LogViewer
116    116      AG2511  20250904  ...    9853       9783      AG
117    117      AG2512  20250904  ...    9856       9809      AG
118    118      AG2601  20250904  ...    9878       9814      AG
119    119      AG2602  20250904  ...    9886       9828      AG
120    120      AG2603  20250904  ...    9909       9840      AG
121    121      AG2604  20250904  ...    9907       9849      AG
122    122      AG2605  20250904  ...    9913       9861      AG
123    123      AG2606  20250904  ...    9924       9880      AG
124    124      AG2607  20250904  ...    9919       9915      AG
125    125      AG2608  20250904  ...    9962       9909      AG
126    126      RB2509  20250904  ...    2961       2962      RB
127    127      RB2510  20250904  ...    3030       3047      RB
128    128      RB2511  20250904  ...    3053       3059      RB
129    129      RB2512  20250904  ...    3093       3100      RB
130    130      RB2601  20250904  ...    3110       3119      RB
131    131      RB2602  20250904  ...    3105       3118      RB
132    132      RB2603  20250904  ...    3125       3125      RB
133    133      RB2604  20250904  ...    3143       3158      RB
134    134      RB2605  20250904  ...    3158       3168      RB
135    135      RB2606  20250904  ...    3174       3188      RB
136    136      RB2607  20250904  ...    3200       3205      RB
137    137      RB2608  20250904  ...    3198       3204      RB
138    138      WR2509  20250904  ...    3342       3342      WR
139    139      WR2510  20250904  ...    3265       3258      WR
140    140      WR2511  20250904  ...    3311       3311      WR
141    141      WR2512  20250904  ...    3349       3350      WR
142    142      WR2601  20250904  ...    3336       3355      WR
143    143      WR2602  20250904  ...    3337       3335      WR
144    144      WR2603  20250904  ...    3435       3438      WR
145    145      WR2604  20250904  ...    3400       3400      WR
146    146      WR2605  20250904  ...    3429       3429      WR
147    147      WR2606  20250904  ...    3375       3375      WR
148    148      WR2607  20250904  ...    3387       3387      WR
149    149      WR2608  20250904  ...    3350       3320      WR
150    150      HC2509  20250904  ...    3371       3356      HC
151    151      HC2510  20250904  ...    3320       3316      HC
152    152      HC2511  20250904  ...    3312       3312      HC
153    153      HC2512  20250904  ...    3321       3300      HC
154    154      HC2601  20250904  ...    3306       3305      HC
155    155      HC2602  20250904  ...    3302       3310      HC
156    156      HC2603  20250904  ...    3311       3309      HC
157    157      HC2604  20250904  ...    3316       3311      HC
158    158      HC2605  20250904  ...    3316       3316      HC
159    159      HC2606  20250904  ...    3314       3319      HC
160    160      HC2607  20250904  ...    3323       3331      HC
161    161      HC2608  20250904  ...    3317       3335      HC
162    162      SS2509  20250904  ...   12835      12835      SS
163    163      SS2510  20250904  ...   12890      12930      SS
164    164      SS2511  20250904  ...   12960      13000      SS
165    165      SS2512  20250904  ...   12995      13045      SS
166    166      SS2601  20250904  ...   13050      13110      SS
167    167      SS2602  20250904  ...   13095      13145      SS
168    168      SS2603  20250904  ...   13175      13210      SS
169    169      SS2604  20250904  ...   13225      13300      SS
170    170      SS2605  20250904  ...   13305      13335      SS
171    171      SS2606  20250904  ...   13360      13425      SS
172    172      SS2607  20250904  ...   13410      13455      SS
173    173      SS2608  20250904  ...   13455      13480      SS
174    174      SC2510  20250904  ...   483.6      491.8      SC
175    175      SC2511  20250904  ...   484.6      493.2      SC
176    176      SC2512  20250904  ...   484.4      492.4      SC
177    177      SC2601  20250904  ...   483.6      491.4      SC
178    178      SC2602  20250904  ...   482.5      489.7      SC
179    179      SC2603  20250904  ...   480.3      487.9      SC
180    180      SC2604  20250904  ...   478.5      486.7      SC
181    181      SC2605  20250904  ...   475.5      483.9      SC
182    182      SC2606  20250904  ...   475.8        485      SC
183    183      SC2607  20250904  ...   473.9        483      SC
184    184      SC2608  20250904  ...   473.8      482.8      SC
185    185      SC2609  20250904  ...     474      481.5      SC
186    186      SC2612  20250904  ...   473.4        481      SC
187    187      SC2703  20250904  ...   470.9      477.7      SC
188    188      SC2706  20250904  ...   466.9      479.4      SC
189    189      SC2709  20250904  ...   468.8      476.2      SC
190    190      SC2712  20250904  ...   466.2      476.8      SC
191    191      SC2803  20250904  ...   468.1      471.4      SC
192    192      SC2806  20250904  ...   466.8      471.7      SC
193    193      SC2809  20250904  ...   464.1        472      SC
194    194      LU2510  20250904  ...    3421       3505      LU
195    195      LU2511  20250904  ...    3442       3525      LU
196    196      LU2512  20250904  ...    3440       3514      LU
197    197      LU2601  20250904  ...    3423       3501      LU
198    198      LU2602  20250904  ...    3401       3482      LU
199    199      LU2603  20250904  ...    3403       3466      LU
200    200      LU2604  20250904  ...    3378       3468      LU
201    201      LU2605  20250904  ...    3362       3464      LU
202    202      LU2606  20250904  ...    3366       3464      LU
203    203      LU2607  20250904  ...    3370       3450      LU
204    204      LU2608  20250904  ...    3370       3444      LU
205    205      LU2609  20250904  ...    3360       3425      LU
206    206      FU2510  20250904  ...    2789       2832      FU
207    207      FU2511  20250904  ...    2797       2842      FU
208    208      FU2512  20250904  ...    2783       2835      FU
209    209      FU2601  20250904  ...    2776       2828      FU
210    210      FU2602  20250904  ...    2764       2820      FU
211    211      FU2603  20250904  ...    2753       2802      FU
212    212      FU2604  20250904  ...    2754       2796      FU
213    213      FU2605  20250904  ...    2740       2787      FU
214    214      FU2606  20250904  ...    2733       2776      FU
215    215      FU2607  20250904  ...    2725       2762      FU
216    216      FU2608  20250904  ...    2722       2755      FU
217    217      FU2609  20250904  ...    2705       2733      FU
218    218      BU2509  20250904  ...    3504       3533      BU
219    219      BU2510  20250904  ...    3499       3544      BU
220    220      BU2511  20250904  ...    3477       3538      BU
221    221      BU2512  20250904  ...    3428       3487      BU
222    222      BU2601  20250904  ...    3400       3456      BU
223    223      BU2602  20250904  ...    3404       3459      BU
224    224      BU2603  20250904  ...    3406       3455      BU
225    225      BU2604  20250904  ...    3427       3467      BU
226    226      BU2605  20250904  ...    3404       3457      BU
227    227      BU2606  20250904  ...    3398       3449      BU
228    228      BU2607  20250904  ...    3351       3445      BU
229    229      BU2608  20250904  ...    3378       3439      BU
230    230      BU2609  20250904  ...    3377       3416      BU
231    231      BU2612  20250904  ...    3311       3359      BU
232    232      BU2703  20250904  ...    3300       3371      BU
233    233      BU2706  20250904  ...    3310       3360      BU
234    234      BR2509  20250904  ...   11825      11920      BR
235    235      BR2510  20250904  ...   11800      11905      BR
236    236      BR2511  20250904  ...   11785      11890      BR
237    237      BR2512  20250904  ...   11765      11885      BR
238    238      BR2601  20250904  ...   11765      11885      BR
239    239      BR2602  20250904  ...   11800      11960      BR
240    240      BR2603  20250904  ...   11775      11975      BR
241    241      BR2604  20250904  ...   11885      12015      BR
242    242      BR2605  20250904  ...   11880      12015      BR
243    243      BR2606  20250904  ...   11905      12010      BR
244    244      BR2607  20250904  ...   12110      12110      BR
245    245      BR2608  20250904  ...   12135      12135      BR
246    246      RU2509  20250904  ...   14955      14990      RU
247    247      RU2510  20250904  ...   14965      15005      RU
248    248      RU2511  20250904  ...   14920      14960      RU
249    249      RU2601  20250904  ...   15880      15935      RU
250    250      RU2603  20250904  ...   15920      15960      RU
251    251      RU2604  20250904  ...   15935      15950      RU
252    252      RU2605  20250904  ...   15955      16025      RU
253    253      RU2606  20250904  ...   15900      16060      RU
254    254      RU2607  20250904  ...   15965      16120      RU
255    255      RU2608  20250904  ...   16115      16040      RU
256    256      NR2509  20250904  ...   12650      12695      NR
257    257      NR2510  20250904  ...   12720      12765      NR
258    258      NR2511  20250904  ...   12770      12815      NR
259    259      NR2512  20250904  ...   12810      12845      NR
260    260      NR2601  20250904  ...   12835      12885      NR
261    261      NR2602  20250904  ...   12835      12885      NR
262    262      NR2603  20250904  ...   12840      12855      NR
263    263      NR2604  20250904  ...   12830      12875      NR
264    264      NR2605  20250904  ...   12830      12920      NR
265    265      NR2606  20250904  ...   12870      12870      NR
266    266      NR2607  20250904  ...   12810      12890      NR
267    267      NR2608  20250904  ...   12885      12925      NR
268    268      SP2509  20250904  ...    4972       5008      SP
269    269      SP2510  20250904  ...    4998       5034      SP
270    270      SP2511  20250904  ...    5030       5062      SP
271    271      SP2512  20250904  ...    5044       5078      SP
272    272      SP2601  20250904  ...    5312       5340      SP
273    273      SP2602  20250904  ...    5290       5326      SP
274    274      SP2603  20250904  ...    5306       5334      SP
275    275      SP2604  20250904  ...    5328       5342      SP
276    276      SP2605  20250904  ...    5322       5348      SP
277    277      SP2606  20250904  ...    5310       5358      SP
278    278      SP2607  20250904  ...    5326       5354      SP
279    279      SP2608  20250904  ...    5344       5378      SP
280    280      EC2510  20250904  ...  1308.3     1324.2      EC
281    281      EC2512  20250904  ...  1676.5       1704      EC
282    282      EC2602  20250904  ...  1515.1     1536.5      EC
283    283      EC2604  20250904  ...  1249.5     1243.7      EC
284    284      EC2606  20250904  ...  1434.7     1435.8      EC
285    285      EC2608  20250904  ...  1603.8     1601.5      EC
286    289  SC_TAS2510  20250904  ...                     SC_TAS
287    290  SC_TAS2511  20250904  ...                     SC_TAS
288    291  SC_TAS2512  20250904  ...                     SC_TAS
289    292  SC_TAS2601  20250904  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-08 18:26:32,470 - future_1d - INFO - ak.get_shfe_daily('2025-09-04') done
2025-09-08 18:26:34,264 - future_1d - INFO - save future_daily 2025-09-04 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250905  6667.000  ...  6876.800    6607.200       IC
1   IC2510  20250905  6624.000  ...  6831.200    6551.200       IC
2   IC2512  20250905  6499.200  ...  6719.600    6437.200       IC
3   IC2603  20250905  6338.000  ...  6576.200    6291.600       IC
4   IF2509  20250905  4351.200  ...  4450.600    4334.200       IF
5   IF2510  20250905  4342.400  ...  4446.200    4324.800       IF
6   IF2512  20250905  4325.000  ...  4427.200    4307.600       IF
7   IF2603  20250905  4302.600  ...  4410.200    4286.600       IF
8   IH2509  20250905  2904.800  ...  2939.200    2893.400       IH
9   IH2510  20250905  2901.200  ...  2938.800    2892.800       IH
10  IH2512  20250905  2903.800  ...  2938.400    2894.000       IH
11  IH2603  20250905  2906.000  ...  2942.400    2897.000       IH
12  IM2509  20250905  7021.400  ...  7206.200    6974.200       IM
13  IM2510  20250905  6969.000  ...  7151.600    6913.800       IM
14  IM2512  20250905  6828.200  ...  7015.400    6778.800       IM
15  IM2603  20250905  6636.000  ...  6843.000    6604.400       IM
16   T2509  20250905   108.310  ...   108.055     108.385        T
17   T2512  20250905   108.200  ...   107.920     108.270        T
18   T2603  20250905   107.925  ...   107.670     108.005        T
19  TF2509  20250905   105.730  ...   105.690     105.815       TF
20  TF2512  20250905   105.680  ...   105.580     105.745       TF
21  TF2603  20250905   105.615  ...   105.505     105.645       TF
22  TL2509  20250905   117.620  ...   116.740     117.850       TL
23  TL2512  20250905   117.150  ...   116.300     117.400       TL
24  TL2603  20250905   117.000  ...   115.950     117.050       TL
25  TS2509  20250905   102.304  ...   102.344     102.358       TS
26  TS2512  20250905   102.426  ...   102.388     102.440       TS
27  TS2603  20250905   102.390  ...   102.356     102.396       TS

[28 rows x 12 columns]
2025-09-08 18:26:37,959 - future_1d - INFO - ak.get_cffex_daily('2025-09-05') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250905   8285.0   8395.0  ...   238664.01   8328.0      8302.0       AP
1    AP511  20250905   8120.0   8230.0  ...     3597.06   8179.0      8138.0       AP
2    AP512  20250905   8160.0   8219.0  ...      261.34   8167.0      8141.0       AP
3    AP601  20250905   8226.0   8300.0  ...   215008.96   8249.0      8208.0       AP
4    AP603  20250905   8102.0   8174.0  ...       73.31   8145.0      8094.0       AP
5    AP604  20250905   8187.0   8187.0  ...        8.19   8187.0      8095.0       AP
6    AP605  20250905   8173.0   8240.0  ...     1196.74   8197.0      8156.0       AP
7    CF509  20250905  13565.0  13580.0  ...    14820.69  13565.0     13590.0       CF
8    CF511  20250905  13885.0  13905.0  ...   173526.91  13860.0     13865.0       CF
9    CF601  20250905  14010.0  14030.0  ...  1292368.73  13985.0     14000.0       CF
10   CF603  20250905  13960.0  13985.0  ...     1763.76  13945.0     13975.0       CF
11   CF605  20250905  13950.0  13975.0  ...    95803.96  13930.0     13950.0       CF
12   CF607  20250905  13940.0  13975.0  ...      585.48  13940.0     13975.0       CF
13   CJ509  20250905   9910.0  10025.0  ...      338.54   9955.0      9925.0       CJ
14   CJ512  20250905  10885.0  10970.0  ...     4511.15  10925.0     10900.0       CJ
15   CJ601  20250905  10970.0  11035.0  ...   533839.84  10990.0     11000.0       CJ
16   CJ603  20250905  11000.0  11085.0  ...     6719.88  11045.0     11065.0       CJ
17   CJ605  20250905  11105.0  11175.0  ...    71750.00  11130.0     11150.0       CJ
18   CJ607  20250905  11255.0  11330.0  ...     1591.65  11290.0     11335.0       CJ
19   CY509  20250905  20200.0  20200.0  ...      484.80  20200.0     20100.0       CY
20   CY510  20250905      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250905  19960.0  20010.0  ...   114486.47  19975.0     19990.0       CY
22   CY512  20250905      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250905  19975.0  20005.0  ...      749.14  19975.0     19985.0       CY
24   CY602  20250905      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250905      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250905      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250905      0.0      0.0  ...        0.00  20230.0     20215.0       CY
28   CY606  20250905      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250905      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250905      0.0      0.0  ...        0.00  20245.0     20245.0       CY
31   FG509  20250905    950.0    996.0  ...      569.51    969.0       943.0       FG
32   FG510  20250905   1056.0   1107.0  ...    77239.91   1080.0      1052.0       FG
33   FG511  20250905   1042.0   1102.0  ...   242032.61   1070.0      1043.0       FG
34   FG512  20250905   1149.0   1204.0  ...   105130.41   1170.0      1144.0       FG
35   FG601  20250905   1141.0   1200.0  ...  5627248.91   1166.0      1133.0       FG
36   FG602  20250905   1192.0   1251.0  ...    33346.18   1216.0      1185.0       FG
