LogViewer
115    115      AG2510  20250829  ...    9385       9321      AG
116    116      AG2511  20250829  ...    9397       9328      AG
117    117      AG2512  20250829  ...    9409       9352      AG
118    118      AG2601  20250829  ...    9417       9352      AG
119    119      AG2602  20250829  ...    9428       9368      AG
120    120      AG2603  20250829  ...    9442       9383      AG
121    121      AG2604  20250829  ...    9460       9397      AG
122    122      AG2605  20250829  ...    9469       9404      AG
123    123      AG2606  20250829  ...    9486       9428      AG
124    124      AG2607  20250829  ...    9497       9456      AG
125    125      AG2608  20250829  ...    9516       9488      AG
126    126      RB2509  20250829  ...    3057       3093      RB
127    127      RB2510  20250829  ...    3107       3116      RB
128    128      RB2511  20250829  ...    3106       3112      RB
129    129      RB2512  20250829  ...    3157       3162      RB
130    130      RB2601  20250829  ...    3175       3182      RB
131    131      RB2602  20250829  ...    3161       3166      RB
132    132      RB2603  20250829  ...    3173       3180      RB
133    133      RB2604  20250829  ...    3199       3199      RB
134    134      RB2605  20250829  ...    3217       3223      RB
135    135      RB2606  20250829  ...    3236       3241      RB
136    136      RB2607  20250829  ...    3246       3243      RB
137    137      RB2608  20250829  ...    3242       3245      RB
138    138      WR2509  20250829  ...    3342       3342      WR
139    139      WR2510  20250829  ...    3316       3335      WR
140    140      WR2511  20250829  ...    3284       3368      WR
141    141      WR2512  20250829  ...    3439       3474      WR
142    142      WR2601  20250829  ...    3380       3380      WR
143    143      WR2602  20250829  ...    3365       3440      WR
144    144      WR2603  20250829  ...    3438       3438      WR
145    145      WR2604  20250829  ...    3455       3455      WR
146    146      WR2605  20250829  ...    3429       3429      WR
147    147      WR2606  20250829  ...    3396       3396      WR
148    148      WR2607  20250829  ...    3449       3460      WR
149    149      WR2608  20250829  ...    3344       3430      WR
150    150      HC2509  20250829  ...    3397       3394      HC
151    151      HC2510  20250829  ...    3366       3362      HC
152    152      HC2511  20250829  ...    3360       3358      HC
153    153      HC2512  20250829  ...    3362       3358      HC
154    154      HC2601  20250829  ...    3356       3353      HC
155    155      HC2602  20250829  ...    3367       3347      HC
156    156      HC2603  20250829  ...    3354       3354      HC
157    157      HC2604  20250829  ...    3369       3355      HC
158    158      HC2605  20250829  ...    3359       3357      HC
159    159      HC2606  20250829  ...    3362       3357      HC
160    160      HC2607  20250829  ...    3363       3360      HC
161    161      HC2608  20250829  ...    3361       3371      HC
162    162      SS2509  20250829  ...   12725      12700      SS
163    163      SS2510  20250829  ...   12805      12795      SS
164    164      SS2511  20250829  ...   12870      12870      SS
165    165      SS2512  20250829  ...   12930      12930      SS
166    166      SS2601  20250829  ...   12990      12975      SS
167    167      SS2602  20250829  ...   13035      13010      SS
168    168      SS2603  20250829  ...   13110      13095      SS
169    169      SS2604  20250829  ...   13175      13140      SS
170    170      SS2605  20250829  ...   13255      13235      SS
171    171      SS2606  20250829  ...   13310      13255      SS
172    172      SS2607  20250829  ...   13330      13325      SS
173    173      SS2608  20250829  ...   13405      13405      SS
174    174      SC2509  20250829  ...   475.8        473      SC
175    175      SC2510  20250829  ...   482.9      481.1      SC
176    176      SC2511  20250829  ...   483.7      482.7      SC
177    177      SC2512  20250829  ...   483.6      483.1      SC
178    178      SC2601  20250829  ...   482.7      483.1      SC
179    179      SC2602  20250829  ...   482.2      482.3      SC
180    180      SC2603  20250829  ...   480.7        481      SC
181    181      SC2604  20250829  ...   478.4      480.3      SC
182    182      SC2605  20250829  ...   478.9        479      SC
183    183      SC2606  20250829  ...   476.9        478      SC
184    184      SC2607  20250829  ...     476      477.5      SC
185    185      SC2608  20250829  ...   476.5      478.5      SC
186    186      SC2609  20250829  ...   476.1      476.1      SC
187    187      SC2612  20250829  ...   480.9      481.2      SC
188    188      SC2703  20250829  ...     477      477.3      SC
189    189      SC2706  20250829  ...   476.4        473      SC
190    190      SC2709  20250829  ...   474.8      472.8      SC
191    191      SC2712  20250829  ...   474.4      471.3      SC
192    192      SC2803  20250829  ...   471.4        471      SC
193    193      SC2806  20250829  ...     469      468.7      SC
194    194      LU2509  20250829  ...    3312       3312      LU
195    195      LU2510  20250829  ...    3483       3495      LU
196    196      LU2511  20250829  ...    3491       3501      LU
197    197      LU2512  20250829  ...    3473       3484      LU
198    198      LU2601  20250829  ...    3454       3466      LU
199    199      LU2602  20250829  ...    3419       3445      LU
200    200      LU2603  20250829  ...    3434       3439      LU
201    201      LU2604  20250829  ...    3415       3415      LU
202    202      LU2605  20250829  ...    3407       3412      LU
203    203      LU2606  20250829  ...    3424       3424      LU
204    204      LU2607  20250829  ...    3412       3417      LU
205    205      LU2608  20250829  ...    3407       3407      LU
206    206      FU2509  20250829  ...    2754       2760      FU
207    207      FU2510  20250829  ...    2825       2826      FU
208    208      FU2511  20250829  ...    2817       2815      FU
209    209      FU2512  20250829  ...    2804       2801      FU
210    210      FU2601  20250829  ...    2797       2791      FU
211    211      FU2602  20250829  ...    2784       2775      FU
212    212      FU2603  20250829  ...    2768       2767      FU
213    213      FU2604  20250829  ...    2768       2761      FU
214    214      FU2605  20250829  ...    2753       2752      FU
215    215      FU2606  20250829  ...    2743       2745      FU
216    216      FU2607  20250829  ...    2728       2722      FU
217    217      FU2608  20250829  ...    2717       2707      FU
218    218      BU2509  20250829  ...    3526       3518      BU
219    219      BU2510  20250829  ...    3505       3501      BU
220    220      BU2511  20250829  ...    3482       3467      BU
221    221      BU2512  20250829  ...    3428       3416      BU
222    222      BU2601  20250829  ...    3392       3382      BU
223    223      BU2602  20250829  ...    3398       3384      BU
224    224      BU2603  20250829  ...    3381       3383      BU
225    225      BU2604  20250829  ...    3400       3378      BU
226    226      BU2605  20250829  ...    3394       3367      BU
227    227      BU2606  20250829  ...    3387       3368      BU
228    228      BU2607  20250829  ...    3379       3353      BU
229    229      BU2608  20250829  ...    3367       3367      BU
230    230      BU2609  20250829  ...    3363       3342      BU
231    231      BU2612  20250829  ...    3322       3295      BU
232    232      BU2703  20250829  ...    3322       3300      BU
233    233      BU2706  20250829  ...    3310       3309      BU
234    234      BR2509  20250829  ...   11845      11830      BR
235    235      BR2510  20250829  ...   11855      11890      BR
236    236      BR2511  20250829  ...   11825      11855      BR
237    237      BR2512  20250829  ...   11810      11825      BR
238    238      BR2601  20250829  ...   11805      11860      BR
239    239      BR2602  20250829  ...   11865      11935      BR
240    240      BR2603  20250829  ...   11855      11840      BR
241    241      BR2604  20250829  ...   11890      11900      BR
242    242      BR2605  20250829  ...   11900      11945      BR
243    243      BR2606  20250829  ...   11870      11985      BR
244    244      BR2607  20250829  ...   12015      12170      BR
245    245      BR2608  20250829  ...   12000      11980      BR
246    246      RU2509  20250829  ...   14870      14915      RU
247    247      RU2510  20250829  ...   14870      14915      RU
248    248      RU2511  20250829  ...   14855      14885      RU
249    249      RU2601  20250829  ...   15830      15880      RU
250    250      RU2603  20250829  ...   15855      15895      RU
251    251      RU2604  20250829  ...   15895      15915      RU
252    252      RU2605  20250829  ...   15915      15965      RU
253    253      RU2606  20250829  ...   16000      16025      RU
254    254      RU2607  20250829  ...   15930      16045      RU
255    255      RU2608  20250829  ...   16095      16095      RU
256    256      NR2509  20250829  ...   12610      12645      NR
257    257      NR2510  20250829  ...   12670      12725      NR
258    258      NR2511  20250829  ...   12705      12770      NR
259    259      NR2512  20250829  ...   12735      12790      NR
260    260      NR2601  20250829  ...   12780      12810      NR
261    261      NR2602  20250829  ...   12765      12830      NR
262    262      NR2603  20250829  ...   12810      12900      NR
263    263      NR2604  20250829  ...   12840      12980      NR
264    264      NR2605  20250829  ...   12860      12985      NR
265    265      NR2606  20250829  ...   12980      12980      NR
266    266      NR2607  20250829  ...   12835      12980      NR
267    267      NR2608  20250829  ...   12890      12960      NR
268    268      SP2509  20250829  ...    4944       4930      SP
269    269      SP2510  20250829  ...    4972       4966      SP
270    270      SP2511  20250829  ...    4994       4980      SP
271    271      SP2512  20250829  ...    5012       4998      SP
272    272      SP2601  20250829  ...    5322       5272      SP
273    273      SP2602  20250829  ...    5312       5256      SP
274    274      SP2603  20250829  ...    5326       5288      SP
275    275      SP2604  20250829  ...    5328       5302      SP
276    276      SP2605  20250829  ...    5346       5306      SP
277    277      SP2606  20250829  ...    5374       5310      SP
278    278      SP2607  20250829  ...    5352       5314      SP
279    279      SP2608  20250829  ...    5358       5334      SP
280    280      EC2510  20250829  ...    1272     1288.7      EC
281    281      EC2512  20250829  ...  1562.6     1580.5      EC
282    282      EC2602  20250829  ...    1406     1412.8      EC
283    283      EC2604  20250829  ...  1210.6     1226.1      EC
284    284      EC2606  20250829  ...  1375.1     1389.5      EC
285    285      EC2608  20250829  ...  1562.7     1578.5      EC
286    287  SC_TAS2510  20250829  ...                     SC_TAS
287    288  SC_TAS2511  20250829  ...                     SC_TAS
288    289  SC_TAS2512  20250829  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-02 18:25:59,511 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
2025-09-02 18:26:01,298 - future_1d - INFO - save future_daily 2025-08-29 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250901   4072.00  ...   4092.00     4069.00        A
1     a2511  20250901   3945.00  ...   3961.00     3933.00        A
2     a2601  20250901   3948.00  ...   3962.00     3936.00        A
3     a2603  20250901   3950.00  ...   3961.00     3939.00        A
4     a2605  20250901   3995.00  ...   4005.00     3984.00        A
5     a2607  20250901   4000.00  ...   4008.00     3992.00        A
6     b2509  20250901   3718.00  ...   3695.00     3718.00        B
7     b2510  20250901   3699.00  ...   3702.00     3685.00        B
8     b2511  20250901   3732.00  ...   3736.00     3721.00        B
9     b2512  20250901   3763.00  ...   3768.00     3755.00        B
10    b2601  20250901   3756.00  ...   3763.00     3748.00        B
11    b2602  20250901   3742.00  ...   3746.00     3730.00        B
12    b2603  20250901   3689.00  ...   3694.00     3687.00        B
13    b2604  20250901   3596.00  ...   3599.00     3589.00        B
14    b2605  20250901   3533.00  ...   3531.00     3529.00        B
15    b2606  20250901   3512.00  ...   3518.00     3508.00        B
16    b2607  20250901   3526.00  ...   3524.00     3513.00        B
17    b2608  20250901      0.00  ...   3596.00     3596.00        B
18   bb2509  20250901      0.00  ...    136.00      136.00       BB
19   bb2511  20250901    144.00  ...    143.60      144.70       BB
20   bb2601  20250901    147.95  ...    146.65      147.20       BB
21   bb2603  20250901    146.40  ...    146.40      147.00       BB
22   bb2605  20250901      0.00  ...    140.25      140.80       BB
23   bb2607  20250901      0.00  ...    146.00      146.55       BB
24   bz2603  20250901   6053.00  ...   6002.00     6065.00       BZ
25   bz2604  20250901   6035.00  ...   5991.00     6037.00       BZ
26   bz2605  20250901   6016.00  ...   5985.00     6067.00       BZ
27   bz2606  20250901   5991.00  ...   5949.00     6039.00       BZ
28   bz2607  20250901   5971.00  ...   5971.00     6108.00       BZ
29   bz2608  20250901      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250901   2233.00  ...   2240.00     2233.00        C
31    c2511  20250901   2192.00  ...   2190.00     2187.00        C
32    c2601  20250901   2180.00  ...   2180.00     2181.00        C
33    c2603  20250901   2196.00  ...   2197.00     2198.00        C
34    c2605  20250901   2248.00  ...   2247.00     2247.00        C
35    c2607  20250901   2261.00  ...   2259.00     2260.00        C
36   cs2509  20250901   2482.00  ...   2489.00     2504.00       CS
37   cs2511  20250901   2501.00  ...   2499.00     2492.00       CS
38   cs2601  20250901   2531.00  ...   2532.00     2527.00       CS
39   cs2603  20250901   2539.00  ...   2537.00     2535.00       CS
40   cs2605  20250901   2611.00  ...   2606.00     2605.00       CS
41   cs2607  20250901   2615.00  ...   2613.00     2609.00       CS
42   eb2509  20250901   6978.00  ...   6924.00     7059.00       EB
43   eb2510  20250901   7091.00  ...   7018.00     7117.00       EB
44   eb2511  20250901   7122.00  ...   7036.00     7133.00       EB
45   eb2512  20250901   7139.00  ...   7061.00     7154.00       EB
46   eb2601  20250901   7168.00  ...   7106.00     7187.00       EB
47   eb2602  20250901   7189.00  ...   7123.00     7210.00       EB
48   eb2603  20250901   7215.00  ...   7162.00     7255.00       EB
49   eb2604  20250901   7248.00  ...   7197.00     7276.00       EB
50   eb2605  20250901   7264.00  ...   7209.00     7290.00       EB
51   eb2606  20250901   7228.00  ...   7194.00     7341.00       EB
52   eb2607  20250901   7185.00  ...   7185.00     7376.00       EB
53   eb2608  20250901   7246.00  ...   7246.00     7350.00       EB
54   eg2509  20250901   4430.00  ...   4414.00     4429.00       EG
55   eg2510  20250901   4443.00  ...   4414.00     4439.00       EG
56   eg2511  20250901   4460.00  ...   4435.00     4453.00       EG
57   eg2512  20250901   4460.00  ...   4448.00     4465.00       EG
58   eg2601  20250901   4461.00  ...   4438.00     4470.00       EG
59   eg2602  20250901   4460.00  ...   4463.00     4476.00       EG
60   eg2603  20250901      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250901      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250901   4503.00  ...   4474.00     4507.00       EG
63   eg2606  20250901   4473.00  ...   4465.00     4522.00       EG
64   eg2607  20250901   4511.00  ...   4511.00     4507.00       EG
65   eg2608  20250901      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250901      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250901   1274.00  ...   1271.00     1274.50       FB
68   fb2511  20250901   1273.00  ...   1268.00     1275.50       FB
69   fb2512  20250901   1268.50  ...   1264.00     1270.00       FB
70   fb2601  20250901   1269.00  ...   1255.00     1263.00       FB
71   fb2602  20250901   1251.00  ...   1247.00     1253.00       FB
72   fb2603  20250901   1248.50  ...   1247.50     1313.50       FB
73   fb2604  20250901   1284.00  ...   1283.50     1310.50       FB
