LogViewer
=========================================================================
2025-09-22 16:25:31 Mon	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-22 16:25:33,702 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-22 16:25:34,160 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 16:25:34,235 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-22 16:25:34,355 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:25:34,737 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-22 16:25:34,941 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-22 16:25:35,597 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
2025-09-22 16:25:44,924 - future_1d - INFO - save future_daily 2025-09-12 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250915  7158.200  ...  7125.800    7152.400       IC
1   IC2510  20250915  7111.000  ...  7062.800    7100.000       IC
2   IC2512  20250915  7030.200  ...  6951.400    7000.400       IC
3   IC2603  20250915  6873.000  ...  6791.200    6849.400       IC
4   IF2509  20250915  4533.000  ...  4528.000    4525.800       IF
5   IF2510  20250915  4529.800  ...  4518.800    4517.600       IF
6   IF2512  20250915  4506.800  ...  4496.400    4499.200       IF
7   IF2603  20250915  4489.400  ...  4470.800    4478.800       IF
8   IH2509  20250915  2972.000  ...  2961.200    2969.800       IH
9   IH2510  20250915  2974.000  ...  2960.800    2969.800       IH
10  IH2512  20250915  2978.000  ...  2962.400    2971.200       IH
11  IH2603  20250915  2978.400  ...  2964.200    2974.000       IH
12  IM2509  20250915  7420.000  ...  7386.400    7400.800       IM
13  IM2510  20250915  7366.600  ...  7317.000    7333.600       IM
14  IM2512  20250915  7184.600  ...  7161.400    7186.400       IM
15  IM2603  20250915  6995.000  ...  6951.200    6985.200       IM
16   T2512  20250915   107.690  ...   107.840     107.680        T
17   T2603  20250915   107.410  ...   107.525     107.385        T
18   T2606  20250915   107.210  ...   107.345     107.385        T
19  TF2512  20250915   105.580  ...   105.660     105.580       TF
20  TF2603  20250915   105.505  ...   105.540     105.470       TF
21  TF2606  20250915   105.465  ...   105.435     105.470       TF
22  TL2512  20250915   115.260  ...   115.480     115.160       TL
23  TL2603  20250915   114.960  ...   115.180     114.850       TL
24  TL2606  20250915   114.910  ...   115.100     114.850       TL
25  TS2512  20250915   102.366  ...   102.368     102.364       TS
26  TS2603  20250915   102.304  ...   102.312     102.294       TS
27  TS2606  20250915   102.260  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-09-22 16:25:51,774 - future_1d - INFO - ak.get_cffex_daily('2025-09-15') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250915   486.6  ...     488      479.2      SC
1       SC2511  20250915   488.5  ...   488.5      480.5      SC
2       SC2512  20250915     488  ...   487.6      479.5      SC
3       SC2601  20250915   487.3  ...   487.5        479      SC
4       SC2602  20250915   486.6  ...     487      478.4      SC
5       SC2603  20250915   486.4  ...   486.6      477.8      SC
6       SC2604  20250915   486.1  ...   485.9      477.4      SC
7       SC2605  20250915   485.1  ...   485.9      477.3      SC
8       SC2606  20250915   485.8  ...   485.8      476.6      SC
9       SC2607  20250915     485  ...   486.1      475.9      SC
10      SC2608  20250915   483.3  ...   482.4      474.7      SC
11      SC2609  20250915   483.6  ...   481.8        473      SC
12      SC2612  20250915          ...   475.4      472.6      SC
13      SC2703  20250915          ...   474.6      469.2      SC
14      SC2706  20250915          ...   474.7        470      SC
15      SC2709  20250915          ...   473.2        470      SC
16      SC2712  20250915          ...   472.1      466.6      SC
17      SC2803  20250915   471.1  ...   471.1      468.2      SC
18      SC2806  20250915   466.7  ...   466.7      462.8      SC
19      SC2809  20250915     469  ...     469        462      SC
21      LU2510  20250915    3305  ...    3332       3261      LU
22      LU2511  20250915    3365  ...    3353       3288      LU
23      LU2512  20250915    3350  ...    3346       3276      LU
24      LU2601  20250915    3311  ...    3343       3285      LU
25      LU2602  20250915    3299  ...    3333       3283      LU
26      LU2603  20250915    3324  ...    3328       3276      LU
27      LU2604  20250915    3320  ...    3323       3257      LU
28      LU2605  20250915    3317  ...    3318       3274      LU
29      LU2606  20250915    3313  ...    3317       3271      LU
30      LU2607  20250915    3281  ...    3312       3265      LU
31      LU2608  20250915    3320  ...    3320       3261      LU
32      LU2609  20250915    3265  ...    3308       3260      LU
34      NR2509  20250915          ...   12645      12645      NR
35      NR2510  20250915   12540  ...   12555      12495      NR
36      NR2511  20250915   12600  ...   12595      12545      NR
37      NR2512  20250915   12650  ...   12645      12590      NR
38      NR2601  20250915   12665  ...   12665      12615      NR
39      NR2602  20250915   12690  ...   12700      12645      NR
40      NR2603  20250915   12700  ...   12690      12630      NR
41      NR2604  20250915   12690  ...   12710      12675      NR
42      NR2605  20250915   12615  ...   12740      12695      NR
43      NR2606  20250915          ...   12635      12580      NR
44      NR2607  20250915          ...   12650      12640      NR
45      NR2608  20250915          ...   12685      12685      NR
47      BC2509  20250915          ...   70500      70500      BC
48      BC2510  20250915   71750  ...   71780      71640      BC
49      BC2511  20250915   71920  ...   71830      71660      BC
50      BC2512  20250915   71680  ...   71910      71670      BC
51      BC2601  20250915          ...   72000      72000      BC
52      BC2602  20250915          ...   71650      71650      BC
53      BC2603  20250915          ...   72000      72000      BC
54      BC2604  20250915          ...   71550      71500      BC
55      BC2605  20250915          ...   71550      71350      BC
56      BC2606  20250915          ...   71500      71450      BC
57      BC2607  20250915          ...   71560      71560      BC
58      BC2608  20250915          ...   71550      71550      BC
60      EC2510  20250915    1150  ...  1170.9     1181.6      EC
61      EC2512  20250915    1605  ...  1640.3     1594.5      EC
62      EC2602  20250915  1496.9  ...    1521     1490.3      EC
63      EC2604  20250915  1240.3  ...  1250.1     1235.6      EC
64      EC2606  20250915  1403.6  ...  1425.3     1412.9      EC
65      EC2608  20250915  1583.2  ...  1596.5     1580.3      EC
68  SC_TAS2510  20250915          ...                     SC_TAS
69  SC_TAS2511  20250915          ...                     SC_TAS
70  SC_TAS2512  20250915          ...                     SC_TAS
71  SC_TAS2601  20250915          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 16:25:51,845 - future_1d - INFO - ak.get_ine_daily('2025-09-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250915  ...   80870      80710      CU
1        1      CU2510  20250915  ...   80830      80660      CU
2        2      CU2511  20250915  ...   80830      80650      CU
3        3      CU2512  20250915  ...   80810      80640      CU
4        4      CU2601  20250915  ...   80800      80610      CU
5        5      CU2602  20250915  ...   80770      80580      CU
6        6      CU2603  20250915  ...   80760      80660      CU
7        7      CU2604  20250915  ...   80810      80600      CU
8        8      CU2605  20250915  ...   80830      80640      CU
9        9      CU2606  20250915  ...   80810      80740      CU
10      10      CU2607  20250915  ...   80760      80620      CU
11      11      CU2608  20250915  ...   80850      80650      CU
12      12      BC2509  20250915  ...   70500      70500      BC
13      13      BC2510  20250915  ...   71780      71640      BC
14      14      BC2511  20250915  ...   71830      71660      BC
15      15      BC2512  20250915  ...   71910      71670      BC
16      16      BC2601  20250915  ...   72000      72000      BC
17      17      BC2602  20250915  ...   71650      71650      BC
18      18      BC2603  20250915  ...   72000      72000      BC
19      19      BC2604  20250915  ...   71550      71500      BC
20      20      BC2605  20250915  ...   71550      71350      BC
21      21      BC2606  20250915  ...   71500      71450      BC
22      22      BC2607  20250915  ...   71560      71560      BC
23      23      BC2608  20250915  ...   71550      71550      BC
24      24      AL2509  20250915  ...   21000      21040      AL
25      25      AL2510  20250915  ...   21045      21030      AL
26      26      AL2511  20250915  ...   21045      21020      AL
27      27      AL2512  20250915  ...   21015      20975      AL
28      28      AL2601  20250915  ...   20985      20935      AL
29      29      AL2602  20250915  ...   20970      20925      AL
30      30      AL2603  20250915  ...   20980      20925      AL
31      31      AL2604  20250915  ...   21000      20940      AL
32      32      AL2605  20250915  ...   21005      20980      AL
33      33      AL2606  20250915  ...   21015      20975      AL
34      34      AL2607  20250915  ...   20990      20970      AL
35      35      AL2608  20250915  ...   20985      20965      AL
36      36      ZN2509  20250915  ...   22240      22240      ZN
37      37      ZN2510  20250915  ...   22305      22280      ZN
38      38      ZN2511  20250915  ...   22320      22295      ZN
39      39      ZN2512  20250915  ...   22335      22310      ZN
40      40      ZN2601  20250915  ...   22345      22335      ZN
41      41      ZN2602  20250915  ...   22360      22340      ZN
42      42      ZN2603  20250915  ...   22375      22345      ZN
43      43      ZN2604  20250915  ...   22400      22375      ZN
44      44      ZN2605  20250915  ...   22405      22400      ZN
45      45      ZN2606  20250915  ...   22420      22410      ZN
46      46      ZN2607  20250915  ...   22420      22370      ZN
47      47      ZN2608  20250915  ...   22440      22390      ZN
48      48      PB2509  20250915  ...   17170      16860      PB