37   FG603  20250905   1193.0   1254.0  ...     2482.73   1221.0      1186.0       FG
38   FG604  20250905   1248.0   1302.0  ...      522.23   1274.0      1236.0       FG
39   FG605  20250905   1237.0   1300.0  ...   133109.67   1267.0      1233.0       FG
40   FG606  20250905   1274.0   1327.0  ...     1111.88   1302.0      1267.0       FG
41   FG607  20250905   1262.0   1322.0  ...     2168.71   1302.0      1259.0       FG
42   FG608  20250905   1300.0   1345.0  ...     1077.24   1323.0      1301.0       FG
43   JR509  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250905   2231.0   2260.0  ...     1928.73   2243.0      2223.0       MA
53   MA510  20250905   2288.0   2321.0  ...    36624.97   2308.0      2285.0       MA
54   MA511  20250905   2311.0   2354.0  ...   132394.36   2332.0      2309.0       MA
55   MA512  20250905   2351.0   2397.0  ...    80797.45   2374.0      2352.0       MA
56   MA601  20250905   2381.0   2424.0  ...  1645665.06   2403.0      2380.0       MA
57   MA602  20250905   2392.0   2433.0  ...    20307.40   2412.0      2392.0       MA
58   MA603  20250905   2397.0   2433.0  ...      224.88   2418.0      2394.0       MA
59   MA604  20250905   2403.0   2426.0  ...       14.46   2411.0      2391.0       MA
60   MA605  20250905   2383.0   2417.0  ...   133833.05   2398.0      2380.0       MA
61   MA606  20250905   2401.0   2420.0  ...       26.52   2411.0      2389.0       MA
62   MA607  20250905   2385.0   2402.0  ...      105.39   2395.0      2382.0       MA
63   MA608  20250905   2387.0   2408.0  ...       26.39   2399.0      2381.0       MA
64   OI509  20250905   9950.0   9950.0  ...      497.50   9950.0      9877.0       OI
65   OI511  20250905   9847.0   9966.0  ...   488126.24   9887.0      9818.0       OI
66   OI601  20250905   9725.0   9837.0  ...  2381825.32   9763.0      9713.0       OI
67   OI603  20250905   9617.0   9712.0  ...     3584.99   9637.0      9620.0       OI
68   OI605  20250905   9510.0   9601.0  ...   158836.79   9527.0      9519.0       OI
69   OI607  20250905   9487.0   9547.0  ...      786.00   9470.0      9495.0       OI
70   PF509  20250905   6280.0   6284.0  ...      331.55   6256.0      6280.0       PF
71   PF510  20250905   6330.0   6358.0  ...    93470.28   6332.0      6358.0       PF
72   PF511  20250905   6328.0   6346.0  ...   608979.26   6322.0      6352.0       PF
73   PF512  20250905   6318.0   6338.0  ...   326535.74   6314.0      6344.0       PF
74   PF601  20250905   6370.0   6386.0  ...    30673.76   6366.0      6384.0       PF
75   PF602  20250905   6380.0   6400.0  ...    97289.78   6372.0      6404.0       PF
76   PF603  20250905   6404.0   6404.0  ...       31.92   6384.0      6402.0       PF
77   PF604  20250905      0.0      0.0  ...        0.00   6446.0      6446.0       PF
78   PF605  20250905   6446.0   6446.0  ...       28.98   6440.0      6462.0       PF
79   PF606  20250905      0.0      0.0  ...        0.00   6474.0      6474.0       PF
80   PF607  20250905   6456.0   6494.0  ...       48.45   6460.0      6488.0       PF
81   PF608  20250905   6456.0   6478.0  ...       38.82   6470.0      6514.0       PF
82   PK510  20250905   7966.0   7988.0  ...    29219.32   7970.0      7956.0       PK
83   PK511  20250905   7792.0   7836.0  ...   232328.72   7818.0      7780.0       PK
84   PK512  20250905   7784.0   7826.0  ...    48245.69   7812.0      7778.0       PK
85   PK601  20250905   7820.0   7856.0  ...    25190.10   7844.0      7826.0       PK
86   PK603  20250905   7854.0   7856.0  ...       94.24   7854.0      7840.0       PK
87   PK604  20250905   7866.0   7874.0  ...       70.79   7866.0      7854.0       PK
88   PK605  20250905   7872.0   7888.0  ...     2277.01   7880.0      7856.0       PK
89   PL601  20250905   6378.0   6425.0  ...    26053.98   6398.0      6378.0       PL
90   PL602  20250905   6425.0   6459.0  ...      128.72   6436.0      6413.0       PL
91   PL603  20250905   6462.0   6476.0  ...       77.49   6458.0      6423.0       PL
92   PL604  20250905      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250905   6381.0   6402.0  ...      127.78   6389.0      6375.0       PL
94   PL606  20250905   6424.0   6424.0  ...       12.85   6424.0      6438.0       PL
95   PL607  20250905   6464.0   6464.0  ...       12.93   6464.0      6448.0       PL
96   PL608  20250905      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250905   5650.0   5696.0  ...      980.63   5620.0      5804.0       PR
104  PR510  20250905   5836.0   5846.0  ...    27387.32   5822.0      5836.0       PR
105  PR511  20250905   5818.0   5844.0  ...   331962.79   5822.0      5828.0       PR
106  PR512  20250905   5830.0   5854.0  ...   194654.50   5830.0      5836.0       PR
107  PR601  20250905   5840.0   5860.0  ...   150775.37   5836.0      5844.0       PR
108  PR602  20250905   5864.0   5864.0  ...       52.75   5862.0      5878.0       PR
109  PR603  20250905   5878.0   5908.0  ...      132.61   5894.0      5900.0       PR
110  PR604  20250905   5898.0   5906.0  ...       35.38   5896.0      5912.0       PR
111  PR605  20250905   5910.0   5944.0  ...      177.26   5910.0      5914.0       PR
112  PR606  20250905   5906.0   5968.0  ...       88.90   5928.0      5938.0       PR
113  PR607  20250905   5918.0   5932.0  ...      115.55   5926.0      5934.0       PR
114  PR608  20250905   5918.0   5926.0  ...      115.51   5924.0      5920.0       PR
115  PX509  20250905      0.0      0.0  ...        0.00   6704.0      6714.0       PX
116  PX510  20250905   6698.0   6738.0  ...    23023.90   6704.0      6702.0       PX
117  PX511  20250905   6682.0   6728.0  ...   616334.44   6688.0      6698.0       PX
118  PX512  20250905   6662.0   6710.0  ...   197875.21   6670.0      6684.0       PX
119  PX601  20250905   6642.0   6690.0  ...   134563.81   6654.0      6670.0       PX
120  PX602  20250905   6640.0   6680.0  ...    11329.26   6646.0      6658.0       PX
121  PX603  20250905   6636.0   6636.0  ...        6.64   6636.0      6660.0       PX
122  PX604  20250905   6650.0   6650.0  ...        6.65   6650.0      6668.0       PX
123  PX605  20250905   6626.0   6684.0  ...      233.13   6662.0      6664.0       PX
124  PX606  20250905      0.0      0.0  ...        0.00   6668.0      6640.0       PX
125  PX607  20250905   6670.0   6670.0  ...        3.34   6670.0      6648.0       PX
126  PX608  20250905      0.0      0.0  ...        0.00   6670.0      6652.0       PX
127  RI509  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250905   2579.0   2585.0  ...      642.90   2582.0      2566.0       RM
134  RM511  20250905   2534.0   2563.0  ...    17550.78   2546.0      2544.0       RM
135  RM601  20250905   2514.0   2556.0  ...   934779.72   2536.0      2524.0       RM
136  RM603  20250905   2407.0   2433.0  ...    15164.52   2424.0      2422.0       RM
137  RM605  20250905   2384.0   2405.0  ...   147596.53   2396.0      2401.0       RM
138  RM607  20250905   2378.0   2393.0  ...    22128.45   2385.0      2389.0       RM
139  RM608  20250905   2481.0   2488.0  ...      151.28   2480.0      2487.0       RM
140  RS509  20250905      0.0      0.0  ...        0.00   4824.0      4804.0       RS
141  RS511  20250905   5254.0   5254.0  ...      125.19   5216.0      5144.0       RS
142  RS607  20250905   5492.0   5600.0  ...      187.90   5527.0      5504.0       RS
143  RS608  20250905      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250905   1150.0   1185.0  ...      895.12   1159.0      1152.0       SA
145  SA510  20250905   1206.0   1229.0  ...    72080.37   1214.0      1201.0       SA
146  SA511  20250905   1206.0   1242.0  ...   354046.45   1222.0      1206.0       SA
147  SA512  20250905   1266.0   1302.0  ...   271169.90   1280.0      1258.0       SA
148  SA601  20250905   1275.0   1311.0  ...  3744782.89   1288.0      1269.0       SA
149  SA602  20250905   1303.0   1343.0  ...    36036.90   1312.0      1302.0       SA
150  SA603  20250905   1310.0   1348.0  ...     3645.74   1328.0      1301.0       SA
151  SA604  20250905   1352.0   1389.0  ...      919.27   1372.0      1341.0       SA
152  SA605  20250905   1356.0   1394.0  ...   124433.11   1370.0      1351.0       SA
153  SA606  20250905   1366.0   1401.0  ...     1069.59   1385.0      1360.0       SA
154  SA607  20250905   1366.0   1400.0  ...     3079.30   1390.0      1364.0       SA
155  SA608  20250905   1398.0   1412.0  ...     2441.60   1406.0      1391.0       SA
156  SF509  20250905   5338.0   5472.0  ...      913.40   5424.0      5320.0       SF
157  SF510  20250905   5340.0   5492.0  ...    70071.14   5414.0      5330.0       SF
158  SF511  20250905   5510.0   5674.0  ...   592885.87   5584.0      5492.0       SF
159  SF512  20250905   5468.0   5628.0  ...    90557.63   5534.0      5454.0       SF
160  SF601  20250905   5470.0   5634.0  ...   233692.05   5550.0      5458.0       SF
161  SF602  20250905   5424.0   5596.0  ...    22536.29   5512.0      5426.0       SF
162  SF603  20250905   5626.0   5760.0  ...     1083.41   5688.0      5612.0       SF
163  SF604  20250905   5620.0   5728.0  ...       82.41   5684.0      5598.0       SF
164  SF605  20250905   5606.0   5724.0  ...     5456.02   5654.0      5594.0       SF
165  SF606  20250905   5580.0   5690.0  ...      863.59   5644.0      5538.0       SF
166  SF607  20250905   5720.0   5822.0  ...       52.09   5788.0      5704.0       SF
167  SF608  20250905   5708.0   5738.0  ...       17.18   5728.0      5686.0       SF
168  SH509  20250905      0.0      0.0  ...        0.00   2495.0      2494.0       SH
169  SH510  20250905   2598.0   2620.0  ...   112602.99   2595.0      2600.0       SH
170  SH511  20250905   2633.0   2652.0  ...   741039.69   2623.0      2634.0       SH
171  SH512  20250905   2633.0   2656.0  ...   261543.05   2633.0      2637.0       SH
172  SH601  20250905   2602.0   2622.0  ...  3413838.96   2606.0      2603.0       SH
173  SH602  20250905   2610.0   2631.0  ...    72469.99   2616.0      2612.0       SH
174  SH603  20250905   2635.0   2647.0  ...     1911.38   2633.0      2628.0       SH
175  SH604  20250905   2690.0   2694.0  ...      482.43   2680.0      2671.0       SH
176  SH605  20250905   2680.0   2712.0  ...    25589.28   2692.0      2685.0       SH
177  SH606  20250905   2708.0   2711.0  ...      178.02   2697.0      2690.0       SH
178  SH607  20250905   2681.0   2698.0  ...       56.38   2685.0      2679.0       SH
179  SH608  20250905   2686.0   2710.0  ...       24.26   2695.0      2687.0       SH
180  SM509  20250905   5628.0   5768.0  ...     1718.10   5670.0      5630.0       SM
181  SM510  20250905   5664.0   5806.0  ...    36692.06   5736.0      5632.0       SM
182  SM511  20250905   5740.0   5890.0  ...   238423.41   5800.0      5712.0       SM
183  SM512  20250905   5742.0   5896.0  ...    88923.70   5816.0      5718.0       SM
184  SM601  20250905   5742.0   5904.0  ...   737202.52   5816.0      5724.0       SM
185  SM602  20250905   5760.0   5908.0  ...   111844.22   5808.0      5730.0       SM
186  SM603  20250905   5756.0   5920.0  ...      153.02   5886.0      5744.0       SM
187  SM604  20250905   5768.0   5930.0  ...       70.27   5856.0      5750.0       SM
188  SM605  20250905   5788.0   5938.0  ...    10072.20   5842.0      5762.0       SM
189  SM606  20250905   5784.0   5918.0  ...       64.10   5828.0      5776.0       SM
190  SM607  20250905   5828.0   5944.0  ...      114.39   5866.0      5782.0       SM
191  SM608  20250905   5832.0   5956.0  ...       29.57   5914.0      5796.0       SM
192  SR509  20250905   5550.0   5550.0  ...      831.60   5544.0      5568.0       SR
193  SR511  20250905   5549.0   5572.0  ...   202902.95   5532.0      5558.0       SR
194  SR601  20250905   5526.0   5537.0  ...  1036699.10   5522.0      5540.0       SR
195  SR603  20250905   5517.0   5522.0  ...     4060.45   5509.0      5526.0       SR
196  SR605  20250905   5515.0   5519.0  ...    54381.46   5506.0      5518.0       SR
197  SR607  20250905   5511.0   5518.0  ...     3550.73   5505.0      5517.0       SR
198  TA509  20250905   4578.0   4578.0  ...    29397.45   4528.0      4594.0       TA
199  TA510  20250905   4628.0   4644.0  ...    98964.24   4620.0      4650.0       TA
200  TA511  20250905   4640.0   4658.0  ...   264156.65   4632.0      4660.0       TA
201  TA512  20250905   4648.0   4670.0  ...    98827.42   4644.0      4672.0       TA
202  TA601  20250905   4658.0   4680.0  ...  1432021.54   4656.0      4676.0       TA
203  TA602  20250905   4662.0   4688.0  ...    11052.76   4666.0      4680.0       TA
204  TA603  20250905   4674.0   4702.0  ...      133.36   4680.0      4714.0       TA
205  TA604  20250905   4700.0   4700.0  ...        9.40   4700.0      4696.0       TA
206  TA605  20250905   4688.0   4716.0  ...    39060.58   4692.0      4712.0       TA
207  TA606  20250905   4692.0   4722.0  ...       25.84   4700.0      4718.0       TA
208  TA607  20250905   4710.0   4726.0  ...        9.41   4704.0      4730.0       TA
209  TA608  20250905   4722.0   4722.0  ...        4.72   4716.0      4752.0       TA
210  UR509  20250905   1662.0   1680.0  ...      237.58   1673.0      1661.0       UR
211  UR510  20250905   1681.0   1695.0  ...     4018.63   1681.0      1679.0       UR
212  UR511  20250905   1700.0   1719.0  ...    33630.79   1714.0      1710.0       UR
213  UR512  20250905   1715.0   1721.0  ...    13217.86   1717.0      1712.0       UR
214  UR601  20250905   1718.0   1722.0  ...   558936.76   1718.0      1713.0       UR
215  UR602  20250905   1712.0   1720.0  ...      277.96   1716.0      1710.0       UR
216  UR603  20250905   1759.0   1762.0  ...      119.61   1759.0      1764.0       UR
217  UR604  20250905   1763.0   1764.0  ...       42.31   1763.0      1757.0       UR
218  UR605  20250905   1757.0   1762.0  ...    19767.50   1757.0      1754.0       UR
219  UR606  20250905   1743.0   1758.0  ...      175.48   1755.0      1750.0       UR
220  UR607  20250905   1770.0   1783.0  ...       56.83   1776.0      1777.0       UR
221  UR608  20250905   1773.0   1779.0  ...       39.06   1775.0      1773.0       UR
222  WH509  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-08 18:26:38,253 - future_1d - INFO - ak.get_czce_daily('2025-09-05') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250905  55280.0  ...  55930.0     52230.0       PS
1   PS2510  20250905  52425.0  ...  55640.0     52170.0       PS
2   PS2511  20250905  52350.0  ...  54875.0     52055.0       PS
3   PS2512  20250905  54600.0  ...  57355.0     54320.0       PS
4   PS2601  20250905  54460.0  ...  57150.0     54280.0       PS
5   PS2602  20250905  54735.0  ...  56965.0     54405.0       PS
6   PS2603  20250905  55095.0  ...  57685.0     54535.0       PS
7   PS2604  20250905  55205.0  ...  58010.0     54620.0       PS
8   PS2605  20250905  54725.0  ...  57385.0     54510.0       PS
9   PS2606  20250905  56800.0  ...  59380.0     56630.0       PS
10  PS2607  20250905  57000.0  ...  59285.0     56715.0       PS
11  PS2608  20250905  57000.0  ...  59595.0     56760.0       PS
13  SI2509  20250905   8565.0  ...   8690.0      8560.0       SI
14  SI2510  20250905   8525.0  ...   8710.0      8500.0       SI
15  SI2511  20250905   8545.0  ...   8715.0      8505.0       SI
16  SI2512  20250905   8890.0  ...   9075.0      8865.0       SI
17  SI2601  20250905   8880.0  ...   9065.0      8845.0       SI
18  SI2602  20250905   8890.0  ...   8995.0      8865.0       SI
19  SI2603  20250905   9010.0  ...   9115.0      8840.0       SI
20  SI2604  20250905   8970.0  ...   9140.0      8875.0       SI
21  SI2605  20250905   8895.0  ...   9110.0      8890.0       SI
22  SI2606  20250905   8975.0  ...   9180.0      8900.0       SI
23  SI2607  20250905   8940.0  ...   9165.0      8935.0       SI
24  SI2608  20250905   9005.0  ...   9170.0      8935.0       SI
27  LC2509  20250905  73300.0  ...  74640.0     73300.0       LC
28  LC2510  20250905  73240.0  ...  74160.0     73040.0       LC
29  LC2511  20250905  73380.0  ...  74140.0     73240.0       LC
30  LC2512  20250905  73600.0  ...  74240.0     73300.0       LC
31  LC2601  20250905  73500.0  ...  74160.0     73280.0       LC
32  LC2602  20250905  73120.0  ...  74000.0     72920.0       LC
33  LC2603  20250905  72960.0  ...  73740.0     73040.0       LC
34  LC2604  20250905  73280.0  ...  73860.0     73320.0       LC
35  LC2605  20250905  73460.0  ...  73880.0     73160.0       LC
36  LC2606  20250905  72680.0  ...  73780.0     72840.0       LC
37  LC2607  20250905  73080.0  ...  73660.0     72940.0       LC