74   fb2605  20250901      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250901      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250901      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250901      0.00  ...   1302.50     1302.50       FB
78    i2509  20250901    805.00  ...    804.50      808.00        I
79    i2510  20250901    804.00  ...    791.00      804.00        I
80    i2511  20250901    800.00  ...    785.00      799.50        I
81    i2512  20250901    792.00  ...    781.50      795.00        I
82    i2601  20250901    787.00  ...    771.00      787.00        I
83    i2602  20250901    779.00  ...    767.00      781.50        I
84    i2603  20250901    771.00  ...    760.00      775.00        I
85    i2604  20250901    769.00  ...    757.00      770.00        I
86    i2605  20250901    764.00  ...    746.50      763.50        I
87    i2606  20250901    755.00  ...    745.50      757.50        I
88    i2607  20250901    751.00  ...    740.50      754.00        I
89    i2608  20250901    747.50  ...    736.00      750.00        I
90    j2509  20250901   1509.00  ...   1507.50     1532.00        J
91    j2510  20250901   1518.50  ...   1514.50     1571.00        J
92    j2511  20250901   1563.00  ...   1544.00     1602.00        J
93    j2512  20250901   1610.00  ...   1592.50     1622.50        J
94    j2601  20250901   1638.00  ...   1603.50     1653.00        J
95    j2602  20250901   1660.00  ...   1631.50     1671.00        J
96    j2603  20250901   1665.00  ...   1639.00     1683.00        J
97    j2604  20250901      0.00  ...   1696.00     1729.50        J
98    j2605  20250901   1730.50  ...   1692.00     1745.00        J
99    j2606  20250901      0.00  ...   1723.00     1760.00        J
100   j2607  20250901   1739.00  ...   1725.00     1770.00        J
101   j2608  20250901   1679.00  ...   1679.50     1771.00        J
102  jd2509  20250901   2863.00  ...   2824.00     2850.00       JD
103  jd2510  20250901   2958.00  ...   2948.00     2935.00       JD
104  jd2511  20250901   2980.00  ...   3000.00     2962.00       JD
105  jd2512  20250901   3141.00  ...   3157.00     3122.00       JD
106  jd2601  20250901   3330.00  ...   3337.00     3320.00       JD
107  jd2602  20250901   3085.00  ...   3094.00     3079.00       JD
108  jd2603  20250901   3086.00  ...   3100.00     3092.00       JD
109  jd2604  20250901   3247.00  ...   3264.00     3256.00       JD
110  jd2605  20250901   3350.00  ...   3359.00     3366.00       JD
111  jd2606  20250901   3200.00  ...   3192.00     3178.00       JD
112  jd2607  20250901   3400.00  ...   3401.00     3373.00       JD
113  jd2608  20250901   3800.00  ...   3799.00     3735.00       JD
114  jm2509  20250901    986.50  ...    963.00      990.00       JM
115  jm2510  20250901   1013.50  ...    985.00     1019.50       JM
116  jm2511  20250901   1069.00  ...   1034.50     1070.50       JM
117  jm2512  20250901   1118.00  ...   1083.50     1116.50       JM
118  jm2601  20250901   1152.00  ...   1121.50     1156.50       JM
119  jm2602  20250901   1169.00  ...   1136.00     1172.00       JM
120  jm2603  20250901   1177.00  ...   1148.00     1184.00       JM
121  jm2604  20250901   1187.00  ...   1159.50     1189.50       JM
122  jm2605  20250901   1193.00  ...   1165.50     1199.50       JM
123  jm2606  20250901   1200.00  ...   1176.50     1206.50       JM
124  jm2607  20250901   1211.00  ...   1187.50     1219.00       JM
125  jm2608  20250901   1220.00  ...   1202.00     1225.00       JM
126   l2509  20250901   7276.00  ...   7209.00     7276.00        L
127   l2510  20250901   7279.00  ...   7243.00     7291.00        L
128   l2511  20250901   7287.00  ...   7249.00     7307.00        L
129   l2512  20250901   7289.00  ...   7255.00     7321.00        L
130   l2601  20250901   7280.00  ...   7256.00     7317.00        L
131   l2602  20250901   7278.00  ...   7247.00     7306.00        L
132   l2603  20250901   7286.00  ...   7248.00     7316.00        L
133   l2604  20250901   7249.00  ...   7273.00     7326.00        L
134   l2605  20250901   7294.00  ...   7260.00     7317.00        L
135   l2606  20250901   7260.00  ...   7258.00     7363.00        L
136   l2607  20250901   7323.00  ...   7285.00     7308.00        L
137   l2608  20250901   7340.00  ...   7301.00     7321.00        L
138  lg2509  20250901    781.00  ...    779.00      783.50       LG
139  lg2511  20250901    820.00  ...    818.50      820.50       LG
140  lg2601  20250901    838.50  ...    830.50      835.50       LG
141  lg2603  20250901    833.50  ...    834.00      839.50       LG
142  lg2605  20250901    834.00  ...    834.00      840.00       LG
143  lg2607  20250901    835.00  ...    835.50      840.00       LG
144  lh2509  20250901  13165.00  ...  13160.00    13095.00       LH
145  lh2511  20250901  13700.00  ...  13625.00    13580.00       LH
146  lh2601  20250901  13935.00  ...  13885.00    13910.00       LH
147  lh2603  20250901  13150.00  ...  13120.00    13125.00       LH
148  lh2605  20250901  13550.00  ...  13560.00    13530.00       LH
149  lh2607  20250901  14100.00  ...  14120.00    14115.00       LH
150   m2509  20250901   3002.00  ...   3013.00     3002.00        M
151   m2511  20250901   3035.00  ...   3033.00     3020.00        M
152   m2512  20250901   3065.00  ...   3070.00     3056.00        M
153   m2601  20250901   3052.00  ...   3060.00     3047.00        M
154   m2603  20250901   2986.00  ...   2988.00     2984.00        M
155   m2605  20250901   2819.00  ...   2819.00     2811.00        M
156   m2607  20250901   2808.00  ...   2807.00     2800.00        M
157   m2608  20250901   2935.00  ...   2933.00     2927.00        M
158   p2509  20250901   9300.00  ...   9314.00     9310.00        P
159   p2510  20250901   9254.00  ...   9292.00     9320.00        P
160   p2511  20250901   9266.00  ...   9286.00     9316.00        P
161   p2512  20250901   9276.00  ...   9306.00     9330.00        P
162   p2601  20250901   9300.00  ...   9326.00     9348.00        P
163   p2602  20250901   9266.00  ...   9290.00     9310.00        P
164   p2603  20250901   9224.00  ...   9240.00     9248.00        P
165   p2604  20250901   9096.00  ...   9164.00     9208.00        P
166   p2605  20250901   9070.00  ...   9086.00     9106.00        P
167   p2606  20250901   8924.00  ...   8992.00     9004.00        P
168   p2607  20250901   8842.00  ...   8874.00     8890.00        P
169   p2608  20250901   8772.00  ...   8812.00     8870.00        P
170  pg2509  20250901   3700.00  ...   3693.00     3727.00       PG
171  pg2510  20250901   4403.00  ...   4364.00     4366.00       PG
172  pg2511  20250901   4332.00  ...   4282.00     4289.00       PG
173  pg2512  20250901   4262.00  ...   4219.00     4233.00       PG
174  pg2601  20250901   4202.00  ...   4160.00     4174.00       PG
175  pg2602  20250901   4137.00  ...   4100.00     4110.00       PG
176  pg2603  20250901   4045.00  ...   4021.00     4028.00       PG
177  pg2604  20250901   4348.00  ...   4326.00     4336.00       PG
178  pg2605  20250901   4272.00  ...   4251.00     4242.00       PG
179  pg2606  20250901   4202.00  ...   4206.00     4194.00       PG
180  pg2607  20250901   4104.00  ...   4111.00     4136.00       PG
181  pg2608  20250901   4120.00  ...   4120.00     4090.00       PG
182  pp2509  20250901   6882.00  ...   6862.00     6911.00       PP
183  pp2510  20250901   6939.00  ...   6904.00     6941.00       PP
184  pp2511  20250901   6957.00  ...   6926.00     6962.00       PP
185  pp2512  20250901   6975.00  ...   6942.00     6983.00       PP
186  pp2601  20250901   6990.00  ...   6949.00     6992.00       PP
187  pp2602  20250901   6959.00  ...   6927.00     6969.00       PP
188  pp2603  20250901   6915.00  ...   6932.00     6963.00       PP
189  pp2604  20250901   6994.00  ...   6960.00     6998.00       PP
190  pp2605  20250901   7001.00  ...   6973.00     7011.00       PP
191  pp2606  20250901   6971.00  ...   6946.00     6987.00       PP
192  pp2607  20250901   6957.00  ...   6941.00     6949.00       PP
193  pp2608  20250901   6920.00  ...   6937.00     6969.00       PP
194  rr2509  20250901      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250901   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250901   3614.00  ...   3612.00     3612.00       RR
197  rr2512  20250901   3608.00  ...   3608.00     3607.00       RR
198  rr2601  20250901   3623.00  ...   3621.00     3619.00       RR
199  rr2602  20250901   3606.00  ...   3604.00     3609.00       RR
200  rr2603  20250901      0.00  ...   3602.00     3602.00       RR
201  rr2604  20250901      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250901   3610.00  ...   3610.00     3595.00       RR
203  rr2606  20250901   3607.00  ...   3607.00     3605.00       RR
204  rr2607  20250901      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250901      0.00  ...   3625.00     3625.00       RR
206   v2509  20250901   4743.00  ...   4721.00     4748.00        V
207   v2510  20250901   4787.00  ...   4769.00     4796.00        V
208   v2511  20250901   4843.00  ...   4805.00     4831.00        V
209   v2512  20250901   4871.00  ...   4842.00     4872.00        V
210   v2601  20250901   4907.00  ...   4881.00     4909.00        V
211   v2602  20250901   4942.00  ...   4917.00     4949.00        V
212   v2603  20250901   4968.00  ...   4955.00     4973.00        V
213   v2604  20250901   5169.00  ...   5156.00     5175.00        V
214   v2605  20250901   5209.00  ...   5183.00     5206.00        V
215   v2606  20250901   5213.00  ...   5208.00     5239.00        V
216   v2607  20250901   5258.00  ...   5244.00     5271.00        V
217   v2608  20250901   5299.00  ...   5277.00     5292.00        V
218   y2509  20250901   8414.00  ...   8400.00     8414.00        Y
219   y2511  20250901   8384.00  ...   8358.00     8388.00        Y
220   y2512  20250901   8396.00  ...   8380.00     8410.00        Y
221   y2601  20250901   8360.00  ...   8330.00     8358.00        Y
222   y2603  20250901   8282.00  ...   8262.00     8304.00        Y
223   y2605  20250901   8056.00  ...   8040.00     8076.00        Y
224   y2607  20250901   8032.00  ...   8006.00     8036.00        Y
225   y2608  20250901   8000.00  ...   7994.00     7992.00        Y

[226 rows x 12 columns]
2025-09-02 18:26:09,572 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250901  50060.0  ...  49445.0     49520.0       PS
1   PS2510  20250901  49845.0  ...  50110.0     49540.0       PS
2   PS2511  20250901  49265.0  ...  49895.0     49310.0       PS
3   PS2512  20250901  51940.0  ...  52290.0     51880.0       PS
4   PS2601  20250901  51680.0  ...  52450.0     51940.0       PS
5   PS2602  20250901  52120.0  ...  52440.0     52110.0       PS
6   PS2603  20250901  52070.0  ...  52905.0     51900.0       PS
7   PS2604  20250901  52320.0  ...  52735.0     52415.0       PS
8   PS2605  20250901  52480.0  ...  53005.0     52400.0       PS
9   PS2606  20250901  55100.0  ...  55420.0     54890.0       PS
10  PS2607  20250901  55095.0  ...  55465.0     55050.0       PS
11  PS2608  20250901  55045.0  ...  55185.0     55120.0       PS
13  SI2509  20250901   8355.0  ...   8310.0      8365.0       SI
14  SI2510  20250901   8300.0  ...   8335.0      8425.0       SI
15  SI2511  20250901   8370.0  ...   8375.0      8420.0       SI
16  SI2512  20250901   8630.0  ...   8775.0      8790.0       SI
17  SI2601  20250901   8740.0  ...   8760.0      8785.0       SI
18  SI2602  20250901   8740.0  ...   8750.0      8775.0       SI
19  SI2603  20250901   8740.0  ...   8780.0      8790.0       SI
20  SI2604  20250901   8740.0  ...   8845.0      8795.0       SI
21  SI2605  20250901   8780.0  ...   8795.0      8810.0       SI
22  SI2606  20250901   8780.0  ...   8825.0      8815.0       SI
23  SI2607  20250901   8815.0  ...   8855.0      8845.0       SI
24  SI2608  20250901   8755.0  ...   8790.0      8810.0       SI
27  LC2509  20250901  76500.0  ...  76320.0     77620.0       LC
28  LC2510  20250901  76440.0  ...  75980.0     77740.0       LC
29  LC2511  20250901  77000.0  ...  75880.0     77680.0       LC
30  LC2512  20250901  75740.0  ...  75640.0     77320.0       LC
31  LC2601  20250901  76160.0  ...  75480.0     77080.0       LC
32  LC2602  20250901  75660.0  ...  75060.0     76700.0       LC
33  LC2603  20250901  75500.0  ...  74940.0     76260.0       LC
34  LC2604  20250901  75460.0  ...  75180.0     76180.0       LC
35  LC2605  20250901  75600.0  ...  75140.0     76060.0       LC
36  LC2606  20250901  75180.0  ...  74540.0     75820.0       LC
37  LC2607  20250901  74520.0  ...  74600.0     75740.0       LC
38  LC2608  20250901  75360.0  ...  74780.0     76280.0       LC

[36 rows x 12 columns]
2025-09-02 18:26:09,710 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250901  7021.000  ...  7022.800    6983.400       IC
1   IC2510  20250901  6996.800  ...  6973.000    6935.200       IC
2   IC2512  20250901  6886.200  ...  6867.200    6828.400       IC
3   IC2603  20250901  6747.000  ...  6716.800    6682.600       IC
4   IF2509  20250901  4517.000  ...  4513.800    4502.600       IF
5   IF2510  20250901  4518.600  ...  4507.000    4496.600       IF
6   IF2512  20250901  4500.000  ...  4492.000    4481.800       IF
7   IF2603  20250901  4480.000  ...  4469.000    4459.000       IF
8   IH2509  20250901  2988.800  ...  2982.400    2978.600       IH
9   IH2510  20250901  2983.800  ...  2980.600    2974.800       IH
10  IH2512  20250901  2988.200  ...  2982.400    2978.800       IH
11  IH2603  20250901  2998.800  ...  2984.600    2981.200       IH
12  IM2509  20250901  7400.000  ...  7387.800    7353.800       IM
13  IM2510  20250901  7322.600  ...  7321.000    7294.800       IM
14  IM2512  20250901  7220.000  ...  7187.200    7165.600       IM
15  IM2603  20250901  7030.000  ...  7003.800    6986.400       IM
16   T2509  20250901   108.000  ...   108.200     108.055        T
17   T2512  20250901   107.785  ...   107.985     107.820        T
18   T2603  20250901   107.540  ...   107.715     107.585        T
19  TF2509  20250901   105.630  ...   105.700     105.655       TF
20  TF2512  20250901   105.480  ...   105.590     105.515       TF
21  TF2603  20250901   105.375  ...   105.485     105.410       TF
22  TL2509  20250901   116.920  ...   117.280     117.020       TL
23  TL2512  20250901   116.430  ...   116.890     116.560       TL
24  TL2603  20250901   115.950  ...   116.550     116.230       TL
25  TS2509  20250901   102.330  ...   102.356     102.348       TS
26  TS2512  20250901   102.408  ...   102.428     102.420       TS
27  TS2603  20250901   102.334  ...   102.358     102.354       TS

[28 rows x 12 columns]
2025-09-02 18:26:09,786 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250901     487  ...   483.6      482.9      SC
1       SC2511  20250901   486.4  ...     484      483.7      SC
2       SC2512  20250901   486.3  ...   483.8      483.6      SC
3       SC2601  20250901   485.2  ...   482.9      482.7      SC
4       SC2602  20250901   483.7  ...     482      482.2      SC
5       SC2603  20250901   480.1  ...   479.8      480.7      SC
6       SC2604  20250901   478.5  ...   478.7      478.4      SC
7       SC2605  20250901   478.9  ...   477.5      478.9      SC
8       SC2606  20250901     478  ...   476.9      476.9      SC
9       SC2607  20250901   473.4  ...   473.4        476      SC
10      SC2608  20250901   476.8  ...   475.3      476.5      SC
11      SC2609  20250901   470.6  ...   470.6      476.1      SC
12      SC2612  20250901   480.9  ...   476.6      480.9      SC
13      SC2703  20250901          ...   475.9        477      SC
14      SC2706  20250901          ...     475      476.4      SC
15      SC2709  20250901   471.3  ...   471.3      474.8      SC
16      SC2712  20250901   471.5  ...   471.3      474.4      SC
17      SC2803  20250901          ...   471.4      471.4      SC
18      SC2806  20250901          ...     469        469      SC
19      SC2809  20250901          ...     469        469      SC
21      LU2510  20250901    3510  ...    3458       3483      LU
22      LU2511  20250901    3518  ...    3471       3491      LU
23      LU2512  20250901    3503  ...    3457       3473      LU
24      LU2601  20250901    3499  ...    3443       3454      LU
25      LU2602  20250901    3449  ...    3413       3419      LU
26      LU2603  20250901    3401  ...    3396       3434      LU
27      LU2604  20250901    3382  ...    3391       3415      LU
28      LU2605  20250901    3388  ...    3374       3407      LU
29      LU2606  20250901    3378  ...    3373       3424      LU
