   5958.0      5986.0       SF
162  SF603  20250807   6132.0   6148.0  ...      253.13   6100.0      6144.0       SF
163  SF604  20250807   6094.0   6122.0  ...       45.68   6090.0      6138.0       SF
164  SF605  20250807   6132.0   6132.0  ...     1301.19   6080.0      6126.0       SF
165  SF606  20250807   6066.0   6066.0  ...      159.55   6022.0      6062.0       SF
166  SF607  20250807   6172.0   6172.0  ...       70.57   6136.0      6168.0       SF
167  SH508  20250807      0.0      0.0  ...        0.00   2310.0      2349.0       SH
168  SH509  20250807   2455.0   2473.0  ...  1617487.91   2444.0      2485.0       SH
169  SH510  20250807   2525.0   2557.0  ...   383758.40   2537.0      2569.0       SH
170  SH511  20250807   2540.0   2563.0  ...   413519.79   2544.0      2570.0       SH
171  SH512  20250807   2577.0   2591.0  ...   100217.29   2574.0      2593.0       SH
172  SH601  20250807   2568.0   2586.0  ...   473653.72   2564.0      2583.0       SH
173  SH602  20250807   2603.0   2614.0  ...     1377.98   2595.0      2608.0       SH
174  SH603  20250807   2615.0   2628.0  ...      963.42   2611.0      2620.0       SH
175  SH604  20250807   2667.0   2678.0  ...      845.49   2659.0      2669.0       SH
176  SH605  20250807   2672.0   2687.0  ...     8930.14   2667.0      2680.0       SH
177  SH606  20250807   2697.0   2697.0  ...      298.04   2685.0      2695.0       SH
178  SH607  20250807   2679.0   2681.0  ...       40.14   2676.0      2681.0       SH
179  SM508  20250807   6082.0   6082.0  ...       72.75   6062.0      6064.0       SM
180  SM509  20250807   6106.0   6112.0  ...   791846.56   6064.0      6110.0       SM
181  SM510  20250807   6100.0   6118.0  ...   100904.56   6066.0      6116.0       SM
182  SM511  20250807   6202.0   6202.0  ...   177942.55   6148.0      6196.0       SM
183  SM512  20250807   6188.0   6204.0  ...    49481.53   6164.0      6204.0       SM
184  SM601  20250807   6202.0   6210.0  ...   329052.86   6160.0      6202.0       SM
185  SM602  20250807   6202.0   6202.0  ...      110.88   6160.0      6196.0       SM
186  SM603  20250807   6206.0   6206.0  ...       49.33   6166.0      6214.0       SM
187  SM604  20250807   6176.0   6176.0  ...        9.26   6176.0      6210.0       SM
188  SM605  20250807   6228.0   6244.0  ...     5449.78   6194.0      6236.0       SM
189  SM606  20250807   6238.0   6238.0  ...       21.70   6200.0      6242.0       SM
190  SM607  20250807   6174.0   6216.0  ...       24.73   6184.0      6276.0       SM
191  SR509  20250807   5680.0   5697.0  ...   611693.22   5675.0      5689.0       SR
192  SR511  20250807   5645.0   5649.0  ...    84673.94   5622.0      5645.0       SR
193  SR601  20250807   5621.0   5636.0  ...   684200.22   5608.0      5627.0       SR
194  SR603  20250807   5596.0   5607.0  ...     5362.76   5580.0      5596.0       SR
195  SR605  20250807   5568.0   5577.0  ...    21224.69   5558.0      5565.0       SR
196  SR607  20250807   5601.0   5601.0  ...     2944.90   5556.0      5562.0       SR
197  TA508  20250807   4694.0   4694.0  ...    11122.87   4676.0      4668.0       TA
198  TA509  20250807   4732.0   4736.0  ...   981667.58   4708.0      4702.0       TA
199  TA510  20250807   4732.0   4752.0  ...    54047.29   4726.0      4720.0       TA
200  TA511  20250807   4754.0   4758.0  ...    66733.15   4730.0      4728.0       TA
201  TA512  20250807   4756.0   4760.0  ...    30259.69   4732.0      4732.0       TA
202  TA601  20250807   4756.0   4764.0  ...   551414.88   4738.0      4734.0       TA
203  TA602  20250807   4754.0   4754.0  ...       35.51   4736.0      4722.0       TA
204  TA603  20250807   4766.0   4766.0  ...        9.49   4748.0      4746.0       TA
205  TA604  20250807   4748.0   4762.0  ...        4.76   4756.0      4768.0       TA
206  TA605  20250807   4802.0   4802.0  ...     6447.36   4774.0      4776.0       TA
207  TA606  20250807      0.0      0.0  ...        0.00   4784.0      4794.0       TA
208  TA607  20250807      0.0      0.0  ...        0.00   4796.0      4806.0       TA