38  LC2608  20250905  72940.0  ...  74220.0     73020.0       LC

[36 rows x 12 columns]
2025-09-08 18:26:38,423 - future_1d - INFO - ak.get_gfex_daily('2025-09-05') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250905   480.2  ...   482.3      483.6      SC
1       SC2511  20250905   482.8  ...   481.9      484.6      SC
2       SC2512  20250905   480.3  ...   481.1      484.4      SC
3       SC2601  20250905   479.6  ...   479.5      483.6      SC
4       SC2602  20250905   478.2  ...   477.5      482.5      SC
5       SC2603  20250905   475.7  ...   475.2      480.3      SC
6       SC2604  20250905   474.2  ...   473.7      478.5      SC
7       SC2605  20250905   471.6  ...   472.5      475.5      SC
8       SC2606  20250905     472  ...   471.5      475.8      SC
9       SC2607  20250905   471.3  ...   470.4      473.9      SC
10      SC2608  20250905   469.4  ...     469      473.8      SC
11      SC2609  20250905   467.5  ...   467.9        474      SC
12      SC2612  20250905   467.5  ...   467.1      473.4      SC
13      SC2703  20250905   467.9  ...   466.8      470.9      SC
14      SC2706  20250905     465  ...     465      466.9      SC
15      SC2709  20250905   464.6  ...   464.6      468.8      SC
16      SC2712  20250905   464.3  ...   464.6      466.2      SC
17      SC2803  20250905          ...   462.6      468.1      SC
18      SC2806  20250905     463  ...   460.6      466.8      SC
19      SC2809  20250905   458.8  ...     458      464.1      SC
21      LU2510  20250905    3392  ...    3366       3421      LU
22      LU2511  20250905    3410  ...    3389       3442      LU
23      LU2512  20250905    3410  ...    3386       3440      LU
24      LU2601  20250905    3396  ...    3375       3423      LU
25      LU2602  20250905    3375  ...    3358       3401      LU
26      LU2603  20250905    3353  ...    3351       3403      LU
27      LU2604  20250905    3350  ...    3350       3378      LU
28      LU2605  20250905    3337  ...    3345       3362      LU
29      LU2606  20250905    3335  ...    3337       3366      LU
30      LU2607  20250905    3334  ...    3334       3370      LU
31      LU2608  20250905    3330  ...    3337       3370      LU
32      LU2609  20250905    3323  ...    3318       3360      LU
34      NR2509  20250905   12600  ...   12790      12650      NR
35      NR2510  20250905   12735  ...   12890      12720      NR
36      NR2511  20250905   12790  ...   12955      12770      NR
37      NR2512  20250905   12830  ...   12990      12810      NR
38      NR2601  20250905   12845  ...   13025      12835      NR
39      NR2602  20250905   12810  ...   13050      12835      NR
40      NR2603  20250905   12820  ...   13010      12840      NR
41      NR2604  20250905   12945  ...   13010      12830      NR
42      NR2605  20250905   12935  ...   12990      12830      NR
43      NR2606  20250905   12870  ...   13000      12870      NR
44      NR2607  20250905   12880  ...   12880      12810      NR
45      NR2608  20250905   12910  ...   12915      12885      NR
47      BC2509  20250905          ...   70330      70130      BC
48      BC2510  20250905   70740  ...   70890      71020      BC
49      BC2511  20250905   70790  ...   70950      71020      BC
50      BC2512  20250905   70790  ...   70790      71100      BC
51      BC2601  20250905          ...   71280      71280      BC
52      BC2602  20250905          ...   70900      70700      BC
53      BC2603  20250905          ...   71360      71360      BC
54      BC2604  20250905          ...   71200      71200      BC
55      BC2605  20250905          ...   71170      71170      BC
56      BC2606  20250905          ...   70700      70700      BC
57      BC2607  20250905          ...   70900      70600      BC
58      BC2608  20250905          ...   70800      70440      BC
60      EC2510  20250905    1300  ...  1318.7     1308.3      EC
61      EC2512  20250905    1670  ...    1696     1676.5      EC
62      EC2602  20250905  1517.2  ...  1531.5     1515.1      EC
63      EC2604  20250905    1246  ...    1253     1249.5      EC
64      EC2606  20250905  1437.5  ...  1445.6     1434.7      EC
65      EC2608  20250905  1582.9  ...    1607     1603.8      EC
68  SC_TAS2510  20250905          ...                     SC_TAS
69  SC_TAS2511  20250905          ...                     SC_TAS
70  SC_TAS2512  20250905          ...                     SC_TAS
71  SC_TAS2601  20250905          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-08 18:26:38,519 - future_1d - INFO - ak.get_ine_daily('2025-09-05') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250905   4070.00  ...   4056.00     4056.00        A
1     a2511  20250905   3975.00  ...   3975.00     3966.00        A
2     a2601  20250905   3969.00  ...   3974.00     3966.00        A
3     a2603  20250905   3968.00  ...   3975.00     3968.00        A
4     a2605  20250905   4017.00  ...   4020.00     4012.00        A
5     a2607  20250905   4009.00  ...   4023.00     4016.00        A
6     b2509  20250905      0.00  ...   3681.00     3681.00        B
7     b2510  20250905   3685.00  ...   3693.00     3695.00        B
8     b2511  20250905   3703.00  ...   3732.00     3728.00        B
9     b2512  20250905   3737.00  ...   3760.00     3761.00        B
10    b2601  20250905   3740.00  ...   3758.00     3759.00        B
11    b2602  20250905   3720.00  ...   3740.00     3745.00        B
12    b2603  20250905   3685.00  ...   3702.00     3699.00        B
13    b2604  20250905   3585.00  ...   3594.00     3602.00        B
14    b2605  20250905   3511.00  ...   3521.00     3528.00        B
15    b2606  20250905   3496.00  ...   3503.00     3512.00        B
16    b2607  20250905   3504.00  ...   3507.00     3516.00        B
17    b2608  20250905   3599.00  ...   3593.00     3604.00        B
18   bb2509  20250905      0.00  ...    136.00      136.00       BB
19   bb2511  20250905    141.35  ...    141.50      142.25       BB
20   bb2601  20250905    145.90  ...    146.30      146.15       BB
21   bb2603  20250905    145.65  ...    145.75      146.40       BB
22   bb2605  20250905      0.00  ...    140.15      140.75       BB
23   bb2607  20250905      0.00  ...    144.95      145.55       BB
24   bz2603  20250905   5984.00  ...   6020.00     5967.00       BZ
25   bz2604  20250905   5973.00  ...   5987.00     5947.00       BZ
26   bz2605  20250905   5995.00  ...   5989.00     5960.00       BZ
27   bz2606  20250905   5991.00  ...   5991.00     5953.00       BZ
28   bz2607  20250905      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250905      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250905   2295.00  ...   2297.00     2315.00        C
31    c2511  20250905   2212.00  ...   2219.00     2200.00        C
32    c2601  20250905   2195.00  ...   2200.00     2187.00        C
33    c2603  20250905   2207.00  ...   2210.00     2200.00        C
34    c2605  20250905   2255.00  ...   2260.00     2249.00        C
35    c2607  20250905   2266.00  ...   2271.00     2261.00        C
36   cs2509  20250905   2490.00  ...   2496.00     2480.00       CS
37   cs2511  20250905   2499.00  ...   2512.00     2492.00       CS
38   cs2601  20250905   2523.00  ...   2537.00     2514.00       CS
39   cs2603  20250905   2530.00  ...   2543.00     2521.00       CS
40   cs2605  20250905   2603.00  ...   2610.00     2593.00       CS
41   cs2607  20250905   2607.00  ...   2610.00     2596.00       CS
42   eb2509  20250905   6936.00  ...   6975.00     6927.00       EB
43   eb2510  20250905   6980.00  ...   7064.00     6992.00       EB
44   eb2511  20250905   6990.00  ...   7077.00     7008.00       EB
45   eb2512  20250905   7020.00  ...   7087.00     7025.00       EB
46   eb2601  20250905   7048.00  ...   7113.00     7062.00       EB
47   eb2602  20250905   7089.00  ...   7136.00     7088.00       EB
48   eb2603  20250905   7137.00  ...   7183.00     7123.00       EB
49   eb2604  20250905   7164.00  ...   7205.00     7152.00       EB
50   eb2605  20250905   7168.00  ...   7222.00     7166.00       EB
51   eb2606  20250905   7195.00  ...   7204.00     7200.00       EB
52   eb2607  20250905      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250905      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250905   4500.00  ...   4428.00     4349.00       EG
55   eg2510  20250905   4343.00  ...   4365.00     4342.00       EG
56   eg2511  20250905   4360.00  ...   4354.00     4346.00       EG
57   eg2512  20250905   4340.00  ...   4350.00     4343.00       EG
58   eg2601  20250905   4357.00  ...   4354.00     4344.00       EG
59   eg2602  20250905   4358.00  ...   4350.00     4351.00       EG
60   eg2603  20250905   4366.00  ...   4365.00     4346.00       EG
61   eg2604  20250905      0.00  ...   4365.00     4365.00       EG
62   eg2605  20250905   4388.00  ...   4383.00     4376.00       EG
63   eg2606  20250905   4376.00  ...   4408.00     4370.00       EG
64   eg2607  20250905      0.00  ...   4447.00     4447.00       EG
65   eg2608  20250905      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250905      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250905   1279.50  ...   1277.00     1278.00       FB
68   fb2511  20250905   1258.00  ...   1253.50     1254.00       FB
69   fb2512  20250905   1255.00  ...   1253.50     1257.50       FB
70   fb2601  20250905   1249.00  ...   1247.00     1252.50       FB
71   fb2602  20250905   1240.50  ...   1241.00     1248.50       FB
72   fb2603  20250905   1246.50  ...   1245.00     1247.50       FB
73   fb2604  20250905      0.00  ...   1259.00     1259.00       FB
74   fb2605  20250905      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250905      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250905      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250905   1214.00  ...   1244.00     1302.50       FB
78    i2509  20250905    844.00  ...    834.00      822.00        I
79    i2510  20250905    810.00  ...    807.50      803.00        I
80    i2511  20250905    805.50  ...    802.50      798.50        I
81    i2512  20250905    800.00  ...    796.50      792.50        I
82    i2601  20250905    789.00  ...    787.00      783.50        I
83    i2602  20250905    785.00  ...    781.00      779.00        I
84    i2603  20250905    780.00  ...    776.00      772.50        I
85    i2604  20250905    775.50  ...    771.00      768.00        I
86    i2605  20250905    766.00  ...    763.00      761.00        I
87    i2606  20250905    761.00  ...    757.50      755.50        I
88    i2607  20250905    756.50  ...    753.00      750.50        I
89    i2608  20250905    751.50  ...    749.00      747.00        I
90    j2509  20250905   1460.00  ...   1512.50     1449.50        J
91    j2510  20250905   1487.50  ...   1517.50     1485.00        J
92    j2511  20250905   1517.50  ...   1548.00     1517.00        J
93    j2512  20250905   1555.50  ...   1579.00     1547.50        J
94    j2601  20250905   1580.00  ...   1616.50     1572.50        J
95    j2602  20250905   1645.50  ...   1649.00     1596.50        J
96    j2603  20250905   1622.50  ...   1673.00     1612.50        J
97    j2604  20250905   1742.00  ...   1741.50     1647.50        J
98    j2605  20250905   1684.50  ...   1720.00     1668.50        J
99    j2606  20250905      0.00  ...   1719.00     1716.50        J
100   j2607  20250905   1775.00  ...   1738.50     1694.00        J
101   j2608  20250905      0.00  ...   1710.50     1691.50        J
102  jd2509  20250905   2920.00  ...   2920.00     2944.00       JD
103  jd2510  20250905   3020.00  ...   2993.00     3016.00       JD
104  jd2511  20250905   3076.00  ...   3028.00     3075.00       JD
105  jd2512  20250905   3229.00  ...   3197.00     3235.00       JD
106  jd2601  20250905   3396.00  ...   3375.00     3412.00       JD
107  jd2602  20250905   3135.00  ...   3121.00     3143.00       JD
108  jd2603  20250905   3145.00  ...   3129.00     3144.00       JD
109  jd2604  20250905   3323.00  ...   3313.00     3331.00       JD
110  jd2605  20250905   3450.00  ...   3444.00     3458.00       JD
111  jd2606  20250905   3260.00  ...   3272.00     3286.00       JD
112  jd2607  20250905   3495.00  ...   3493.00     3497.00       JD
113  jd2608  20250905   3905.00  ...   3899.00     3904.00       JD
114  jm2509  20250905    941.00  ...    956.50      935.00       JM
115  jm2510  20250905    930.00  ...    965.00      932.50       JM
116  jm2511  20250905    989.50  ...   1026.50      990.00       JM
117  jm2512  20250905   1045.00  ...   1088.00     1043.00       JM
118  jm2601  20250905   1095.00  ...   1127.50     1089.50       JM
119  jm2602  20250905   1114.00  ...   1156.50     1106.50       JM
120  jm2603  20250905   1126.00  ...   1170.50     1124.00       JM
121  jm2604  20250905   1136.50  ...   1186.50     1136.00       JM
122  jm2605  20250905   1152.00  ...   1197.50     1139.50       JM
123  jm2606  20250905   1172.50  ...   1206.00     1154.50       JM
124  jm2607  20250905   1175.00  ...   1214.00     1170.50       JM
125  jm2608  20250905   1191.50  ...   1231.00     1176.50       JM
126   l2509  20250905   7165.00  ...   7165.00     7161.00        L
127   l2510  20250905   7212.00  ...   7214.00     7211.00        L
128   l2511  20250905   7219.00  ...   7220.00     7219.00        L
129   l2512  20250905   7224.00  ...   7232.00     7227.00        L
130   l2601  20250905   7225.00  ...   7234.00     7224.00        L
131   l2602  20250905   7208.00  ...   7223.00     7215.00        L
132   l2603  20250905   7214.00  ...   7219.00     7212.00        L
133   l2604  20250905   7229.00  ...   7242.00     7237.00        L
134   l2605  20250905   7214.00  ...   7236.00     7218.00        L
135   l2606  20250905   7227.00  ...   7253.00     7227.00        L
136   l2607  20250905   7241.00  ...   7251.00     7250.00        L
137   l2608  20250905   7254.00  ...   7267.00     7255.00        L
138  lg2509  20250905    780.50  ...    779.50      775.50       LG
139  lg2511  20250905    796.00  ...    797.00      795.50       LG
140  lg2601  20250905    821.00  ...    817.00      815.50       LG
141  lg2603  20250905    825.00  ...    823.50      823.50       LG
142  lg2605  20250905    831.50  ...    829.50      828.50       LG
143  lg2607  20250905    833.00  ...    832.00      829.00       LG
144  lh2509  20250905  13175.00  ...  13165.00    13175.00       LH
145  lh2511  20250905  13365.00  ...  13300.00    13410.00       LH
146  lh2601  20250905  13755.00  ...  13720.00    13805.00       LH
147  lh2603  20250905  13035.00  ...  13010.00    13045.00       LH
148  lh2605  20250905  13555.00  ...  13515.00    13580.00       LH
149  lh2607  20250905  14200.00  ...  14135.00    14210.00       LH
150   m2509  20250905   3000.00  ...   3028.00     3004.00        M
151   m2511  20250905   3007.00  ...   3028.00     3032.00        M
152   m2512  20250905   3054.00  ...   3067.00     3075.00        M
153   m2601  20250905   3043.00  ...   3058.00     3063.00        M
154   m2603  20250905   2984.00  ...   2992.00     3002.00        M
155   m2605  20250905   2803.00  ...   2806.00     2817.00        M
156   m2607  20250905   2795.00  ...   2791.00     2803.00        M
157   m2608  20250905   2919.00  ...   2917.00     2929.00        M
158   p2509  20250905   9358.00  ...   9354.00     9352.00        P
159   p2510  20250905   9354.00  ...   9420.00     9358.00        P
160   p2511  20250905   9348.00  ...   9428.00     9340.00        P
161   p2512  20250905   9352.00  ...   9462.00     9354.00        P
162   p2601  20250905   9382.00  ...   9456.00     9376.00        P
163   p2602  20250905   9368.00  ...   9414.00     9354.00        P
164   p2603  20250905   9310.00  ...   9380.00     9298.00        P
165   p2604  20250905   9248.00  ...   9324.00     9224.00        P
166   p2605  20250905   9158.00  ...   9228.00     9156.00        P
167   p2606  20250905   9058.00  ...   9148.00     9066.00        P
168   p2607  20250905   8960.00  ...   9032.00     8968.00        P
169   p2608  20250905   8930.00  ...   8944.00     8930.00        P
170  pg2509  20250905   3759.00  ...   3759.00     3736.00       PG
171  pg2510  20250905   4361.00  ...   4381.00     4383.00       PG
172  pg2511  20250905   4303.00  ...   4311.00     4310.00       PG
173  pg2512  20250905   4240.00  ...   4248.00     4247.00       PG
174  pg2601  20250905   4174.00  ...   4188.00     4186.00       PG
175  pg2602  20250905   4107.00  ...   4126.00     4123.00       PG
176  pg2603  20250905   4022.00  ...   4036.00     4036.00       PG