30      LU2607  20250901    3402  ...    3392       3412      LU
31      LU2608  20250901    3387  ...    3386       3407      LU
32      LU2609  20250901    3374  ...    3374       3407      LU
34      NR2509  20250901   12680  ...   12640      12610      NR
35      NR2510  20250901   12725  ...   12675      12670      NR
36      NR2511  20250901   12755  ...   12715      12705      NR
37      NR2512  20250901   12795  ...   12745      12735      NR
38      NR2601  20250901   12825  ...   12780      12780      NR
39      NR2602  20250901   12895  ...   12765      12765      NR
40      NR2603  20250901   12915  ...   12760      12810      NR
41      NR2604  20250901   12950  ...   12780      12840      NR
42      NR2605  20250901   12910  ...   12815      12860      NR
43      NR2606  20250901   12855  ...   12855      12980      NR
44      NR2607  20250901   12895  ...   12865      12835      NR
45      NR2608  20250901   12905  ...   12905      12890      NR
47      BC2509  20250901   70460  ...   70580      70040      BC
48      BC2510  20250901   70650  ...   70760      70260      BC
49      BC2511  20250901   70700  ...   70750      70270      BC
50      BC2512  20250901   70740  ...   70740      70180      BC
51      BC2601  20250901          ...   70590      69980      BC
52      BC2602  20250901          ...   70400      70100      BC
53      BC2603  20250901   71470  ...   71470      70100      BC
54      BC2604  20250901          ...   70370      69390      BC
55      BC2605  20250901          ...   70370      69410      BC
56      BC2606  20250901          ...   70210      69790      BC
57      BC2607  20250901          ...   70130      69370      BC
58      BC2608  20250901          ...   70100      69370      BC
60      EC2510  20250901  1267.8  ...  1293.8       1272      EC
61      EC2512  20250901    1570  ...  1621.9     1562.6      EC
62      EC2602  20250901  1420.4  ...  1439.5       1406      EC
63      EC2604  20250901  1206.5  ...  1230.5     1210.6      EC
64      EC2606  20250901  1392.8  ...  1407.4     1375.1      EC
65      EC2608  20250901  1595.8  ...  1599.5     1562.7      EC
68  SC_TAS2510  20250901          ...                     SC_TAS
69  SC_TAS2511  20250901          ...                     SC_TAS
70  SC_TAS2512  20250901          ...                     SC_TAS
71  SC_TAS2601  20250901          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-02 18:26:09,887 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250901   8358.0   8387.0  ...   318117.23   8357.0      8360.0       AP
1    AP511  20250901   8168.0   8192.0  ...     3298.83   8155.0      8144.0       AP
2    AP512  20250901   8209.0   8216.0  ...      188.40   8191.0      8196.0       AP
3    AP601  20250901   8320.0   8320.0  ...   124304.06   8263.0      8258.0       AP
4    AP603  20250901   8130.0   8175.0  ...      154.63   8139.0      8142.0       AP
5    AP604  20250901   8189.0   8189.0  ...       24.51   8170.0      8122.0       AP
6    AP605  20250901   8209.0   8238.0  ...     1223.76   8213.0      8209.0       AP
7    CF509  20250901  13740.0  13770.0  ...    31148.61  13620.0     13795.0       CF
8    CF511  20250901  14040.0  14045.0  ...   444482.21  13850.0     14105.0       CF
9    CF601  20250901  14240.0  14240.0  ...  4050478.47  14020.0     14260.0       CF
10   CF603  20250901  14205.0  14205.0  ...     8473.39  13980.0     14225.0       CF
11   CF605  20250901  14200.0  14200.0  ...   258875.66  13995.0     14205.0       CF
12   CF607  20250901  14155.0  14185.0  ...     3453.32  13955.0     14210.0       CF
13   CJ509  20250901  10355.0  10405.0  ...      442.76  10295.0     10180.0       CJ
14   CJ512  20250901  11385.0  11450.0  ...    12308.60  11310.0     11340.0       CJ
15   CJ601  20250901  11500.0  11570.0  ...   798961.76  11425.0     11460.0       CJ
16   CJ603  20250901  11540.0  11600.0  ...    10542.59  11470.0     11500.0       CJ
17   CJ605  20250901  11685.0  11720.0  ...   123677.86  11585.0     11615.0       CJ
18   CJ607  20250901  11805.0  11870.0  ...     1696.21  11740.0     11770.0       CJ
19   CY509  20250901  20205.0  20550.0  ...      252.53  20200.0     20335.0       CY
20   CY510  20250901      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250901  20165.0  20165.0  ...   113780.65  19955.0     20180.0       CY
22   CY512  20250901      0.0      0.0  ...        0.00  19870.0     20005.0       CY
23   CY601  20250901  20225.0  20225.0  ...     6081.41  19970.0     20235.0       CY
24   CY602  20250901      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250901      0.0      0.0  ...        0.00  20365.0     20365.0       CY
26   CY604  20250901      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250901  20285.0  20285.0  ...       20.26  20255.0     20455.0       CY
28   CY606  20250901      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250901      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250901      0.0      0.0  ...        0.00  20280.0     20295.0       CY
31   FG509  20250901    994.0    994.0  ...    11302.46    966.0       970.0       FG
32   FG510  20250901   1079.0   1079.0  ...    75779.37   1063.0      1066.0       FG
33   FG511  20250901   1073.0   1073.0  ...   170235.11   1054.0      1066.0       FG
34   FG512  20250901   1180.0   1180.0  ...    94216.34   1153.0      1173.0       FG
35   FG601  20250901   1181.0   1181.0  ...  4743107.13   1147.0      1173.0       FG
36   FG602  20250901   1224.0   1226.0  ...    12944.80   1195.0      1224.0       FG
37   FG603  20250901   1235.0   1235.0  ...     3072.60   1200.0      1225.0       FG
38   FG604  20250901   1276.0   1276.0  ...     1259.95   1250.0      1271.0       FG
39   FG605  20250901   1275.0   1276.0  ...   114806.45   1243.0      1266.0       FG
40   FG606  20250901   1295.0   1297.0  ...      993.44   1274.0      1292.0       FG
41   FG607  20250901   1293.0   1293.0  ...     1559.25   1268.0      1283.0       FG
42   FG608  20250901   1305.0   1313.0  ...      732.67   1299.0      1312.0       FG
43   JR509  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250901   2210.0   2226.0  ...     6824.51   2201.0      2214.0       MA
53   MA510  20250901   2260.0   2291.0  ...    41040.84   2260.0      2267.0       MA
54   MA511  20250901   2287.0   2315.0  ...   107240.23   2282.0      2295.0       MA
55   MA512  20250901   2341.0   2359.0  ...    40120.93   2330.0      2344.0       MA
56   MA601  20250901   2366.0   2387.0  ...  1429798.88   2359.0      2370.0       MA
57   MA602  20250901   2385.0   2400.0  ...     4893.22   2373.0      2390.0       MA
58   MA603  20250901   2384.0   2401.0  ...      228.59   2381.0      2388.0       MA
59   MA604  20250901   2381.0   2401.0  ...       42.69   2372.0      2381.0       MA
60   MA605  20250901   2374.0   2392.0  ...    61944.54   2370.0      2378.0       MA
61   MA606  20250901   2374.0   2401.0  ...       11.90   2379.0      2383.0       MA
62   MA607  20250901   2377.0   2390.0  ...       42.74   2374.0      2381.0       MA
63   MA608  20250901   2379.0   2387.0  ...       26.08   2371.0      2378.0       MA
64   OI509  20250901   9968.0  10030.0  ...     6410.33   9954.0      9968.0       OI
65   OI511  20250901   9894.0   9962.0  ...   534901.85   9887.0      9895.0       OI
66   OI601  20250901   9779.0   9848.0  ...  2787676.91   9780.0      9782.0       OI
67   OI603  20250901   9704.0   9769.0  ...     5348.30   9707.0      9707.0       OI
68   OI605  20250901   9625.0   9682.0  ...    48080.79   9622.0      9627.0       OI
69   OI607  20250901   9543.0   9642.0  ...      230.76   9615.0      9587.0       OI
70   PF509  20250901   6396.0   6416.0  ...     1451.56   6382.0      6378.0       PF
71   PF510  20250901   6504.0   6528.0  ...   340052.39   6488.0      6486.0       PF
72   PF511  20250901   6482.0   6500.0  ...   359367.76   6466.0      6468.0       PF
73   PF512  20250901   6468.0   6482.0  ...   218205.14   6448.0      6456.0       PF
74   PF601  20250901   6488.0   6504.0  ...    63957.56   6482.0      6474.0       PF
75   PF602  20250901   6498.0   6516.0  ...    18023.18   6492.0      6486.0       PF
76   PF603  20250901   6512.0   6520.0  ...       81.27   6502.0      6490.0       PF
77   PF604  20250901   6524.0   6542.0  ...       32.62   6524.0      6554.0       PF
78   PF605  20250901   6558.0   6564.0  ...       32.72   6546.0      6538.0       PF
79   PF606  20250901   6564.0   6564.0  ...       13.09   6546.0      6556.0       PF
80   PF607  20250901   6560.0   6560.0  ...        9.81   6544.0      6540.0       PF
81   PF608  20250901      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250901   7972.0   8026.0  ...    41846.97   8002.0      7990.0       PK
83   PK511  20250901   7770.0   7836.0  ...   283223.14   7808.0      7792.0       PK
84   PK512  20250901   7800.0   7828.0  ...    93264.50   7808.0      7808.0       PK
85   PK601  20250901   7864.0   7874.0  ...    25634.11   7864.0      7860.0       PK
86   PK603  20250901   7858.0   7880.0  ...       39.37   7874.0      7864.0       PK
87   PK604  20250901   7862.0   7888.0  ...      165.50   7882.0      7878.0       PK
88   PK605  20250901   7868.0   7884.0  ...     2291.67   7876.0      7870.0       PK
89   PL601  20250901   6420.0   6427.0  ...    65642.86   6394.0      6425.0       PL
90   PL602  20250901   6433.0   6451.0  ...      976.92   6427.0      6445.0       PL
91   PL603  20250901   6432.0   6432.0  ...      538.68   6413.0      6421.0       PL
92   PL604  20250901   6440.0   6440.0  ...       12.88   6440.0      6443.0       PL
93   PL605  20250901   6358.0   6408.0  ...      178.40   6371.0      6362.0       PL
94   PL606  20250901      0.0      0.0  ...        0.00   6430.0      6422.0       PL
95   PL607  20250901      0.0      0.0  ...        0.00   6428.0      6428.0       PL
96   PL608  20250901      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250901   5800.0   5832.0  ...     2311.49   5816.0      5832.0       PR
104  PR510  20250901   5976.0   5988.0  ...    68483.16   5952.0      5966.0       PR
105  PR511  20250901   5980.0   5980.0  ...   448712.15   5940.0      5954.0       PR
106  PR512  20250901   5966.0   5974.0  ...   259553.09   5946.0      5952.0       PR
107  PR601  20250901   5972.0   5980.0  ...    38453.43   5952.0      5970.0       PR
108  PR602  20250901      0.0      0.0  ...        0.00   5998.0      6002.0       PR
109  PR603  20250901      0.0      0.0  ...        0.00   6002.0      6006.0       PR
110  PR604  20250901      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250901   6002.0   6002.0  ...        9.00   6002.0      6022.0       PR
112  PR606  20250901   6006.0   6006.0  ...        9.01   6006.0      6050.0       PR
113  PR607  20250901      0.0      0.0  ...        0.00   6018.0      6022.0       PR
114  PR608  20250901   5960.0   5996.0  ...       17.93   5978.0      6026.0       PR
115  PX509  20250901   6712.0   6858.0  ...     1628.14   6714.0      6866.0       PX
116  PX510  20250901   6918.0   6918.0  ...    39766.41   6882.0      6866.0       PX
117  PX511  20250901   6886.0   6890.0  ...   553113.93   6854.0      6844.0       PX
118  PX512  20250901   6856.0   6856.0  ...    98159.01   6816.0      6812.0       PX
119  PX601  20250901   6822.0   6826.0  ...   113607.60   6788.0      6792.0       PX
120  PX602  20250901   6798.0   6818.0  ...    24557.59   6792.0      6800.0       PX
121  PX603  20250901      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250901      0.0      0.0  ...        0.00   6808.0      6812.0       PX
123  PX605  20250901   6780.0   6812.0  ...      261.25   6786.0      6802.0       PX
124  PX606  20250901   6784.0   6784.0  ...        3.39   6784.0      6786.0       PX
125  PX607  20250901   6788.0   6816.0  ...       23.82   6806.0      6790.0       PX
126  PX608  20250901   6908.0   6908.0  ...        3.45   6908.0      6826.0       PX
127  RI509  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250901   2554.0   2575.0  ...     1268.11   2562.0      2554.0       RM
134  RM511  20250901   2546.0   2571.0  ...    20442.11   2558.0      2543.0       RM
135  RM601  20250901   2509.0   2530.0  ...   833339.36   2511.0      2496.0       RM
136  RM603  20250901   2415.0   2425.0  ...    14106.80   2412.0      2405.0       RM
137  RM605  20250901   2418.0   2426.0  ...   116202.97   2414.0      2411.0       RM
138  RM607  20250901   2407.0   2414.0  ...     5554.31   2401.0      2396.0       RM
139  RM608  20250901   2484.0   2492.0  ...      473.75   2480.0      2457.0       RM
140  RS509  20250901   4750.0   4750.0  ...       66.50   4750.0      4675.0       RS
141  RS511  20250901   5106.0   5106.0  ...       10.21   5106.0      5156.0       RS
142  RS607  20250901      0.0      0.0  ...        0.00   5550.0      5550.0       RS
143  RS608  20250901      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250901   1198.0   1198.0  ...    10688.91   1152.0      1170.0       SA
145  SA510  20250901   1230.0   1230.0  ...    66233.37   1202.0      1222.0       SA
146  SA511  20250901   1225.0   1228.0  ...   267213.34   1207.0      1228.0       SA
147  SA512  20250901   1282.0   1285.0  ...   132632.63   1260.0      1290.0       SA
148  SA601  20250901   1296.0   1296.0  ...  3883759.21   1270.0      1298.0       SA
149  SA602  20250901   1323.0   1324.0  ...    33343.12   1296.0      1324.0       SA
150  SA603  20250901   1330.0   1330.0  ...     8113.11   1305.0      1327.0       SA
151  SA604  20250901   1365.0   1366.0  ...     1914.88   1347.0      1368.0       SA
152  SA605  20250901   1373.0   1373.0  ...   119487.33   1348.0      1370.0       SA
153  SA606  20250901   1375.0   1375.0  ...     1748.07   1357.0      1377.0       SA
154  SA607  20250901   1381.0   1381.0  ...     1842.91   1361.0      1378.0       SA
155  SA608  20250901   1402.0   1402.0  ...      714.33   1390.0      1404.0       SA
156  SF509  20250901   5450.0   5450.0  ...     3511.62   5398.0      5364.0       SF
157  SF510  20250901   5336.0   5364.0  ...    50322.28   5308.0      5382.0       SF
158  SF511  20250901   5526.0   5544.0  ...   580676.15   5486.0      5566.0       SF
159  SF512  20250901   5494.0   5498.0  ...    65521.15   5444.0      5542.0       SF
160  SF601  20250901   5498.0   5500.0  ...   182908.31   5452.0      5538.0       SF
161  SF602  20250901   5452.0   5466.0  ...    22770.98   5418.0      5502.0       SF
162  SF603  20250901   5622.0   5648.0  ...      215.67   5602.0      5694.0       SF
163  SF604  20250901   5584.0   5628.0  ...       11.18   5592.0      5676.0       SF
164  SF605  20250901   5634.0   5634.0  ...     2429.86   5592.0      5674.0       SF
165  SF606  20250901   5602.0   5602.0  ...      172.37   5560.0      5638.0       SF
166  SF607  20250901   5784.0   5784.0  ...      108.79   5726.0      5786.0       SF
167  SF608  20250901   5784.0   5784.0  ...       37.14   5714.0      5784.0       SF
168  SH509  20250901   2482.0   2568.0  ...     1236.00   2512.0      2495.0       SH
169  SH510  20250901   2635.0   2717.0  ...   354916.60   2669.0      2622.0       SH
170  SH511  20250901   2669.0   2764.0  ...  1102451.44   2705.0      2649.0       SH
171  SH512  20250901   2687.0   2769.0  ...   298006.25   2714.0      2673.0       SH
172  SH601  20250901   2670.0   2736.0  ...  5424223.30   2690.0      2660.0       SH
173  SH602  20250901   2684.0   2741.0  ...    77792.76   2694.0      2675.0       SH
174  SH603  20250901   2690.0   2748.0  ...     8104.42   2715.0      2687.0       SH
175  SH604  20250901   2728.0   2785.0  ...     1645.94   2757.0      2738.0       SH
176  SH605  20250901   2752.0   2797.0  ...    72415.78   2765.0      2753.0       SH
177  SH606  20250901   2758.0   2794.0  ...      556.56   2769.0      2762.0       SH
178  SH607  20250901   2751.0   2775.0  ...      181.83   2755.0      2747.0       SH
179  SH608  20250901   2755.0   2789.0  ...      447.82   2764.0      2752.0       SH
180  SM509  20250901   5672.0   5672.0  ...     9524.38   5624.0      5678.0       SM
181  SM510  20250901   5658.0   5658.0  ...    33322.25   5622.0      5692.0       SM
182  SM511  20250901   5700.0   5770.0  ...   134900.58   5704.0      5770.0       SM
183  SM512  20250901   5750.0   5750.0  ...    45444.14   5714.0      5772.0       SM
184  SM601  20250901   5750.0   5754.0  ...   541526.24   5716.0      5786.0       SM
185  SM602  20250901   5736.0   5752.0  ...    26467.44   5732.0      5800.0       SM