209  UR508  20250807   1736.0   1736.0  ...       10.40   1734.0      1749.0       UR
210  UR509  20250807   1749.0   1754.0  ...   387825.78   1743.0      1761.0       UR
211  UR510  20250807   1741.0   1746.0  ...    22143.20   1740.0      1754.0       UR
212  UR511  20250807   1774.0   1774.0  ...    24214.93   1765.0      1777.0       UR
213  UR512  20250807   1766.0   1767.0  ...      295.72   1760.0      1776.0       UR
214  UR601  20250807   1765.0   1768.0  ...   158081.21   1759.0      1774.0       UR
215  UR602  20250807   1756.0   1763.0  ...      298.39   1755.0      1771.0       UR
216  UR603  20250807   1795.0   1795.0  ...       60.85   1790.0      1803.0       UR
217  UR604  20250807   1808.0   1808.0  ...      158.59   1802.0      1808.0       UR
218  UR605  20250807   1802.0   1802.0  ...     4116.77   1795.0      1805.0       UR
219  UR606  20250807   1788.0   1792.0  ...       28.62   1789.0      1799.0       UR
220  UR607  20250807   1795.0   1795.0  ...       89.69   1794.0      1802.0       UR
221  WH509  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-07 18:26:15,671 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250807  6333.800  ...  6298.200    6331.000       IC
1   IC2509  20250807  6262.000  ...  6226.600    6266.200       IC
2   IC2512  20250807  6108.200  ...  6071.200    6107.800       IC
3   IC2603  20250807  5982.800  ...  5935.400    5973.400       IC
4   IF2508  20250807  4112.200  ...  4105.800    4109.000       IF
5   IF2509  20250807  4100.000  ...  4093.000    4098.600       IF
6   IF2512  20250807  4075.000  ...  4063.000    4068.600       IF
7   IF2603  20250807  4040.000  ...  4032.000    4037.800       IF
8   IH2508  20250807  2798.000  ...  2796.800    2797.200       IH
9   IH2509  20250807  2798.000  ...  2797.600    2798.200       IH
10  IH2512  20250807  2801.000  ...  2797.600    2800.200       IH
11  IH2603  20250807  2802.000  ...  2797.200    2801.800       IH
12  IM2508  20250807  6840.000  ...  6825.600    6840.200       IM
13  IM2509  20250807  6768.800  ...  6748.800    6770.400       IM
14  IM2512  20250807  6581.000  ...  6560.000    6581.200       IM
15  IM2603  20250807  6398.200  ...  6378.000    6402.600       IM
16   T2509  20250807   108.610  ...   108.610     108.565        T
17   T2512  20250807   108.495  ...   108.480     108.435        T
18   T2603  20250807   108.280  ...   108.290     108.235        T
19  TF2509  20250807   105.800  ...   105.815     105.780       TF
20  TF2512  20250807   105.830  ...   105.860     105.815       TF
21  TF2603  20250807   105.875  ...   105.875     105.820       TF
22  TL2509  20250807   119.410  ...   119.340     119.340       TL
23  TL2512  20250807   119.110  ...   118.990     119.000       TL
24  TL2603  20250807   118.740  ...   118.680     118.620       TL
25  TS2509  20250807   102.390  ...   102.370     102.370       TS
26  TS2512  20250807   102.416  ...   102.426     102.408       TS
27  TS2603  20250807   102.408  ...   102.402     102.380       TS

[28 rows x 12 columns]
2025-08-07 18:26:15,853 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250807  49845.0  ...  50505.0     49845.0       PS
1   PS2509  20250807  51450.0  ...  50425.0     51200.0       PS
2   PS2510  20250807  51260.0  ...  50590.0     51385.0       PS
3   PS2511  20250807  51290.0  ...  50625.0     51555.0       PS
4   PS2512  20250807  54135.0  ...  53790.0     54630.0       PS
5   PS2601  20250807  54600.0  ...  53930.0     54795.0       PS
6   PS2602  20250807  54715.0  ...  53915.0     54730.0       PS
7   PS2603  20250807  54885.0  ...  53885.0     54875.0       PS
8   PS2604  20250807  55030.0  ...  54120.0     55050.0       PS
9   PS2605  20250807  55000.0  ...  54000.0     55125.0       PS
10  PS2606  20250807  57000.0  ...  57045.0     57555.0       PS
11  PS2607  20250807  57645.0  ...  57295.0     57595.0       PS
13  SI2508  20250807   8645.0  ...   8645.0      8630.0       SI
14  SI2509  20250807   8670.0  ...   8605.0      8570.0       SI
15  SI2510  20250807   8700.0  ...   8625.0      8585.0       SI