177  pg2604  20250905   4364.00  ...   4369.00     4361.00       PG
178  pg2605  20250905   4282.00  ...   4283.00     4285.00       PG
179  pg2606  20250905   4227.00  ...   4227.00     4236.00       PG
180  pg2607  20250905   4179.00  ...   4167.00     4177.00       PG
181  pg2608  20250905      0.00  ...   4136.00     4136.00       PG
182  pp2509  20250905   6838.00  ...   6832.00     6838.00       PP
183  pp2510  20250905   6888.00  ...   6887.00     6876.00       PP
184  pp2511  20250905   6909.00  ...   6917.00     6904.00       PP
185  pp2512  20250905   6920.00  ...   6940.00     6922.00       PP
186  pp2601  20250905   6939.00  ...   6951.00     6930.00       PP
187  pp2602  20250905   6907.00  ...   6933.00     6910.00       PP
188  pp2603  20250905   6914.00  ...   6929.00     6926.00       PP
189  pp2604  20250905   6938.00  ...   6953.00     6937.00       PP
190  pp2605  20250905   6945.00  ...   6969.00     6943.00       PP
191  pp2606  20250905   6907.00  ...   6935.00     6904.00       PP
192  pp2607  20250905   6916.00  ...   6914.00     6897.00       PP
193  pp2608  20250905   6920.00  ...   6922.00     6904.00       PP
194  rr2509  20250905      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250905   3610.00  ...   3612.00     3610.00       RR
196  rr2511  20250905   3611.00  ...   3613.00     3609.00       RR
197  rr2512  20250905   3602.00  ...   3605.00     3605.00       RR
198  rr2601  20250905   3619.00  ...   3620.00     3620.00       RR
199  rr2602  20250905   3603.00  ...   3605.00     3604.00       RR
200  rr2603  20250905   3612.00  ...   3612.00     3608.00       RR
201  rr2604  20250905      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250905      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250905      0.00  ...   3602.00     3601.00       RR
204  rr2607  20250905      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250905      0.00  ...   3625.00     3625.00       RR
206   v2509  20250905   4713.00  ...   4727.00     4713.00        V
207   v2510  20250905   4786.00  ...   4781.00     4761.00        V
208   v2511  20250905   4803.00  ...   4818.00     4793.00        V
209   v2512  20250905   4835.00  ...   4861.00     4827.00        V
210   v2601  20250905   4880.00  ...   4886.00     4870.00        V
211   v2602  20250905   4914.00  ...   4921.00     4903.00        V
212   v2603  20250905   4952.00  ...   4957.00     4939.00        V
213   v2604  20250905   5152.00  ...   5174.00     5132.00        V
214   v2605  20250905   5192.00  ...   5191.00     5172.00        V
215   v2606  20250905   5215.00  ...   5232.00     5200.00        V
216   v2607  20250905   5249.00  ...   5263.00     5232.00        V
217   v2608  20250905   5274.00  ...   5288.00     5261.00        V
218   y2509  20250905   8400.00  ...   8420.00     8410.00        Y
219   y2511  20250905   8366.00  ...   8424.00     8370.00        Y
220   y2512  20250905   8392.00  ...   8446.00     8398.00        Y
221   y2601  20250905   8340.00  ...   8400.00     8348.00        Y
222   y2603  20250905   8296.00  ...   8326.00     8298.00        Y
223   y2605  20250905   8052.00  ...   8092.00     8060.00        Y
224   y2607  20250905   8008.00  ...   8052.00     8022.00        Y
225   y2608  20250905   8038.00  ...   8056.00     8012.00        Y

[226 rows x 12 columns]
2025-09-08 18:26:39,079 - future_1d - INFO - ak.get_dce_daily('2025-09-05') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250905  ...   79980      79910      CU
1        1      CU2510  20250905  ...   79940      79980      CU
2        2      CU2511  20250905  ...   79930      79960      CU
3        3      CU2512  20250905  ...   79880      79910      CU
4        4      CU2601  20250905  ...   79900      79870      CU
5        5      CU2602  20250905  ...   79890      79930      CU
6        6      CU2603  20250905  ...   79850      79850      CU
7        7      CU2604  20250905  ...   79890      79910      CU
8        8      CU2605  20250905  ...   80000      79980      CU
9        9      CU2606  20250905  ...   79900      79790      CU
10      10      CU2607  20250905  ...   79880      79820      CU
11      11      CU2608  20250905  ...   79920      79860      CU
12      12      BC2509  20250905  ...   70330      70130      BC
13      13      BC2510  20250905  ...   70890      71020      BC
14      14      BC2511  20250905  ...   70950      71020      BC
15      15      BC2512  20250905  ...   70790      71100      BC
16      16      BC2601  20250905  ...   71280      71280      BC
17      17      BC2602  20250905  ...   70900      70700      BC
18      18      BC2603  20250905  ...   71360      71360      BC
19      19      BC2604  20250905  ...   71200      71200      BC
20      20      BC2605  20250905  ...   71170      71170      BC
21      21      BC2606  20250905  ...   70700      70700      BC
22      22      BC2607  20250905  ...   70900      70600      BC
23      23      BC2608  20250905  ...   70800      70440      BC
24      24      AL2509  20250905  ...   20675      20630      AL
25      25      AL2510  20250905  ...   20670      20635      AL
26      26      AL2511  20250905  ...   20655      20630      AL
27      27      AL2512  20250905  ...   20640      20620      AL
28      28      AL2601  20250905  ...   20625      20615      AL
29      29      AL2602  20250905  ...   20625      20590      AL
30      30      AL2603  20250905  ...   20665      20635      AL
31      31      AL2604  20250905  ...   20700      20665      AL
32      32      AL2605  20250905  ...   20725      20675      AL
33      33      AL2606  20250905  ...   20740      20690      AL
34      34      AL2607  20250905  ...   20750      20720      AL
35      35      AL2608  20250905  ...   20720      20690      AL
36      36      ZN2509  20250905  ...   22070      22085      ZN
37      37      ZN2510  20250905  ...   22115      22135      ZN
38      38      ZN2511  20250905  ...   22115      22140      ZN
39      39      ZN2512  20250905  ...   22120      22170      ZN
40      40      ZN2601  20250905  ...   22125      22135      ZN
41      41      ZN2602  20250905  ...   22165      22110      ZN
42      42      ZN2603  20250905  ...   22175      22140      ZN
43      43      ZN2604  20250905  ...   22165      22180      ZN
44      44      ZN2605  20250905  ...   22185      22185      ZN
45      45      ZN2606  20250905  ...   22220      22160      ZN
46      46      ZN2607  20250905  ...   22225      22190      ZN
47      47      ZN2608  20250905  ...   22205      22185      ZN
48      48      PB2509  20250905  ...   16815      16810      PB
49      49      PB2510  20250905  ...   16880      16865      PB
50      50      PB2511  20250905  ...   16885      16875      PB
51      51      PB2512  20250905  ...   16900      16890      PB
52      52      PB2601  20250905  ...   16910      16880      PB
53      53      PB2602  20250905  ...   16925      16910      PB
54      54      PB2603  20250905  ...   16960      16960      PB
55      55      PB2604  20250905  ...   16995      16995      PB
56      56      PB2605  20250905  ...   16995      17010      PB
57      57      PB2606  20250905  ...   17020      17020      PB
58      58      PB2607  20250905  ...   17065      17050      PB
59      59      PB2608  20250905  ...   17080      17080      PB
60      60      NI2509  20250905  ...  120700     121070      NI
61      61      NI2510  20250905  ...  121100     121510      NI
62      62      NI2511  20250905  ...  121240     121500      NI
63      63      NI2512  20250905  ...  121450     121730      NI
64      64      NI2601  20250905  ...  121700     121950      NI
65      65      NI2602  20250905  ...  121950     122290      NI
66      66      NI2603  20250905  ...  122210     122580      NI
67      67      NI2604  20250905  ...  122410     123220      NI
68      68      NI2605  20250905  ...  122470     122920      NI
69      69      NI2606  20250905  ...  122860     123610      NI
70      70      NI2607  20250905  ...  123070     123650      NI
71      71      NI2608  20250905  ...  123420     123810      NI
72      72      SN2509  20250905  ...  271760     272280      SN
73      73      SN2510  20250905  ...  272250     272800      SN
74      74      SN2511  20250905  ...  272440     273040      SN
75      75      SN2512  20250905  ...  272380     273170      SN
76      76      SN2601  20250905  ...  272240     272850      SN
77      77      SN2602  20250905  ...  271860     272590      SN
78      78      SN2603  20250905  ...  272070     272670      SN
79      79      SN2604  20250905  ...  273030     273030      SN
80      80      SN2605  20250905  ...  273110     272840      SN
81      81      SN2606  20250905  ...  272980     273740      SN
82      82      SN2607  20250905  ...  272930     273700      SN
83      83      SN2608  20250905  ...  272970     274450      SN
84      84      AO2509  20250905  ...    2948       2950      AO
85      85      AO2510  20250905  ...    2968       2962      AO
86      86      AO2511  20250905  ...    2975       2966      AO
87      87      AO2512  20250905  ...    2979       2966      AO
88      88      AO2601  20250905  ...    2985       2973      AO
89      89      AO2602  20250905  ...    2982       2970      AO
90      90      AO2603  20250905  ...    3025       2974      AO
91      91      AO2604  20250905  ...    3029       2988      AO
92      92      AO2605  20250905  ...    3051       2996      AO
93      93      AO2606  20250905  ...    3062       2996      AO
94      94      AO2607  20250905  ...    3075       3002      AO
95      95      AO2608  20250905  ...    3072       2999      AO
96      96      AD2511  20250905  ...   20260      20235      AD
97      97      AD2512  20250905  ...   20295      20270      AD
98      98      AD2601  20250905  ...   20285      20255      AD
99      99      AD2602  20250905  ...   20250      20345      AD
100    100      AD2603  20250905  ...   20310      20310      AD
101    101      AD2604  20250905  ...   20240      20240      AD
102    102      AD2605  20250905  ...   20185      20205      AD
103    103      AD2606  20250905  ...   20155      20155      AD
104    104      AD2607  20250905  ...   20135      20135      AD
105    105      AD2608  20250905  ...   20170      20170      AD
106    106      AU2509  20250905  ...  814.12     816.08      AU
107    107      AU2510  20250905  ...  814.56      816.1      AU
108    108      AU2511  20250905  ...  816.12     817.06      AU
109    109      AU2512  20250905  ...  816.56      817.6      AU
110    110      AU2602  20250905  ...  818.66     819.98      AU
111    111      AU2604  20250905  ...  820.78      822.1      AU
112    112      AU2606  20250905  ...  823.36     824.12      AU
113    113      AU2608  20250905  ...  825.28      826.8      AU
114    114      AG2509  20250905  ...    9760       9786      AG
115    115      AG2510  20250905  ...    9763       9846      AG
116    116      AG2511  20250905  ...    9774       9853      AG
117    117      AG2512  20250905  ...    9786       9856      AG
118    118      AG2601  20250905  ...    9794       9878      AG
119    119      AG2602  20250905  ...    9807       9886      AG
120    120      AG2603  20250905  ...    9822       9909      AG
121    121      AG2604  20250905  ...    9832       9907      AG
122    122      AG2605  20250905  ...    9843       9913      AG
123    123      AG2606  20250905  ...    9860       9924      AG
124    124      AG2607  20250905  ...    9876       9919      AG
125    125      AG2608  20250905  ...    9888       9962      AG
126    126      RB2509  20250905  ...    2967       2961      RB
127    127      RB2510  20250905  ...    3042       3030      RB
128    128      RB2511  20250905  ...    3064       3053      RB
129    129      RB2512  20250905  ...    3110       3093      RB
130    130      RB2601  20250905  ...    3126       3110      RB
131    131      RB2602  20250905  ...    3122       3105      RB
132    132      RB2603  20250905  ...    3139       3125      RB
133    133      RB2604  20250905  ...    3167       3143      RB
134    134      RB2605  20250905  ...    3172       3158      RB
135    135      RB2606  20250905  ...    3185       3174      RB
136    136      RB2607  20250905  ...    3206       3200      RB
137    137      RB2608  20250905  ...    3216       3198      RB
138    138      WR2509  20250905  ...    3342       3342      WR
139    139      WR2510  20250905  ...    3289       3265      WR
140    140      WR2511  20250905  ...    3311       3311      WR
141    141      WR2512  20250905  ...    3349       3349      WR
142    142      WR2601  20250905  ...    3336       3336      WR
143    143      WR2602  20250905  ...    3337       3337      WR
144    144      WR2603  20250905  ...    3435       3435      WR
145    145      WR2604  20250905  ...    3400       3400      WR
146    146      WR2605  20250905  ...    3429       3429      WR
147    147      WR2606  20250905  ...    3375       3375      WR
148    148      WR2607  20250905  ...    3387       3387      WR
149    149      WR2608  20250905  ...    3374       3350      WR
150    150      HC2509  20250905  ...    3377       3371      HC
151    151      HC2510  20250905  ...    3344       3320      HC
152    152      HC2511  20250905  ...    3331       3312      HC
153    153      HC2512  20250905  ...    3341       3321      HC
154    154      HC2601  20250905  ...    3320       3306      HC
155    155      HC2602  20250905  ...    3320       3302      HC
156    156      HC2603  20250905  ...    3325       3311      HC
157    157      HC2604  20250905  ...    3325       3316      HC
158    158      HC2605  20250905  ...    3331       3316      HC
159    159      HC2606  20250905  ...    3326       3314      HC
160    160      HC2607  20250905  ...    3328       3323      HC
161    161      HC2608  20250905  ...    3328       3317      HC
162    162      SS2509  20250905  ...   12730      12835      SS
163    163      SS2510  20250905  ...   12770      12890      SS
164    164      SS2511  20250905  ...   12845      12960      SS
165    165      SS2512  20250905  ...   12880      12995      SS
166    166      SS2601  20250905  ...   12940      13050      SS
167    167      SS2602  20250905  ...   12965      13095      SS
168    168      SS2603  20250905  ...   13030      13175      SS
169    169      SS2604  20250905  ...   13095      13225      SS
170    170      SS2605  20250905  ...   13190      13305      SS
171    171      SS2606  20250905  ...   13260      13360      SS
172    172      SS2607  20250905  ...   13320      13410      SS
173    173      SS2608  20250905  ...   13310      13455      SS
174    174      SC2510  20250905  ...   482.3      483.6      SC
175    175      SC2511  20250905  ...   481.9      484.6      SC
176    176      SC2512  20250905  ...   481.1      484.4      SC
177    177      SC2601  20250905  ...   479.5      483.6      SC
178    178      SC2602  20250905  ...   477.5      482.5      SC
179    179      SC2603  20250905  ...   475.2      480.3      SC
180    180      SC2604  20250905  ...   473.7      478.5      SC
181    181      SC2605  20250905  ...   472.5      475.5      SC
182    182      SC2606  20250905  ...   471.5      475.8      SC
183    183      SC2607  20250905  ...   470.4      473.9      SC
184    184      SC2608  20250905  ...     469      473.8      SC
185    185      SC2609  20250905  ...   467.9        474      SC
186    186      SC2612  20250905  ...   467.1      473.4      SC
187    187      SC2703  20250905  ...   466.8      470.9      SC
188    188      SC2706  20250905  ...     465      466.9      SC
189    189      SC2709  20250905  ...   464.6      468.8      SC
190    190      SC2712  20250905  ...   464.6      466.2      SC
191    191      SC2803  20250905  ...   462.6      468.1      SC
192    192      SC2806  20250905  ...   460.6      466.8      SC
193    193      SC2809  20250905  ...     458      464.1      SC
194    194      LU2510  20250905  ...    3366       3421      LU
195    195      LU2511  20250905  ...    3389       3442      LU
196    196      LU2512  20250905  ...    3386       3440      LU
197    197      LU2601  20250905  ...    3375       3423      LU
198    198      LU2602  20250905  ...    3358       3401      LU
199    199      LU2603  20250905  ...    3351       3403      LU
200    200      LU2604  20250905  ...    3350       3378      LU
201    201      LU2605  20250905  ...    3345       3362      LU