186  SM603  20250901   5744.0   5758.0  ...      112.00   5744.0      5806.0       SM
187  SM604  20250901      0.0      0.0  ...        0.00   5778.0      5810.0       SM
188  SM605  20250901   5798.0   5798.0  ...     8068.68   5760.0      5830.0       SM
189  SM606  20250901   5768.0   5770.0  ...       28.78   5756.0      5824.0       SM
190  SM607  20250901   5812.0   5812.0  ...      112.78   5784.0      5844.0       SM
191  SM608  20250901   5828.0   5830.0  ...       43.52   5804.0      5874.0       SM
192  SR509  20250901   5581.0   5630.0  ...     1773.13   5611.0      5598.0       SR
193  SR511  20250901   5582.0   5601.0  ...   153323.50   5588.0      5586.0       SR
194  SR601  20250901   5600.0   5612.0  ...   784954.64   5602.0      5600.0       SR
195  SR603  20250901   5580.0   5590.0  ...     1908.89   5582.0      5579.0       SR
196  SR605  20250901   5565.0   5574.0  ...    26958.98   5567.0      5560.0       SR
197  SR607  20250901   5563.0   5570.0  ...      862.35   5564.0      5556.0       SR
198  TA509  20250901   4762.0   4762.0  ...    32404.11   4720.0      4718.0       TA
199  TA510  20250901   4772.0   4784.0  ...   154615.01   4756.0      4762.0       TA
200  TA511  20250901   4764.0   4784.0  ...   139832.74   4758.0      4766.0       TA
201  TA512  20250901   4782.0   4790.0  ...    58866.19   4766.0      4768.0       TA
202  TA601  20250901   4790.0   4794.0  ...  1258698.51   4770.0      4774.0       TA
203  TA602  20250901   4794.0   4800.0  ...    15056.82   4778.0      4800.0       TA
204  TA603  20250901   4810.0   4812.0  ...      198.79   4790.0      4814.0       TA
205  TA604  20250901      0.0      0.0  ...        0.00   4806.0      4812.0       TA
206  TA605  20250901   4826.0   4832.0  ...    33991.04   4804.0      4812.0       TA
207  TA606  20250901      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250901   4834.0   4834.0  ...        4.82   4822.0      4846.0       TA
209  TA608  20250901      0.0      0.0  ...        0.00   4842.0      4858.0       TA
210  UR509  20250901   1707.0   1707.0  ...     1233.43   1671.0      1688.0       UR
211  UR510  20250901   1696.0   1699.0  ...    13660.85   1688.0      1708.0       UR
212  UR511  20250901   1736.0   1744.0  ...    33786.51   1732.0      1746.0       UR
213  UR512  20250901   1729.0   1744.0  ...    15810.96   1734.0      1748.0       UR
214  UR601  20250901   1742.0   1750.0  ...   636251.78   1737.0      1750.0       UR
215  UR602  20250901   1737.0   1745.0  ...      582.79   1734.0      1746.0       UR
216  UR603  20250901   1778.0   1789.0  ...      188.50   1778.0      1786.0       UR
217  UR604  20250901   1779.0   1779.0  ...       10.66   1777.0      1787.0       UR
218  UR605  20250901   1783.0   1791.0  ...    19103.11   1780.0      1790.0       UR
219  UR606  20250901   1779.0   1779.0  ...      120.60   1774.0      1784.0       UR
220  UR607  20250901   1787.0   1795.0  ...      125.26   1789.0      1796.0       UR
221  UR608  20250901   1784.0   1792.0  ...       35.71   1785.0      1791.0       UR
222  WH509  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-02 18:26:10,163 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250901  ...   79750      79200      CU
1        1      CU2510  20250901  ...   79710      79220      CU
2        2      CU2511  20250901  ...   79690      79220      CU
3        3      CU2512  20250901  ...   79620      79160      CU
4        4      CU2601  20250901  ...   79580      79160      CU
5        5      CU2602  20250901  ...   79580      79090      CU
6        6      CU2603  20250901  ...   79620      79070      CU
7        7      CU2604  20250901  ...   79640      79230      CU
8        8      CU2605  20250901  ...   79620      79140      CU
9        9      CU2606  20250901  ...   79610      79240      CU
10      10      CU2607  20250901  ...   79660      79180      CU
11      11      CU2608  20250901  ...   79660      79240      CU
12      12      BC2509  20250901  ...   70580      70040      BC
13      13      BC2510  20250901  ...   70760      70260      BC
14      14      BC2511  20250901  ...   70750      70270      BC
15      15      BC2512  20250901  ...   70740      70180      BC
16      16      BC2601  20250901  ...   70590      69980      BC
17      17      BC2602  20250901  ...   70400      70100      BC
18      18      BC2603  20250901  ...   71470      70100      BC
19      19      BC2604  20250901  ...   70370      69390      BC
20      20      BC2605  20250901  ...   70370      69410      BC
21      21      BC2606  20250901  ...   70210      69790      BC
22      22      BC2607  20250901  ...   70130      69370      BC
23      23      BC2608  20250901  ...   70100      69370      BC
24      24      AL2509  20250901  ...   20675      20740      AL
25      25      AL2510  20250901  ...   20670      20730      AL
26      26      AL2511  20250901  ...   20650      20715      AL
27      27      AL2512  20250901  ...   20625      20695      AL
28      28      AL2601  20250901  ...   20605      20680      AL
29      29      AL2602  20250901  ...   20610      20685      AL
30      30      AL2603  20250901  ...   20655      20710      AL
31      31      AL2604  20250901  ...   20680      20720      AL
32      32      AL2605  20250901  ...   20690      20750      AL
33      33      AL2606  20250901  ...   20695      20755      AL
34      34      AL2607  20250901  ...   20700      20755      AL
35      35      AL2608  20250901  ...   20715      20745      AL
36      36      ZN2509  20250901  ...   22155      22080      ZN
37      37      ZN2510  20250901  ...   22195      22095      ZN
38      38      ZN2511  20250901  ...   22180      22095      ZN
39      39      ZN2512  20250901  ...   22190      22105      ZN
40      40      ZN2601  20250901  ...   22200      22110      ZN
41      41      ZN2602  20250901  ...   22195      22120      ZN
42      42      ZN2603  20250901  ...   22225      22180      ZN
43      43      ZN2604  20250901  ...   22250      22180      ZN
44      44      ZN2605  20250901  ...   22285      22195      ZN
45      45      ZN2606  20250901  ...   22265      22170      ZN
46      46      ZN2607  20250901  ...   22275      22170      ZN
47      47      ZN2608  20250901  ...   22295      22190      ZN
48      48      PB2509  20250901  ...   16795      16810      PB
49      49      PB2510  20250901  ...   16840      16850      PB
50      50      PB2511  20250901  ...   16855      16860      PB
51      51      PB2512  20250901  ...   16880      16875      PB
52      52      PB2601  20250901  ...   16890      16885      PB
53      53      PB2602  20250901  ...   16955      16965      PB
54      54      PB2603  20250901  ...   16995      16950      PB
55      55      PB2604  20250901  ...   16990      16975      PB
56      56      PB2605  20250901  ...   17035      17015      PB
57      57      PB2606  20250901  ...   17070      17105      PB
58      58      PB2607  20250901  ...   17120      17125      PB
59      59      PB2608  20250901  ...   17150      17105      PB
60      60      NI2509  20250901  ...  122460     121010      NI
61      61      NI2510  20250901  ...  122770     121300      NI
62      62      NI2511  20250901  ...  122990     121410      NI
63      63      NI2512  20250901  ...  123180     121570      NI
64      64      NI2601  20250901  ...  123370     121830      NI
65      65      NI2602  20250901  ...  123570     122050      NI
66      66      NI2603  20250901  ...  123680     122310      NI
67      67      NI2604  20250901  ...  123980     122650      NI
68      68      NI2605  20250901  ...  124310     122920      NI
69      69      NI2606  20250901  ...  124440     123120      NI
70      70      NI2607  20250901  ...  124500     123280      NI
71      71      NI2608  20250901  ...  125420     123480      NI
72      72      SN2509  20250901  ...  273340     274520      SN
73      73      SN2510  20250901  ...  273770     275810      SN
74      74      SN2511  20250901  ...  274070     276040      SN
75      75      SN2512  20250901  ...  274230     276090      SN
76      76      SN2601  20250901  ...  273920     275800      SN
77      77      SN2602  20250901  ...  273260     274410      SN
78      78      SN2603  20250901  ...  273800     275990      SN
79      79      SN2604  20250901  ...  275560     274310      SN
80      80      SN2605  20250901  ...  273970     276340      SN
81      81      SN2606  20250901  ...  273820     278230      SN
82      82      SN2607  20250901  ...  273970     276450      SN
83      83      SN2608  20250901  ...  274470     275770      SN
84      84      AO2509  20250901  ...    2982       3006      AO
85      85      AO2510  20250901  ...    2992       3019      AO
86      86      AO2511  20250901  ...    2999       3022      AO
87      87      AO2512  20250901  ...    3007       3025      AO
88      88      AO2601  20250901  ...    3009       3030      AO
89      89      AO2602  20250901  ...    3006       3025      AO
90      90      AO2603  20250901  ...    3009       3025      AO
91      91      AO2604  20250901  ...    3022       3041      AO
92      92      AO2605  20250901  ...    3023       3044      AO
93      93      AO2606  20250901  ...    3025       3048      AO
94      94      AO2607  20250901  ...    3034       3052      AO
95      95      AO2608  20250901  ...    3041       3049      AO
96      96      AD2511  20250901  ...   20275      20320      AD
97      97      AD2512  20250901  ...   20275      20335      AD
98      98      AD2601  20250901  ...   20325      20245      AD
99      99      AD2602  20250901  ...   20210      20210      AD
100    100      AD2603  20250901  ...   20220      20220      AD
101    101      AD2604  20250901  ...   19975      19975      AD
102    102      AD2605  20250901  ...   20040      20095      AD
103    103      AD2606  20250901  ...   19935      19935      AD
104    104      AD2607  20250901  ...   19925      19925      AD
105    105      AD2608  20250901  ...   20170      20315      AD
106    106      AU2509  20250901  ...  796.82     783.22      AU
107    107      AU2510  20250901  ...  794.72     784.26      AU
108    108      AU2511  20250901  ...  798.14      785.6      AU
109    109      AU2512  20250901  ...  797.72     786.56      AU
110    110      AU2602  20250901  ...  800.18     788.54      AU
111    111      AU2604  20250901  ...  802.12     790.86      AU
112    112      AU2606  20250901  ...   804.5        793      AU
113    113      AU2608  20250901  ...   805.4     795.26      AU
114    114      AG2509  20250901  ...    9626       9374      AG
115    115      AG2510  20250901  ...    9600       9385      AG
116    116      AG2511  20250901  ...    9594       9397      AG
117    117      AG2512  20250901  ...    9632       9409      AG
118    118      AG2601  20250901  ...    9648       9417      AG
119    119      AG2602  20250901  ...    9632       9428      AG
120    120      AG2603  20250901  ...    9662       9442      AG
121    121      AG2604  20250901  ...    9672       9460      AG
122    122      AG2605  20250901  ...    9696       9469      AG
123    123      AG2606  20250901  ...    9703       9486      AG
124    124      AG2607  20250901  ...    9699       9497      AG
125    125      AG2608  20250901  ...    9732       9516      AG
126    126      RB2509  20250901  ...    2978       3057      RB
127    127      RB2510  20250901  ...    3062       3107      RB
128    128      RB2511  20250901  ...    3065       3106      RB
129    129      RB2512  20250901  ...    3109       3157      RB
130    130      RB2601  20250901  ...    3122       3175      RB
131    131      RB2602  20250901  ...    3108       3161      RB
132    132      RB2603  20250901  ...    3121       3173      RB
133    133      RB2604  20250901  ...    3149       3199      RB
134    134      RB2605  20250901  ...    3165       3217      RB
135    135      RB2606  20250901  ...    3182       3236      RB
136    136      RB2607  20250901  ...    3195       3246      RB
137    137      RB2608  20250901  ...    3197       3242      RB
138    138      WR2509  20250901  ...    3342       3342      WR
139    139      WR2510  20250901  ...    3264       3316      WR
140    140      WR2511  20250901  ...    3282       3284      WR
141    141      WR2512  20250901  ...    3409       3439      WR
142    142      WR2601  20250901  ...    3380       3380      WR
143    143      WR2602  20250901  ...    3355       3365      WR
144    144      WR2603  20250901  ...    3438       3438      WR
145    145      WR2604  20250901  ...    3455       3455      WR
146    146      WR2605  20250901  ...    3429       3429      WR
147    147      WR2606  20250901  ...    3396       3396      WR
148    148      WR2607  20250901  ...    3417       3449      WR
149    149      WR2608  20250901  ...    3344       3344      WR
150    150      HC2509  20250901  ...    3341       3397      HC
151    151      HC2510  20250901  ...    3326       3366      HC
152    152      HC2511  20250901  ...    3324       3360      HC
153    153      HC2512  20250901  ...    3323       3362      HC
154    154      HC2601  20250901  ...    3310       3356      HC
155    155      HC2602  20250901  ...    3297       3367      HC
156    156      HC2603  20250901  ...    3308       3354      HC
157    157      HC2604  20250901  ...    3311       3369      HC
158    158      HC2605  20250901  ...    3314       3359      HC
159    159      HC2606  20250901  ...    3322       3362      HC
160    160      HC2607  20250901  ...    3316       3363      HC
161    161      HC2608  20250901  ...    3304       3361      HC
162    162      SS2509  20250901  ...   12805      12725      SS
163    163      SS2510  20250901  ...   12875      12805      SS
164    164      SS2511  20250901  ...   12945      12870      SS
165    165      SS2512  20250901  ...   13000      12930      SS
166    166      SS2601  20250901  ...   13055      12990      SS
167    167      SS2602  20250901  ...   13080      13035      SS
168    168      SS2603  20250901  ...   13175      13110      SS
169    169      SS2604  20250901  ...   13240      13175      SS
170    170      SS2605  20250901  ...   13305      13255      SS
171    171      SS2606  20250901  ...   13320      13310      SS
172    172      SS2607  20250901  ...   13410      13330      SS
173    173      SS2608  20250901  ...   13410      13405      SS
174    174      SC2510  20250901  ...   483.6      482.9      SC
175    175      SC2511  20250901  ...     484      483.7      SC
176    176      SC2512  20250901  ...   483.8      483.6      SC
177    177      SC2601  20250901  ...   482.9      482.7      SC
178    178      SC2602  20250901  ...     482      482.2      SC
179    179      SC2603  20250901  ...   479.8      480.7      SC
180    180      SC2604  20250901  ...   478.7      478.4      SC
181    181      SC2605  20250901  ...   477.5      478.9      SC
182    182      SC2606  20250901  ...   476.9      476.9      SC
183    183      SC2607  20250901  ...   473.4        476      SC
184    184      SC2608  20250901  ...   475.3      476.5      SC
185    185      SC2609  20250901  ...   470.6      476.1      SC
186    186      SC2612  20250901  ...   476.6      480.9      SC
187    187      SC2703  20250901  ...   475.9        477      SC
188    188      SC2706  20250901  ...     475      476.4      SC
189    189      SC2709  20250901  ...   471.3      474.8      SC
190    190      SC2712  20250901  ...   471.3      474.4      SC
191    191      SC2803  20250901  ...   471.4      471.4      SC
192    192      SC2806  20250901  ...     469        469      SC
193    193      SC2809  20250901  ...     469        469      SC
194    194      LU2510  20250901  ...    3458       3483      LU
195    195      LU2511  20250901  ...    3471       3491      LU
196    196      LU2512  20250901  ...    3457       3473      LU
197    197      LU2601  20250901  ...    3443       3454      LU
198    198      LU2602  20250901  ...    3413       3419      LU
199    199      LU2603  20250901  ...    3396       3434      LU
200    200      LU2604  20250901  ...    3391       3415      LU
201    201      LU2605  20250901  ...    3374       3407      LU
202    202      LU2606  20250901  ...    3373       3424      LU
203    203      LU2607  20250901  ...    3392       3412      LU
204    204      LU2608  20250901  ...    3386       3407      LU
205    205      LU2609  20250901  ...    3374       3407      LU