16  SI2511  20250807   8680.0  ...   8635.0      8615.0       SI
17  SI2512  20250807   9010.0  ...   8975.0      9010.0       SI
18  SI2601  20250807   9030.0  ...   8965.0      8990.0       SI
19  SI2602  20250807   9050.0  ...   8945.0      9085.0       SI
20  SI2603  20250807   9095.0  ...   8970.0      9110.0       SI
21  SI2604  20250807   9080.0  ...   9025.0      9170.0       SI
22  SI2605  20250807   9100.0  ...   9010.0      9130.0       SI
23  SI2606  20250807   9235.0  ...   9035.0      9135.0       SI
24  SI2607  20250807   9160.0  ...   9040.0      9100.0       SI
27  LC2508  20250807  70000.0  ...  70000.0     67800.0       LC
28  LC2509  20250807  69600.0  ...  71080.0     68300.0       LC
29  LC2510  20250807  69460.0  ...  71420.0     68560.0       LC
30  LC2511  20250807  69900.0  ...  71440.0     68620.0       LC
31  LC2512  20250807  69880.0  ...  71820.0     68900.0       LC
32  LC2601  20250807  70500.0  ...  71640.0     69040.0       LC
33  LC2602  20250807  69740.0  ...  71420.0     68820.0       LC
34  LC2603  20250807  69780.0  ...  71680.0     68800.0       LC
35  LC2604  20250807  70500.0  ...  71880.0     69580.0       LC
36  LC2605  20250807  70460.0  ...  71880.0     69800.0       LC
37  LC2606  20250807  70440.0  ...  71820.0     69600.0       LC
38  LC2607  20250807  70680.0  ...  71840.0     69700.0       LC

[36 rows x 12 columns]
2025-08-07 18:26:16,009 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250807  ...   78380      78200      CU
1        1      CU2509  20250807  ...   78380      78160      CU
2        2      CU2510  20250807  ...   78380      78160      CU
3        3      CU2511  20250807  ...   78350      78150      CU
4        4      CU2512  20250807  ...   78320      78120      CU
5        5      CU2601  20250807  ...   78290      78080      CU
6        6      CU2602  20250807  ...   78270      78030      CU
7        7      CU2603  20250807  ...   78300      78010      CU
8        8      CU2604  20250807  ...   78290      78040      CU
9        9      CU2605  20250807  ...   78280      78080      CU
10      10      CU2606  20250807  ...   78230      78040      CU
11      11      CU2607  20250807  ...   78260      78060      CU
12      12      BC2508  20250807  ...   69270      69270      BC
13      13      BC2509  20250807  ...   69540      69340      BC
14      14      BC2510  20250807  ...   69600      69410      BC
15      15      BC2511  20250807  ...   69290      69240      BC
16      16      BC2512  20250807  ...   69460      69900      BC
17      17      BC2601  20250807  ...   70020      70020      BC
18      18      BC2602  20250807  ...   70000      70000      BC
19      19      BC2603  20250807  ...   70000      70000      BC
20      20      BC2604  20250807  ...   70000      70000      BC
21      21      BC2605  20250807  ...   70000      70000      BC
22      22      BC2606  20250807  ...   69340      69340      BC
23      23      BC2607  20250807  ...   68670      68670      BC
24      24      AL2508  20250807  ...   20775      20655      AL
25      25      AL2509  20250807  ...   20765      20600      AL
26      26      AL2510  20250807  ...   20725      20570      AL
27      27      AL2511  20250807  ...   20670      20525      AL
28      28      AL2512  20250807  ...   20630      20475      AL
29      29      AL2601  20250807  ...   20590      20445      AL
30      30      AL2602  20250807  ...   20590      20450      AL
31      31      AL2603  20250807  ...   20605      20470      AL
32      32      AL2604  20250807  ...   20630      20460      AL
33      33      AL2605  20250807  ...   20640      20480      AL
34      34      AL2606  20250807  ...   20660      20535      AL
35      35      AL2607  20250807  ...   20670      20505      AL
36      36      ZN2508  20250807  ...   22505      22310      ZN
37      37      ZN2509  20250807  ...   22530      22330      ZN
38      38      ZN2510  20250807  ...   22540      22330      ZN
39      39      ZN2511  20250807  ...   22540      22325      ZN
40      40      ZN2512  20250807  ...   22545      22280      ZN