49      49      PB2510  20250915  ...   17120      16965      PB
50      50      PB2511  20250915  ...   17140      16985      PB
51      51      PB2512  20250915  ...   17155      16975      PB
52      52      PB2601  20250915  ...   17155      16965      PB
53      53      PB2602  20250915  ...   17180      17045      PB
54      54      PB2603  20250915  ...   17190      16945      PB
55      55      PB2604  20250915  ...   17205      17065      PB
56      56      PB2605  20250915  ...   17175      17175      PB
57      57      PB2606  20250915  ...   17105      16935      PB
58      58      PB2607  20250915  ...   17155      17005      PB
59      59      PB2608  20250915  ...   17210      17135      PB
60      60      NI2509  20250915  ...  123340     121270      NI
61      61      NI2510  20250915  ...  122170     121190      NI
62      62      NI2511  20250915  ...  122380     121470      NI
63      63      NI2512  20250915  ...  122580     121560      NI
64      64      NI2601  20250915  ...  122810     121840      NI
65      65      NI2602  20250915  ...  122970     122140      NI
66      66      NI2603  20250915  ...  123430     122210      NI
67      67      NI2604  20250915  ...  123800     122290      NI
68      68      NI2605  20250915  ...  123750     122460      NI
69      69      NI2606  20250915  ...  123960     122790      NI
70      70      NI2607  20250915  ...  124160     122790      NI
71      71      NI2608  20250915  ...  124390     123400      NI
72      72      SN2509  20250915  ...  273540     273970      SN
73      73      SN2510  20250915  ...  273890     272850      SN
74      74      SN2511  20250915  ...  273950     273260      SN
75      75      SN2512  20250915  ...  273810     273380      SN
76      76      SN2601  20250915  ...  274030     273380      SN
77      77      SN2602  20250915  ...  273700     273590      SN
78      78      SN2603  20250915  ...  274260     273110      SN
79      79      SN2604  20250915  ...  274510     273390      SN
80      80      SN2605  20250915  ...  274580     273940      SN
81      81      SN2606  20250915  ...  274940     274310      SN
82      82      SN2607  20250915  ...  275260     273480      SN
83      83      SN2608  20250915  ...  275630     274950      SN
84      84      AO2509  20250915  ...    2875       2875      AO
85      85      AO2510  20250915  ...    2907       2904      AO
86      86      AO2511  20250915  ...    2910       2908      AO
87      87      AO2512  20250915  ...    2918       2917      AO
88      88      AO2601  20250915  ...    2926       2922      AO
89      89      AO2602  20250915  ...    2935       2928      AO
90      90      AO2603  20250915  ...    3002       2995      AO
91      91      AO2604  20250915  ...    3009       3004      AO
92      92      AO2605  20250915  ...    3015       3010      AO
93      93      AO2606  20250915  ...    3021       3019      AO
94      94      AO2607  20250915  ...    3031       3035      AO
95      95      AO2608  20250915  ...    3035       3040      AO
96      96      AD2511  20250915  ...   20580      20570      AD
97      97      AD2512  20250915  ...   20600      20580      AD
98      98      AD2601  20250915  ...   20630      20570      AD
99      99      AD2602  20250915  ...   20620      20545      AD
100    100      AD2603  20250915  ...   20475      20475      AD
101    101      AD2604  20250915  ...   20485      20490      AD
102    102      AD2605  20250915  ...   20520      20455      AD
103    103      AD2606  20250915  ...   20455      20155      AD
104    104      AD2607  20250915  ...   20445      20425      AD
105    105      AD2608  20250915  ...   20515      20515      AD
106    106      AU2509  20250915  ...  820.82      832.5      AU
107    107      AU2510  20250915  ...  832.56     830.74      AU
108    108      AU2511  20250915  ...  833.64     832.94      AU
109    109      AU2512  20250915  ...   834.9     833.42      AU
110    110      AU2602  20250915  ...  837.12      835.4      AU
111    111      AU2604  20250915  ...  839.42     837.78      AU
112    112      AU2606  20250915  ...  841.46     840.26      AU
113    113      AU2608  20250915  ...  844.46      842.2      AU
114    114      AG2509  20250915  ...    9956       9865      AG
115    115      AG2510  20250915  ...   10028       9930      AG
116    116      AG2511  20250915  ...   10038       9944      AG
117    117      AG2512  20250915  ...   10052       9963      AG
118    118      AG2601  20250915  ...   10064       9965      AG
119    119      AG2602  20250915  ...   10075       9975      AG
120    120      AG2603  20250915  ...   10083      10002      AG
121    121      AG2604  20250915  ...   10097      10007      AG
122    122      AG2605  20250915  ...   10115      10035      AG
123    123      AG2606  20250915  ...   10126      10038      AG
124    124      AG2607  20250915  ...   10144      10051      AG
125    125      AG2608  20250915  ...   10159      10068      AG
126    126      RB2509  20250915  ...    2941       2941      RB
127    127      RB2510  20250915  ...    3037       3017      RB
128    128      RB2511  20250915  ...    3055       3035      RB
129    129      RB2512  20250915  ...    3102       3089      RB
130    130      RB2601  20250915  ...    3127       3107      RB
131    131      RB2602  20250915  ...    3135       3112      RB
132    132      RB2603  20250915  ...    3157       3122      RB
133    133      RB2604  20250915  ...    3171       3148      RB
134    134      RB2605  20250915  ...    3192       3163      RB
135    135      RB2606  20250915  ...    3207       3180      RB
136    136      RB2607  20250915  ...    3227       3200      RB
137    137      RB2608  20250915  ...    3235       3207      RB
138    138      WR2509  20250915  ...    3342       3342      WR
139    139      WR2510  20250915  ...    3289       3276      WR
140    140      WR2511  20250915  ...    3302       3302      WR
141    141      WR2512  20250915  ...    3324       3324      WR
142    142      WR2601  20250915  ...    3350       3366      WR
143    143      WR2602  20250915  ...    3358       3358      WR
144    144      WR2603  20250915  ...    3338       3338      WR
145    145      WR2604  20250915  ...    3389       3389      WR
146    146      WR2605  20250915  ...    3414       3414      WR
147    147      WR2606  20250915  ...    3372       3372      WR
148    148      WR2607  20250915  ...    3390       3390      WR
149    149      WR2608  20250915  ...    3399       3399      WR
150    150      HC2509  20250915  ...    3396       3396      HC
151    151      HC2510  20250915  ...    3393       3374      HC
152    152      HC2511  20250915  ...    3379       3361      HC
153    153      HC2512  20250915  ...    3372       3360      HC
154    154      HC2601  20250915  ...    3360       3341      HC
155    155      HC2602  20250915  ...    3362       3338      HC
156    156      HC2603  20250915  ...    3363       3343      HC
157    157      HC2604  20250915  ...    3365       3346      HC
158    158      HC2605  20250915  ...    3364       3345      HC
159    159      HC2606  20250915  ...    3369       3341      HC
160    160      HC2607  20250915  ...    3371       3356      HC
161    161      HC2608  20250915  ...    3377       3351      HC
162    162      SS2509  20250915  ...   12800      12800      SS
163    163      SS2510  20250915  ...   12915      12830      SS
164    164      SS2511  20250915  ...   13005      12915      SS
165    165      SS2512  20250915  ...   13045      12955      SS
166    166      SS2601  20250915  ...   13115      13010      SS
167    167      SS2602  20250915  ...   13130      13015      SS
168    168      SS2603  20250915  ...   13205      13130      SS
169    169      SS2604  20250915  ...   13235      13140      SS
170    170      SS2605  20250915  ...   13365      13290      SS
171    171      SS2606  20250915  ...   13425      13305      SS
172    172      SS2607  20250915  ...   13505      13370      SS
173    173      SS2608  20250915  ...   13515      13430      SS
174    174      SC2510  20250915  ...     488      479.2      SC
175    175      SC2511  20250915  ...   488.5      480.5      SC
176    176      SC2512  20250915  ...   487.6      479.5      SC
177    177      SC2601  20250915  ...   487.5        479      SC
178    178      SC2602  20250915  ...     487      478.4      SC
179    179      SC2603  20250915  ...   486.6      477.8      SC
180    180      SC2604  20250915  ...   485.9      477.4      SC
181    181      SC2605  20250915  ...   485.9      477.3      SC
182    182      SC2606  20250915  ...   485.8      476.6      SC
183    183      SC2607  20250915  ...   486.1      475.9      SC
184    184      SC2608  20250915  ...   482.4      474.7      SC
185    185      SC2609  20250915  ...   481.8        473      SC
186    186      SC2612  20250915  ...   475.4      472.6      SC
187    187      SC2703  20250915  ...   474.6      469.2      SC
188    188      SC2706  20250915  ...   474.7        470      SC
189    189      SC2709  20250915  ...   473.2        470      SC
190    190      SC2712  20250915  ...   472.1      466.6      SC
191    191      SC2803  20250915  ...   471.1      468.2      SC
192    192      SC2806  20250915  ...   466.7      462.8      SC
193    193      SC2809  20250915  ...     469        462      SC
194    194      LU2510  20250915  ...    3332       3261      LU
195    195      LU2511  20250915  ...    3353       3288      LU
196    196      LU2512  20250915  ...    3346       3276      LU
197    197      LU2601  20250915  ...    3343       3285      LU
198    198      LU2602  20250915  ...    3333       3283      LU
199    199      LU2603  20250915  ...    3328       3276      LU
200    200      LU2604  20250915  ...    3323       3257      LU
201    201      LU2605  20250915  ...    3318       3274      LU
202    202      LU2606  20250915  ...    3317       3271      LU
203    203      LU2607  20250915  ...    3312       3265      LU
204    204      LU2608  20250915  ...    3320       3261      LU
205    205      LU2609  20250915  ...    3308       3260      LU
206    206      FU2510  20250915  ...    2820       2776      FU