206    206      FU2510  20250901  ...    2820       2825      FU
207    207      FU2511  20250901  ...    2822       2817      FU
208    208      FU2512  20250901  ...    2814       2804      FU
209    209      FU2601  20250901  ...    2804       2797      FU
210    210      FU2602  20250901  ...    2790       2784      FU
211    211      FU2603  20250901  ...    2773       2768      FU
212    212      FU2604  20250901  ...    2770       2768      FU
213    213      FU2605  20250901  ...    2761       2753      FU
214    214      FU2606  20250901  ...    2760       2743      FU
215    215      FU2607  20250901  ...    2737       2728      FU
216    216      FU2608  20250901  ...    2730       2717      FU
217    217      FU2609  20250901  ...    2722       2717      FU
218    218      BU2509  20250901  ...    3527       3526      BU
219    219      BU2510  20250901  ...    3510       3505      BU
220    220      BU2511  20250901  ...    3491       3482      BU
221    221      BU2512  20250901  ...    3436       3428      BU
222    222      BU2601  20250901  ...    3403       3392      BU
223    223      BU2602  20250901  ...    3406       3398      BU
224    224      BU2603  20250901  ...    3412       3381      BU
225    225      BU2604  20250901  ...    3406       3400      BU
226    226      BU2605  20250901  ...    3403       3394      BU
227    227      BU2606  20250901  ...    3411       3387      BU
228    228      BU2607  20250901  ...    3386       3379      BU
229    229      BU2608  20250901  ...    3367       3367      BU
230    230      BU2609  20250901  ...    3382       3363      BU
231    231      BU2612  20250901  ...    3329       3322      BU
232    232      BU2703  20250901  ...    3334       3322      BU
233    233      BU2706  20250901  ...    3324       3310      BU
234    234      BR2509  20250901  ...   11870      11845      BR
235    235      BR2510  20250901  ...   11865      11855      BR
236    236      BR2511  20250901  ...   11845      11825      BR
237    237      BR2512  20250901  ...   11835      11810      BR
238    238      BR2601  20250901  ...   11840      11805      BR
239    239      BR2602  20250901  ...   11940      11865      BR
240    240      BR2603  20250901  ...   11865      11855      BR
241    241      BR2604  20250901  ...   11885      11890      BR
242    242      BR2605  20250901  ...   11930      11900      BR
243    243      BR2606  20250901  ...   11980      11870      BR
244    244      BR2607  20250901  ...   12015      12015      BR
245    245      BR2608  20250901  ...   12000      12000      BR
246    246      RU2509  20250901  ...   14875      14870      RU
247    247      RU2510  20250901  ...   14890      14870      RU
248    248      RU2511  20250901  ...   14865      14855      RU
249    249      RU2601  20250901  ...   15840      15830      RU
250    250      RU2603  20250901  ...   15870      15855      RU
251    251      RU2604  20250901  ...   15870      15895      RU
252    252      RU2605  20250901  ...   15930      15915      RU
253    253      RU2606  20250901  ...   15990      16000      RU
254    254      RU2607  20250901  ...   15970      15930      RU
255    255      RU2608  20250901  ...   16030      16095      RU
256    256      NR2509  20250901  ...   12640      12610      NR
257    257      NR2510  20250901  ...   12675      12670      NR
258    258      NR2511  20250901  ...   12715      12705      NR
259    259      NR2512  20250901  ...   12745      12735      NR
260    260      NR2601  20250901  ...   12780      12780      NR
261    261      NR2602  20250901  ...   12765      12765      NR
262    262      NR2603  20250901  ...   12760      12810      NR
263    263      NR2604  20250901  ...   12780      12840      NR
264    264      NR2605  20250901  ...   12815      12860      NR
265    265      NR2606  20250901  ...   12855      12980      NR
266    266      NR2607  20250901  ...   12865      12835      NR
267    267      NR2608  20250901  ...   12905      12890      NR
268    268      SP2509  20250901  ...    4980       4944      SP
269    269      SP2510  20250901  ...    5004       4972      SP
270    270      SP2511  20250901  ...    5032       4994      SP
271    271      SP2512  20250901  ...    5046       5012      SP
272    272      SP2601  20250901  ...    5340       5322      SP
273    273      SP2602  20250901  ...    5336       5312      SP
274    274      SP2603  20250901  ...    5352       5326      SP
275    275      SP2604  20250901  ...    5362       5328      SP
276    276      SP2605  20250901  ...    5366       5346      SP
277    277      SP2606  20250901  ...    5366       5374      SP
278    278      SP2607  20250901  ...    5378       5352      SP
279    279      SP2608  20250901  ...    5372       5358      SP
280    280      EC2510  20250901  ...  1293.8       1272      EC
281    281      EC2512  20250901  ...  1621.9     1562.6      EC
282    282      EC2602  20250901  ...  1439.5       1406      EC
283    283      EC2604  20250901  ...  1230.5     1210.6      EC
284    284      EC2606  20250901  ...  1407.4     1375.1      EC
285    285      EC2608  20250901  ...  1599.5     1562.7      EC
286    287  SC_TAS2510  20250901  ...                     SC_TAS
287    288  SC_TAS2511  20250901  ...                     SC_TAS
288    289  SC_TAS2512  20250901  ...                     SC_TAS
289    290  SC_TAS2601  20250901  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-02 18:26:10,266 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
2025-09-02 18:26:12,024 - future_1d - INFO - save future_daily 2025-09-01 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250902   4127.00  ...   4122.00     4092.00        A
1     a2511  20250902   3965.00  ...   3969.00     3961.00        A
2     a2601  20250902   3960.00  ...   3966.00     3962.00        A
3     a2603  20250902   3961.00  ...   3967.00     3961.00        A
4     a2605  20250902   4008.00  ...   4013.00     4005.00        A
5     a2607  20250902   4010.00  ...   4018.00     4008.00        A
6     b2509  20250902      0.00  ...   3695.00     3695.00        B
7     b2510  20250902   3695.00  ...   3695.00     3702.00        B
8     b2511  20250902   3724.00  ...   3734.00     3736.00        B
9     b2512  20250902   3770.00  ...   3768.00     3768.00        B
10    b2601  20250902   3760.00  ...   3771.00     3763.00        B
11    b2602  20250902   3761.00  ...   3748.00     3746.00        B
12    b2603  20250902   3708.00  ...   3703.00     3694.00        B
13    b2604  20250902   3601.00  ...   3605.00     3599.00        B
14    b2605  20250902   3538.00  ...   3533.00     3531.00        B
15    b2606  20250902   3530.00  ...   3516.00     3518.00        B
16    b2607  20250902   3527.00  ...   3521.00     3524.00        B
17    b2608  20250902   3608.00  ...   3614.00     3596.00        B
18   bb2509  20250902      0.00  ...    136.00      136.00       BB
19   bb2511  20250902    144.15  ...    144.00      143.60       BB
20   bb2601  20250902    146.65  ...    147.25      146.65       BB
21   bb2603  20250902      0.00  ...    146.40      146.40       BB
22   bb2605  20250902      0.00  ...    140.80      140.25       BB
23   bb2607  20250902      0.00  ...    146.55      146.00       BB
24   bz2603  20250902   6045.00  ...   5966.00     6002.00       BZ
25   bz2604  20250902   6004.00  ...   5955.00     5991.00       BZ
26   bz2605  20250902   5985.00  ...   5978.00     5985.00       BZ
27   bz2606  20250902   5935.00  ...   5935.00     5949.00       BZ
28   bz2607  20250902   5980.00  ...   5980.00     5971.00       BZ
29   bz2608  20250902      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250902   2264.00  ...   2265.00     2240.00        C
31    c2511  20250902   2196.00  ...   2206.00     2190.00        C
32    c2601  20250902   2183.00  ...   2190.00     2180.00        C
33    c2603  20250902   2200.00  ...   2207.00     2197.00        C
34    c2605  20250902   2250.00  ...   2256.00     2247.00        C
35    c2607  20250902   2263.00  ...   2267.00     2259.00        C
36   cs2509  20250902   2487.00  ...   2487.00     2489.00       CS
37   cs2511  20250902   2503.00  ...   2515.00     2499.00       CS
38   cs2601  20250902   2535.00  ...   2545.00     2532.00       CS
39   cs2603  20250902   2540.00  ...   2551.00     2537.00       CS
40   cs2605  20250902   2610.00  ...   2617.00     2606.00       CS
41   cs2607  20250902   2618.00  ...   2620.00     2613.00       CS
42   eb2509  20250902   6924.00  ...   6907.00     6924.00       EB
43   eb2510  20250902   7020.00  ...   6968.00     7018.00       EB
44   eb2511  20250902   7058.00  ...   6995.00     7036.00       EB
45   eb2512  20250902   7080.00  ...   7028.00     7061.00       EB
46   eb2601  20250902   7116.00  ...   7068.00     7106.00       EB
47   eb2602  20250902   7139.00  ...   7092.00     7123.00       EB
48   eb2603  20250902   7138.00  ...   7115.00     7162.00       EB
49   eb2604  20250902   7169.00  ...   7151.00     7197.00       EB
50   eb2605  20250902   7216.00  ...   7172.00     7209.00       EB
51   eb2606  20250902   7199.00  ...   7197.00     7194.00       EB
52   eb2607  20250902      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250902      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250902   4414.00  ...   4382.00     4414.00       EG
55   eg2510  20250902   4408.00  ...   4371.00     4414.00       EG
56   eg2511  20250902   4419.00  ...   4369.00     4435.00       EG
57   eg2512  20250902   4412.00  ...   4371.00     4448.00       EG
58   eg2601  20250902   4425.00  ...   4382.00     4438.00       EG
59   eg2602  20250902   4425.00  ...   4393.00     4463.00       EG
60   eg2603  20250902   4421.00  ...   4381.00     4476.00       EG
61   eg2604  20250902   4402.00  ...   4407.00     4518.00       EG
62   eg2605  20250902   4466.00  ...   4412.00     4474.00       EG
63   eg2606  20250902   4423.00  ...   4407.00     4465.00       EG
64   eg2607  20250902   4432.00  ...   4441.00     4511.00       EG
65   eg2608  20250902      0.00  ...   4483.00     4513.00       EG
66   fb2509  20250902      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250902   1275.50  ...   1276.50     1271.00       FB
68   fb2511  20250902   1263.00  ...   1272.50     1268.00       FB
69   fb2512  20250902   1259.00  ...   1266.00     1264.00       FB
70   fb2601  20250902   1251.50  ...   1260.50     1255.00       FB
71   fb2602  20250902   1239.50  ...   1250.50     1247.00       FB
72   fb2603  20250902   1258.50  ...   1253.50     1247.50       FB
73   fb2604  20250902      0.00  ...   1268.50     1283.50       FB
74   fb2605  20250902   1321.00  ...   1321.00     1311.00       FB
75   fb2606  20250902      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250902      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250902      0.00  ...   1302.50     1302.50       FB
78    i2509  20250902    804.50  ...    798.00      804.50        I
79    i2510  20250902    789.00  ...    791.00      791.00        I
80    i2511  20250902    782.50  ...    786.50      785.00        I
81    i2512  20250902    777.00  ...    781.00      781.50        I
82    i2601  20250902    768.50  ...    771.50      771.00        I
83    i2602  20250902    762.50  ...    766.50      767.00        I
84    i2603  20250902    757.50  ...    761.50      760.00        I
85    i2604  20250902    753.50  ...    756.50      757.00        I
86    i2605  20250902    745.50  ...    749.00      746.50        I
87    i2606  20250902    741.00  ...    745.00      745.50        I
88    i2607  20250902    737.50  ...    740.50      740.50        I
89    i2608  20250902    733.50  ...    737.00      736.00        I
90    j2509  20250902   1500.00  ...   1494.50     1507.50        J
91    j2510  20250902   1505.50  ...   1515.50     1514.50        J
92    j2511  20250902   1535.00  ...   1547.00     1544.00        J
93    j2512  20250902   1580.00  ...   1582.50     1592.50        J
94    j2601  20250902   1598.00  ...   1603.50     1603.50        J
95    j2602  20250902   1629.50  ...   1625.00     1631.50        J
96    j2603  20250902   1648.50  ...   1642.50     1639.00        J
97    j2604  20250902   1693.00  ...   1683.00     1696.00        J
98    j2605  20250902   1698.50  ...   1699.00     1692.00        J
99    j2606  20250902   1716.50  ...   1716.50     1723.00        J
100   j2607  20250902      0.00  ...   1725.00     1725.00        J
101   j2608  20250902   1702.00  ...   1702.00     1679.50        J
102  jd2509  20250902   2801.00  ...   2803.00     2824.00       JD
103  jd2510  20250902   2924.00  ...   2934.00     2948.00       JD
104  jd2511  20250902   2986.00  ...   2996.00     3000.00       JD
105  jd2512  20250902   3130.00  ...   3158.00     3157.00       JD
106  jd2601  20250902   3308.00  ...   3354.00     3337.00       JD
107  jd2602  20250902   3087.00  ...   3107.00     3094.00       JD
108  jd2603  20250902   3094.00  ...   3116.00     3100.00       JD
109  jd2604  20250902   3268.00  ...   3289.00     3264.00       JD
110  jd2605  20250902   3374.00  ...   3418.00     3359.00       JD
111  jd2606  20250902   3208.00  ...   3274.00     3192.00       JD
112  jd2607  20250902   3402.00  ...   3480.00     3401.00       JD
113  jd2608  20250902   3819.00  ...   3871.00     3799.00       JD
114  jm2509  20250902    963.00  ...    947.00      963.00       JM
115  jm2510  20250902    980.00  ...    970.50      985.00       JM
116  jm2511  20250902   1034.50  ...   1029.50     1034.50       JM
117  jm2512  20250902   1080.00  ...   1081.50     1083.50       JM
118  jm2601  20250902   1119.00  ...   1120.00     1121.50       JM
119  jm2602  20250902   1135.00  ...   1137.50     1136.00       JM
120  jm2603  20250902   1148.50  ...   1150.00     1148.00       JM
121  jm2604  20250902   1154.50  ...   1159.50     1159.50       JM
122  jm2605  20250902   1168.00  ...   1168.00     1165.50       JM
123  jm2606  20250902   1181.00  ...   1179.50     1176.50       JM
124  jm2607  20250902   1193.50  ...   1191.50     1187.50       JM
125  jm2608  20250902   1195.00  ...   1200.00     1202.00       JM
126   l2509  20250902   7209.00  ...   7207.00     7209.00        L
127   l2510  20250902   7260.00  ...   7251.00     7243.00        L
128   l2511  20250902   7262.00  ...   7259.00     7249.00        L
129   l2512  20250902   7272.00  ...   7262.00     7255.00        L
130   l2601  20250902   7275.00  ...   7261.00     7256.00        L
131   l2602  20250902   7261.00  ...   7254.00     7247.00        L
132   l2603  20250902   7256.00  ...   7247.00     7248.00        L
133   l2604  20250902   7281.00  ...   7273.00     7273.00        L
134   l2605  20250902   7285.00  ...   7259.00     7260.00        L
135   l2606  20250902   7242.00  ...   7242.00     7258.00        L
136   l2607  20250902      0.00  ...   7285.00     7285.00        L
137   l2608  20250902      0.00  ...   7277.00     7301.00        L
138  lg2509  20250902    797.50  ...    797.50      779.00       LG
139  lg2511  20250902    820.00  ...    814.00      818.50       LG
140  lg2601  20250902    830.00  ...    825.50      830.50       LG
141  lg2603  20250902    832.00  ...    829.50      834.00       LG
142  lg2605  20250902    834.00  ...    831.50      834.00       LG
143  lg2607  20250902    833.00  ...    833.50      835.50       LG
144  lh2509  20250902  13180.00  ...  13225.00    13160.00       LH
145  lh2511  20250902  13630.00  ...  13570.00    13625.00       LH
146  lh2601  20250902  13865.00  ...  13830.00    13885.00       LH
147  lh2603  20250902  13110.00  ...  13080.00    13120.00       LH
148  lh2605  20250902  13590.00  ...  13570.00    13560.00       LH
149  lh2607  20250902  14115.00  ...  14150.00    14120.00       LH
150   m2509  20250902   3002.00  ...   3013.00     3013.00        M
151   m2511  20250902   3018.00  ...   3028.00     3033.00        M
152   m2512  20250902   3061.00  ...   3066.00     3070.00        M
153   m2601  20250902   3054.00  ...   3056.00     3060.00        M
154   m2603  20250902   2985.00  ...   2987.00     2988.00        M
155   m2605  20250902   2815.00  ...   2815.00     2819.00        M
156   m2607  20250902   2802.00  ...   2802.00     2807.00        M
157   m2608  20250902   2928.00  ...   2928.00     2933.00        M
158   p2509  20250902   9450.00  ...   9408.00     9314.00        P
159   p2510  20250902   9352.00  ...   9420.00     9292.00        P
160   p2511  20250902   9320.00  ...   9402.00     9286.00        P