41      41      ZN2601  20250807  ...   22505      22260      ZN
42      42      ZN2602  20250807  ...   22495      22255      ZN
43      43      ZN2603  20250807  ...   22525      22275      ZN
44      44      ZN2604  20250807  ...   22530      22270      ZN
45      45      ZN2605  20250807  ...   22515      22320      ZN
46      46      ZN2606  20250807  ...   22495      22345      ZN
47      47      ZN2607  20250807  ...   22505      22305      ZN
48      48      PB2508  20250807  ...   16810      16775      PB
49      49      PB2509  20250807  ...   16860      16830      PB
50      50      PB2510  20250807  ...   16875      16825      PB
51      51      PB2511  20250807  ...   16910      16845      PB
52      52      PB2512  20250807  ...   16930      16845      PB
53      53      PB2601  20250807  ...   16935      16925      PB
54      54      PB2602  20250807  ...   16970      16970      PB
55      55      PB2603  20250807  ...   17010      16825      PB
56      56      PB2604  20250807  ...   17030      16855      PB
57      57      PB2605  20250807  ...   17040      17020      PB
58      58      PB2606  20250807  ...   17065      16860      PB
59      59      PB2607  20250807  ...   17060      16980      PB
60      60      NI2508  20250807  ...  121100     120620      NI
61      61      NI2509  20250807  ...  121350     120680      NI
62      62      NI2510  20250807  ...  121480     120810      NI
63      63      NI2511  20250807  ...  121640     120970      NI
64      64      NI2512  20250807  ...  121850     121190      NI
65      65      NI2601  20250807  ...  122110     121500      NI
66      66      NI2602  20250807  ...  122680     121710      NI
67      67      NI2603  20250807  ...  122660     121820      NI
68      68      NI2604  20250807  ...  122660     122280      NI
69      69      NI2605  20250807  ...  123230     122640      NI
70      70      NI2606  20250807  ...  123650     122940      NI
71      71      NI2607  20250807  ...  123550     123100      NI
72      72      SN2508  20250807  ...  267040     266550      SN
73      73      SN2509  20250807  ...  267530     266860      SN
74      74      SN2510  20250807  ...  267850     267160      SN
75      75      SN2511  20250807  ...  267850     267170      SN
76      76      SN2512  20250807  ...  267740     266980      SN
77      77      SN2601  20250807  ...  268160     267550      SN
78      78      SN2602  20250807  ...  267920     267470      SN
79      79      SN2603  20250807  ...  268070     267930      SN
80      80      SN2604  20250807  ...  268810     268730      SN
81      81      SN2605  20250807  ...  268850     268090      SN
82      82      SN2606  20250807  ...  269300     268240      SN
83      83      SN2607  20250807  ...  268580     268490      SN
84      84      AO2508  20250807  ...    3251       3227      AO
85      85      AO2509  20250807  ...    3244       3222      AO
86      86      AO2510  20250807  ...    3242       3223      AO
87      87      AO2511  20250807  ...    3245       3225      AO
88      88      AO2512  20250807  ...    3252       3232      AO
89      89      AO2601  20250807  ...    3265       3235      AO
90      90      AO2602  20250807  ...    3262       3219      AO
91      91      AO2603  20250807  ...    3258       3229      AO
92      92      AO2604  20250807  ...    3282       3237      AO
93      93      AO2605  20250807  ...    3261       3237      AO
94      94      AO2606  20250807  ...    3266       3234      AO
95      95      AO2607  20250807  ...    3263       3239      AO
96      96      AD2511  20250807  ...   20160      20020      AD
97      97      AD2512  20250807  ...   20170      20060      AD
98      98      AD2601  20250807  ...   20140      20015      AD
99      99      AD2602  20250807  ...   19855      19855      AD
100    100      AD2603  20250807  ...   19885      19885      AD
101    101      AD2604  20250807  ...   19710      19710      AD
102    102      AD2605  20250807  ...   19885      19650      AD