207    207      FU2511  20250915  ...    2818       2768      FU
208    208      FU2512  20250915  ...    2801       2745      FU
209    209      FU2601  20250915  ...    2787       2733      FU
210    210      FU2602  20250915  ...    2777       2718      FU
211    211      FU2603  20250915  ...    2764       2714      FU
212    212      FU2604  20250915  ...    2755       2712      FU
213    213      FU2605  20250915  ...    2744       2698      FU
214    214      FU2606  20250915  ...    2736       2694      FU
215    215      FU2607  20250915  ...    2722       2687      FU
216    216      FU2608  20250915  ...    2717       2681      FU
217    217      FU2609  20250915  ...    2695       2664      FU
218    218      BU2509  20250915  ...    3306       3423      BU
219    219      BU2510  20250915  ...    3416       3421      BU
220    220      BU2511  20250915  ...    3398       3403      BU
221    221      BU2512  20250915  ...    3363       3359      BU
222    222      BU2601  20250915  ...    3344       3338      BU
223    223      BU2602  20250915  ...    3343       3336      BU
224    224      BU2603  20250915  ...    3347       3340      BU
225    225      BU2604  20250915  ...    3338       3308      BU
226    226      BU2605  20250915  ...    3344       3334      BU
227    227      BU2606  20250915  ...    3344       3329      BU
228    228      BU2607  20250915  ...    3339       3339      BU
229    229      BU2608  20250915  ...    3321       3320      BU
230    230      BU2609  20250915  ...    3331       3322      BU
231    231      BU2612  20250915  ...    3296       3281      BU
232    232      BU2703  20250915  ...    3307       3289      BU
233    233      BU2706  20250915  ...    3308       3292      BU
234    234      BR2509  20250915  ...   11675      11675      BR
235    235      BR2510  20250915  ...   11630      11575      BR
236    236      BR2511  20250915  ...   11590      11545      BR
237    237      BR2512  20250915  ...   11595      11525      BR
238    238      BR2601  20250915  ...   11600      11540      BR
239    239      BR2602  20250915  ...   11570      11685      BR
240    240      BR2603  20250915  ...   11585      11570      BR
241    241      BR2604  20250915  ...   11690      11615      BR
242    242      BR2605  20250915  ...   11675      11640      BR
243    243      BR2606  20250915  ...   11725      11715      BR
244    244      BR2607  20250915  ...   11845      11715      BR
245    245      BR2608  20250915  ...   11770      11705      BR
246    246      RU2509  20250915  ...   14940      14835      RU
247    247      RU2510  20250915  ...   14980      14910      RU
248    248      RU2511  20250915  ...   14935      14880      RU
249    249      RU2601  20250915  ...   15870      15810      RU
250    250      RU2603  20250915  ...   15905      15790      RU
251    251      RU2604  20250915  ...   15840      15770      RU
252    252      RU2605  20250915  ...   15845      15835      RU
253    253      RU2606  20250915  ...   15865      15925      RU
254    254      RU2607  20250915  ...   15870      15865      RU
255    255      RU2608  20250915  ...   16065      15970      RU
256    256      NR2509  20250915  ...   12645      12645      NR
257    257      NR2510  20250915  ...   12555      12495      NR
258    258      NR2511  20250915  ...   12595      12545      NR
259    259      NR2512  20250915  ...   12645      12590      NR
260    260      NR2601  20250915  ...   12665      12615      NR
261    261      NR2602  20250915  ...   12700      12645      NR
262    262      NR2603  20250915  ...   12690      12630      NR
263    263      NR2604  20250915  ...   12710      12675      NR
264    264      NR2605  20250915  ...   12740      12695      NR
265    265      NR2606  20250915  ...   12635      12580      NR
266    266      NR2607  20250915  ...   12650      12640      NR
267    267      NR2608  20250915  ...   12685      12685      NR
268    268      SP2509  20250915  ...    4952       4926      SP
269    269      SP2510  20250915  ...    4992       4964      SP
270    270      SP2511  20250915  ...    5024       4988      SP
271    271      SP2512  20250915  ...    5042       5004      SP
272    272      SP2601  20250915  ...    5308       5276      SP
273    273      SP2602  20250915  ...    5286       5262      SP
274    274      SP2603  20250915  ...    5300       5272      SP
275    275      SP2604  20250915  ...    5316       5278      SP
276    276      SP2605  20250915  ...    5314       5290      SP
277    277      SP2606  20250915  ...    5322       5290      SP
278    278      SP2607  20250915  ...    5332       5294      SP
279    279      SP2608  20250915  ...    5330       5296      SP
280    280      OP2601  20250915  ...    4214       4220      OP
281    281      OP2602  20250915  ...    4214       4202      OP
282    282      OP2603  20250915  ...    4226       4228      OP
283    283      OP2604  20250915  ...    4250       4250      OP
284    284      OP2605  20250915  ...    4222       4248      OP
285    285      OP2606  20250915  ...    4216       4222      OP
286    286      OP2607  20250915  ...    4240       4256      OP
287    287      OP2608  20250915  ...    4256       4250      OP
288    288      EC2510  20250915  ...  1170.9     1181.6      EC
289    289      EC2512  20250915  ...  1640.3     1594.5      EC
290    290      EC2602  20250915  ...    1521     1490.3      EC
291    291      EC2604  20250915  ...  1250.1     1235.6      EC
292    292      EC2606  20250915  ...  1425.3     1412.9      EC
293    293      EC2608  20250915  ...  1596.5     1580.3      EC
294    294  SC_TAS2510  20250915  ...                     SC_TAS
295    295  SC_TAS2511  20250915  ...                     SC_TAS
296    296  SC_TAS2512  20250915  ...                     SC_TAS
297    297  SC_TAS2601  20250915  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-22 16:25:51,946 - future_1d - INFO - ak.get_shfe_daily('2025-09-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250915   8395.0   8456.0  ...   101669.16   8404.0      8382.0       AP
1    AP511  20250915   8233.0   8263.0  ...     5346.45   8213.0      8199.0       AP
2    AP512  20250915   8273.0   8285.0  ...      806.68   8231.0      8218.0       AP
3    AP601  20250915   8325.0   8363.0  ...   594291.79   8310.0      8287.0       AP
4    AP603  20250915   8231.0   8238.0  ...      345.22   8220.0      8186.0       AP
5    AP604  20250915   8233.0   8243.0  ...      369.68   8215.0      8206.0       AP
6    AP605  20250915   8288.0   8310.0  ...     5216.00   8266.0      8269.0       AP
7    CF511  20250915  13725.0  13790.0  ...   254178.51  13740.0     13675.0       CF
8    CF601  20250915  13865.0  13930.0  ...  1542409.58  13885.0     13830.0       CF
9    CF603  20250915  13825.0  13895.0  ...     2035.05  13845.0     13795.0       CF
10   CF605  20250915  13830.0  13895.0  ...   134633.97  13850.0     13795.0       CF
11   CF607  20250915  13860.0  13900.0  ...     1899.77  13865.0     13825.0       CF
12   CF609  20250915  13995.0  13995.0  ...       90.85  13975.0     13825.0       CF
13   CJ512  20250915  11045.0  11065.0  ...     6958.04  10865.0     11125.0       CJ
14   CJ601  20250915  11130.0  11130.0  ...  1072454.11  10905.0     11190.0       CJ
15   CJ603  20250915  11170.0  11170.0  ...    17649.24  10960.0     11230.0       CJ
16   CJ605  20250915  11280.0  11280.0  ...   173292.86  11040.0     11320.0       CJ
17   CJ607  20250915  11375.0  11385.0  ...     3275.31  11180.0     11450.0       CJ
18   CJ609  20250915  11545.0  11545.0  ...      358.57  11385.0     11450.0       CJ
19   CY510  20250915      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250915  19855.0  19940.0  ...   114884.12  19890.0     19855.0       CY
21   CY512  20250915      0.0      0.0  ...        0.00  19635.0     19635.0       CY
22   CY601  20250915  19955.0  19955.0  ...     1423.50  19910.0     19860.0       CY
23   CY602  20250915  20090.0  20090.0  ...       10.05  20090.0     19995.0       CY
24   CY603  20250915      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250915      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250915      0.0      0.0  ...        0.00  20065.0     20055.0       CY
27   CY606  20250915      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250915      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250915      0.0      0.0  ...        0.00  20100.0     20160.0       CY
30   CY609  20250915      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG510  20250915   1069.0   1098.0  ...    37229.74   1084.0      1080.0       FG
32   FG511  20250915   1081.0   1108.0  ...   198245.21   1092.0      1080.0       FG
33   FG512  20250915   1186.0   1216.0  ...    99759.94   1197.0      1181.0       FG
34   FG601  20250915   1178.0   1214.0  ...  4939549.26   1193.0      1175.0       FG
35   FG602  20250915   1231.0   1264.0  ...    41236.83   1239.0      1226.0       FG
36   FG603  20250915   1236.0   1267.0  ...     2050.87   1247.0      1228.0       FG
37   FG604  20250915   1287.0   1317.0  ...      538.30   1300.0      1279.0       FG
38   FG605  20250915   1280.0   1317.0  ...   130486.35   1296.0      1275.0       FG
39   FG606  20250915   1309.0   1345.0  ...     1286.24   1329.0      1309.0       FG
40   FG607  20250915   1308.0   1338.0  ...     1710.36   1324.0      1299.0       FG
41   FG608  20250915   1343.0   1363.0  ...     1389.69   1349.0      1329.0       FG
42   FG609  20250915   1309.0   1358.0  ...     2113.57   1341.0      1329.0       FG
43   JR511  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250915   2289.0   2305.0  ...    13355.35   2290.0      2281.0       MA
52   MA511  20250915   2323.0   2338.0  ...    98265.26   2318.0      2313.0       MA
53   MA512  20250915   2364.0   2380.0  ...    71639.91   2357.0      2354.0       MA
54   MA601  20250915   2385.0   2405.0  ...  1188647.22   2386.0      2378.0       MA
55   MA602  20250915   2405.0   2416.0  ...    54150.44   2394.0      2394.0       MA
56   MA603  20250915   2407.0   2423.0  ...      320.68   2411.0      2402.0       MA
57   MA604  20250915   2401.0   2401.0  ...        4.80   2401.0      2403.0       MA
58   MA605  20250915   2390.0   2410.0  ...    89005.19   2394.0      2386.0       MA