202    202      LU2606  20250905  ...    3337       3366      LU
203    203      LU2607  20250905  ...    3334       3370      LU
204    204      LU2608  20250905  ...    3337       3370      LU
205    205      LU2609  20250905  ...    3318       3360      LU
206    206      FU2510  20250905  ...    2786       2789      FU
207    207      FU2511  20250905  ...    2784       2797      FU
208    208      FU2512  20250905  ...    2763       2783      FU
209    209      FU2601  20250905  ...    2753       2776      FU
210    210      FU2602  20250905  ...    2744       2764      FU
211    211      FU2603  20250905  ...    2736       2753      FU
212    212      FU2604  20250905  ...    2726       2754      FU
213    213      FU2605  20250905  ...    2717       2740      FU
214    214      FU2606  20250905  ...    2714       2733      FU
215    215      FU2607  20250905  ...    2706       2725      FU
216    216      FU2608  20250905  ...    2706       2722      FU
217    217      FU2609  20250905  ...    2693       2705      FU
218    218      BU2509  20250905  ...    3483       3504      BU
219    219      BU2510  20250905  ...    3461       3499      BU
220    220      BU2511  20250905  ...    3430       3477      BU
221    221      BU2512  20250905  ...    3382       3428      BU
222    222      BU2601  20250905  ...    3355       3400      BU
223    223      BU2602  20250905  ...    3356       3404      BU
224    224      BU2603  20250905  ...    3352       3406      BU
225    225      BU2604  20250905  ...    3367       3427      BU
226    226      BU2605  20250905  ...    3361       3404      BU
227    227      BU2606  20250905  ...    3354       3398      BU
228    228      BU2607  20250905  ...    3347       3351      BU
229    229      BU2608  20250905  ...    3340       3378      BU
230    230      BU2609  20250905  ...    3332       3377      BU
231    231      BU2612  20250905  ...    3290       3311      BU
232    232      BU2703  20250905  ...    3287       3300      BU
233    233      BU2706  20250905  ...    3326       3310      BU
234    234      BR2509  20250905  ...   12050      11825      BR
235    235      BR2510  20250905  ...   11965      11800      BR
236    236      BR2511  20250905  ...   11940      11785      BR
237    237      BR2512  20250905  ...   11905      11765      BR
238    238      BR2601  20250905  ...   11900      11765      BR
239    239      BR2602  20250905  ...   11865      11800      BR
240    240      BR2603  20250905  ...   11875      11775      BR
241    241      BR2604  20250905  ...   12050      11885      BR
242    242      BR2605  20250905  ...   12035      11880      BR
243    243      BR2606  20250905  ...   11885      11905      BR
244    244      BR2607  20250905  ...   12285      12110      BR
245    245      BR2608  20250905  ...   12280      12135      BR
246    246      RU2509  20250905  ...   15165      14955      RU
247    247      RU2510  20250905  ...   15210      14965      RU
248    248      RU2511  20250905  ...   15145      14920      RU
249    249      RU2601  20250905  ...   16120      15880      RU
250    250      RU2603  20250905  ...   16130      15920      RU
251    251      RU2604  20250905  ...   16125      15935      RU
252    252      RU2605  20250905  ...   16195      15955      RU
253    253      RU2606  20250905  ...   16330      15900      RU
254    254      RU2607  20250905  ...   16250      15965      RU
255    255      RU2608  20250905  ...   16265      16115      RU
256    256      NR2509  20250905  ...   12790      12650      NR
257    257      NR2510  20250905  ...   12890      12720      NR
258    258      NR2511  20250905  ...   12955      12770      NR
259    259      NR2512  20250905  ...   12990      12810      NR
260    260      NR2601  20250905  ...   13025      12835      NR
261    261      NR2602  20250905  ...   13050      12835      NR
262    262      NR2603  20250905  ...   13010      12840      NR
263    263      NR2604  20250905  ...   13010      12830      NR
264    264      NR2605  20250905  ...   12990      12830      NR
265    265      NR2606  20250905  ...   13000      12870      NR
266    266      NR2607  20250905  ...   12880      12810      NR
267    267      NR2608  20250905  ...   12915      12885      NR
268    268      SP2509  20250905  ...    4988       4972      SP
269    269      SP2510  20250905  ...    5018       4998      SP
270    270      SP2511  20250905  ...    5038       5030      SP
271    271      SP2512  20250905  ...    5056       5044      SP
272    272      SP2601  20250905  ...    5314       5312      SP
273    273      SP2602  20250905  ...    5292       5290      SP
274    274      SP2603  20250905  ...    5308       5306      SP
275    275      SP2604  20250905  ...    5300       5328      SP
276    276      SP2605  20250905  ...    5324       5322      SP
277    277      SP2606  20250905  ...    5310       5310      SP
278    278      SP2607  20250905  ...    5328       5326      SP
279    279      SP2608  20250905  ...    5334       5344      SP
280    280      EC2510  20250905  ...  1318.7     1308.3      EC
281    281      EC2512  20250905  ...    1696     1676.5      EC
282    282      EC2602  20250905  ...  1531.5     1515.1      EC
283    283      EC2604  20250905  ...    1253     1249.5      EC
284    284      EC2606  20250905  ...  1445.6     1434.7      EC
285    285      EC2608  20250905  ...    1607     1603.8      EC
286    286  SC_TAS2510  20250905  ...                     SC_TAS
287    287  SC_TAS2511  20250905  ...                     SC_TAS
288    288  SC_TAS2512  20250905  ...                     SC_TAS
289    289  SC_TAS2601  20250905  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-08 18:26:39,178 - future_1d - INFO - ak.get_shfe_daily('2025-09-05') done
2025-09-08 18:26:40,939 - future_1d - INFO - save future_daily 2025-09-05 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250908  6906.200  ...  6925.600    6876.800       IC
1   IC2510  20250908  6866.400  ...  6870.600    6831.200       IC
2   IC2512  20250908  6750.000  ...  6761.600    6719.600       IC
3   IC2603  20250908  6591.000  ...  6615.600    6576.200       IC
4   IF2509  20250908  4464.000  ...  4457.000    4450.600       IF
5   IF2510  20250908  4449.600  ...  4449.400    4446.200       IF
6   IF2512  20250908  4438.000  ...  4429.600    4427.200       IF
7   IF2603  20250908  4426.000  ...  4411.000    4410.200       IF
8   IH2509  20250908  2941.000  ...  2938.600    2939.200       IH
9   IH2510  20250908  2939.800  ...  2938.400    2938.800       IH
10  IH2512  20250908  2938.200  ...  2938.800    2938.400       IH
11  IH2603  20250908  2944.400  ...  2941.800    2942.400       IH
12  IM2509  20250908  7221.000  ...  7248.000    7206.200       IM
13  IM2510  20250908  7171.200  ...  7189.200    7151.600       IM
14  IM2512  20250908  7049.000  ...  7053.200    7015.400       IM
15  IM2603  20250908  6865.000  ...  6873.200    6843.000       IM
16   T2509  20250908       NaN  ...   107.980     108.055        T
17   T2512  20250908   107.860  ...   107.845     107.920        T
18   T2603  20250908   107.600  ...   107.570     107.670        T
19  TF2509  20250908   105.670  ...   105.670     105.690       TF
20  TF2512  20250908   105.510  ...   105.580     105.580       TF
21  TF2603  20250908   105.500  ...   105.495     105.505       TF
22  TL2509  20250908   116.440  ...   116.400     116.740       TL
23  TL2512  20250908   116.060  ...   115.980     116.300       TL
24  TL2603  20250908   115.800  ...   115.640     115.950       TL
25  TS2509  20250908       NaN  ...   102.356     102.344       TS
26  TS2512  20250908   102.390  ...   102.400     102.388       TS
27  TS2603  20250908   102.322  ...   102.350     102.356       TS

[28 rows x 12 columns]
2025-09-08 18:26:49,446 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250908   8346.0   8397.0  ...   261591.38   8359.0      8328.0       AP
1    AP511  20250908   8187.0   8276.0  ...     5220.23   8240.0      8179.0       AP
2    AP512  20250908   8236.0   8302.0  ...     1753.91   8273.0      8167.0       AP
3    AP601  20250908   8289.0   8392.0  ...   441751.89   8347.0      8249.0       AP
4    AP603  20250908   8166.0   8263.0  ...      230.76   8242.0      8145.0       AP
5    AP604  20250908   8224.0   8267.0  ...      164.72   8236.0      8187.0       AP
6    AP605  20250908   8218.0   8321.0  ...     2849.53   8284.0      8197.0       AP
7    CF509  20250908  13565.0  13565.0  ...     4505.79  13490.0     13565.0       CF
8    CF511  20250908  13900.0  13900.0  ...   272166.75  13770.0     13860.0       CF
9    CF601  20250908  14000.0  14025.0  ...  1760633.85  13930.0     13985.0       CF
10   CF603  20250908  13950.0  13975.0  ...     3486.06  13890.0     13945.0       CF
11   CF605  20250908  13940.0  13965.0  ...   128659.29  13875.0     13930.0       CF
12   CF607  20250908  13965.0  13965.0  ...     1013.79  13890.0     13940.0       CF
13   CJ509  20250908  10000.0  10080.0  ...      130.21  10015.0      9955.0       CJ
14   CJ512  20250908  10845.0  11120.0  ...     5527.24  10990.0     10925.0       CJ
15   CJ601  20250908  10960.0  11175.0  ...   721808.75  11065.0     10990.0       CJ
16   CJ603  20250908  10995.0  11215.0  ...     9255.13  11130.0     11045.0       CJ
17   CJ605  20250908  11090.0  11305.0  ...   104057.97  11200.0     11130.0       CJ
18   CJ607  20250908  11220.0  11430.0  ...     4921.45  11325.0     11290.0       CJ
19   CY509  20250908  20200.0  20200.0  ...      181.80  20200.0     20200.0       CY
20   CY510  20250908      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250908  19975.0  19990.0  ...   111924.17  19955.0     19975.0       CY
22   CY512  20250908      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250908  19945.0  19995.0  ...     2094.25  19945.0     19975.0       CY
24   CY602  20250908      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250908      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250908      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250908      0.0      0.0  ...        0.00  20205.0     20230.0       CY
28   CY606  20250908      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250908      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250908      0.0      0.0  ...        0.00  20220.0     20245.0       CY
31   FG509  20250908    986.0   1024.0  ...      339.98    994.0       969.0       FG
32   FG510  20250908   1100.0   1127.0  ...    83810.71   1103.0      1080.0       FG
33   FG511  20250908   1093.0   1117.0  ...   248167.13   1092.0      1070.0       FG
34   FG512  20250908   1192.0   1221.0  ...    99499.69   1195.0      1170.0       FG
35   FG601  20250908   1192.0   1218.0  ...  6684565.08   1188.0      1166.0       FG
36   FG602  20250908   1236.0   1267.0  ...    29027.80   1237.0      1216.0       FG
37   FG603  20250908   1245.0   1267.0  ...     3047.21   1240.0      1221.0       FG
38   FG604  20250908   1293.0   1314.0  ...     1104.86   1291.0      1274.0       FG
39   FG605  20250908   1295.0   1310.0  ...   165961.95   1287.0      1267.0       FG
40   FG606  20250908   1330.0   1334.0  ...     1364.16   1317.0      1302.0       FG
41   FG607  20250908   1320.0   1326.0  ...     2892.12   1315.0      1302.0       FG
42   FG608  20250908   1327.0   1349.0  ...     2365.91   1337.0      1323.0       FG
43   JR509  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250908   2245.0   2254.0  ...      655.56   2245.0      2243.0       MA
53   MA510  20250908   2315.0   2319.0  ...    17072.14   2309.0      2308.0       MA
54   MA511  20250908   2344.0   2351.0  ...   100941.91   2335.0      2332.0       MA
55   MA512  20250908   2388.0   2390.0  ...    57024.48   2377.0      2374.0       MA
56   MA601  20250908   2410.0   2416.0  ...  1042405.54   2403.0      2403.0       MA
57   MA602  20250908   2421.0   2425.0  ...    22966.54   2414.0      2412.0       MA
58   MA603  20250908   2427.0   2427.0  ...      161.96   2417.0      2418.0       MA
59   MA604  20250908   2403.0   2411.0  ...        9.63   2407.0      2411.0       MA
60   MA605  20250908   2405.0   2410.0  ...    84519.14   2397.0      2398.0       MA
61   MA606  20250908   2413.0   2413.0  ...        9.61   2403.0      2411.0       MA
62   MA607  20250908   2394.0   2398.0  ...       40.66   2392.0      2395.0       MA
63   MA608  20250908   2409.0   2410.0  ...       24.03   2403.0      2399.0       MA
64   OI509  20250908   9900.0   9930.0  ...     1983.00   9915.0      9950.0       OI
65   OI511  20250908   9949.0  10005.0  ...   633242.63   9921.0      9887.0       OI
66   OI601  20250908   9824.0   9845.0  ...  3091517.46   9782.0      9763.0       OI
67   OI603  20250908   9686.0   9700.0  ...     3717.77   9632.0      9637.0       OI
68   OI605  20250908   9578.0   9578.0  ...   176525.01   9505.0      9527.0       OI
69   OI607  20250908   9486.0   9513.0  ...      443.66   9440.0      9470.0       OI
70   PF509  20250908      0.0      0.0  ...        0.00   6264.0      6256.0       PF
71   PF510  20250908   6334.0   6378.0  ...    82766.84   6336.0      6332.0       PF
72   PF511  20250908   6312.0   6364.0  ...   502118.06   6324.0      6322.0       PF
73   PF512  20250908   6312.0   6352.0  ...   158771.88   6310.0      6314.0       PF
74   PF601  20250908   6350.0   6392.0  ...    27902.70   6366.0      6366.0       PF
75   PF602  20250908   6368.0   6404.0  ...    36920.05   6376.0      6372.0       PF
76   PF603  20250908   6364.0   6416.0  ...       19.16   6386.0      6384.0       PF
77   PF604  20250908   6426.0   6456.0  ...       16.11   6442.0      6446.0       PF
78   PF605  20250908   6444.0   6472.0  ...       93.58   6454.0      6440.0       PF
79   PF606  20250908   6454.0   6488.0  ...       22.64   6470.0      6474.0       PF
80   PF607  20250908   6472.0   6502.0  ...       29.16   6480.0      6460.0       PF
81   PF608  20250908   6482.0   6502.0  ...       12.98   6490.0      6470.0       PF
82   PK510  20250908   7964.0   8018.0  ...    35211.79   7986.0      7970.0       PK
83   PK511  20250908   7826.0   7880.0  ...   395517.10   7856.0      7818.0       PK
84   PK512  20250908   7818.0   7886.0  ...   133295.57   7864.0      7812.0       PK
85   PK601  20250908   7844.0   7890.0  ...    47533.97   7874.0      7844.0       PK
86   PK603  20250908   7860.0   7896.0  ...      193.15   7884.0      7854.0       PK
87   PK604  20250908   7874.0   7908.0  ...      150.00   7894.0      7866.0       PK
88   PK605  20250908   7886.0   7912.0  ...     6200.98   7900.0      7880.0       PK
89   PL601  20250908   6381.0   6413.0  ...    27674.71   6388.0      6398.0       PL
90   PL602  20250908   6428.0   6492.0  ...     3106.98   6446.0      6436.0       PL
91   PL603  20250908   6435.0   6479.0  ...       64.51   6451.0      6458.0       PL
92   PL604  20250908      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250908   6375.0   6400.0  ...       51.13   6391.0      6389.0       PL
94   PL606  20250908      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250908      0.0      0.0  ...        0.00   6464.0      6464.0       PL
96   PL608  20250908      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250908   5808.0   5808.0  ...      199.90   5794.0      5620.0       PR
104  PR510  20250908   5822.0   5868.0  ...    15244.70   5834.0      5822.0       PR
105  PR511  20250908   5832.0   5870.0  ...   747199.90   5844.0      5822.0       PR
106  PR512  20250908   5840.0   5878.0  ...   554784.85   5854.0      5830.0       PR
107  PR601  20250908   5844.0   5882.0  ...    46475.49   5854.0      5836.0       PR
108  PR602  20250908   5878.0   5878.0  ...       17.63   5876.0      5862.0       PR
109  PR603  20250908   5884.0   5898.0  ...       61.83   5890.0      5894.0       PR
110  PR604  20250908   5866.0   5898.0  ...       17.65   5882.0      5896.0       PR
111  PR605  20250908   5870.0   5924.0  ...       79.73   5906.0      5910.0       PR
112  PR606  20250908      0.0      0.0  ...        0.00   5946.0      5928.0       PR
113  PR607  20250908   5970.0   5970.0  ...        8.96   5970.0      5926.0       PR
114  PR608  20250908      0.0      0.0  ...        0.00   5960.0      5924.0       PR
115  PX509  20250908      0.0      0.0  ...        0.00   6730.0      6704.0       PX
116  PX510  20250908   6730.0   6774.0  ...    10523.09   6706.0      6704.0       PX
117  PX511  20250908   6692.0   6770.0  ...   546515.94   6714.0      6688.0       PX