161   p2512  20250902   9374.00  ...   9424.00     9306.00        P
162   p2601  20250902   9388.00  ...   9442.00     9326.00        P
163   p2602  20250902   9340.00  ...   9378.00     9290.00        P
164   p2603  20250902   9286.00  ...   9332.00     9240.00        P
165   p2604  20250902   9282.00  ...   9284.00     9164.00        P
166   p2605  20250902   9130.00  ...   9186.00     9086.00        P
167   p2606  20250902   9078.00  ...   9092.00     8992.00        P
168   p2607  20250902   8978.00  ...   8980.00     8874.00        P
169   p2608  20250902   8938.00  ...   8920.00     8812.00        P
170  pg2509  20250902   3700.00  ...   3739.00     3693.00       PG
171  pg2510  20250902   4404.00  ...   4433.00     4364.00       PG
172  pg2511  20250902   4321.00  ...   4348.00     4282.00       PG
173  pg2512  20250902   4241.00  ...   4283.00     4219.00       PG
174  pg2601  20250902   4176.00  ...   4219.00     4160.00       PG
175  pg2602  20250902   4107.00  ...   4154.00     4100.00       PG
176  pg2603  20250902   4021.00  ...   4063.00     4021.00       PG
177  pg2604  20250902   4370.00  ...   4379.00     4326.00       PG
178  pg2605  20250902   4276.00  ...   4296.00     4251.00       PG
179  pg2606  20250902   4202.00  ...   4202.00     4206.00       PG
180  pg2607  20250902   4176.00  ...   4177.00     4111.00       PG
181  pg2608  20250902   4164.00  ...   4140.00     4120.00       PG
182  pp2509  20250902   6872.00  ...   6867.00     6862.00       PP
183  pp2510  20250902   6923.00  ...   6907.00     6904.00       PP
184  pp2511  20250902   6936.00  ...   6930.00     6926.00       PP
185  pp2512  20250902   6962.00  ...   6950.00     6942.00       PP
186  pp2601  20250902   6967.00  ...   6953.00     6949.00       PP
187  pp2602  20250902   6938.00  ...   6929.00     6927.00       PP
188  pp2603  20250902   6938.00  ...   6932.00     6932.00       PP
189  pp2604  20250902   6977.00  ...   6977.00     6960.00       PP
190  pp2605  20250902   6980.00  ...   6971.00     6973.00       PP
191  pp2606  20250902   6955.00  ...   6948.00     6946.00       PP
192  pp2607  20250902   6938.00  ...   6936.00     6941.00       PP
193  pp2608  20250902   6928.00  ...   6933.00     6937.00       PP
194  rr2509  20250902      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250902   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250902   3613.00  ...   3611.00     3612.00       RR
197  rr2512  20250902   3608.00  ...   3608.00     3608.00       RR
198  rr2601  20250902   3623.00  ...   3621.00     3621.00       RR
199  rr2602  20250902   3603.00  ...   3606.00     3604.00       RR
200  rr2603  20250902      0.00  ...   3609.00     3602.00       RR
201  rr2604  20250902      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250902   3620.00  ...   3620.00     3610.00       RR
203  rr2606  20250902   3611.00  ...   3611.00     3607.00       RR
204  rr2607  20250902      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250902      0.00  ...   3625.00     3625.00       RR
206   v2509  20250902   4717.00  ...   4732.00     4721.00        V
207   v2510  20250902   4784.00  ...   4782.00     4769.00        V
208   v2511  20250902   4809.00  ...   4818.00     4805.00        V
209   v2512  20250902   4848.00  ...   4855.00     4842.00        V
210   v2601  20250902   4883.00  ...   4892.00     4881.00        V
211   v2602  20250902   4924.00  ...   4932.00     4917.00        V
212   v2603  20250902   4961.00  ...   4964.00     4955.00        V
213   v2604  20250902   5153.00  ...   5167.00     5156.00        V
214   v2605  20250902   5200.00  ...   5189.00     5183.00        V
215   v2606  20250902   5208.00  ...   5230.00     5208.00        V
216   v2607  20250902   5238.00  ...   5259.00     5244.00        V
217   v2608  20250902   5285.00  ...   5289.00     5277.00        V
218   y2509  20250902   8400.00  ...   8410.00     8400.00        Y
219   y2511  20250902   8384.00  ...   8384.00     8358.00        Y
220   y2512  20250902   8408.00  ...   8410.00     8380.00        Y
221   y2601  20250902   8360.00  ...   8364.00     8330.00        Y
222   y2603  20250902   8304.00  ...   8314.00     8262.00        Y
223   y2605  20250902   8052.00  ...   8076.00     8040.00        Y
224   y2607  20250902   8030.00  ...   8044.00     8006.00        Y
225   y2608  20250902   8022.00  ...   8042.00     7994.00        Y

[226 rows x 12 columns]
2025-09-02 18:26:21,303 - future_1d - INFO - ak.get_dce_daily('2025-09-02') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250902  52230.0  ...  52035.0     49445.0       PS
1   PS2510  20250902  52030.0  ...  52120.0     50110.0       PS
2   PS2511  20250902  52360.0  ...  51985.0     49895.0       PS
3   PS2512  20250902  54000.0  ...  54245.0     52290.0       PS
4   PS2601  20250902  54345.0  ...  54225.0     52450.0       PS
5   PS2602  20250902  54750.0  ...  54385.0     52440.0       PS
6   PS2603  20250902  54810.0  ...  54640.0     52905.0       PS
7   PS2604  20250902  54845.0  ...  54715.0     52735.0       PS
8   PS2605  20250902  54955.0  ...  54555.0     53005.0       PS
9   PS2606  20250902  56900.0  ...  56825.0     55420.0       PS
10  PS2607  20250902  56640.0  ...  56985.0     55465.0       PS
11  PS2608  20250902  57395.0  ...  57000.0     55185.0       PS
13  SI2509  20250902   8540.0  ...   8495.0      8310.0       SI
14  SI2510  20250902   8540.0  ...   8505.0      8335.0       SI
15  SI2511  20250902   8480.0  ...   8515.0      8375.0       SI
16  SI2512  20250902   8810.0  ...   8880.0      8775.0       SI
17  SI2601  20250902   8845.0  ...   8885.0      8760.0       SI
18  SI2602  20250902   8770.0  ...   8815.0      8750.0       SI
19  SI2603  20250902   8850.0  ...   8900.0      8780.0       SI
20  SI2604  20250902   8900.0  ...   8895.0      8845.0       SI
21  SI2605  20250902   8910.0  ...   8930.0      8795.0       SI
22  SI2606  20250902   8960.0  ...   8925.0      8825.0       SI
23  SI2607  20250902   8990.0  ...   8960.0      8855.0       SI
24  SI2608  20250902   9010.0  ...   8980.0      8790.0       SI
27  LC2509  20250902  76300.0  ...  74980.0     76320.0       LC
28  LC2510  20250902  75460.0  ...  74160.0     75980.0       LC
29  LC2511  20250902  75040.0  ...  74180.0     75880.0       LC
30  LC2512  20250902  75180.0  ...  73940.0     75640.0       LC
31  LC2601  20250902  75000.0  ...  73920.0     75480.0       LC
32  LC2602  20250902  74460.0  ...  73420.0     75060.0       LC
33  LC2603  20250902  74900.0  ...  73420.0     74940.0       LC
34  LC2604  20250902  74660.0  ...  73660.0     75180.0       LC
35  LC2605  20250902  74880.0  ...  73420.0     75140.0       LC
36  LC2606  20250902  74540.0  ...  73280.0     74540.0       LC
37  LC2607  20250902  74400.0  ...  73260.0     74600.0       LC
38  LC2608  20250902  73980.0  ...  73420.0     74780.0       LC

[36 rows x 12 columns]
2025-09-02 18:26:21,507 - future_1d - INFO - ak.get_gfex_daily('2025-09-02') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250902  7026.000  ...  6878.000    7022.800       IC
1   IC2510  20250902  6965.200  ...  6828.000    6973.000       IC
2   IC2512  20250902  6859.400  ...  6726.200    6867.200       IC
3   IC2603  20250902  6715.200  ...  6582.800    6716.800       IC
4   IF2509  20250902  4516.000  ...  4472.800    4513.800       IF
5   IF2510  20250902  4505.000  ...  4466.600    4507.000       IF
6   IF2512  20250902  4487.200  ...  4452.200    4492.000       IF
7   IF2603  20250902  4469.800  ...  4432.000    4469.000       IF
8   IH2509  20250902  2984.000  ...  2987.600    2982.400       IH
9   IH2510  20250902  2981.600  ...  2986.600    2980.600       IH
10  IH2512  20250902  2985.000  ...  2985.400    2982.400       IH
11  IH2603  20250902  2987.000  ...  2985.200    2984.600       IH
12  IM2509  20250902  7383.200  ...  7230.800    7387.800       IM
13  IM2510  20250902  7319.000  ...  7174.600    7321.000       IM
14  IM2512  20250902  7187.000  ...  7037.000    7187.200       IM
15  IM2603  20250902  6995.200  ...  6860.600    7003.800       IM
16   T2509  20250902   108.250  ...   108.130     108.200        T
17   T2512  20250902   108.005  ...   107.930     107.985        T
18   T2603  20250902   107.755  ...   107.680     107.715        T
19  TF2509  20250902   105.705  ...   105.700     105.700       TF
20  TF2512  20250902   105.585  ...   105.550     105.590       TF
21  TF2603  20250902   105.550  ...   105.465     105.485       TF
22  TL2509  20250902   117.440  ...   117.150     117.280       TL
23  TL2512  20250902   116.960  ...   116.610     116.890       TL
24  TL2603  20250902   116.690  ...   116.280     116.550       TL
25  TS2509  20250902   102.356  ...   102.350     102.356       TS
26  TS2512  20250902   102.430  ...   102.410     102.428       TS
27  TS2603  20250902   102.364  ...   102.360     102.358       TS

[28 rows x 12 columns]
2025-09-02 18:26:21,584 - future_1d - INFO - ak.get_cffex_daily('2025-09-02') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250902     487  ...   489.8      483.6      SC
1       SC2511  20250902     488  ...   491.2        484      SC
2       SC2512  20250902   487.7  ...   490.4      483.8      SC
3       SC2601  20250902   487.2  ...   489.2      482.9      SC
4       SC2602  20250902   485.9  ...   488.5        482      SC
5       SC2603  20250902   484.3  ...   486.1      479.8      SC
6       SC2604  20250902   483.5  ...   484.6      478.7      SC
7       SC2605  20250902   482.4  ...   483.4      477.5      SC
8       SC2606  20250902   482.1  ...   482.1      476.9      SC
9       SC2607  20250902   482.2  ...   482.2      473.4      SC
10      SC2608  20250902          ...   476.6      475.3      SC
11      SC2609  20250902   480.2  ...   480.2      470.6      SC
12      SC2612  20250902     477  ...     477      476.6      SC
13      SC2703  20250902          ...   475.9      475.9      SC
14      SC2706  20250902     475  ...     475        475      SC
15      SC2709  20250902          ...   471.3      471.3      SC
16      SC2712  20250902   476.4  ...   476.4      471.3      SC
17      SC2803  20250902          ...   471.4      471.4      SC
18      SC2806  20250902   471.1  ...     471        469      SC
19      SC2809  20250902   473.9  ...   472.7        469      SC
21      LU2510  20250902    3485  ...    3524       3458      LU
22      LU2511  20250902    3504  ...    3542       3471      LU
23      LU2512  20250902    3489  ...    3528       3457      LU
24      LU2601  20250902    3489  ...    3508       3443      LU
25      LU2602  20250902    3458  ...    3479       3413      LU
26      LU2603  20250902    3453  ...    3465       3396      LU
27      LU2604  20250902    3464  ...    3468       3391      LU
28      LU2605  20250902    3436  ...    3454       3374      LU
29      LU2606  20250902    3432  ...    3453       3373      LU
30      LU2607  20250902    3435  ...    3448       3392      LU
31      LU2608  20250902    3454  ...    3448       3386      LU
32      LU2609  20250902    3424  ...    3426       3374      LU
34      NR2509  20250902   12605  ...   12665      12640      NR
35      NR2510  20250902   12730  ...   12745      12675      NR
36      NR2511  20250902   12740  ...   12790      12715      NR
37      NR2512  20250902   12790  ...   12830      12745      NR
38      NR2601  20250902   12830  ...   12860      12780      NR
39      NR2602  20250902   12845  ...   12830      12765      NR
40      NR2603  20250902   12855  ...   12830      12760      NR
41      NR2604  20250902   12845  ...   12815      12780      NR
42      NR2605  20250902   12850  ...   12855      12815      NR
43      NR2606  20250902   12845  ...   12870      12855      NR
44      NR2607  20250902   12865  ...   12905      12865      NR
45      NR2608  20250902   12905  ...   12925      12905      NR
47      BC2509  20250902   69500  ...   70130      70580      BC
48      BC2510  20250902   70710  ...   70840      70760      BC
49      BC2511  20250902   70780  ...   70760      70750      BC
50      BC2512  20250902          ...   70740      70740      BC
51      BC2601  20250902          ...   70590      70590      BC
52      BC2602  20250902          ...   70400      70400      BC
53      BC2603  20250902          ...   71400      71470      BC
54      BC2604  20250902          ...   70370      70370      BC
55      BC2605  20250902          ...   70370      70370      BC
56      BC2606  20250902          ...   70210      70210      BC
57      BC2607  20250902          ...   70200      70130      BC
58      BC2608  20250902          ...   70200      70100      BC
60      EC2510  20250902  1290.2  ...  1364.5     1293.8      EC
61      EC2512  20250902  1640.9  ...  1755.1     1621.9      EC
62      EC2602  20250902    1478  ...  1571.7     1439.5      EC
63      EC2604  20250902    1220  ...  1273.6     1230.5      EC
64      EC2606  20250902  1421.8  ...  1472.3     1407.4      EC
65      EC2608  20250902    1635  ...  1648.1     1599.5      EC
68  SC_TAS2510  20250902          ...                     SC_TAS
69  SC_TAS2511  20250902          ...                     SC_TAS
70  SC_TAS2512  20250902          ...                     SC_TAS
71  SC_TAS2601  20250902          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-02 18:26:21,651 - future_1d - INFO - ak.get_ine_daily('2025-09-02') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250902   8350.0   8407.0  ...   212201.36   8378.0      8357.0       AP
1    AP511  20250902   8173.0   8210.0  ...     4008.90   8188.0      8155.0       AP
2    AP512  20250902   8213.0   8229.0  ...      418.52   8206.0      8191.0       AP
3    AP601  20250902   8249.0   8311.0  ...   110036.06   8273.0      8263.0       AP
4    AP603  20250902   8167.0   8187.0  ...      163.18   8159.0      8139.0       AP
5    AP604  20250902   8168.0   8178.0  ...       49.00   8166.0      8170.0       AP
6    AP605  20250902   8215.0   8245.0  ...      715.38   8223.0      8213.0       AP
7    CF509  20250902  13550.0  13700.0  ...    17452.27  13645.0     13620.0       CF
8    CF511  20250902  13890.0  14000.0  ...   251490.07  13920.0     13850.0       CF
9    CF601  20250902  14035.0  14170.0  ...  1982107.59  14090.0     14020.0       CF
10   CF603  20250902  14005.0  14120.0  ...     2009.04  14050.0     13980.0       CF
11   CF605  20250902  13970.0  14110.0  ...   123600.81  14030.0     13995.0       CF
12   CF607  20250902  14015.0  14110.0  ...     1179.36  14040.0     13955.0       CF
13   CJ509  20250902  10215.0  10255.0  ...      309.36  10145.0     10295.0       CJ
14   CJ512  20250902  11185.0  11350.0  ...     5728.95  11275.0     11310.0       CJ
15   CJ601  20250902  11300.0  11465.0  ...   564771.09  11390.0     11425.0       CJ
16   CJ603  20250902  11345.0  11505.0  ...     6202.12  11430.0     11470.0       CJ
17   CJ605  20250902  11450.0  11610.0  ...    77601.05  11540.0     11585.0       CJ
18   CJ607  20250902  11625.0  11755.0  ...     1233.33  11690.0     11740.0       CJ
19   CY509  20250902  20505.0  20530.0  ...      323.48  20240.0     20200.0       CY
20   CY510  20250902      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250902  19975.0  20205.0  ...    93891.28  20060.0     19955.0       CY
22   CY512  20250902  20045.0  20045.0  ...       30.06  20040.0     19870.0       CY
23   CY601  20250902  19985.0  20180.0  ...     2139.62  20090.0     19970.0       CY
24   CY602  20250902      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250902      0.0      0.0  ...        0.00  20345.0     20365.0       CY
26   CY604  20250902      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250902  20400.0  20400.0  ...       20.37  20375.0     20255.0       CY
28   CY606  20250902      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250902      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250902      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG509  20250902    945.0    960.0  ...      527.65    956.0       966.0       FG
32   FG510  20250902   1064.0   1075.0  ...    36413.82   1061.0      1063.0       FG
33   FG511  20250902   1053.0   1066.0  ...   155354.11   1051.0      1054.0       FG
34   FG512  20250902   1150.0   1162.0  ...    70071.78   1150.0      1153.0       FG
35   FG601  20250902   1139.0   1152.0  ...  2933042.69   1142.0      1147.0       FG
36   FG602  20250902   1187.0   1201.0  ...    14851.55   1191.0      1195.0       FG
37   FG603  20250902   1189.0   1203.0  ...      725.14   1193.0      1200.0       FG