59   MA606  20250915   2417.0   2417.0  ...        2.42   2417.0      2394.0       MA
60   MA607  20250915   2393.0   2400.0  ...       88.28   2386.0      2376.0       MA
61   MA608  20250915   2386.0   2387.0  ...       28.58   2381.0      2380.0       MA
62   MA609  20250915   2376.0   2382.0  ...      289.26   2371.0      2380.0       MA
63   OI511  20250915  10063.0  10091.0  ...   396029.62  10049.0     10090.0       OI
64   OI601  20250915   9883.0   9914.0  ...  2218323.28   9877.0      9904.0       OI
65   OI603  20250915   9698.0   9723.0  ...     2608.61   9697.0      9700.0       OI
66   OI605  20250915   9512.0   9555.0  ...    75130.21   9517.0      9523.0       OI
67   OI607  20250915   9469.0   9504.0  ...      398.06   9478.0      9481.0       OI
68   OI609  20250915   9483.0   9485.0  ...      255.31   9456.0      9481.0       OI
69   PF510  20250915   6354.0   6402.0  ...    20160.15   6366.0      6330.0       PF
70   PF511  20250915   6358.0   6398.0  ...   702762.08   6362.0      6324.0       PF
71   PF512  20250915   6348.0   6376.0  ...   450357.59   6340.0      6308.0       PF
72   PF601  20250915   6378.0   6410.0  ...    28751.09   6382.0      6350.0       PF
73   PF602  20250915   6392.0   6418.0  ...    73675.53   6390.0      6364.0       PF
74   PF603  20250915   6416.0   6416.0  ...       79.93   6394.0      6364.0       PF
75   PF604  20250915   6458.0   6460.0  ...       54.76   6444.0      6410.0       PF
76   PF605  20250915   6466.0   6466.0  ...       51.67   6460.0      6428.0       PF
77   PF606  20250915   6490.0   6490.0  ...        9.72   6480.0      6456.0       PF
78   PF607  20250915   6514.0   6514.0  ...        9.75   6502.0      6470.0       PF
79   PF608  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
81   PK510  20250915   7806.0   7818.0  ...    26131.80   7808.0      7822.0       PK
82   PK511  20250915   7764.0   7770.0  ...   482878.23   7752.0      7766.0       PK
83   PK512  20250915   7762.0   7780.0  ...   282723.80   7770.0      7772.0       PK
84   PK601  20250915   7794.0   7810.0  ...    38406.58   7798.0      7812.0       PK
85   PK603  20250915   7818.0   7846.0  ...      180.16   7834.0      7834.0       PK
86   PK604  20250915   7856.0   7858.0  ...       98.06   7846.0      7850.0       PK
87   PK605  20250915   7850.0   7858.0  ...     2163.00   7852.0      7854.0       PK
88   PL601  20250915   6428.0   6556.0  ...    50850.82   6434.0      6382.0       PL
89   PL602  20250915   6454.0   6479.0  ...      206.62   6457.0      6416.0       PL
90   PL603  20250915   6498.0   6498.0  ...       13.00   6498.0      6433.0       PL
91   PL604  20250915   6477.0   6477.0  ...       12.95   6477.0      6455.0       PL
92   PL605  20250915   6397.0   6397.0  ...       12.79   6397.0      6352.0       PL
93   PL606  20250915      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250915      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250915   5844.0   5872.0  ...     3575.66   5844.0      5804.0       PR
104  PR511  20250915   5830.0   5866.0  ...   328694.04   5838.0      5798.0       PR
105  PR512  20250915   5838.0   5874.0  ...   261110.92   5846.0      5806.0       PR
106  PR601  20250915   5822.0   5866.0  ...    96781.06   5844.0      5808.0       PR
107  PR602  20250915   5882.0   5890.0  ...      255.77   5880.0      5836.0       PR
108  PR603  20250915   5876.0   5888.0  ...      211.43   5874.0      5854.0       PR
109  PR604  20250915   5924.0   5924.0  ...       44.17   5890.0      5858.0       PR
110  PR605  20250915   5936.0   5936.0  ...       44.27   5904.0      5870.0       PR
111  PR606  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
112  PR607  20250915   5936.0   5936.0  ...        8.90   5936.0      5922.0       PR
113  PR608  20250915      0.0      0.0  ...        0.00   5934.0      5920.0       PR
114  PR609  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
115  PX510  20250915   6786.0   6838.0  ...     2199.23   6788.0      6708.0       PX
116  PX511  20250915   6748.0   6806.0  ...   533174.78   6762.0      6700.0       PX
117  PX512  20250915   6726.0   6766.0  ...   161716.09   6732.0      6672.0       PX
118  PX601  20250915   6698.0   6738.0  ...   113859.39   6712.0      6656.0       PX
119  PX602  20250915   6692.0   6728.0  ...    10348.24   6700.0      6644.0       PX
120  PX603  20250915      0.0      0.0  ...        0.00   6690.0      6640.0       PX
121  PX604  20250915   6714.0   6714.0  ...       10.07   6714.0      6668.0       PX
122  PX605  20250915   6688.0   6728.0  ...      629.53   6698.0      6650.0       PX
123  PX606  20250915      0.0      0.0  ...        0.00   6684.0      6668.0       PX
124  PX607  20250915   6736.0   6736.0  ...        3.37   6736.0      6660.0       PX
125  PX608  20250915   6748.0   6748.0  ...        3.37   6748.0      6646.0       PX
126  PX609  20250915   6744.0   6750.0  ...       13.49   6744.0      6646.0       PX
127  RI511  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250915   2532.0   2538.0  ...    20447.80   2516.0      2545.0       RM
134  RM601  20250915   2533.0   2534.0  ...  1009536.44   2509.0      2555.0       RM
135  RM603  20250915   2427.0   2432.0  ...    17391.21   2417.0      2441.0       RM
136  RM605  20250915   2408.0   2411.0  ...   161566.09   2399.0      2416.0       RM
137  RM607  20250915   2390.0   2395.0  ...    14537.16   2384.0      2398.0       RM
138  RM608  20250915   2493.0   2494.0  ...     1271.74   2484.0      2498.0       RM
139  RM609  20250915   2498.0   2498.0  ...     2390.04   2472.0      2498.0       RM
140  RS511  20250915   5230.0   5345.0  ...       73.54   5253.0      5152.0       RS
141  RS607  20250915   5519.0   5561.0  ...      116.46   5546.0      5543.0       RS
142  RS608  20250915   5599.0   5599.0  ...      178.03   5563.0      5555.0       RS
143  RS609  20250915      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250915   1201.0   1223.0  ...    34915.56   1209.0      1200.0       SA
145  SA511  20250915   1218.0   1238.0  ...   283060.12   1224.0      1214.0       SA
146  SA512  20250915   1279.0   1302.0  ...   154423.99   1287.0      1274.0       SA
147  SA601  20250915   1294.0   1314.0  ...  3679034.38   1298.0      1286.0       SA
148  SA602  20250915   1319.0   1342.0  ...    40580.10   1327.0      1315.0       SA
149  SA603  20250915   1328.0   1348.0  ...     3224.07   1332.0      1318.0       SA
150  SA604  20250915   1358.0   1384.0  ...     1130.23   1372.0      1358.0       SA
151  SA605  20250915   1370.0   1390.0  ...   117957.36   1375.0      1361.0       SA
152  SA606  20250915   1384.0   1399.0  ...     1488.77   1389.0      1369.0       SA
153  SA607  20250915   1387.0   1400.0  ...     3203.64   1392.0      1372.0       SA
154  SA608  20250915   1400.0   1414.0  ...     3761.14   1408.0      1389.0       SA
155  SA609  20250915   1405.0   1418.0  ...     7168.67   1411.0      1389.0       SA
156  SF510  20250915   5432.0   5524.0  ...    17459.90   5488.0      5446.0       SF
157  SF511  20250915   5606.0   5708.0  ...   566446.62   5660.0      5620.0       SF
158  SF512  20250915   5580.0   5670.0  ...   168663.47   5622.0      5576.0       SF
159  SF601  20250915   5574.0   5668.0  ...   174261.32   5628.0      5584.0       SF
160  SF602  20250915   5540.0   5628.0  ...    23965.68   5586.0      5542.0       SF
161  SF603  20250915   5736.0   5794.0  ...       89.26   5760.0      5698.0       SF
162  SF604  20250915   5726.0   5726.0  ...        2.86   5726.0      5732.0       SF
163  SF605  20250915   5682.0   5770.0  ...     2942.51   5730.0      5692.0       SF
164  SF606  20250915   5652.0   5732.0  ...       68.34   5696.0      5654.0       SF
165  SF607  20250915   5828.0   5878.0  ...       20.49   5856.0      5826.0       SF
166  SF608  20250915   5772.0   5804.0  ...       23.16   5790.0      5738.0       SF
167  SF609  20250915   5780.0   5804.0  ...       14.47   5788.0      5738.0       SF
168  SH510  20250915   2509.0   2528.0  ...    34125.08   2511.0      2533.0       SH
169  SH511  20250915   2535.0   2547.0  ...   683354.31   2528.0      2548.0       SH
170  SH512  20250915   2565.0   2576.0  ...   317701.37   2561.0      2573.0       SH
171  SH601  20250915   2559.0   2582.0  ...  2152792.74   2566.0      2567.0       SH
172  SH602  20250915   2581.0   2599.0  ...    18572.06   2584.0      2585.0       SH
173  SH603  20250915   2598.0   2616.0  ...     2311.28   2603.0      2600.0       SH
174  SH604  20250915   2645.0   2657.0  ...      151.00   2649.0      2644.0       SH
175  SH605  20250915   2648.0   2667.0  ...    12122.62   2653.0      2652.0       SH
176  SH606  20250915   2659.0   2676.0  ...       95.78   2661.0      2659.0       SH
177  SH607  20250915   2656.0   2672.0  ...       24.00   2666.0      2654.0       SH
178  SH608  20250915   2665.0   2681.0  ...       72.14   2672.0      2673.0       SH
179  SH609  20250915   2650.0   2683.0  ...       95.98   2666.0      2673.0       SH
180  SM510  20250915   5728.0   5820.0  ...    23472.81   5792.0      5746.0       SM
181  SM511  20250915   5866.0   5906.0  ...   295803.60   5864.0      5820.0       SM
182  SM512  20250915   5840.0   5914.0  ...   100712.45   5880.0      5828.0       SM
183  SM601  20250915   5830.0   5922.0  ...   541456.24   5884.0      5836.0       SM
184  SM602  20250915   5838.0   5920.0  ...   141499.19   5876.0      5830.0       SM
185  SM603  20250915   5844.0   5932.0  ...       47.20   5900.0      5858.0       SM
186  SM604  20250915      0.0      0.0  ...        0.00   5926.0      5878.0       SM
187  SM605  20250915   5880.0   5958.0  ...     6166.83   5918.0      5866.0       SM
188  SM606  20250915   5928.0   5932.0  ...        5.93   5930.0      5878.0       SM
189  SM607  20250915   5908.0   5950.0  ...       14.83   5934.0      5886.0       SM
190  SM608  20250915   5958.0   5980.0  ...       32.76   5956.0      5886.0       SM
191  SM609  20250915   5978.0   5980.0  ...       11.96   5980.0      5886.0       SM
192  SR511  20250915   5530.0   5570.0  ...    95695.22   5546.0      5550.0       SR
193  SR601  20250915   5535.0   5564.0  ...   827128.27   5545.0      5544.0       SR