118  PX512  20250908   6678.0   6748.0  ...   137860.37   6696.0      6670.0       PX
119  PX601  20250908   6658.0   6720.0  ...   105635.75   6668.0      6654.0       PX
120  PX602  20250908   6646.0   6708.0  ...     8025.67   6658.0      6646.0       PX
121  PX603  20250908   6634.0   6634.0  ...       82.93   6634.0      6636.0       PX
122  PX604  20250908      0.0      0.0  ...        0.00   6696.0      6650.0       PX
123  PX605  20250908   6662.0   6708.0  ...      503.09   6664.0      6662.0       PX
124  PX606  20250908      0.0      0.0  ...        0.00   6706.0      6668.0       PX
125  PX607  20250908      0.0      0.0  ...        0.00   6722.0      6670.0       PX
126  PX608  20250908      0.0      0.0  ...        0.00   6706.0      6670.0       PX
127  RI509  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250908   2560.0   2592.0  ...      592.84   2575.0      2582.0       RM
134  RM511  20250908   2556.0   2570.0  ...    34528.11   2556.0      2546.0       RM
135  RM601  20250908   2545.0   2564.0  ...   944587.35   2543.0      2536.0       RM
136  RM603  20250908   2425.0   2442.0  ...    17890.86   2426.0      2424.0       RM
137  RM605  20250908   2392.0   2407.0  ...   207219.00   2395.0      2396.0       RM
138  RM607  20250908   2382.0   2391.0  ...    29384.57   2383.0      2385.0       RM
139  RM608  20250908   2472.0   2482.0  ...      150.92   2474.0      2480.0       RM
140  RS509  20250908      0.0      0.0  ...        0.00   4838.0      4824.0       RS
141  RS511  20250908   5120.0   5228.0  ...       72.58   5184.0      5216.0       RS
142  RS607  20250908   5501.0   5571.0  ...       83.15   5543.0      5527.0       RS
143  RS608  20250908      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250908   1166.0   1171.0  ...     1362.97   1165.0      1159.0       SA
145  SA510  20250908   1219.0   1224.0  ...    51908.13   1212.0      1214.0       SA
146  SA511  20250908   1229.0   1234.0  ...   343173.45   1220.0      1222.0       SA
147  SA512  20250908   1293.0   1294.0  ...   180400.99   1276.0      1280.0       SA
148  SA601  20250908   1300.0   1303.0  ...  3992582.06   1286.0      1288.0       SA
149  SA602  20250908   1330.0   1333.0  ...    63958.06   1318.0      1312.0       SA
150  SA603  20250908   1337.0   1340.0  ...     5580.78   1325.0      1328.0       SA
151  SA604  20250908   1380.0   1380.0  ...      993.08   1368.0      1372.0       SA
152  SA605  20250908   1381.0   1386.0  ...   168371.10   1372.0      1370.0       SA
153  SA606  20250908   1388.0   1391.0  ...     1253.52   1381.0      1385.0       SA
154  SA607  20250908   1393.0   1394.0  ...     2063.89   1380.0      1390.0       SA
155  SA608  20250908   1410.0   1410.0  ...      892.32   1399.0      1406.0       SA
156  SF509  20250908   5380.0   5440.0  ...      462.77   5414.0      5424.0       SF
157  SF510  20250908   5398.0   5462.0  ...    22498.91   5414.0      5414.0       SF
158  SF511  20250908   5570.0   5628.0  ...   369612.24   5578.0      5584.0       SF
159  SF512  20250908   5526.0   5582.0  ...    90614.61   5534.0      5534.0       SF
160  SF601  20250908   5524.0   5588.0  ...    99760.29   5542.0      5550.0       SF
161  SF602  20250908   5506.0   5550.0  ...    28242.30   5508.0      5512.0       SF
162  SF603  20250908   5660.0   5720.0  ...       71.13   5690.0      5688.0       SF
163  SF604  20250908   5658.0   5658.0  ...        2.83   5658.0      5684.0       SF
164  SF605  20250908   5636.0   5698.0  ...     1626.54   5658.0      5654.0       SF
165  SF606  20250908   5606.0   5652.0  ...       50.56   5618.0      5644.0       SF
166  SF607  20250908   5760.0   5760.0  ...       14.40   5758.0      5788.0       SF
167  SF608  20250908   5728.0   5732.0  ...       14.31   5726.0      5728.0       SF
168  SH509  20250908   2660.0   2670.0  ...       55.89   2661.0      2495.0       SH
169  SH510  20250908   2598.0   2598.0  ...   112700.15   2570.0      2595.0       SH
170  SH511  20250908   2615.0   2620.0  ...   621157.93   2585.0      2623.0       SH
171  SH512  20250908   2637.0   2637.0  ...   216682.61   2604.0      2633.0       SH
172  SH601  20250908   2606.0   2607.0  ...  3014036.03   2583.0      2606.0       SH
173  SH602  20250908   2621.0   2622.0  ...    32488.05   2600.0      2616.0       SH
174  SH603  20250908   2631.0   2631.0  ...     4323.42   2616.0      2633.0       SH
175  SH604  20250908   2661.0   2675.0  ...      997.00   2659.0      2680.0       SH
176  SH605  20250908   2702.0   2702.0  ...    25252.53   2673.0      2692.0       SH
177  SH606  20250908   2685.0   2693.0  ...      249.21   2680.0      2697.0       SH
178  SH607  20250908   2674.0   2680.0  ...      120.29   2673.0      2685.0       SH
179  SH608  20250908   2680.0   2691.0  ...      128.79   2683.0      2695.0       SH
180  SM509  20250908   5684.0   5740.0  ...      393.75   5708.0      5670.0       SM
181  SM510  20250908   5718.0   5776.0  ...    17432.86   5726.0      5736.0       SM
182  SM511  20250908   5772.0   5848.0  ...   173133.11   5798.0      5800.0       SM
183  SM512  20250908   5794.0   5854.0  ...   100070.45   5808.0      5816.0       SM
184  SM601  20250908   5806.0   5860.0  ...   402232.21   5806.0      5816.0       SM
185  SM602  20250908   5800.0   5866.0  ...    48173.15   5806.0      5808.0       SM
186  SM603  20250908   5800.0   5874.0  ...       75.80   5832.0      5886.0       SM
187  SM604  20250908   5816.0   5816.0  ...        2.91   5816.0      5856.0       SM
188  SM605  20250908   5856.0   5898.0  ...     6515.39   5854.0      5842.0       SM
189  SM606  20250908   5818.0   5898.0  ...       90.78   5858.0      5828.0       SM
190  SM607  20250908   5840.0   5914.0  ...       56.06   5902.0      5866.0       SM
191  SM608  20250908   5852.0   5868.0  ...        5.86   5860.0      5914.0       SM
192  SR509  20250908   5533.0   5546.0  ...      631.56   5540.0      5544.0       SR
193  SR511  20250908   5506.0   5535.0  ...   201186.44   5516.0      5532.0       SR
194  SR601  20250908   5518.0   5539.0  ...  1111355.41   5522.0      5522.0       SR
195  SR603  20250908   5508.0   5526.0  ...     2750.08   5511.0      5509.0       SR
196  SR605  20250908   5507.0   5519.0  ...    44997.83   5506.0      5506.0       SR
197  SR607  20250908   5508.0   5515.0  ...     3936.68   5506.0      5505.0       SR
198  TA509  20250908   4524.0   4578.0  ...     3476.01   4544.0      4528.0       TA
199  TA510  20250908   4612.0   4662.0  ...    66431.23   4624.0      4620.0       TA
200  TA511  20250908   4630.0   4676.0  ...   415493.13   4640.0      4632.0       TA
201  TA512  20250908   4644.0   4688.0  ...   236425.62   4656.0      4644.0       TA
202  TA601  20250908   4654.0   4696.0  ...  1712782.54   4662.0      4656.0       TA
203  TA602  20250908   4660.0   4704.0  ...    19136.23   4674.0      4666.0       TA
204  TA603  20250908   4650.0   4716.0  ...       72.86   4700.0      4680.0       TA
205  TA604  20250908   4692.0   4710.0  ...        9.40   4702.0      4700.0       TA
206  TA605  20250908   4690.0   4728.0  ...    46249.44   4700.0      4692.0       TA
207  TA606  20250908   4672.0   4718.0  ...       18.73   4684.0      4700.0       TA
208  TA607  20250908   4686.0   4750.0  ...       16.48   4708.0      4704.0       TA
209  TA608  20250908   4698.0   4758.0  ...       21.24   4722.0      4716.0       TA
210  UR509  20250908   1655.0   1656.0  ...      347.16   1653.0      1673.0       UR
211  UR510  20250908   1667.0   1674.0  ...     6373.64   1669.0      1681.0       UR
212  UR511  20250908   1704.0   1708.0  ...    41923.33   1702.0      1714.0       UR
213  UR512  20250908   1703.0   1710.0  ...    15609.47   1705.0      1717.0       UR
214  UR601  20250908   1705.0   1710.0  ...   502369.61   1703.0      1718.0       UR
215  UR602  20250908   1698.0   1707.0  ...      313.11   1702.0      1716.0       UR
216  UR603  20250908   1742.0   1752.0  ...       62.89   1747.0      1759.0       UR
217  UR604  20250908   1752.0   1752.0  ...       13.99   1749.0      1763.0       UR
218  UR605  20250908   1745.0   1751.0  ...    20424.22   1745.0      1757.0       UR
219  UR606  20250908   1745.0   1747.0  ...      160.08   1740.0      1755.0       UR
220  UR607  20250908   1768.0   1771.0  ...       24.77   1769.0      1776.0       UR
221  UR608  20250908   1765.0   1769.0  ...       24.71   1765.0      1775.0       UR
222  WH509  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-08 18:26:49,729 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250908  55930.0  ...  55960.0     55930.0       PS
1   PS2510  20250908  56000.0  ...  55690.0     55640.0       PS
2   PS2511  20250908  56080.0  ...  55595.0     54875.0       PS
3   PS2512  20250908  58220.0  ...  57845.0     57355.0       PS
4   PS2601  20250908  58400.0  ...  57690.0     57150.0       PS
5   PS2602  20250908  58230.0  ...  57830.0     56965.0       PS
6   PS2603  20250908  58500.0  ...  57970.0     57685.0       PS
7   PS2604  20250908  58255.0  ...  57845.0     58010.0       PS
8   PS2605  20250908  58805.0  ...  57825.0     57385.0       PS
9   PS2606  20250908  61050.0  ...  59920.0     59380.0       PS
10  PS2607  20250908  60010.0  ...  60045.0     59285.0       PS
11  PS2608  20250908  60000.0  ...  59980.0     59595.0       PS
13  SI2509  20250908      0.0  ...   8690.0      8690.0       SI
14  SI2510  20250908   8790.0  ...   8560.0      8710.0       SI
15  SI2511  20250908   8740.0  ...   8545.0      8715.0       SI
16  SI2512  20250908   9095.0  ...   8915.0      9075.0       SI
17  SI2601  20250908   9050.0  ...   8900.0      9065.0       SI
18  SI2602  20250908   9015.0  ...   8900.0      8995.0       SI
19  SI2603  20250908   9000.0  ...   8930.0      9115.0       SI
20  SI2604  20250908   9025.0  ...   8930.0      9140.0       SI
21  SI2605  20250908   9130.0  ...   8950.0      9110.0       SI
22  SI2606  20250908   9025.0  ...   8940.0      9180.0       SI
23  SI2607  20250908   9010.0  ...   8965.0      9165.0       SI
24  SI2608  20250908   9000.0  ...   8930.0      9170.0       SI
27  LC2509  20250908  73880.0  ...  74200.0     74640.0       LC
28  LC2510  20250908  74100.0  ...  74460.0     74160.0       LC
29  LC2511  20250908  73840.0  ...  74860.0     74140.0       LC
30  LC2512  20250908  74580.0  ...  74840.0     74240.0       LC
31  LC2601  20250908  74000.0  ...  74860.0     74160.0       LC
32  LC2602  20250908  74480.0  ...  74560.0     74000.0       LC
33  LC2603  20250908  74080.0  ...  74480.0     73740.0       LC
34  LC2604  20250908  74480.0  ...  74600.0     73860.0       LC
35  LC2605  20250908  74260.0  ...  74820.0     73880.0       LC
36  LC2606  20250908  74200.0  ...  74760.0     73780.0       LC
37  LC2607  20250908  74700.0  ...  74640.0     73660.0       LC
38  LC2608  20250908  74200.0  ...  74960.0     74220.0       LC

[36 rows x 12 columns]
2025-09-08 18:26:49,856 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250908   475.6  ...   476.2      482.3      SC
1       SC2511  20250908     476  ...   477.2      481.9      SC
2       SC2512  20250908   474.8  ...   476.7      481.1      SC
3       SC2601  20250908   473.7  ...   474.2      479.5      SC
4       SC2602  20250908     474  ...   472.6      477.5      SC
5       SC2603  20250908     472  ...   472.2      475.2      SC
6       SC2604  20250908   467.5  ...     470      473.7      SC
7       SC2605  20250908   468.9  ...   469.8      472.5      SC
8       SC2606  20250908     468  ...   469.2      471.5      SC
9       SC2607  20250908   462.6  ...   466.6      470.4      SC
10      SC2608  20250908   466.6  ...   463.1        469      SC
11      SC2609  20250908   463.8  ...   463.7      467.9      SC
12      SC2612  20250908   459.9  ...   459.9      467.1      SC
13      SC2703  20250908          ...   466.8      466.8      SC
14      SC2706  20250908   456.9  ...   457.5        465      SC
15      SC2709  20250908   461.1  ...   461.1      464.6      SC
16      SC2712  20250908          ...   464.6      464.6      SC
17      SC2803  20250908   459.2  ...   459.2      462.6      SC
18      SC2806  20250908   454.9  ...   457.3      460.6      SC
19      SC2809  20250908   457.5  ...     459        458      SC
21      LU2510  20250908    3345  ...    3339       3366      LU
22      LU2511  20250908    3352  ...    3362       3389      LU
23      LU2512  20250908    3349  ...    3355       3386      LU
24      LU2601  20250908    3356  ...    3345       3375      LU
25      LU2602  20250908    3330  ...    3345       3358      LU
26      LU2603  20250908    3323  ...    3325       3351      LU
27      LU2604  20250908    3316  ...    3308       3350      LU
28      LU2605  20250908    3310  ...    3328       3345      LU
29      LU2606  20250908    3308  ...    3309       3337      LU
30      LU2607  20250908    3326  ...    3308       3334      LU
31      LU2608  20250908    3325  ...    3319       3337      LU
32      LU2609  20250908    3302  ...    3317       3318      LU
34      NR2509  20250908   12890  ...   12890      12790      NR
35      NR2510  20250908   13075  ...   12975      12890      NR
36      NR2511  20250908   13100  ...   13030      12955      NR
37      NR2512  20250908   13120  ...   13065      12990      NR
38      NR2601  20250908   13190  ...   13090      13025      NR
39      NR2602  20250908   13195  ...   13100      13050      NR
40      NR2603  20250908   13120  ...   13055      13010      NR
41      NR2604  20250908   13100  ...   13045      13010      NR
42      NR2605  20250908   13095  ...   13050      12990      NR
43      NR2606  20250908   13080  ...   13085      13000      NR
44      NR2607  20250908   13125  ...   13095      12880      NR
45      NR2608  20250908   13110  ...   13100      12915      NR
47      BC2509  20250908          ...   70330      70330      BC
48      BC2510  20250908   71190  ...   70780      70890      BC
49      BC2511  20250908   71240  ...   70810      70950      BC
50      BC2512  20250908          ...   70790      70790      BC
51      BC2601  20250908   71000  ...   70810      71280      BC
52      BC2602  20250908          ...   70900      70900      BC
53      BC2603  20250908   70820  ...   70820      71360      BC
54      BC2604  20250908          ...   71200      71200      BC
55      BC2605  20250908          ...   71170      71170      BC
56      BC2606  20250908          ...   70700      70700      BC
57      BC2607  20250908          ...   70900      70900      BC
58      BC2608  20250908          ...   70800      70800      BC
60      EC2510  20250908    1305  ...  1281.1     1318.7      EC
61      EC2512  20250908    1690  ...  1666.1       1696      EC
62      EC2602  20250908  1529.8  ...  1512.9     1531.5      EC
63      EC2604  20250908  1252.5  ...    1246       1253      EC
64      EC2606  20250908  1434.3  ...  1433.1     1445.6      EC
65      EC2608  20250908  1604.4  ...  1603.9       1607      EC
69  SC_TAS2510  20250908          ...                     SC_TAS
70  SC_TAS2511  20250908          ...                     SC_TAS
71  SC_TAS2512  20250908          ...                     SC_TAS
72  SC_TAS2601  20250908          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-08 18:26:49,917 - future_1d - INFO - ak.get_ine_daily('2025-09-08') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250908      0.00  ...   4067.00     4056.00        A
1     a2511  20250908   3971.00  ...   3973.00     3975.00        A
2     a2601  20250908   3978.00  ...   3973.00     3974.00        A
3     a2603  20250908   3978.00  ...   3974.00     3975.00        A
4     a2605  20250908   4021.00  ...   4019.00     4020.00        A
5     a2607  20250908   4024.00  ...   4023.00     4023.00        A
6     b2509  20250908      0.00  ...   3681.00     3681.00        B
7     b2510  20250908   3733.00  ...   3730.00     3693.00        B
8     b2511  20250908   3755.00  ...   3765.00     3732.00        B
9     b2512  20250908   3784.00  ...   3790.00     3760.00        B
10    b2601  20250908   3778.00  ...   3784.00     3758.00        B
11    b2602  20250908   3758.00  ...   3768.00     3740.00        B
12    b2603  20250908   3717.00  ...   3714.00     3702.00        B
13    b2604  20250908   3603.00  ...   3600.00     3594.00        B
14    b2605  20250908   3531.00  ...   3526.00     3521.00        B
15    b2606  20250908   3509.00  ...   3500.00     3503.00        B
16    b2607  20250908   3512.00  ...   3506.00     3507.00        B
17    b2608  20250908   3600.00  ...   3597.00     3593.00        B