103    103      AD2606  20250807  ...   19870      19715      AD
104    104      AD2607  20250807  ...   19830      19830      AD
105    105      AU2508  20250807  ...   781.6     781.54      AU
106    106      AU2509  20250807  ...   782.4     783.02      AU
107    107      AU2510  20250807  ...  783.38     784.26      AU
108    108      AU2512  20250807  ...  785.56     786.36      AU
109    109      AU2602  20250807  ...  787.66      788.5      AU
110    110      AU2604  20250807  ...  789.84     790.68      AU
111    111      AU2606  20250807  ...  792.04     792.88      AU
112    112      AU2608  20250807  ...   794.3      795.3      AU
113    113      AG2508  20250807  ...    9184       9147      AG
114    114      AG2509  20250807  ...    9190       9147      AG
115    115      AG2510  20250807  ...    9201       9160      AG
116    116      AG2511  20250807  ...    9212       9169      AG
117    117      AG2512  20250807  ...    9227       9184      AG
118    118      AG2601  20250807  ...    9237       9192      AG
119    119      AG2602  20250807  ...    9248       9208      AG
120    120      AG2603  20250807  ...    9268       9218      AG
121    121      AG2604  20250807  ...    9275       9228      AG
122    122      AG2605  20250807  ...    9291       9250      AG
123    123      AG2606  20250807  ...    9307       9257      AG
124    124      AG2607  20250807  ...    9323       9266      AG
125    125      RB2508  20250807  ...    3202       3195      RB
126    126      RB2509  20250807  ...    3201       3194      RB
127    127      RB2510  20250807  ...    3236       3230      RB
128    128      RB2511  20250807  ...    3251       3246      RB
129    129      RB2512  20250807  ...    3288       3284      RB
130    130      RB2601  20250807  ...    3309       3306      RB
131    131      RB2602  20250807  ...    3301       3295      RB
132    132      RB2603  20250807  ...    3316       3317      RB
133    133      RB2604  20250807  ...    3330       3330      RB
134    134      RB2605  20250807  ...    3331       3334      RB
135    135      RB2606  20250807  ...    3343       3346      RB
136    136      RB2607  20250807  ...    3350       3354      RB
137    137      WR2508  20250807  ...    3212       3212      WR
138    138      WR2509  20250807  ...    3342       3342      WR
139    139      WR2510  20250807  ...    3461       3467      WR
140    140      WR2511  20250807  ...    3490       3490      WR
141    141      WR2512  20250807  ...    3499       3499      WR
142    142      WR2601  20250807  ...    3473       3473      WR
143    143      WR2602  20250807  ...    3523       3523      WR
144    144      WR2603  20250807  ...    3609       3527      WR
145    145      WR2604  20250807  ...    3560       3560      WR
146    146      WR2605  20250807  ...    3478       3478      WR
147    147      WR2606  20250807  ...    3599       3599      WR
148    148      WR2607  20250807  ...    3635       3635      WR
149    149      HC2508  20250807  ...    3436       3450      HC
150    150      HC2509  20250807  ...    3459       3461      HC
151    151      HC2510  20250807  ...    3447       3452      HC
152    152      HC2511  20250807  ...    3449       3454      HC
153    153      HC2512  20250807  ...    3445       3451      HC
154    154      HC2601  20250807  ...    3449       3455      HC
155    155      HC2602  20250807  ...    3444       3448      HC
156    156      HC2603  20250807  ...    3451       3456      HC
157    157      HC2604  20250807  ...    3451       3461      HC
158    158      HC2605  20250807  ...    3452       3460      HC
159    159      HC2606  20250807  ...    3462       3457      HC
160    160      HC2607  20250807  ...    3461       3473      HC
161    161      SS2508  20250807  ...   12965      12955      SS
162    162      SS2509  20250807  ...   12960      12930      SS
163    163      SS2510  20250807  ...   13010      12985      SS
164    164      SS2511  20250807  ...   13045      13025      SS
165    165      SS2512  20250807  ...   13070      13045      SS