194  SR603  20250915   5527.0   5548.0  ...     2334.32   5532.0      5529.0       SR
195  SR605  20250915   5519.0   5538.0  ...    38362.97   5521.0      5519.0       SR
196  SR607  20250915   5509.0   5534.0  ...     2257.04   5518.0      5515.0       SR
197  SR609  20250915   5551.0   5551.0  ...     1941.01   5530.0      5515.0       SR
198  TA510  20250915   4648.0   4674.0  ...    31704.41   4652.0      4616.0       TA
199  TA511  20250915   4654.0   4690.0  ...   374953.31   4664.0      4628.0       TA
200  TA512  20250915   4664.0   4700.0  ...   206066.17   4676.0      4638.0       TA
201  TA601  20250915   4678.0   4704.0  ...  1315250.22   4684.0      4648.0       TA
202  TA602  20250915   4680.0   4714.0  ...    18388.51   4694.0      4658.0       TA
203  TA603  20250915   4706.0   4716.0  ...      181.26   4708.0      4668.0       TA
204  TA604  20250915   4722.0   4722.0  ...       37.69   4712.0      4672.0       TA
205  TA605  20250915   4704.0   4736.0  ...    31497.76   4718.0      4686.0       TA
206  TA606  20250915   4722.0   4722.0  ...        4.72   4722.0      4692.0       TA
207  TA607  20250915      0.0      0.0  ...        0.00   4732.0      4710.0       TA
208  TA608  20250915   4766.0   4766.0  ...        2.38   4766.0      4718.0       TA
209  TA609  20250915   4764.0   4764.0  ...       56.78   4732.0      4718.0       TA
210  UR510  20250915   1586.0   1605.0  ...     8284.00   1596.0      1595.0       UR
211  UR511  20250915   1650.0   1671.0  ...    52655.07   1664.0      1650.0       UR
212  UR512  20250915   1656.0   1682.0  ...    14534.18   1675.0      1662.0       UR
213  UR601  20250915   1666.0   1688.0  ...   558323.98   1679.0      1667.0       UR
214  UR602  20250915   1674.0   1690.0  ...      572.46   1684.0      1669.0       UR
215  UR603  20250915   1723.0   1732.0  ...      127.85   1728.0      1715.0       UR
216  UR604  20250915   1724.0   1728.0  ...       20.71   1726.0      1718.0       UR
217  UR605  20250915   1716.0   1736.0  ...    17773.51   1729.0      1718.0       UR
218  UR606  20250915   1722.0   1735.0  ...      238.54   1729.0      1717.0       UR
219  UR607  20250915   1757.0   1765.0  ...       42.29   1762.0      1745.0       UR
220  UR608  20250915   1750.0   1761.0  ...      140.62   1758.0      1738.0       UR
221  UR609  20250915   1757.0   1757.0  ...      252.10   1751.0      1738.0       UR
222  WH511  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:25:52,314 - future_1d - INFO - ak.get_czce_daily('2025-09-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250915  54125.0  ...  53505.0     53935.0       PS
1   PS2511  20250915  53630.0  ...  53400.0     53730.0       PS
2   PS2512  20250915  56720.0  ...  55890.0     56225.0       PS
3   PS2601  20250915  56450.0  ...  55780.0     56110.0       PS
4   PS2602  20250915  56085.0  ...  55835.0     56305.0       PS
5   PS2603  20250915  56075.0  ...  55620.0     56265.0       PS
6   PS2604  20250915  56575.0  ...  55840.0     56410.0       PS
7   PS2605  20250915  56545.0  ...  55975.0     56225.0       PS
8   PS2606  20250915  58880.0  ...  58160.0     58330.0       PS
9   PS2607  20250915  58500.0  ...  58285.0     58370.0       PS
10  PS2608  20250915  58750.0  ...  58340.0     58405.0       PS
11  PS2609  20250915  56790.0  ...  57875.0     58405.0       PS
13  SI2510  20250915   8785.0  ...   8755.0      8705.0       SI
14  SI2511  20250915   8725.0  ...   8840.0      8725.0       SI
15  SI2512  20250915   9165.0  ...   9215.0      9090.0       SI
16  SI2601  20250915   9145.0  ...   9205.0      9080.0       SI
17  SI2602  20250915   9090.0  ...   9175.0      9080.0       SI
18  SI2603  20250915   9080.0  ...   9215.0      9100.0       SI
19  SI2604  20250915   9050.0  ...   9215.0      9095.0       SI
20  SI2605  20250915   9115.0  ...   9220.0      9105.0       SI
21  SI2606  20250915   9070.0  ...   9220.0      9105.0       SI
22  SI2607  20250915   9080.0  ...   9260.0      9110.0       SI
23  SI2608  20250915   9075.0  ...   9290.0      9115.0       SI
24  SI2609  20250915   9080.0  ...   9245.0      9115.0       SI
27  LC2510  20250915  71400.0  ...  72160.0     70900.0       LC
28  LC2511  20250915  71260.0  ...  72240.0     71040.0       LC
29  LC2512  20250915  71400.0  ...  72420.0     71240.0       LC
30  LC2601  20250915  71480.0  ...  72420.0     71200.0       LC
31  LC2602  20250915  71520.0  ...  72480.0     71240.0       LC
32  LC2603  20250915  71500.0  ...  72340.0     71120.0       LC
33  LC2604  20250915  71920.0  ...  72720.0     71680.0       LC
34  LC2605  20250915  72000.0  ...  72780.0     71620.0       LC
35  LC2606  20250915  71800.0  ...  72540.0     71520.0       LC
36  LC2607  20250915  71600.0  ...  72520.0     71420.0       LC
37  LC2608  20250915  71740.0  ...  72540.0     71380.0       LC
38  LC2609  20250915  71520.0  ...  72440.0     71380.0       LC

[36 rows x 12 columns]
2025-09-22 16:25:52,549 - future_1d - INFO - ak.get_gfex_daily('2025-09-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250915   3958.00  ...   3942.00     3956.00        A
1     a2601  20250915   3956.00  ...   3941.00     3956.00        A
2     a2603  20250915   3965.00  ...   3943.00     3963.00        A
3     a2605  20250915   3998.00  ...   3993.00     4002.00        A
4     a2607  20250915   4008.00  ...   3992.00     4006.00        A
5     a2609  20250915   4102.00  ...   4017.00     4006.00        A
6     b2510  20250915   3743.00  ...   3700.00     3726.00        B
7     b2511  20250915   3761.00  ...   3737.00     3760.00        B
8     b2512  20250915   3788.00  ...   3769.00     3787.00        B
9     b2601  20250915   3781.00  ...   3758.00     3785.00        B
10    b2602  20250915   3765.00  ...   3737.00     3765.00        B
11    b2603  20250915   3713.00  ...   3696.00     3713.00        B
12    b2604  20250915   3598.00  ...   3581.00     3598.00        B
13    b2605  20250915   3523.00  ...   3514.00     3518.00        B
14    b2606  20250915   3489.00  ...   3482.00     3487.00        B
15    b2607  20250915   3491.00  ...   3482.00     3487.00        B
16    b2608  20250915   3592.00  ...   3581.00     3588.00        B
17    b2609  20250915   3633.00  ...   3610.00     3588.00        B
18   bb2511  20250915    141.85  ...    142.05      141.95       BB
19   bb2601  20250915    146.50  ...    146.60      146.80       BB
20   bb2603  20250915    147.00  ...    146.80      146.90       BB
21   bb2605  20250915      0.00  ...    141.85      141.90       BB
22   bb2607  20250915      0.00  ...    146.65      146.70       BB
23   bb2609  20250915      0.00  ...    146.65      146.70       BB
24   bz2603  20250915   6015.00  ...   6021.00     5989.00       BZ
25   bz2604  20250915   5983.00  ...   6007.00     5953.00       BZ
26   bz2605  20250915   6028.00  ...   6039.00     6011.00       BZ
27   bz2606  20250915   6008.00  ...   6008.00     5953.00       BZ
28   bz2607  20250915      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250915      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250915   2199.00  ...   2178.00     2199.00        C
31    c2601  20250915   2170.00  ...   2159.00     2169.00        C
32    c2603  20250915   2184.00  ...   2176.00     2185.00        C
33    c2605  20250915   2239.00  ...   2232.00     2238.00        C
34    c2607  20250915   2253.00  ...   2247.00     2255.00        C
35    c2609  20250915   2260.00  ...   2258.00     2255.00        C
36   cs2511  20250915   2478.00  ...   2457.00     2476.00       CS
37   cs2601  20250915   2488.00  ...   2481.00     2493.00       CS
38   cs2603  20250915   2497.00  ...   2490.00     2502.00       CS
39   cs2605  20250915   2582.00  ...   2574.00     2584.00       CS
40   cs2607  20250915   2581.00  ...   2581.00     2588.00       CS
41   cs2609  20250915      0.00  ...   2588.00     2588.00       CS
42   eb2509  20250915   6589.00  ...   6789.00     6962.00       EB
43   eb2510  20250915   7073.00  ...   7072.00     7027.00       EB
44   eb2511  20250915   7082.00  ...   7083.00     7040.00       EB
45   eb2512  20250915   7091.00  ...   7093.00     7045.00       EB
46   eb2601  20250915   7111.00  ...   7116.00     7069.00       EB
47   eb2602  20250915   7134.00  ...   7142.00     7093.00       EB
48   eb2603  20250915   7166.00  ...   7183.00     7127.00       EB
49   eb2604  20250915   7216.00  ...   7214.00     7158.00       EB
50   eb2605  20250915   7208.00  ...   7226.00     7177.00       EB
51   eb2606  20250915      0.00  ...   7169.00     7169.00       EB
52   eb2607  20250915      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250915      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250915   4374.00  ...   4338.00     4408.00       EG
55   eg2510  20250915   4322.00  ...   4308.00     4308.00       EG
56   eg2511  20250915   4298.00  ...   4274.00     4270.00       EG
57   eg2512  20250915   4278.00  ...   4268.00     4269.00       EG
58   eg2601  20250915   4285.00  ...   4277.00     4279.00       EG
59   eg2602  20250915   4267.00  ...   4269.00     4286.00       EG
60   eg2603  20250915   4281.00  ...   4278.00     4288.00       EG
61   eg2604  20250915   4312.00  ...   4317.00     4313.00       EG
62   eg2605  20250915   4335.00  ...   4327.00     4326.00       EG
63   eg2606  20250915   4322.00  ...   4332.00     4333.00       EG
64   eg2607  20250915      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250915      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250915   1266.50  ...   1266.50     1268.50       FB
67   fb2511  20250915   1260.50  ...   1257.50     1261.50       FB
68   fb2512  20250915   1261.00  ...   1263.00     1258.50       FB
69   fb2601  20250915   1253.00  ...   1255.00     1253.50       FB
70   fb2602  20250915   1254.00  ...   1249.00     1247.00       FB
71   fb2603  20250915   1254.50  ...   1249.00     1249.00       FB
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-22 16:25:53,223 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
2025-09-22 16:25:54,992 - future_1d - INFO - save future_daily 2025-09-15 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250916  7140.000  ...  7162.000    7125.800       IC
1   IC2510  20250916  7072.000  ...  7103.600    7062.800       IC
2   IC2512  20250916  6971.000  ...  6994.200    6951.400       IC