18   bb2509  20250908      0.00  ...    136.00      136.00       BB
19   bb2511  20250908    140.45  ...    141.20      141.50       BB
20   bb2601  20250908    147.20  ...    146.90      146.30       BB
21   bb2603  20250908      0.00  ...    146.35      145.75       BB
22   bb2605  20250908      0.00  ...    140.70      140.15       BB
23   bb2607  20250908      0.00  ...    145.50      144.95       BB
24   bz2603  20250908   6010.00  ...   6013.00     6020.00       BZ
25   bz2604  20250908   5995.00  ...   5998.00     5987.00       BZ
26   bz2605  20250908   6013.00  ...   6012.00     5989.00       BZ
27   bz2606  20250908      0.00  ...   5991.00     5991.00       BZ
28   bz2607  20250908      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250908      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250908   2297.00  ...   2285.00     2297.00        C
31    c2511  20250908   2227.00  ...   2226.00     2219.00        C
32    c2601  20250908   2208.00  ...   2203.00     2200.00        C
33    c2603  20250908   2211.00  ...   2212.00     2210.00        C
34    c2605  20250908   2265.00  ...   2266.00     2260.00        C
35    c2607  20250908   2273.00  ...   2274.00     2271.00        C
36   cs2509  20250908   2498.00  ...   2502.00     2496.00       CS
37   cs2511  20250908   2519.00  ...   2523.00     2512.00       CS
38   cs2601  20250908   2543.00  ...   2540.00     2537.00       CS
39   cs2603  20250908   2548.00  ...   2547.00     2543.00       CS
40   cs2605  20250908   2616.00  ...   2617.00     2610.00       CS
41   cs2607  20250908   2616.00  ...   2620.00     2610.00       CS
42   eb2509  20250908   7019.00  ...   6962.00     6975.00       EB
43   eb2510  20250908   7089.00  ...   7062.00     7064.00       EB
44   eb2511  20250908   7091.00  ...   7072.00     7077.00       EB
45   eb2512  20250908   7096.00  ...   7080.00     7087.00       EB
46   eb2601  20250908   7146.00  ...   7108.00     7113.00       EB
47   eb2602  20250908   7146.00  ...   7136.00     7136.00       EB
48   eb2603  20250908   7177.00  ...   7167.00     7183.00       EB
49   eb2604  20250908   7184.00  ...   7193.00     7205.00       EB
50   eb2605  20250908   7210.00  ...   7207.00     7222.00       EB
51   eb2606  20250908      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250908      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250908      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250908   4399.00  ...   4386.00     4428.00       EG
55   eg2510  20250908   4387.00  ...   4383.00     4365.00       EG
56   eg2511  20250908   4369.00  ...   4372.00     4354.00       EG
57   eg2512  20250908   4365.00  ...   4354.00     4350.00       EG
58   eg2601  20250908   4358.00  ...   4344.00     4354.00       EG
59   eg2602  20250908   4357.00  ...   4357.00     4350.00       EG
60   eg2603  20250908   4360.00  ...   4349.00     4365.00       EG
61   eg2604  20250908   4382.00  ...   4372.00     4365.00       EG
62   eg2605  20250908   4366.00  ...   4372.00     4383.00       EG
63   eg2606  20250908   4371.00  ...   4371.00     4408.00       EG
64   eg2607  20250908   4384.00  ...   4384.00     4447.00       EG
65   eg2608  20250908      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250908      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250908   1276.50  ...   1274.50     1277.00       FB
68   fb2511  20250908   1255.00  ...   1258.50     1253.50       FB
69   fb2512  20250908   1257.00  ...   1257.50     1253.50       FB
70   fb2601  20250908   1245.00  ...   1249.50     1247.00       FB
71   fb2602  20250908   1241.00  ...   1241.50     1241.00       FB
72   fb2603  20250908   1237.00  ...   1245.00     1245.00       FB
73   fb2604  20250908   1255.00  ...   1255.00     1259.00       FB
74   fb2605  20250908      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250908      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250908      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250908   1305.50  ...   1291.50     1244.00       FB
78    i2509  20250908    849.50  ...    835.00      834.00        I
79    i2510  20250908    809.50  ...    810.50      807.50        I
80    i2511  20250908    807.50  ...    805.00      802.50        I
81    i2512  20250908    801.00  ...    798.50      796.50        I
82    i2601  20250908    791.00  ...    789.00      787.00        I
83    i2602  20250908    785.00  ...    783.00      781.00        I
84    i2603  20250908    779.50  ...    778.00      776.00        I
85    i2604  20250908    775.50  ...    773.50      771.00        I
86    i2605  20250908    765.00  ...    764.50      763.00        I
87    i2606  20250908    761.50  ...    759.50      757.50        I
88    i2607  20250908    757.00  ...    754.50      753.00        I
89    i2608  20250908    754.50  ...    750.50      749.00        I
90    j2509  20250908      0.00  ...   1512.50     1512.50        J
91    j2510  20250908   1547.00  ...   1526.50     1517.50        J
92    j2511  20250908   1577.50  ...   1555.00     1548.00        J
93    j2512  20250908   1601.50  ...   1593.50     1579.00        J
94    j2601  20250908   1640.50  ...   1617.00     1616.50        J
95    j2602  20250908   1631.00  ...   1631.50     1649.00        J
96    j2603  20250908   1659.50  ...   1659.50     1673.00        J
97    j2604  20250908   1730.50  ...   1716.00     1741.50        J
98    j2605  20250908   1747.00  ...   1733.50     1720.00        J
99    j2606  20250908      0.00  ...   1719.00     1719.00        J
100   j2607  20250908      0.00  ...   1738.50     1738.50        J
101   j2608  20250908      0.00  ...   1710.50     1710.50        J
102  jd2509  20250908   3051.00  ...   3072.00     2920.00       JD
103  jd2510  20250908   3000.00  ...   3004.00     2993.00       JD
104  jd2511  20250908   3024.00  ...   3027.00     3028.00       JD
105  jd2512  20250908   3196.00  ...   3199.00     3197.00       JD
106  jd2601  20250908   3370.00  ...   3384.00     3375.00       JD
107  jd2602  20250908   3111.00  ...   3125.00     3121.00       JD
108  jd2603  20250908   3131.00  ...   3138.00     3129.00       JD
109  jd2604  20250908   3310.00  ...   3326.00     3313.00       JD
110  jd2605  20250908   3450.00  ...   3461.00     3444.00       JD
111  jd2606  20250908   3288.00  ...   3280.00     3272.00       JD
112  jd2607  20250908   3502.00  ...   3503.00     3493.00       JD
113  jd2608  20250908   3910.00  ...   3911.00     3899.00       JD
114  jm2509  20250908    924.00  ...    929.50      956.50       JM
115  jm2510  20250908    988.00  ...    969.50      965.00       JM
116  jm2511  20250908   1048.50  ...   1028.00     1026.50       JM
117  jm2512  20250908   1103.00  ...   1086.50     1088.00       JM
118  jm2601  20250908   1163.00  ...   1142.50     1127.50       JM
119  jm2602  20250908   1185.00  ...   1165.50     1156.50       JM
120  jm2603  20250908   1205.00  ...   1188.50     1170.50       JM
121  jm2604  20250908   1220.00  ...   1208.00     1186.50       JM
122  jm2605  20250908   1232.00  ...   1223.50     1197.50       JM
123  jm2606  20250908   1248.50  ...   1240.50     1206.00       JM
124  jm2607  20250908   1254.00  ...   1251.00     1214.00       JM
125  jm2608  20250908   1265.00  ...   1260.50     1231.00       JM
126   l2509  20250908   7142.00  ...   7152.00     7165.00        L
127   l2510  20250908   7196.00  ...   7211.00     7214.00        L
128   l2511  20250908   7226.00  ...   7223.00     7220.00        L
129   l2512  20250908   7224.00  ...   7230.00     7232.00        L
130   l2601  20250908   7240.00  ...   7229.00     7234.00        L
131   l2602  20250908   7223.00  ...   7220.00     7223.00        L
132   l2603  20250908   7221.00  ...   7221.00     7219.00        L
133   l2604  20250908   7242.00  ...   7260.00     7242.00        L
134   l2605  20250908   7230.00  ...   7234.00     7236.00        L
135   l2606  20250908   7218.00  ...   7238.00     7253.00        L
136   l2607  20250908   7243.00  ...   7251.00     7251.00        L
137   l2608  20250908   7258.00  ...   7274.00     7267.00        L
138  lg2509  20250908    775.50  ...    776.00      779.50       LG
139  lg2511  20250908    800.00  ...    807.00      797.00       LG
140  lg2601  20250908    821.00  ...    821.50      817.00       LG
141  lg2603  20250908    827.50  ...    827.50      823.50       LG
142  lg2605  20250908    830.50  ...    832.00      829.50       LG
143  lg2607  20250908    833.00  ...    833.00      832.00       LG
144  lh2509  20250908      0.00  ...  13100.00    13165.00       LH
145  lh2511  20250908  13215.00  ...  13305.00    13300.00       LH
146  lh2601  20250908  13690.00  ...  13800.00    13720.00       LH
147  lh2603  20250908  13045.00  ...  13090.00    13010.00       LH
148  lh2605  20250908  13515.00  ...  13585.00    13515.00       LH
149  lh2607  20250908  14100.00  ...  14190.00    14135.00       LH
150   m2509  20250908   3040.00  ...   3031.00     3028.00        M
151   m2511  20250908   3048.00  ...   3051.00     3028.00        M
152   m2512  20250908   3082.00  ...   3091.00     3067.00        M
153   m2601  20250908   3070.00  ...   3079.00     3058.00        M
154   m2603  20250908   2997.00  ...   3007.00     2992.00        M
155   m2605  20250908   2809.00  ...   2811.00     2806.00        M
156   m2607  20250908   2792.00  ...   2792.00     2791.00        M
157   m2608  20250908   2917.00  ...   2918.00     2917.00        M
158   p2509  20250908   9320.00  ...   9320.00     9354.00        P
159   p2510  20250908   9464.00  ...   9422.00     9420.00        P
160   p2511  20250908   9472.00  ...   9414.00     9428.00        P
161   p2512  20250908   9492.00  ...   9434.00     9462.00        P
162   p2601  20250908   9510.00  ...   9438.00     9456.00        P
163   p2602  20250908   9482.00  ...   9400.00     9414.00        P
164   p2603  20250908   9428.00  ...   9386.00     9380.00        P
165   p2604  20250908   9326.00  ...   9284.00     9324.00        P
166   p2605  20250908   9278.00  ...   9218.00     9228.00        P
167   p2606  20250908   9160.00  ...   9122.00     9148.00        P
168   p2607  20250908   9066.00  ...   9038.00     9032.00        P
169   p2608  20250908   8978.00  ...   8956.00     8944.00        P
170  pg2509  20250908   3740.00  ...   3725.00     3759.00       PG
171  pg2510  20250908   4369.00  ...   4389.00     4381.00       PG
172  pg2511  20250908   4298.00  ...   4322.00     4311.00       PG
173  pg2512  20250908   4233.00  ...   4260.00     4248.00       PG
174  pg2601  20250908   4172.00  ...   4195.00     4188.00       PG
175  pg2602  20250908   4111.00  ...   4110.00     4126.00       PG
176  pg2603  20250908   4020.00  ...   4032.00     4036.00       PG
177  pg2604  20250908   4352.00  ...   4384.00     4369.00       PG
178  pg2605  20250908   4268.00  ...   4291.00     4283.00       PG
179  pg2606  20250908   4246.00  ...   4245.00     4227.00       PG
180  pg2607  20250908   4188.00  ...   4181.00     4167.00       PG
181  pg2608  20250908   4138.00  ...   4138.00     4136.00       PG
182  pp2509  20250908   6815.00  ...   6907.00     6832.00       PP
183  pp2510  20250908   6871.00  ...   6881.00     6887.00       PP
184  pp2511  20250908   6901.00  ...   6910.00     6917.00       PP
185  pp2512  20250908   6933.00  ...   6935.00     6940.00       PP
186  pp2601  20250908   6950.00  ...   6950.00     6951.00       PP
187  pp2602  20250908   6929.00  ...   6930.00     6933.00       PP
188  pp2603  20250908   6915.00  ...   6919.00     6929.00       PP
189  pp2604  20250908   6938.00  ...   6946.00     6953.00       PP
190  pp2605  20250908   6968.00  ...   6967.00     6969.00       PP
191  pp2606  20250908   6919.00  ...   6941.00     6935.00       PP
192  pp2607  20250908   6917.00  ...   6919.00     6914.00       PP
193  pp2608  20250908   6914.00  ...   6918.00     6922.00       PP
194  rr2509  20250908      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250908   3616.00  ...   3611.00     3612.00       RR
196  rr2511  20250908   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250908   3611.00  ...   3610.00     3605.00       RR
198  rr2601  20250908   3623.00  ...   3623.00     3620.00       RR
199  rr2602  20250908   3611.00  ...   3609.00     3605.00       RR
200  rr2603  20250908      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250908      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250908      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250908      0.00  ...   3604.00     3602.00       RR
204  rr2607  20250908      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250908      0.00  ...   3625.00     3625.00       RR
206   v2509  20250908   4727.00  ...   4721.00     4727.00        V
207   v2510  20250908   4800.00  ...   4770.00     4781.00        V
208   v2511  20250908   4832.00  ...   4801.00     4818.00        V
209   v2512  20250908   4874.00  ...   4839.00     4861.00        V
210   v2601  20250908   4913.00  ...   4878.00     4886.00        V
211   v2602  20250908   4948.00  ...   4919.00     4921.00        V
212   v2603  20250908   4970.00  ...   4950.00     4957.00        V
213   v2604  20250908   5178.00  ...   5154.00     5174.00        V
214   v2605  20250908   5219.00  ...   5186.00     5191.00        V
215   v2606  20250908   5227.00  ...   5208.00     5232.00        V
216   v2607  20250908   5270.00  ...   5252.00     5263.00        V
217   v2608  20250908   5290.00  ...   5285.00     5288.00        V
218   y2509  20250908      0.00  ...   8420.00     8420.00        Y
219   y2511  20250908   8474.00  ...   8432.00     8424.00        Y
220   y2512  20250908   8486.00  ...   8454.00     8446.00        Y
221   y2601  20250908   8450.00  ...   8408.00     8400.00        Y
222   y2603  20250908   8360.00  ...   8326.00     8326.00        Y
223   y2605  20250908   8122.00  ...   8110.00     8092.00        Y
224   y2607  20250908   8088.00  ...   8062.00     8052.00        Y
225   y2608  20250908   8052.00  ...   8052.00     8056.00        Y

[226 rows x 12 columns]
2025-09-08 18:26:50,431 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250908  ...   79710      79980      CU
1        1      CU2510  20250908  ...   79730      79940      CU
2        2      CU2511  20250908  ...   79690      79930      CU
3        3      CU2512  20250908  ...   79660      79880      CU
4        4      CU2601  20250908  ...   79620      79900      CU
5        5      CU2602  20250908  ...   79620      79890      CU
6        6      CU2603  20250908  ...   79620      79850      CU
7        7      CU2604  20250908  ...   79640      79890      CU
8        8      CU2605  20250908  ...   79680      80000      CU
9        9      CU2606  20250908  ...   79640      79900      CU
10      10      CU2607  20250908  ...   79680      79880      CU
11      11      CU2608  20250908  ...   79710      79920      CU
12      12      BC2509  20250908  ...   70330      70330      BC
13      13      BC2510  20250908  ...   70780      70890      BC
14      14      BC2511  20250908  ...   70810      70950      BC
15      15      BC2512  20250908  ...   70790      70790      BC
16      16      BC2601  20250908  ...   70810      71280      BC
17      17      BC2602  20250908  ...   70900      70900      BC
18      18      BC2603  20250908  ...   70820      71360      BC
19      19      BC2604  20250908  ...   71200      71200      BC
20      20      BC2605  20250908  ...   71170      71170      BC
21      21      BC2606  20250908  ...   70700      70700      BC
22      22      BC2607  20250908  ...   70900      70900      BC
23      23      BC2608  20250908  ...   70800      70800      BC
24      24      AL2509  20250908  ...   20690      20675      AL
25      25      AL2510  20250908  ...   20710      20670      AL
26      26      AL2511  20250908  ...   20695      20655      AL
27      27      AL2512  20250908  ...   20670      20640      AL
28      28      AL2601  20250908  ...   20655      20625      AL
29      29      AL2602  20250908  ...   20650      20625      AL
30      30      AL2603  20250908  ...   20685      20665      AL
31      31      AL2604  20250908  ...   20700      20700      AL
32      32      AL2605  20250908  ...   20750      20725      AL
33      33      AL2606  20250908  ...   20735      20740      AL
34      34      AL2607  20250908  ...   20755      20750      AL
35      35      AL2608  20250908  ...   20755      20720      AL
36      36      ZN2509  20250908  ...   22185      22070      ZN