166    166      SS2601  20250807  ...   13110      13085      SS
167    167      SS2602  20250807  ...   13160      13125      SS
168    168      SS2603  20250807  ...   13225      13180      SS
169    169      SS2604  20250807  ...   13275      13190      SS
170    170      SS2605  20250807  ...   13275      13270      SS
171    171      SS2606  20250807  ...   13310      13300      SS
172    172      SS2607  20250807  ...   13355      13335      SS
173    173      SC2509  20250807  ...   504.3      504.2      SC
174    174      SC2510  20250807  ...   499.9      499.5      SC
175    175      SC2511  20250807  ...   495.2      495.4      SC
176    176      SC2512  20250807  ...   490.8      491.6      SC
177    177      SC2601  20250807  ...   487.5      488.6      SC
178    178      SC2602  20250807  ...   483.3        486      SC
179    179      SC2603  20250807  ...   480.4      483.2      SC
180    180      SC2604  20250807  ...   478.2      481.6      SC
181    181      SC2605  20250807  ...   476.2      478.4      SC
182    182      SC2606  20250807  ...   475.3      476.8      SC
183    183      SC2607  20250807  ...   477.4      475.6      SC
184    184      SC2608  20250807  ...   476.4      477.5      SC
185    185      SC2609  20250807  ...     468        475      SC
186    186      SC2612  20250807  ...   466.9      472.3      SC
187    187      SC2703  20250807  ...   464.7      470.5      SC
188    188      SC2706  20250807  ...   464.3      467.8      SC
189    189      SC2709  20250807  ...   460.4      464.4      SC
190    190      SC2712  20250807  ...     464        464      SC
191    191      SC2803  20250807  ...   460.5      460.5      SC
192    192      SC2806  20250807  ...     454        456      SC
193    193      LU2509  20250807  ...    3520       3532      LU
194    194      LU2510  20250807  ...    3545       3535      LU
195    195      LU2511  20250807  ...    3535       3531      LU
196    196      LU2512  20250807  ...    3506       3507      LU
197    197      LU2601  20250807  ...    3481       3488      LU
198    198      LU2602  20250807  ...    3454       3451      LU
199    199      LU2603  20250807  ...    3439       3438      LU
200    200      LU2604  20250807  ...    3427       3431      LU
201    201      LU2605  20250807  ...    3416       3427      LU
202    202      LU2606  20250807  ...    3412       3421      LU
203    203      LU2607  20250807  ...    3417       3415      LU
204    204      LU2608  20250807  ...    3402       3408      LU
205    205      FU2509  20250807  ...    2833       2819      FU
206    206      FU2510  20250807  ...    2846       2838      FU
207    207      FU2511  20250807  ...    2856       2850      FU
208    208      FU2512  20250807  ...    2851       2849      FU
209    209      FU2601  20250807  ...    2847       2840      FU
210    210      FU2602  20250807  ...    2837       2832      FU
211    211      FU2603  20250807  ...    2828       2824      FU
212    212      FU2604  20250807  ...    2822       2820      FU
213    213      FU2605  20250807  ...    2809       2806      FU
214    214      FU2606  20250807  ...    2801       2803      FU
215    215      FU2607  20250807  ...    2786       2788      FU
216    216      FU2608  20250807  ...    2774       2788      FU
217    217      BU2508  20250807  ...    3559       3550      BU
218    218      BU2509  20250807  ...    3556       3543      BU
219    219      BU2510  20250807  ...    3534       3517      BU
220    220      BU2511  20250807  ...    3498       3486      BU
221    221      BU2512  20250807  ...    3441       3430      BU
222    222      BU2601  20250807  ...    3408       3396      BU
223    223      BU2602  20250807  ...    3395       3385      BU
224    224      BU2603  20250807  ...    3385       3367      BU
225    225      BU2604  20250807  ...    3377       3372      BU
226    226      BU2605  20250807  ...    3366       3362      BU
227    227      BU2606  20250807  ...    3367       3359      BU
228    228      BU2607  20250807  ...    3380       3380      BU