3   IC2603  20250916  6817.800  ...  6836.200    6791.200       IC
4   IF2509  20250916  4542.000  ...  4517.000    4528.000       IF
5   IF2510  20250916  4531.600  ...  4507.000    4518.800       IF
6   IF2512  20250916  4510.000  ...  4486.600    4496.400       IF
7   IF2603  20250916  4481.800  ...  4462.600    4470.800       IF
8   IH2509  20250916  2968.200  ...  2950.400    2961.200       IH
9   IH2510  20250916  2970.000  ...  2949.400    2960.800       IH
10  IH2512  20250916  2969.000  ...  2950.800    2962.400       IH
11  IH2603  20250916  2971.000  ...  2954.600    2964.200       IH
12  IM2509  20250916  7391.000  ...  7454.000    7386.400       IM
13  IM2510  20250916  7311.400  ...  7384.200    7317.000       IM
14  IM2512  20250916  7172.200  ...  7232.200    7161.400       IM
15  IM2603  20250916  6960.000  ...  7026.800    6951.200       IM
16   T2512  20250916   107.680  ...   108.010     107.840        T
17   T2603  20250916   107.385  ...   107.685     107.525        T
18   T2606  20250916   107.215  ...   107.515     107.345        T
19  TF2512  20250916   105.600  ...   105.780     105.660       TF
20  TF2603  20250916   105.465  ...   105.650     105.540       TF
21  TF2606  20250916   105.360  ...   105.535     105.435       TF
22  TL2512  20250916   114.870  ...   115.520     115.480       TL
23  TL2603  20250916   114.640  ...   115.180     115.180       TL
24  TL2606  20250916   114.500  ...   115.120     115.100       TL
25  TS2512  20250916   102.360  ...   102.410     102.368       TS
26  TS2603  20250916   102.310  ...   102.346     102.312       TS
27  TS2606  20250916   102.270  ...   102.302     102.280       TS

[28 rows x 12 columns]
2025-09-22 16:26:02,092 - future_1d - INFO - ak.get_cffex_daily('2025-09-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250916   488.3  ...   492.1        488      SC
1       SC2511  20250916   489.1  ...   493.5      488.5      SC
2       SC2512  20250916   487.1  ...   491.1      487.6      SC
3       SC2601  20250916   487.1  ...   490.1      487.5      SC
4       SC2602  20250916   485.8  ...     488        487      SC
5       SC2603  20250916   485.2  ...   487.7      486.6      SC
6       SC2604  20250916   485.3  ...   486.4      485.9      SC
7       SC2605  20250916   486.9  ...   486.3      485.9      SC
8       SC2606  20250916   484.3  ...   485.6      485.8      SC
9       SC2607  20250916   484.9  ...   485.7      486.1      SC
10      SC2608  20250916   484.5  ...   484.2      482.4      SC
11      SC2609  20250916   482.5  ...   481.9      481.8      SC
12      SC2612  20250916   478.9  ...   479.8      475.4      SC
13      SC2703  20250916          ...   474.6      474.6      SC
14      SC2706  20250916          ...   474.7      474.7      SC
15      SC2709  20250916          ...   473.2      473.2      SC
16      SC2712  20250916          ...   472.1      472.1      SC
17      SC2803  20250916   473.6  ...   473.6      471.1      SC
18      SC2806  20250916   470.5  ...   471.1      466.7      SC
19      SC2809  20250916          ...     469        469      SC
21      LU2510  20250916    3350  ...    3370       3332      LU
22      LU2511  20250916    3378  ...    3396       3353      LU
23      LU2512  20250916    3356  ...    3377       3346      LU
24      LU2601  20250916    3352  ...    3369       3343      LU
25      LU2602  20250916    3349  ...    3354       3333      LU
26      LU2603  20250916    3346  ...    3350       3328      LU
27      LU2604  20250916    3350  ...    3349       3323      LU
28      LU2605  20250916    3341  ...    3341       3318      LU
29      LU2606  20250916    3343  ...    3348       3317      LU
30      LU2607  20250916    3346  ...    3342       3312      LU
31      LU2608  20250916    3335  ...    3343       3320      LU
32      LU2609  20250916    3323  ...    3336       3308      LU
34      NR2510  20250916   12675  ...   12640      12555      NR
35      NR2511  20250916   12705  ...   12690      12595      NR
36      NR2512  20250916   12745  ...   12725      12645      NR
37      NR2601  20250916   12765  ...   12755      12665      NR
38      NR2602  20250916   12775  ...   12785      12700      NR
39      NR2603  20250916   12770  ...   12780      12690      NR
40      NR2604  20250916   12795  ...   12795      12710      NR
41      NR2605  20250916          ...   12825      12740      NR
42      NR2606  20250916          ...   12635      12635      NR
43      NR2607  20250916          ...   12655      12650      NR
44      NR2608  20250916          ...   12685      12685      NR
45      NR2609  20250916          ...   12685      12685      NR
47      BC2510  20250916   71730  ...   72020      71780      BC
48      BC2511  20250916   71930  ...   72070      71830      BC
49      BC2512  20250916   72320  ...   72120      71910      BC
50      BC2601  20250916          ...   72000      72000      BC
51      BC2602  20250916          ...   71650      71650      BC
52      BC2603  20250916   71570  ...   71950      72000      BC
53      BC2604  20250916          ...   71550      71550      BC
54      BC2605  20250916          ...   71550      71550      BC
55      BC2606  20250916          ...   71500      71500      BC
56      BC2607  20250916          ...   71560      71560      BC
57      BC2608  20250916          ...   71550      71550      BC
58      BC2609  20250916          ...   71550      71550      BC
60      EC2510  20250916    1178  ...  1189.6     1170.9      EC
61      EC2512  20250916  1675.1  ...  1710.7     1640.3      EC
62      EC2602  20250916  1538.7  ...  1583.1       1521      EC
63      EC2604  20250916    1261  ...  1283.3     1250.1      EC
64      EC2606  20250916  1445.3  ...    1459     1425.3      EC
65      EC2608  20250916    1624  ...    1622     1596.5      EC
68  SC_TAS2510  20250916          ...                     SC_TAS
69  SC_TAS2511  20250916          ...                     SC_TAS
70  SC_TAS2512  20250916          ...                     SC_TAS
71  SC_TAS2601  20250916          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 16:26:02,174 - future_1d - INFO - ak.get_ine_daily('2025-09-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250916  ...   81090      80830      CU
1        1      CU2511  20250916  ...   81090      80830      CU
2        2      CU2512  20250916  ...   81090      80810      CU
3        3      CU2601  20250916  ...   81150      80800      CU
4        4      CU2602  20250916  ...   81190      80770      CU
5        5      CU2603  20250916  ...   81130      80760      CU
6        6      CU2604  20250916  ...   81120      80810      CU
7        7      CU2605  20250916  ...   80980      80830      CU
8        8      CU2606  20250916  ...   81080      80810      CU
9        9      CU2607  20250916  ...   81060      80760      CU
10      10      CU2608  20250916  ...   81100      80850      CU
11      11      CU2609  20250916  ...   81100      80850      CU
12      12      BC2510  20250916  ...   72020      71780      BC
13      13      BC2511  20250916  ...   72070      71830      BC
14      14      BC2512  20250916  ...   72120      71910      BC
15      15      BC2601  20250916  ...   72000      72000      BC
16      16      BC2602  20250916  ...   71650      71650      BC
17      17      BC2603  20250916  ...   71950      72000      BC
18      18      BC2604  20250916  ...   71550      71550      BC
19      19      BC2605  20250916  ...   71550      71550      BC
20      20      BC2606  20250916  ...   71500      71500      BC
21      21      BC2607  20250916  ...   71560      71560      BC
22      22      BC2608  20250916  ...   71550      71550      BC
23      23      BC2609  20250916  ...   71550      71550      BC
24      24      AL2510  20250916  ...   20990      21045      AL
25      25      AL2511  20250916  ...   21010      21045      AL
26      26      AL2512  20250916  ...   20985      21015      AL
27      27      AL2601  20250916  ...   20960      20985      AL
28      28      AL2602  20250916  ...   20965      20970      AL
29      29      AL2603  20250916  ...   20990      20980      AL
30      30      AL2604  20250916  ...   21015      21000      AL
31      31      AL2605  20250916  ...   21040      21005      AL
32      32      AL2606  20250916  ...   21005      21015      AL
33      33      AL2607  20250916  ...   21035      20990      AL
34      34      AL2608  20250916  ...   20965      20985      AL
35      35      AL2609  20250916  ...   20985      20985      AL
36      36      ZN2510  20250916  ...   22300      22305      ZN
37      37      ZN2511  20250916  ...   22315      22320      ZN
38      38      ZN2512  20250916  ...   22330      22335      ZN
39      39      ZN2601  20250916  ...   22360      22345      ZN
40      40      ZN2602  20250916  ...   22370      22360      ZN
41      41      ZN2603  20250916  ...   22370      22375      ZN
42      42      ZN2604  20250916  ...   22420      22400      ZN
43      43      ZN2605  20250916  ...   22430      22405      ZN
44      44      ZN2606  20250916  ...   22490      22420      ZN
45      45      ZN2607  20250916  ...   22460      22420      ZN
46      46      ZN2608  20250916  ...   22480      22440      ZN
47      47      ZN2609  20250916  ...   22450      22440      ZN
48      48      PB2510  20250916  ...   17080      17120      PB
49      49      PB2511  20250916  ...   17100      17140      PB
50      50      PB2512  20250916  ...   17105      17155      PB
51      51      PB2601  20250916  ...   17115      17155      PB
52      52      PB2602  20250916  ...   17120      17180      PB
53      53      PB2603  20250916  ...   17130      17190      PB
54      54      PB2604  20250916  ...   17205      17205      PB
55      55      PB2605  20250916  ...   17170      17175      PB
56      56      PB2606  20250916  ...   17105      17105      PB
57      57      PB2607  20250916  ...   17155      17155      PB
58      58      PB2608  20250916  ...   17165      17210      PB
59      59      PB2609  20250916  ...   17165      17210      PB
60      60      NI2510  20250916  ...  122790     122170      NI
61      61      NI2511  20250916  ...  122930     122380      NI
62      62      NI2512  20250916  ...  123120     122580      NI