37      37      ZN2510  20250908  ...   22245      22115      ZN
38      38      ZN2511  20250908  ...   22235      22115      ZN
39      39      ZN2512  20250908  ...   22240      22120      ZN
40      40      ZN2601  20250908  ...   22250      22125      ZN
41      41      ZN2602  20250908  ...   22235      22165      ZN
42      42      ZN2603  20250908  ...   22275      22175      ZN
43      43      ZN2604  20250908  ...   22270      22165      ZN
44      44      ZN2605  20250908  ...   22285      22185      ZN
45      45      ZN2606  20250908  ...   22310      22220      ZN
46      46      ZN2607  20250908  ...   22340      22225      ZN
47      47      ZN2608  20250908  ...   22315      22205      ZN
48      48      PB2509  20250908  ...   16835      16815      PB
49      49      PB2510  20250908  ...   16890      16880      PB
50      50      PB2511  20250908  ...   16890      16885      PB
51      51      PB2512  20250908  ...   16905      16900      PB
52      52      PB2601  20250908  ...   16915      16910      PB
53      53      PB2602  20250908  ...   16925      16925      PB
54      54      PB2603  20250908  ...   16960      16960      PB
55      55      PB2604  20250908  ...   16995      16995      PB
56      56      PB2605  20250908  ...   16995      16995      PB
57      57      PB2606  20250908  ...   17015      17020      PB
58      58      PB2607  20250908  ...   17020      17065      PB
59      59      PB2608  20250908  ...   17060      17080      PB
60      60      NI2509  20250908  ...  121240     120700      NI
61      61      NI2510  20250908  ...  121510     121100      NI
62      62      NI2511  20250908  ...  121660     121240      NI
63      63      NI2512  20250908  ...  121870     121450      NI
64      64      NI2601  20250908  ...  122130     121700      NI
65      65      NI2602  20250908  ...  122430     121950      NI
66      66      NI2603  20250908  ...  122760     122210      NI
67      67      NI2604  20250908  ...  122950     122410      NI
68      68      NI2605  20250908  ...  122930     122470      NI
69      69      NI2606  20250908  ...  123420     122860      NI
70      70      NI2607  20250908  ...  123570     123070      NI
71      71      NI2608  20250908  ...  123860     123420      NI
72      72      SN2509  20250908  ...  270130     271760      SN
73      73      SN2510  20250908  ...  271110     272250      SN
74      74      SN2511  20250908  ...  271190     272440      SN
75      75      SN2512  20250908  ...  270980     272380      SN
76      76      SN2601  20250908  ...  270710     272240      SN
77      77      SN2602  20250908  ...  271430     271860      SN
78      78      SN2603  20250908  ...  271600     272070      SN
79      79      SN2604  20250908  ...  270450     273030      SN
80      80      SN2605  20250908  ...  271370     273110      SN
81      81      SN2606  20250908  ...  273640     272980      SN
82      82      SN2607  20250908  ...  272320     272930      SN
83      83      SN2608  20250908  ...  272080     272970      SN
84      84      AO2509  20250908  ...    2917       2948      AO
85      85      AO2510  20250908  ...    2945       2968      AO
86      86      AO2511  20250908  ...    2955       2975      AO
87      87      AO2512  20250908  ...    2959       2979      AO
88      88      AO2601  20250908  ...    2965       2985      AO
89      89      AO2602  20250908  ...    2968       2982      AO
90      90      AO2603  20250908  ...    3028       3025      AO
91      91      AO2604  20250908  ...    3036       3029      AO
92      92      AO2605  20250908  ...    3049       3051      AO
93      93      AO2606  20250908  ...    3065       3062      AO
94      94      AO2607  20250908  ...    3075       3075      AO
95      95      AO2608  20250908  ...    3088       3072      AO
96      96      AD2511  20250908  ...   20305      20260      AD
97      97      AD2512  20250908  ...   20325      20295      AD
98      98      AD2601  20250908  ...   20285      20285      AD
99      99      AD2602  20250908  ...   20280      20250      AD
100    100      AD2603  20250908  ...   20295      20310      AD
101    101      AD2604  20250908  ...   20240      20240      AD
102    102      AD2605  20250908  ...   20210      20185      AD
103    103      AD2606  20250908  ...   20155      20155      AD
104    104      AD2607  20250908  ...   20150      20135      AD
105    105      AD2608  20250908  ...   20170      20170      AD
106    106      AU2509  20250908  ...  819.72     814.12      AU
107    107      AU2510  20250908  ...  821.36     814.56      AU
108    108      AU2511  20250908  ...  822.48     816.12      AU
109    109      AU2512  20250908  ...  823.34     816.56      AU
110    110      AU2602  20250908  ...  825.52     818.66      AU
111    111      AU2604  20250908  ...  827.56     820.78      AU
112    112      AU2606  20250908  ...  829.82     823.36      AU
113    113      AU2608  20250908  ...  832.16     825.28      AU
114    114      AG2509  20250908  ...    9778       9760      AG
115    115      AG2510  20250908  ...    9809       9763      AG
116    116      AG2511  20250908  ...    9826       9774      AG
117    117      AG2512  20250908  ...    9831       9786      AG
118    118      AG2601  20250908  ...    9845       9794      AG
119    119      AG2602  20250908  ...    9853       9807      AG
120    120      AG2603  20250908  ...    9874       9822      AG
121    121      AG2604  20250908  ...    9880       9832      AG
122    122      AG2605  20250908  ...    9895       9843      AG
123    123      AG2606  20250908  ...    9916       9860      AG
124    124      AG2607  20250908  ...    9932       9876      AG
125    125      AG2608  20250908  ...    9935       9888      AG
126    126      RB2509  20250908  ...    2949       2967      RB
127    127      RB2510  20250908  ...    3035       3042      RB
128    128      RB2511  20250908  ...    3054       3064      RB
129    129      RB2512  20250908  ...    3097       3110      RB
130    130      RB2601  20250908  ...    3123       3126      RB
131    131      RB2602  20250908  ...    3126       3122      RB
132    132      RB2603  20250908  ...    3140       3139      RB
133    133      RB2604  20250908  ...    3158       3167      RB
134    134      RB2605  20250908  ...    3170       3172      RB
135    135      RB2606  20250908  ...    3188       3185      RB
136    136      RB2607  20250908  ...    3203       3206      RB
137    137      RB2608  20250908  ...    3219       3216      RB
138    138      WR2509  20250908  ...    3342       3342      WR
139    139      WR2510  20250908  ...    3283       3289      WR
140    140      WR2511  20250908  ...    3365       3311      WR
141    141      WR2512  20250908  ...    3349       3349      WR
142    142      WR2601  20250908  ...    3376       3336      WR
143    143      WR2602  20250908  ...    3337       3337      WR
144    144      WR2603  20250908  ...    3435       3435      WR
145    145      WR2604  20250908  ...    3400       3400      WR
146    146      WR2605  20250908  ...    3429       3429      WR
147    147      WR2606  20250908  ...    3375       3375      WR
148    148      WR2607  20250908  ...    3387       3387      WR
149    149      WR2608  20250908  ...    3414       3374      WR
150    150      HC2509  20250908  ...    3396       3377      HC
151    151      HC2510  20250908  ...    3365       3344      HC
152    152      HC2511  20250908  ...    3354       3331      HC
153    153      HC2512  20250908  ...    3344       3341      HC
154    154      HC2601  20250908  ...    3335       3320      HC
155    155      HC2602  20250908  ...    3337       3320      HC
156    156      HC2603  20250908  ...    3339       3325      HC
157    157      HC2604  20250908  ...    3341       3325      HC
158    158      HC2605  20250908  ...    3345       3331      HC
159    159      HC2606  20250908  ...    3353       3326      HC
160    160      HC2607  20250908  ...    3347       3328      HC
161    161      HC2608  20250908  ...    3350       3328      HC
162    162      SS2509  20250908  ...   12730      12730      SS
163    163      SS2510  20250908  ...   12830      12770      SS
164    164      SS2511  20250908  ...   12895      12845      SS
165    165      SS2512  20250908  ...   12935      12880      SS
166    166      SS2601  20250908  ...   12995      12940      SS
167    167      SS2602  20250908  ...   13035      12965      SS
168    168      SS2603  20250908  ...   13115      13030      SS
169    169      SS2604  20250908  ...   13185      13095      SS
170    170      SS2605  20250908  ...   13250      13190      SS
171    171      SS2606  20250908  ...   13285      13260      SS
172    172      SS2607  20250908  ...   13350      13320      SS
173    173      SS2608  20250908  ...   13395      13310      SS
174    174      SC2510  20250908  ...   476.2      482.3      SC
175    175      SC2511  20250908  ...   477.2      481.9      SC
176    176      SC2512  20250908  ...   476.7      481.1      SC
177    177      SC2601  20250908  ...   474.2      479.5      SC
178    178      SC2602  20250908  ...   472.6      477.5      SC
179    179      SC2603  20250908  ...   472.2      475.2      SC
180    180      SC2604  20250908  ...     470      473.7      SC
181    181      SC2605  20250908  ...   469.8      472.5      SC
182    182      SC2606  20250908  ...   469.2      471.5      SC
183    183      SC2607  20250908  ...   466.6      470.4      SC
184    184      SC2608  20250908  ...   463.1        469      SC
185    185      SC2609  20250908  ...   463.7      467.9      SC
186    186      SC2612  20250908  ...   459.9      467.1      SC
187    187      SC2703  20250908  ...   466.8      466.8      SC
188    188      SC2706  20250908  ...   457.5        465      SC
189    189      SC2709  20250908  ...   461.1      464.6      SC
190    190      SC2712  20250908  ...   464.6      464.6      SC
191    191      SC2803  20250908  ...   459.2      462.6      SC
192    192      SC2806  20250908  ...   457.3      460.6      SC
193    193      SC2809  20250908  ...     459        458      SC
194    194      LU2510  20250908  ...    3339       3366      LU
195    195      LU2511  20250908  ...    3362       3389      LU
196    196      LU2512  20250908  ...    3355       3386      LU
197    197      LU2601  20250908  ...    3345       3375      LU
198    198      LU2602  20250908  ...    3345       3358      LU
199    199      LU2603  20250908  ...    3325       3351      LU
200    200      LU2604  20250908  ...    3308       3350      LU
201    201      LU2605  20250908  ...    3328       3345      LU
202    202      LU2606  20250908  ...    3309       3337      LU
203    203      LU2607  20250908  ...    3308       3334      LU
204    204      LU2608  20250908  ...    3319       3337      LU
205    205      LU2609  20250908  ...    3317       3318      LU
206    206      FU2510  20250908  ...    2781       2786      FU
207    207      FU2511  20250908  ...    2772       2784      FU
208    208      FU2512  20250908  ...    2748       2763      FU
209    209      FU2601  20250908  ...    2735       2753      FU
210    210      FU2602  20250908  ...    2719       2744      FU
211    211      FU2603  20250908  ...    2704       2736      FU
212    212      FU2604  20250908  ...    2708       2726      FU
213    213      FU2605  20250908  ...    2691       2717      FU
214    214      FU2606  20250908  ...    2688       2714      FU
215    215      FU2607  20250908  ...    2682       2706      FU
216    216      FU2608  20250908  ...    2677       2706      FU
217    217      FU2609  20250908  ...    2657       2693      FU
218    218      BU2509  20250908  ...    3448       3483      BU
219    219      BU2510  20250908  ...    3443       3461      BU
220    220      BU2511  20250908  ...    3417       3430      BU
221    221      BU2512  20250908  ...    3371       3382      BU
222    222      BU2601  20250908  ...    3345       3355      BU
223    223      BU2602  20250908  ...    3348       3356      BU
224    224      BU2603  20250908  ...    3347       3352      BU
225    225      BU2604  20250908  ...    3332       3367      BU
226    226      BU2605  20250908  ...    3353       3361      BU
227    227      BU2606  20250908  ...    3343       3354      BU
228    228      BU2607  20250908  ...    3341       3347      BU
229    229      BU2608  20250908  ...    3316       3340      BU
230    230      BU2609  20250908  ...    3324       3332      BU
231    231      BU2612  20250908  ...    3286       3290      BU
232    232      BU2703  20250908  ...    3293       3287      BU
233    233      BU2706  20250908  ...    3294       3326      BU
234    234      BR2509  20250908  ...   12090      12050      BR
235    235      BR2510  20250908  ...   12025      11965      BR
236    236      BR2511  20250908  ...   12010      11940      BR
237    237      BR2512  20250908  ...   11970      11905      BR
238    238      BR2601  20250908  ...   11975      11900      BR
239    239      BR2602  20250908  ...   11990      11865      BR
240    240      BR2603  20250908  ...   12000      11875      BR
241    241      BR2604  20250908  ...   12055      12050      BR
242    242      BR2605  20250908  ...   12055      12035      BR
243    243      BR2606  20250908  ...   12015      11885      BR
244    244      BR2607  20250908  ...   12165      12285      BR
245    245      BR2608  20250908  ...   12205      12280      BR
246    246      RU2509  20250908  ...   15310      15165      RU
247    247      RU2510  20250908  ...   15325      15210      RU
248    248      RU2511  20250908  ...   15260      15145      RU
249    249      RU2601  20250908  ...   16245      16120      RU
250    250      RU2603  20250908  ...   16250      16130      RU
251    251      RU2604  20250908  ...   16255      16125      RU
252    252      RU2605  20250908  ...   16280      16195      RU
253    253      RU2606  20250908  ...   16310      16330      RU
254    254      RU2607  20250908  ...   16340      16250      RU
255    255      RU2608  20250908  ...   16380      16265      RU
256    256      NR2509  20250908  ...   12890      12790      NR
257    257      NR2510  20250908  ...   12975      12890      NR
258    258      NR2511  20250908  ...   13030      12955      NR
259    259      NR2512  20250908  ...   13065      12990      NR
260    260      NR2601  20250908  ...   13090      13025      NR
261    261      NR2602  20250908  ...   13100      13050      NR
262    262      NR2603  20250908  ...   13055      13010      NR
263    263      NR2604  20250908  ...   13045      13010      NR
264    264      NR2605  20250908  ...   13050      12990      NR
265    265      NR2606  20250908  ...   13085      13000      NR
266    266      NR2607  20250908  ...   13095      12880      NR
267    267      NR2608  20250908  ...   13100      12915      NR
268    268      SP2509  20250908  ...    4956       4988      SP
269    269      SP2510  20250908  ...    4988       5018      SP
270    270      SP2511  20250908  ...    5016       5038      SP
271    271      SP2512  20250908  ...    5028       5056      SP
272    272      SP2601  20250908  ...    5284       5314      SP
273    273      SP2602  20250908  ...    5260       5292      SP
274    274      SP2603  20250908  ...    5274       5308      SP
275    275      SP2604  20250908  ...    5274       5300      SP
276    276      SP2605  20250908  ...    5294       5324      SP
277    277      SP2606  20250908  ...    5300       5310      SP
278    278      SP2607  20250908  ...    5294       5328      SP
279    279      SP2608  20250908  ...    5304       5334      SP
280    280      EC2510  20250908  ...  1281.1     1318.7      EC
281    281      EC2512  20250908  ...  1666.1       1696      EC
282    282      EC2602  20250908  ...  1512.9     1531.5      EC
283    283      EC2604  20250908  ...    1246       1253      EC
284    284      EC2606  20250908  ...  1433.1     1445.6      EC
285    285      EC2608  20250908  ...  1603.9       1607      EC
286    289  SC_TAS2510  20250908  ...                     SC_TAS
287    290  SC_TAS2511  20250908  ...                     SC_TAS
288    291  SC_TAS2512  20250908  ...                     SC_TAS
289    292  SC_TAS2601  20250908  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-08 18:26:50,524 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
2025-09-08 18:26:52,294 - future_1d - INFO - save future_daily 2025-09-08 completed