229    229      BU2609  20250807  ...    3367       3364      BU
230    230      BU2612  20250807  ...    3327       3297      BU
231    231      BU2703  20250807  ...    3320       3314      BU
232    232      BU2706  20250807  ...    3339       3335      BU
233    233      BR2508  20250807  ...   11465      11525      BR
234    234      BR2509  20250807  ...   11505      11510      BR
235    235      BR2510  20250807  ...   11500      11510      BR
236    236      BR2511  20250807  ...   11530      11530      BR
237    237      BR2512  20250807  ...   11565      11575      BR
238    238      BR2601  20250807  ...   11605      11615      BR
239    239      BR2602  20250807  ...   11575      11605      BR
240    240      BR2603  20250807  ...   11595      11665      BR
241    241      BR2604  20250807  ...   11700      11615      BR
242    242      BR2605  20250807  ...   11715      11735      BR
243    243      BR2606  20250807  ...   11695      11695      BR
244    244      BR2607  20250807  ...   11765      11760      BR
245    245      RU2508  20250807  ...   14365      14460      RU
246    246      RU2509  20250807  ...   14475      14510      RU
247    247      RU2510  20250807  ...   14505      14525      RU
248    248      RU2511  20250807  ...   14530      14555      RU
249    249      RU2601  20250807  ...   15445      15475      RU
250    250      RU2603  20250807  ...   15485      15570      RU
251    251      RU2604  20250807  ...   15555      15590      RU
252    252      RU2605  20250807  ...   15565      15595      RU
253    253      RU2606  20250807  ...   15660      15600      RU
254    254      RU2607  20250807  ...   15595      15620      RU
255    255      NR2508  20250807  ...   12215      12260      NR
256    256      NR2509  20250807  ...   12290      12300      NR
257    257      NR2510  20250807  ...   12350      12365      NR
258    258      NR2511  20250807  ...   12395      12410      NR
259    259      NR2512  20250807  ...   12410      12435      NR
260    260      NR2601  20250807  ...   12450      12470      NR
261    261      NR2602  20250807  ...   12475      12505      NR
262    262      NR2603  20250807  ...   12545      12545      NR
263    263      NR2604  20250807  ...   12495      12565      NR
264    264      NR2605  20250807  ...   12535      12620      NR
265    265      NR2606  20250807  ...   12585      12540      NR
266    266      NR2607  20250807  ...   12650      12645      NR
267    267      SP2508  20250807  ...    5132       5108      SP
268    268      SP2509  20250807  ...    5174       5162      SP
269    269      SP2510  20250807  ...    5192       5176      SP
270    270      SP2511  20250807  ...    5194       5178      SP
271    271      SP2512  20250807  ...    5198       5186      SP
272    272      SP2601  20250807  ...    5428       5418      SP
273    273      SP2602  20250807  ...    5402       5402      SP
274    274      SP2603  20250807  ...    5408       5392      SP
275    275      SP2604  20250807  ...    5396       5390      SP
276    276      SP2605  20250807  ...    5406       5394      SP
277    277      SP2606  20250807  ...    5416       5420      SP
278    278      SP2607  20250807  ...    5406       5402      SP
279    279      EC2508  20250807  ...  2072.4     2080.3      EC
280    280      EC2510  20250807  ...    1417     1434.4      EC
281    281      EC2512  20250807  ...  1751.9     1759.5      EC
282    282      EC2602  20250807  ...  1506.8     1521.6      EC
283    283      EC2604  20250807  ...  1343.6     1342.5      EC
284    284      EC2606  20250807  ...    1492     1489.4      EC
285    285  SC_TAS2509  20250807  ...                     SC_TAS
286    286  SC_TAS2510  20250807  ...                     SC_TAS
287    287  SC_TAS2511  20250807  ...                     SC_TAS
288    288  SC_TAS2512  20250807  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-07 18:26:16,119 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
2025-08-07 18:26:17,922 - future_1d - INFO - save future_daily 2025-08-07 completed