63      63      NI2601  20250916  ...  123300     122810      NI
64      64      NI2602  20250916  ...  123650     122970      NI
65      65      NI2603  20250916  ...  123590     123430      NI
66      66      NI2604  20250916  ...  123800     123800      NI
67      67      NI2605  20250916  ...  124130     123750      NI
68      68      NI2606  20250916  ...  124360     123960      NI
69      69      NI2607  20250916  ...  124590     124160      NI
70      70      NI2608  20250916  ...  125030     124390      NI
71      71      NI2609  20250916  ...  124490     124390      NI
72      72      SN2510  20250916  ...  272740     273890      SN
73      73      SN2511  20250916  ...  273020     273950      SN
74      74      SN2512  20250916  ...  273040     273810      SN
75      75      SN2601  20250916  ...  273310     274030      SN
76      76      SN2602  20250916  ...  273130     273700      SN
77      77      SN2603  20250916  ...  273430     274260      SN
78      78      SN2604  20250916  ...  273380     274510      SN
79      79      SN2605  20250916  ...  273620     274580      SN
80      80      SN2606  20250916  ...  274060     274940      SN
81      81      SN2607  20250916  ...  275180     275260      SN
82      82      SN2608  20250916  ...  275620     275630      SN
83      83      SN2609  20250916  ...  275630     275630      SN
84      84      AO2510  20250916  ...    2957       2907      AO
85      85      AO2511  20250916  ...    2964       2910      AO
86      86      AO2512  20250916  ...    2979       2918      AO
87      87      AO2601  20250916  ...    2989       2926      AO
88      88      AO2602  20250916  ...    2996       2935      AO
89      89      AO2603  20250916  ...    3052       3002      AO
90      90      AO2604  20250916  ...    3063       3009      AO
91      91      AO2605  20250916  ...    3066       3015      AO
92      92      AO2606  20250916  ...    3077       3021      AO
93      93      AO2607  20250916  ...    3084       3031      AO
94      94      AO2608  20250916  ...    3091       3035      AO
95      95      AO2609  20250916  ...    3107       3035      AO
96      96      AD2511  20250916  ...   20505      20580      AD
97      97      AD2512  20250916  ...   20525      20600      AD
98      98      AD2601  20250916  ...   20550      20630      AD
99      99      AD2602  20250916  ...   20540      20620      AD
100    100      AD2603  20250916  ...   20500      20475      AD
101    101      AD2604  20250916  ...   20485      20485      AD
102    102      AD2605  20250916  ...   20520      20520      AD
103    103      AD2606  20250916  ...   20455      20455      AD
104    104      AD2607  20250916  ...   20510      20445      AD
105    105      AD2608  20250916  ...   20515      20515      AD
106    106      AD2609  20250916  ...   20515      20515      AD
107    107      AU2510  20250916  ...  838.12     832.56      AU
108    108      AU2511  20250916  ...   839.4     833.64      AU
109    109      AU2512  20250916  ...  840.76      834.9      AU
110    110      AU2602  20250916  ...   843.2     837.12      AU
111    111      AU2604  20250916  ...  845.18     839.42      AU
112    112      AU2606  20250916  ...  847.54     841.46      AU
113    113      AU2608  20250916  ...  850.08     844.46      AU
114    114      AU2610  20250916  ...  852.26     844.46      AU
115    115      AG2510  20250916  ...   10084      10028      AG
116    116      AG2511  20250916  ...   10095      10038      AG
117    117      AG2512  20250916  ...   10111      10052      AG
118    118      AG2601  20250916  ...   10121      10064      AG
119    119      AG2602  20250916  ...   10131      10075      AG
120    120      AG2603  20250916  ...   10146      10083      AG
121    121      AG2604  20250916  ...   10143      10097      AG
122    122      AG2605  20250916  ...   10175      10115      AG
123    123      AG2606  20250916  ...   10188      10126      AG
124    124      AG2607  20250916  ...   10204      10144      AG
125    125      AG2608  20250916  ...   10214      10159      AG
126    126      AG2609  20250916  ...   10233      10159      AG
127    127      RB2510  20250916  ...    3070       3037      RB
128    128      RB2511  20250916  ...    3089       3055      RB
129    129      RB2512  20250916  ...    3134       3102      RB
130    130      RB2601  20250916  ...    3166       3127      RB
131    131      RB2602  20250916  ...    3176       3135      RB
132    132      RB2603  20250916  ...    3193       3157      RB
133    133      RB2604  20250916  ...    3221       3171      RB
134    134      RB2605  20250916  ...    3234       3192      RB
135    135      RB2606  20250916  ...    3248       3207      RB
136    136      RB2607  20250916  ...    3263       3227      RB
137    137      RB2608  20250916  ...    3269       3235      RB
138    138      RB2609  20250916  ...    3277       3235      RB
139    139      WR2510  20250916  ...    3306       3289      WR
140    140      WR2511  20250916  ...    3302       3302      WR
141    141      WR2512  20250916  ...    3324       3324      WR
142    142      WR2601  20250916  ...    3357       3350      WR
143    143      WR2602  20250916  ...    3358       3358      WR
144    144      WR2603  20250916  ...    3395       3338      WR
145    145      WR2604  20250916  ...    3389       3389      WR
146    146      WR2605  20250916  ...    3414       3414      WR
147    147      WR2606  20250916  ...    3372       3372      WR
148    148      WR2607  20250916  ...    3390       3390      WR
149    149      WR2608  20250916  ...    3399       3399      WR
150    150      WR2609  20250916  ...    3581       3399      WR
151    151      HC2510  20250916  ...    3431       3393      HC
152    152      HC2511  20250916  ...    3420       3379      HC
153    153      HC2512  20250916  ...    3409       3372      HC
154    154      HC2601  20250916  ...    3403       3360      HC
155    155      HC2602  20250916  ...    3407       3362      HC
156    156      HC2603  20250916  ...    3405       3363      HC
157    157      HC2604  20250916  ...    3407       3365      HC
158    158      HC2605  20250916  ...    3410       3364      HC
159    159      HC2606  20250916  ...    3414       3369      HC
160    160      HC2607  20250916  ...    3420       3371      HC
161    161      HC2608  20250916  ...    3423       3377      HC
162    162      HC2609  20250916  ...    3419       3377      HC
163    163      SS2510  20250916  ...   12955      12915      SS
164    164      SS2511  20250916  ...   13055      13005      SS
165    165      SS2512  20250916  ...   13090      13045      SS
166    166      SS2601  20250916  ...   13155      13115      SS
167    167      SS2602  20250916  ...   13220      13130      SS
168    168      SS2603  20250916  ...   13250      13205      SS
169    169      SS2604  20250916  ...   13325      13235      SS
170    170      SS2605  20250916  ...   13410      13365      SS
171    171      SS2606  20250916  ...   13435      13425      SS
172    172      SS2607  20250916  ...   13450      13505      SS
173    173      SS2608  20250916  ...   13575      13515      SS
174    174      SS2609  20250916  ...   13605      13515      SS
175    175      SC2510  20250916  ...   492.1        488      SC
176    176      SC2511  20250916  ...   493.5      488.5      SC
177    177      SC2512  20250916  ...   491.1      487.6      SC
178    178      SC2601  20250916  ...   490.1      487.5      SC
179    179      SC2602  20250916  ...     488        487      SC
180    180      SC2603  20250916  ...   487.7      486.6      SC
181    181      SC2604  20250916  ...   486.4      485.9      SC
182    182      SC2605  20250916  ...   486.3      485.9      SC
183    183      SC2606  20250916  ...   485.6      485.8      SC
184    184      SC2607  20250916  ...   485.7      486.1      SC
185    185      SC2608  20250916  ...   484.2      482.4      SC
186    186      SC2609  20250916  ...   481.9      481.8      SC
187    187      SC2612  20250916  ...   479.8      475.4      SC
188    188      SC2703  20250916  ...   474.6      474.6      SC
189    189      SC2706  20250916  ...   474.7      474.7      SC
190    190      SC2709  20250916  ...   473.2      473.2      SC
191    191      SC2712  20250916  ...   472.1      472.1      SC
192    192      SC2803  20250916  ...   473.6      471.1      SC
193    193      SC2806  20250916  ...   471.1      466.7      SC
194    194      SC2809  20250916  ...     469        469      SC
195    195      LU2510  20250916  ...    3370       3332      LU
196    196      LU2511  20250916  ...    3396       3353      LU
197    197      LU2512  20250916  ...    3377       3346      LU
198    198      LU2601  20250916  ...    3369       3343      LU
199    199      LU2602  20250916  ...    3354       3333      LU
200    200      LU2603  20250916  ...    3350       3328      LU
201    201      LU2604  20250916  ...    3349       3323      LU
202    202      LU2605  20250916  ...    3341       3318      LU
203    203      LU2606  20250916  ...    3348       3317      LU
204    204      LU2607  20250916  ...    3342       3312      LU
205    205      LU2608  20250916  ...    3343       3320      LU
206    206      LU2609  20250916  ...    3336       3308      LU
207    207      FU2510  20250916  ...    2829       2820      FU
208    208      FU2511  20250916  ...    2830       2818      FU
209    209      FU2512  20250916  ...    2815       2801      FU
210    210      FU2601  20250916  ...    2799       2787      FU
211    211      FU2602  20250916  ...    2781       2777      FU
212    212      FU2603  20250916  ...    2771       2764      FU
213    213      FU2604  20250916  ...    2767       2755      FU
214    214      FU2605  20250916  ...    2751       2744      FU
215    215      FU2606  20250916  ...    2744       2736      FU
216    216      FU2607  20250916  ...    2730       2722      FU
217    217      FU2608  20250916  ...    2723       2717      FU
218    218      FU2609  20250916  ...    2703       2695      FU
219    219      BU2510  20250916  ...    3437       3416      BU
220    220      BU2511  20250916  ...    3425       3398      BU