38   FG604  20250902   1240.0   1252.0  ...      469.72   1243.0      1250.0       FG
39   FG605  20250902   1240.0   1250.0  ...    53090.90   1240.0      1243.0       FG
40   FG606  20250902   1270.0   1279.0  ...      630.36   1271.0      1274.0       FG
41   FG607  20250902   1265.0   1274.0  ...      523.51   1265.0      1268.0       FG
42   FG608  20250902   1296.0   1306.0  ...      402.47   1298.0      1299.0       FG
43   JR509  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250902   2208.0   2235.0  ...     3251.09   2213.0      2201.0       MA
53   MA510  20250902   2296.0   2296.0  ...    26776.23   2279.0      2260.0       MA
54   MA511  20250902   2315.0   2324.0  ...    87577.02   2306.0      2282.0       MA
55   MA512  20250902   2362.0   2365.0  ...    34254.97   2350.0      2330.0       MA
56   MA601  20250902   2386.0   2392.0  ...  1109753.08   2378.0      2359.0       MA
57   MA602  20250902   2402.0   2402.0  ...    11369.77   2389.0      2373.0       MA
58   MA603  20250902   2406.0   2406.0  ...      153.21   2394.0      2381.0       MA
59   MA604  20250902   2391.0   2391.0  ...       28.66   2389.0      2372.0       MA
60   MA605  20250902   2392.0   2392.0  ...    76045.72   2378.0      2370.0       MA
61   MA606  20250902   2381.0   2383.0  ...        9.53   2382.0      2379.0       MA
62   MA607  20250902   2383.0   2384.0  ...       78.54   2380.0      2374.0       MA
63   MA608  20250902   2382.0   2395.0  ...       16.68   2382.0      2371.0       MA
64   OI509  20250902   9950.0   9995.0  ...     4019.24   9949.0      9954.0       OI
65   OI511  20250902   9894.0   9951.0  ...   471055.49   9876.0      9887.0       OI
66   OI601  20250902   9804.0   9852.0  ...  3058398.26   9775.0      9780.0       OI
67   OI603  20250902   9721.0   9778.0  ...     5023.07   9697.0      9707.0       OI
68   OI605  20250902   9630.0   9686.0  ...    63147.31   9607.0      9622.0       OI
69   OI607  20250902   9615.0   9638.0  ...      114.80   9567.0      9615.0       OI
70   PF509  20250902   6360.0   6360.0  ...      327.54   6360.0      6382.0       PF
71   PF510  20250902   6490.0   6504.0  ...   280837.31   6470.0      6488.0       PF
72   PF511  20250902   6474.0   6492.0  ...   474303.20   6462.0      6466.0       PF
73   PF512  20250902   6456.0   6476.0  ...   165040.69   6450.0      6448.0       PF
74   PF601  20250902   6496.0   6510.0  ...    37781.01   6486.0      6482.0       PF
75   PF602  20250902   6506.0   6520.0  ...    20854.94   6496.0      6492.0       PF
76   PF603  20250902   6508.0   6528.0  ...       39.00   6500.0      6502.0       PF
77   PF604  20250902   6540.0   6560.0  ...       29.39   6532.0      6524.0       PF
78   PF605  20250902   6558.0   6572.0  ...       32.80   6562.0      6546.0       PF
79   PF606  20250902   6580.0   6580.0  ...        3.29   6580.0      6546.0       PF
80   PF607  20250902      0.0      0.0  ...        0.00   6544.0      6544.0       PF
81   PF608  20250902      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250902   8014.0   8044.0  ...    40886.91   8002.0      8002.0       PK
83   PK511  20250902   7830.0   7872.0  ...   327041.26   7822.0      7808.0       PK
84   PK512  20250902   7830.0   7858.0  ...    84109.78   7812.0      7808.0       PK
85   PK601  20250902   7872.0   7898.0  ...    36196.49   7862.0      7864.0       PK
86   PK603  20250902   7876.0   7876.0  ...      188.74   7864.0      7874.0       PK
87   PK604  20250902   7884.0   7892.0  ...      110.24   7876.0      7882.0       PK
88   PK605  20250902   7890.0   7908.0  ...     5176.80   7874.0      7876.0       PK
89   PL601  20250902   6423.0   6443.0  ...    56749.79   6418.0      6394.0       PL
90   PL602  20250902   6445.0   6472.0  ...      438.91   6455.0      6427.0       PL
91   PL603  20250902   6480.0   6480.0  ...       12.96   6480.0      6413.0       PL
92   PL604  20250902   6475.0   6475.0  ...       25.90   6475.0      6440.0       PL
93   PL605  20250902   6409.0   6422.0  ...      128.25   6412.0      6371.0       PL
94   PL606  20250902   6463.0   6463.0  ...       25.75   6438.0      6430.0       PL
95   PL607  20250902   6493.0   6493.0  ...       25.79   6448.0      6428.0       PL
96   PL608  20250902      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250902   5830.0   5832.0  ...      750.43   5818.0      5816.0       PR
104  PR510  20250902   5962.0   5964.0  ...    47886.51   5934.0      5952.0       PR
105  PR511  20250902   5954.0   5964.0  ...   368477.17   5934.0      5940.0       PR
106  PR512  20250902   5956.0   5972.0  ...   187954.85   5938.0      5946.0       PR
107  PR601  20250902   5976.0   5978.0  ...    31244.99   5946.0      5952.0       PR
108  PR602  20250902      0.0      0.0  ...        0.00   5956.0      5998.0       PR
109  PR603  20250902      0.0      0.0  ...        0.00   5958.0      6002.0       PR
110  PR604  20250902   5990.0   5990.0  ...        8.99   5990.0      6014.0       PR
111  PR605  20250902   5980.0   6018.0  ...       62.92   5992.0      6002.0       PR
112  PR606  20250902   5980.0   6028.0  ...       54.00   6000.0      6006.0       PR
113  PR607  20250902   6008.0   6008.0  ...       44.97   5996.0      6018.0       PR
114  PR608  20250902   5990.0   5990.0  ...        8.99   5990.0      5978.0       PR
115  PX509  20250902      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250902   6904.0   6940.0  ...    31537.04   6890.0      6882.0       PX
117  PX511  20250902   6890.0   6930.0  ...   967292.39   6866.0      6854.0       PX
118  PX512  20250902   6846.0   6884.0  ...   353632.53   6818.0      6816.0       PX
119  PX601  20250902   6842.0   6848.0  ...   180333.26   6808.0      6788.0       PX
120  PX602  20250902   6788.0   6838.0  ...    22283.61   6798.0      6792.0       PX
121  PX603  20250902   6810.0   6810.0  ...        6.79   6790.0      6786.0       PX
122  PX604  20250902      0.0      0.0  ...        0.00   6786.0      6808.0       PX
123  PX605  20250902   6826.0   6840.0  ...      251.41   6796.0      6786.0       PX
124  PX606  20250902   6834.0   6834.0  ...        3.42   6834.0      6784.0       PX
125  PX607  20250902   6820.0   6820.0  ...       50.90   6788.0      6806.0       PX
126  PX608  20250902   6830.0   6830.0  ...       44.18   6798.0      6908.0       PX
127  RI509  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250902   2546.0   2596.0  ...      972.80   2560.0      2562.0       RM
134  RM511  20250902   2550.0   2573.0  ...    18102.86   2555.0      2558.0       RM
135  RM601  20250902   2519.0   2538.0  ...   821669.14   2516.0      2511.0       RM
136  RM603  20250902   2412.0   2432.0  ...    13669.09   2418.0      2412.0       RM
137  RM605  20250902   2410.0   2422.0  ...   148134.31   2406.0      2414.0       RM
138  RM607  20250902   2397.0   2409.0  ...    10370.53   2394.0      2401.0       RM
139  RM608  20250902   2476.0   2487.0  ...      218.18   2479.0      2480.0       RM
140  RS509  20250902      0.0      0.0  ...        0.00   4711.0      4750.0       RS
141  RS511  20250902   5007.0   5085.0  ...       75.67   5045.0      5106.0       RS
142  RS607  20250902   5516.0   5550.0  ...      148.64   5505.0      5550.0       RS
143  RS608  20250902      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250902   1148.0   1161.0  ...     4020.61   1152.0      1152.0       SA
145  SA510  20250902   1204.0   1211.0  ...    28990.71   1203.0      1202.0       SA
146  SA511  20250902   1209.0   1217.0  ...   165371.83   1209.0      1207.0       SA
147  SA512  20250902   1260.0   1272.0  ...    83845.87   1264.0      1260.0       SA
148  SA601  20250902   1271.0   1281.0  ...  2404858.55   1273.0      1270.0       SA
149  SA602  20250902   1301.0   1310.0  ...    21016.70   1301.0      1296.0       SA
150  SA603  20250902   1305.0   1314.0  ...     1847.61   1307.0      1305.0       SA
151  SA604  20250902   1345.0   1353.0  ...      427.69   1345.0      1347.0       SA
152  SA605  20250902   1351.0   1358.0  ...    87335.90   1350.0      1348.0       SA
153  SA606  20250902   1354.0   1367.0  ...      797.48   1361.0      1357.0       SA
154  SA607  20250902   1363.0   1370.0  ...      889.72   1365.0      1361.0       SA
155  SA608  20250902   1391.0   1396.0  ...      397.14   1389.0      1390.0       SA
156  SF509  20250902   5348.0   5378.0  ...     1693.43   5350.0      5398.0       SF
157  SF510  20250902   5368.0   5394.0  ...    24539.18   5362.0      5308.0       SF
158  SF511  20250902   5534.0   5574.0  ...   432767.49   5544.0      5486.0       SF
159  SF512  20250902   5500.0   5534.0  ...    56130.94   5504.0      5444.0       SF
160  SF601  20250902   5498.0   5536.0  ...    99563.28   5504.0      5452.0       SF
161  SF602  20250902   5468.0   5500.0  ...    13296.30   5472.0      5418.0       SF
162  SF603  20250902   5676.0   5676.0  ...       36.69   5646.0      5602.0       SF
163  SF604  20250902   5662.0   5662.0  ...        5.65   5654.0      5592.0       SF
164  SF605  20250902   5626.0   5664.0  ...     1025.82   5636.0      5592.0       SF
165  SF606  20250902   5594.0   5598.0  ...        5.60   5596.0      5560.0       SF
166  SF607  20250902   5736.0   5756.0  ...       17.22   5742.0      5726.0       SF
167  SF608  20250902   5734.0   5734.0  ...       45.72   5716.0      5714.0       SF
168  SH509  20250902   2539.0   2558.0  ...      676.70   2534.0      2512.0       SH
169  SH510  20250902   2712.0   2713.0  ...   288829.48   2665.0      2669.0       SH
170  SH511  20250902   2759.0   2759.0  ...  1233008.87   2701.0      2705.0       SH
171  SH512  20250902   2766.0   2768.0  ...   435538.60   2706.0      2714.0       SH
172  SH601  20250902   2740.0   2740.0  ...  5203863.81   2685.0      2690.0       SH
173  SH602  20250902   2739.0   2739.0  ...   102790.07   2692.0      2694.0       SH
174  SH603  20250902   2749.0   2749.0  ...     5184.93   2700.0      2715.0       SH
175  SH604  20250902   2773.0   2774.0  ...     1915.49   2740.0      2757.0       SH
176  SH605  20250902   2792.0   2793.0  ...    43333.28   2753.0      2765.0       SH
177  SH606  20250902   2790.0   2790.0  ...      322.19   2754.0      2769.0       SH
178  SH607  20250902   2739.0   2742.0  ...       49.28   2738.0      2755.0       SH
179  SH608  20250902   2777.0   2784.0  ...      132.38   2758.0      2764.0       SH
180  SM509  20250902   5630.0   5672.0  ...     3692.18   5646.0      5624.0       SM
181  SM510  20250902   5652.0   5680.0  ...    18346.20   5656.0      5622.0       SM
182  SM511  20250902   5750.0   5766.0  ...   144472.62   5742.0      5704.0       SM
183  SM512  20250902   5756.0   5768.0  ...    41379.15   5744.0      5714.0       SM
184  SM601  20250902   5750.0   5774.0  ...   434976.52   5748.0      5716.0       SM
185  SM602  20250902   5758.0   5780.0  ...    59967.80   5760.0      5732.0       SM
186  SM603  20250902   5756.0   5784.0  ...       77.95   5774.0      5744.0       SM
187  SM604  20250902   5794.0   5794.0  ...       11.57   5784.0      5778.0       SM
188  SM605  20250902   5790.0   5812.0  ...     4866.36   5790.0      5760.0       SM
189  SM606  20250902   5804.0   5810.0  ...       23.21   5804.0      5756.0       SM
190  SM607  20250902   5800.0   5836.0  ...       26.18   5818.0      5784.0       SM
191  SM608  20250902   5828.0   5844.0  ...       11.68   5838.0      5804.0       SM
192  SR509  20250902   5630.0   5630.0  ...     1397.82   5614.0      5611.0       SR
193  SR511  20250902   5597.0   5612.0  ...   188219.94   5585.0      5588.0       SR
194  SR601  20250902   5613.0   5624.0  ...  1271322.18   5595.0      5602.0       SR
195  SR603  20250902   5593.0   5599.0  ...     3254.24   5572.0      5582.0       SR
196  SR605  20250902   5568.0   5582.0  ...    42974.79   5557.0      5567.0       SR
197  SR607  20250902   5573.0   5579.0  ...     3102.73   5551.0      5564.0       SR
198  TA509  20250902   4700.0   4734.0  ...    18345.81   4714.0      4720.0       TA
199  TA510  20250902   4766.0   4778.0  ...   142958.79   4756.0      4756.0       TA
200  TA511  20250902   4762.0   4786.0  ...   163405.48   4762.0      4758.0       TA
201  TA512  20250902   4780.0   4794.0  ...    70877.36   4772.0      4766.0       TA
202  TA601  20250902   4784.0   4798.0  ...  1281681.74   4776.0      4770.0       TA
203  TA602  20250902   4794.0   4806.0  ...    14395.81   4784.0      4778.0       TA
204  TA603  20250902   4800.0   4818.0  ...      227.98   4800.0      4790.0       TA
205  TA604  20250902   4808.0   4808.0  ...       19.20   4800.0      4806.0       TA
206  TA605  20250902   4812.0   4836.0  ...    40838.87   4818.0      4804.0       TA
207  TA606  20250902      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250902      0.0      0.0  ...        0.00   4822.0      4822.0       TA
209  TA608  20250902      0.0      0.0  ...        0.00   4834.0      4842.0       TA
210  UR509  20250902   1671.0   1685.0  ...     1377.86   1676.0      1671.0       UR
211  UR510  20250902   1683.0   1707.0  ...    10075.18   1699.0      1688.0       UR
212  UR511  20250902   1737.0   1748.0  ...    41190.34   1740.0      1732.0       UR
213  UR512  20250902   1741.0   1752.0  ...    13748.50   1742.0      1734.0       UR
214  UR601  20250902   1742.0   1756.0  ...   554611.45   1747.0      1737.0       UR
215  UR602  20250902   1739.0   1753.0  ...     1273.20   1744.0      1734.0       UR
216  UR603  20250902   1790.0   1794.0  ...       60.81   1788.0      1778.0       UR
217  UR604  20250902   1794.0   1794.0  ...        7.18   1794.0      1777.0       UR
218  UR605  20250902   1781.0   1794.0  ...    15903.85   1788.0      1780.0       UR
219  UR606  20250902   1785.0   1787.0  ...       14.27   1783.0      1774.0       UR
220  UR607  20250902   1800.0   1800.0  ...       46.73   1797.0      1789.0       UR
221  UR608  20250902   1787.0   1800.0  ...       46.70   1796.0      1785.0       UR
222  WH509  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-02 18:26:21,926 - future_1d - INFO - ak.get_czce_daily('2025-09-02') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250902  ...   79840      79750      CU
1        1      CU2510  20250902  ...   79780      79710      CU
2        2      CU2511  20250902  ...   79750      79690      CU
3        3      CU2512  20250902  ...   79670      79620      CU
4        4      CU2601  20250902  ...   79660      79580      CU
5        5      CU2602  20250902  ...   79670      79580      CU
6        6      CU2603  20250902  ...   79670      79620      CU
7        7      CU2604  20250902  ...   79670      79640      CU
8        8      CU2605  20250902  ...   79680      79620      CU
9        9      CU2606  20250902  ...   79740      79610      CU
10      10      CU2607  20250902  ...   79670      79660      CU
11      11      CU2608  20250902  ...   79760      79660      CU
12      12      BC2509  20250902  ...   70130      70580      BC
13      13      BC2510  20250902  ...   70840      70760      BC
14      14      BC2511  20250902  ...   70760      70750      BC
15      15      BC2512  20250902  ...   70740      70740      BC
16      16      BC2601  20250902  ...   70590      70590      BC
17      17      BC2602  20250902  ...   70400      70400      BC
18      18      BC2603  20250902  ...   71400      71470      BC
19      19      BC2604  20250902  ...   70370      70370      BC
20      20      BC2605  20250902  ...   70370      70370      BC
21      21      BC2606  20250902  ...   70210      70210      BC
22      22      BC2607  20250902  ...   70200      70130      BC
23      23      BC2608  20250902  ...   70200      70100      BC
24      24      AL2509  20250902  ...   20730      20675      AL
25      25      AL2510  20250902  ...   20715      20670      AL
26      26      AL2511  20250902  ...   20705      20650      AL
27      27      AL2512  20250902  ...   20685      20625      AL
28      28      AL2601  20250902  ...   20675      20605      AL
29      29      AL2602  20250902  ...   20675      20610      AL
30      30      AL2603  20250902  ...   20710      20655      AL
31      31      AL2604  20250902  ...   20730      20680      AL
32      32      AL2605  20250902  ...   20760      20690      AL
33      33      AL2606  20250902  ...   20775      20695      AL
34      34      AL2607  20250902  ...   20775      20700      AL
35      35      AL2608  20250902  ...   20765      20715      AL
36      36      ZN2509  20250902  ...   22235      22155      ZN
37      37      ZN2510  20250902  ...   22265      22195      ZN
38      38      ZN2511  20250902  ...   22250      22180      ZN
39      39      ZN2512  20250902  ...   22255      22190      ZN
40      40      ZN2601  20250902  ...   22260      22200      ZN
41      41      ZN2602  20250902  ...   22270      22195      ZN
42      42      ZN2603  20250902  ...   22290      22225      ZN
43      43      ZN2604  20250902  ...   22315      22250      ZN
44      44      ZN2605  20250902  ...   22360      22285      ZN
45      45      ZN2606  20250902  ...   22345      22265      ZN
46      46      ZN2607  20250902  ...   22375      22275      ZN
47      47      ZN2608  20250902  ...   22350      22295      ZN
48      48      PB2509  20250902  ...   16820      16795      PB
49      49      PB2510  20250902  ...   16875      16840      PB
50      50      PB2511  20250902  ...   16885      16855      PB
51      51      PB2512  20250902  ...   16905      16880      PB
52      52      PB2601  20250902  ...   16910      16890      PB
53      53      PB2602  20250902  ...   16910      16955      PB
54      54      PB2603  20250902  ...   16960      16995      PB
55      55      PB2604  20250902  ...   17000      16990      PB
56      56      PB2605  20250902  ...   17030      17035      PB
57      57      PB2606  20250902  ...   17040      17070      PB
58      58      PB2607  20250902  ...   17090      17120      PB
59      59      PB2608  20250902  ...   17150      17150      PB
60      60      NI2509  20250902  ...  122760     122460      NI
61      61      NI2510  20250902  ...  123150     122770      NI
62      62      NI2511  20250902  ...  123250     122990      NI
63      63      NI2512  20250902  ...  123380     123180      NI
64      64      NI2601  20250902  ...  123590     123370      NI
65      65      NI2602  20250902  ...  123790     123570      NI
66      66      NI2603  20250902  ...  124280     123680      NI
67      67      NI2604  20250902  ...  124390     123980      NI
68      68      NI2605  20250902  ...  124610     124310      NI
69      69      NI2606  20250902  ...  124960     124440      NI
70      70      NI2607  20250902  ...  124970     124500      NI
71      71      NI2608  20250902  ...  125230     125420      NI
72      72      SN2509  20250902  ...  273850     273340      SN
73      73      SN2510  20250902  ...  274360     273770      SN
74      74      SN2511  20250902  ...  274560     274070      SN
75      75      SN2512  20250902  ...  274460     274230      SN
76      76      SN2601  20250902  ...  274300     273920      SN
77      77      SN2602  20250902  ...  274250     273260      SN
78      78      SN2603  20250902  ...  274600     273800      SN
79      79      SN2604  20250902  ...  274500     275560      SN
80      80      SN2605  20250902  ...  274770     273970      SN
81      81      SN2606  20250902  ...  274980     273820      SN
82      82      SN2607  20250902  ...  274280     273970      SN
83      83      SN2608  20250902  ...  275480     274470      SN
84      84      AO2509  20250902  ...    2990       2982      AO
85      85      AO2510  20250902  ...    3007       2992      AO
86      86      AO2511  20250902  ...    3010       2999      AO
87      87      AO2512  20250902  ...    3014       3007      AO
88      88      AO2601  20250902  ...    3018       3009      AO
89      89      AO2602  20250902  ...    3014       3006      AO
90      90      AO2603  20250902  ...    3021       3009      AO
91      91      AO2604  20250902  ...    3028       3022      AO
92      92      AO2605  20250902  ...    3036       3023      AO
93      93      AO2606  20250902  ...    3043       3025      AO
94      94      AO2607  20250902  ...    3043       3034      AO
95      95      AO2608  20250902  ...    3047       3041      AO
96      96      AD2511  20250902  ...   20330      20275      AD
97      97      AD2512  20250902  ...   20325      20275      AD
98      98      AD2601  20250902  ...   20340      20325      AD
99      99      AD2602  20250902  ...   20235      20210      AD
100    100      AD2603  20250902  ...   20220      20220      AD
101    101      AD2604  20250902  ...   19975      19975      AD
102    102      AD2605  20250902  ...   20040      20040      AD
103    103      AD2606  20250902  ...   19935      19935      AD
104    104      AD2607  20250902  ...   19925      19925      AD
105    105      AD2608  20250902  ...   20170      20170      AD
106    106      AU2509  20250902  ...   805.4     796.82      AU
107    107      AU2510  20250902  ...  804.32     794.72      AU
108    108      AU2511  20250902  ...   805.6     798.14      AU
109    109      AU2512  20250902  ...  806.58     797.72      AU
110    110      AU2602  20250902  ...  808.94     800.18      AU
111    111      AU2604  20250902  ...  810.72     802.12      AU
112    112      AU2606  20250902  ...  813.08      804.5      AU
113    113      AU2608  20250902  ...  816.12      805.4      AU
114    114      AG2509  20250902  ...    9825       9626      AG
115    115      AG2510  20250902  ...    9835       9600      AG
116    116      AG2511  20250902  ...    9850       9594      AG
117    117      AG2512  20250902  ...    9862       9632      AG
118    118      AG2601  20250902  ...    9870       9648      AG
119    119      AG2602  20250902  ...    9877       9632      AG
120    120      AG2603  20250902  ...    9895       9662      AG
121    121      AG2604  20250902  ...    9909       9672      AG
122    122      AG2605  20250902  ...    9917       9696      AG
123    123      AG2606  20250902  ...    9931       9703      AG
124    124      AG2607  20250902  ...    9937       9699      AG
125    125      AG2608  20250902  ...    9960       9732      AG
126    126      RB2509  20250902  ...    2975       2978      RB
127    127      RB2510  20250902  ...    3044       3062      RB
128    128      RB2511  20250902  ...    3058       3065      RB
129    129      RB2512  20250902  ...    3097       3109      RB
130    130      RB2601  20250902  ...    3116       3122      RB
131    131      RB2602  20250902  ...    3112       3108      RB
132    132      RB2603  20250902  ...    3125       3121      RB
133    133      RB2604  20250902  ...    3150       3149      RB
134    134      RB2605  20250902  ...    3168       3165      RB
135    135      RB2606  20250902  ...    3184       3182      RB
136    136      RB2607  20250902  ...    3195       3195      RB
137    137      RB2608  20250902  ...    3200       3197      RB
138    138      WR2509  20250902  ...    3342       3342      WR
139    139      WR2510  20250902  ...    3265       3264      WR
140    140      WR2511  20250902  ...    3282       3282      WR
141    141      WR2512  20250902  ...    3403       3409      WR
142    142      WR2601  20250902  ...    3355       3380      WR
143    143      WR2602  20250902  ...    3365       3355      WR
144    144      WR2603  20250902  ...    3438       3438      WR
145    145      WR2604  20250902  ...    3400       3455      WR
146    146      WR2605  20250902  ...    3429       3429      WR
147    147      WR2606  20250902  ...    3375       3396      WR
148    148      WR2607  20250902  ...    3417       3417      WR
149    149      WR2608  20250902  ...    3350       3344      WR
150    150      HC2509  20250902  ...    3364       3341      HC
151    151      HC2510  20250902  ...    3316       3326      HC
152    152      HC2511  20250902  ...    3314       3324      HC
153    153      HC2512  20250902  ...    3312       3323      HC
154    154      HC2601  20250902  ...    3302       3310      HC
155    155      HC2602  20250902  ...    3305       3297      HC
156    156      HC2603  20250902  ...    3306       3308      HC
157    157      HC2604  20250902  ...    3311       3311      HC
158    158      HC2605  20250902  ...    3314       3314      HC
159    159      HC2606  20250902  ...    3319       3322      HC
160    160      HC2607  20250902  ...    3317       3316      HC
161    161      HC2608  20250902  ...    3330       3304      HC
162    162      SS2509  20250902  ...   12925      12805      SS
163    163      SS2510  20250902  ...   12985      12875      SS
164    164      SS2511  20250902  ...   13045      12945      SS
165    165      SS2512  20250902  ...   13085      13000      SS
166    166      SS2601  20250902  ...   13140      13055      SS
167    167      SS2602  20250902  ...   13160      13080      SS
168    168      SS2603  20250902  ...   13250      13175      SS
169    169      SS2604  20250902  ...   13320      13240      SS
170    170      SS2605  20250902  ...   13385      13305      SS
171    171      SS2606  20250902  ...   13435      13320      SS
172    172      SS2607  20250902  ...   13500      13410      SS
173    173      SS2608  20250902  ...   13560      13410      SS
174    174      SC2510  20250902  ...   489.8      483.6      SC
175    175      SC2511  20250902  ...   491.2        484      SC
176    176      SC2512  20250902  ...   490.4      483.8      SC
177    177      SC2601  20250902  ...   489.2      482.9      SC
178    178      SC2602  20250902  ...   488.5        482      SC
179    179      SC2603  20250902  ...   486.1      479.8      SC
180    180      SC2604  20250902  ...   484.6      478.7      SC
181    181      SC2605  20250902  ...   483.4      477.5      SC
182    182      SC2606  20250902  ...   482.1      476.9      SC
183    183      SC2607  20250902  ...   482.2      473.4      SC
184    184      SC2608  20250902  ...   476.6      475.3      SC
185    185      SC2609  20250902  ...   480.2      470.6      SC
186    186      SC2612  20250902  ...     477      476.6      SC
187    187      SC2703  20250902  ...   475.9      475.9      SC
188    188      SC2706  20250902  ...     475        475      SC
189    189      SC2709  20250902  ...   471.3      471.3      SC
190    190      SC2712  20250902  ...   476.4      471.3      SC
191    191      SC2803  20250902  ...   471.4      471.4      SC
192    192      SC2806  20250902  ...     471        469      SC
193    193      SC2809  20250902  ...   472.7        469      SC
194    194      LU2510  20250902  ...    3524       3458      LU
195    195      LU2511  20250902  ...    3542       3471      LU
196    196      LU2512  20250902  ...    3528       3457      LU
197    197      LU2601  20250902  ...    3508       3443      LU
198    198      LU2602  20250902  ...    3479       3413      LU
199    199      LU2603  20250902  ...    3465       3396      LU
200    200      LU2604  20250902  ...    3468       3391      LU
201    201      LU2605  20250902  ...    3454       3374      LU
202    202      LU2606  20250902  ...    3453       3373      LU
203    203      LU2607  20250902  ...    3448       3392      LU
204    204      LU2608  20250902  ...    3448       3386      LU
205    205      LU2609  20250902  ...    3426       3374      LU
206    206      FU2510  20250902  ...    2847       2820      FU
207    207      FU2511  20250902  ...    2856       2822      FU
208    208      FU2512  20250902  ...    2848       2814      FU
209    209      FU2601  20250902  ...    2841       2804      FU
210    210      FU2602  20250902  ...    2828       2790      FU
211    211      FU2603  20250902  ...    2815       2773      FU
212    212      FU2604  20250902  ...    2809       2770      FU
213    213      FU2605  20250902  ...    2803       2761      FU
214    214      FU2606  20250902  ...    2789       2760      FU
215    215      FU2607  20250902  ...    2773       2737      FU
216    216      FU2608  20250902  ...    2765       2730      FU
217    217      FU2609  20250902  ...    2744       2722      FU
218    218      BU2509  20250902  ...    3550       3527      BU
219    219      BU2510  20250902  ...    3563       3510      BU
220    220      BU2511  20250902  ...    3551       3491      BU
221    221      BU2512  20250902  ...    3492       3436      BU
222    222      BU2601  20250902  ...    3461       3403      BU
223    223      BU2602  20250902  ...    3464       3406      BU
224    224      BU2603  20250902  ...    3461       3412      BU
225    225      BU2604  20250902  ...    3467       3406      BU
226    226      BU2605  20250902  ...    3465       3403      BU
227    227      BU2606  20250902  ...    3463       3411      BU
228    228      BU2607  20250902  ...    3447       3386      BU
229    229      BU2608  20250902  ...    3439       3367      BU
230    230      BU2609  20250902  ...    3426       3382      BU
231    231      BU2612  20250902  ...    3367       3329      BU
232    232      BU2703  20250902  ...    3371       3334      BU
233    233      BU2706  20250902  ...    3373       3324      BU
234    234      BR2509  20250902  ...   11920      11870      BR
235    235      BR2510  20250902  ...   11895      11865      BR
236    236      BR2511  20250902  ...   11880      11845      BR
237    237      BR2512  20250902  ...   11870      11835      BR
238    238      BR2601  20250902  ...   11865      11840      BR
239    239      BR2602  20250902  ...   11905      11940      BR
240    240      BR2603  20250902  ...   11920      11865      BR
241    241      BR2604  20250902  ...   11915      11885      BR
242    242      BR2605  20250902  ...   11925      11930      BR
243    243      BR2606  20250902  ...   11960      11980      BR
244    244      BR2607  20250902  ...   12015      12015      BR
245    245      BR2608  20250902  ...   12135      12000      BR
246    246      RU2509  20250902  ...   14975      14875      RU
247    247      RU2510  20250902  ...   15025      14890      RU
248    248      RU2511  20250902  ...   14960      14865      RU
249    249      RU2601  20250902  ...   15945      15840      RU
250    250      RU2603  20250902  ...   15970      15870      RU
251    251      RU2604  20250902  ...   16025      15870      RU
252    252      RU2605  20250902  ...   16045      15930      RU
253    253      RU2606  20250902  ...   16065      15990      RU
254    254      RU2607  20250902  ...   16120      15970      RU
255    255      RU2608  20250902  ...   16035      16030      RU
256    256      NR2509  20250902  ...   12665      12640      NR
257    257      NR2510  20250902  ...   12745      12675      NR
258    258      NR2511  20250902  ...   12790      12715      NR
259    259      NR2512  20250902  ...   12830      12745      NR
260    260      NR2601  20250902  ...   12860      12780      NR
261    261      NR2602  20250902  ...   12830      12765      NR
262    262      NR2603  20250902  ...   12830      12760      NR
263    263      NR2604  20250902  ...   12815      12780      NR
264    264      NR2605  20250902  ...   12855      12815      NR
265    265      NR2606  20250902  ...   12870      12855      NR
266    266      NR2607  20250902  ...   12905      12865      NR
267    267      NR2608  20250902  ...   12925      12905      NR
268    268      SP2509  20250902  ...    4992       4980      SP
269    269      SP2510  20250902  ...    5012       5004      SP
270    270      SP2511  20250902  ...    5042       5032      SP
271    271      SP2512  20250902  ...    5058       5046      SP
272    272      SP2601  20250902  ...    5340       5340      SP
273    273      SP2602  20250902  ...    5332       5336      SP
274    274      SP2603  20250902  ...    5352       5352      SP
275    275      SP2604  20250902  ...    5362       5362      SP
276    276      SP2605  20250902  ...    5362       5366      SP
277    277      SP2606  20250902  ...    5358       5366      SP
278    278      SP2607  20250902  ...    5378       5378      SP
279    279      SP2608  20250902  ...    5372       5372      SP
280    280      EC2510  20250902  ...  1364.5     1293.8      EC
281    281      EC2512  20250902  ...  1755.1     1621.9      EC
282    282      EC2602  20250902  ...  1571.7     1439.5      EC
283    283      EC2604  20250902  ...  1273.6     1230.5      EC
284    284      EC2606  20250902  ...  1472.3     1407.4      EC
285    285      EC2608  20250902  ...  1648.1     1599.5      EC
286    287  SC_TAS2510  20250902  ...                     SC_TAS
287    288  SC_TAS2511  20250902  ...                     SC_TAS
288    289  SC_TAS2512  20250902  ...                     SC_TAS
289    290  SC_TAS2601  20250902  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-02 18:26:22,024 - future_1d - INFO - ak.get_shfe_daily('2025-09-02') done
2025-09-02 18:26:23,779 - future_1d - INFO - save future_daily 2025-09-02 completed