221    221      BU2512  20250916  ...    3384       3363      BU
222    222      BU2601  20250916  ...    3367       3344      BU
223    223      BU2602  20250916  ...    3366       3343      BU
224    224      BU2603  20250916  ...    3355       3347      BU
225    225      BU2604  20250916  ...    3340       3338      BU
226    226      BU2605  20250916  ...    3359       3344      BU
227    227      BU2606  20250916  ...    3358       3344      BU
228    228      BU2607  20250916  ...    3353       3339      BU
229    229      BU2608  20250916  ...    3350       3321      BU
230    230      BU2609  20250916  ...    3345       3331      BU
231    231      BU2612  20250916  ...    3308       3296      BU
232    232      BU2703  20250916  ...    3311       3307      BU
233    233      BU2706  20250916  ...    3319       3308      BU
234    234      BU2709  20250916  ...    3308       3308      BU
235    235      BR2510  20250916  ...   11710      11630      BR
236    236      BR2511  20250916  ...   11670      11590      BR
237    237      BR2512  20250916  ...   11660      11595      BR
238    238      BR2601  20250916  ...   11670      11600      BR
239    239      BR2602  20250916  ...   11635      11570      BR
240    240      BR2603  20250916  ...   11680      11585      BR
241    241      BR2604  20250916  ...   11690      11690      BR
242    242      BR2605  20250916  ...   11735      11675      BR
243    243      BR2606  20250916  ...   11775      11725      BR
244    244      BR2607  20250916  ...   11885      11845      BR
245    245      BR2608  20250916  ...   11900      11770      BR
246    246      BR2609  20250916  ...   11770      11770      BR
247    247      RU2510  20250916  ...   15105      14980      RU
248    248      RU2511  20250916  ...   15050      14935      RU
249    249      RU2601  20250916  ...   16000      15870      RU
250    250      RU2603  20250916  ...   15990      15905      RU
251    251      RU2604  20250916  ...   15990      15840      RU
252    252      RU2605  20250916  ...   15985      15845      RU
253    253      RU2606  20250916  ...   16005      15865      RU
254    254      RU2607  20250916  ...   15915      15870      RU
255    255      RU2608  20250916  ...   16055      16065      RU
256    256      RU2609  20250916  ...   16070      16065      RU
257    257      NR2510  20250916  ...   12640      12555      NR
258    258      NR2511  20250916  ...   12690      12595      NR
259    259      NR2512  20250916  ...   12725      12645      NR
260    260      NR2601  20250916  ...   12755      12665      NR
261    261      NR2602  20250916  ...   12785      12700      NR
262    262      NR2603  20250916  ...   12780      12690      NR
263    263      NR2604  20250916  ...   12795      12710      NR
264    264      NR2605  20250916  ...   12825      12740      NR
265    265      NR2606  20250916  ...   12635      12635      NR
266    266      NR2607  20250916  ...   12655      12650      NR
267    267      NR2608  20250916  ...   12685      12685      NR
268    268      NR2609  20250916  ...   12685      12685      NR
269    269      SP2510  20250916  ...    5048       4992      SP
270    270      SP2511  20250916  ...    5074       5024      SP
271    271      SP2512  20250916  ...    5088       5042      SP
272    272      SP2601  20250916  ...    5348       5308      SP
273    273      SP2602  20250916  ...    5334       5286      SP
274    274      SP2603  20250916  ...    5340       5300      SP
275    275      SP2604  20250916  ...    5344       5316      SP
276    276      SP2605  20250916  ...    5354       5314      SP
277    277      SP2606  20250916  ...    5360       5322      SP
278    278      SP2607  20250916  ...    5358       5332      SP
279    279      SP2608  20250916  ...    5358       5330      SP
280    280      SP2609  20250916  ...    5370       5330      SP
281    281      OP2601  20250916  ...    4258       4214      OP
282    282      OP2602  20250916  ...    4256       4214      OP
283    283      OP2603  20250916  ...    4284       4226      OP
284    284      OP2604  20250916  ...    4272       4250      OP
285    285      OP2605  20250916  ...    4286       4222      OP
286    286      OP2606  20250916  ...    4268       4216      OP
287    287      OP2607  20250916  ...    4276       4240      OP
288    288      OP2608  20250916  ...    4292       4256      OP
289    289      OP2609  20250916  ...    4256       4256      OP
290    290      EC2510  20250916  ...  1189.6     1170.9      EC
291    291      EC2512  20250916  ...  1710.7     1640.3      EC
292    292      EC2602  20250916  ...  1583.1       1521      EC
293    293      EC2604  20250916  ...  1283.3     1250.1      EC
294    294      EC2606  20250916  ...    1459     1425.3      EC
295    295      EC2608  20250916  ...    1622     1596.5      EC
296    297  SC_TAS2510  20250916  ...                     SC_TAS
297    298  SC_TAS2511  20250916  ...                     SC_TAS
298    299  SC_TAS2512  20250916  ...                     SC_TAS
299    300  SC_TAS2601  20250916  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 16:26:02,272 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250916   8431.0   8450.0  ...    47638.33   8421.0      8404.0       AP
1    AP511  20250916   8252.0   8252.0  ...     4879.68   8201.0      8213.0       AP
2    AP512  20250916   8223.0   8228.0  ...     1025.60   8205.0      8231.0       AP
3    AP601  20250916   8336.0   8336.0  ...   426432.76   8271.0      8310.0       AP
4    AP603  20250916   8176.0   8195.0  ...      416.21   8161.0      8220.0       AP
5    AP604  20250916   8165.0   8175.0  ...       73.50   8167.0      8215.0       AP
6    AP605  20250916   8261.0   8267.0  ...     2327.63   8225.0      8266.0       AP
7    CF511  20250916  13735.0  13805.0  ...   237565.10  13755.0     13740.0       CF
8    CF601  20250916  13875.0  13950.0  ...  1422412.34  13900.0     13885.0       CF
9    CF603  20250916  13835.0  13915.0  ...     1664.41  13870.0     13845.0       CF
10   CF605  20250916  13845.0  13910.0  ...   111549.27  13860.0     13850.0       CF
11   CF607  20250916  13845.0  13915.0  ...     1431.06  13895.0     13865.0       CF
12   CF609  20250916  13975.0  14060.0  ...      175.44  14035.0     13975.0       CF
13   CJ512  20250916  10855.0  10920.0  ...     3226.79  10790.0     10865.0       CJ
14   CJ601  20250916  10900.0  10950.0  ...   675279.37  10830.0     10905.0       CJ
15   CJ603  20250916  10935.0  10985.0  ...    10832.01  10860.0     10960.0       CJ
16   CJ605  20250916  11030.0  11080.0  ...   123247.95  10960.0     11040.0       CJ
17   CJ607  20250916  11180.0  11210.0  ...     1926.72  11105.0     11180.0       CJ
18   CJ609  20250916  11355.0  11400.0  ...      495.11  11250.0     11385.0       CJ
19   CY510  20250916      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250916  19855.0  20070.0  ...   120659.98  19965.0     19890.0       CY
21   CY512  20250916  19405.0  19405.0  ...        9.70  19405.0     19635.0       CY
22   CY601  20250916  19930.0  20020.0  ...     3157.64  19985.0     19910.0       CY
23   CY602  20250916      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250916      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250916      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250916  20195.0  20195.0  ...       20.17  20170.0     20065.0       CY
27   CY606  20250916      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250916      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250916      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250916  20940.0  20940.0  ...       30.81  20540.0     20160.0       CY
31   FG510  20250916   1100.0   1120.0  ...    28626.35   1109.0      1084.0       FG
32   FG511  20250916   1108.0   1127.0  ...   232450.33   1117.0      1092.0       FG
33   FG512  20250916   1220.0   1245.0  ...   116419.79   1234.0      1197.0       FG
34   FG601  20250916   1222.0   1249.0  ...  6281365.12   1236.0      1193.0       FG
35   FG602  20250916   1268.0   1296.0  ...    52701.41   1285.0      1239.0       FG
36   FG603  20250916   1270.0   1299.0  ...     2992.31   1290.0      1247.0       FG
37   FG604  20250916   1318.0   1347.0  ...      818.41   1337.0      1300.0       FG
38   FG605  20250916   1318.0   1347.0  ...   137737.04   1336.0      1296.0       FG
39   FG606  20250916   1348.0   1376.0  ...     1109.80   1367.0      1329.0       FG
40   FG607  20250916   1345.0   1370.0  ...     2596.69   1361.0      1324.0       FG
41   FG608  20250916   1359.0   1394.0  ...     2231.84   1385.0      1349.0       FG
42   FG609  20250916   1351.0   1393.0  ...     4226.76   1382.0      1341.0       FG
43   JR511  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250916   2297.0   2313.0  ...    13087.24   2298.0      2290.0       MA
52   MA511  20250916   2329.0   2342.0  ...   156365.92   2331.0      2318.0       MA
53   MA512  20250916   2372.0   2384.0  ...    96924.29   2376.0      2357.0       MA
54   MA601  20250916   2398.0   2408.0  ...  1248841.43   2394.0      2386.0       MA
55   MA602  20250916   2408.0   2423.0  ...    31872.10   2414.0      2394.0       MA
56   MA603  20250916   2425.0   2437.0  ...      315.69   2428.0      2411.0       MA
57   MA604  20250916   2428.0   2437.0  ...       58.39   2433.0      2401.0       MA
58   MA605  20250916   2407.0   2424.0  ...    82466.24   2412.0      2394.0       MA
59   MA606  20250916   2422.0   2423.0  ...       12.11   2422.0      2417.0       MA
60   MA607  20250916   2401.0   2409.0  ...      100.76   2399.0      2386.0       MA
61   MA608  20250916   2397.0   2402.0  ...       11.97   2394.0      2381.0       MA
62   MA609  20250916   2371.0   2396.0  ...     1193.43   2382.0      2371.0       MA
63   OI511  20250916  10096.0  10230.0  ...   559308.68  10154.0     10049.0       OI
64   OI601  20250916   9918.0  10063.0  ...  3499778.27   9981.0      9877.0       OI
65   OI603  20250916   9707.0   9828.0  ...     6705.93   9733.0      9697.0       OI
66   OI605  20250916   9517.0   9604.0  ...   224491.13   9516.0      9517.0       OI
67   OI607  20250916   9467.0   9559.0  ...     5254.93   9468.0      9478.0       OI
68   OI609  20250916   9438.0   9532.0  ...     3192.58   9446.0      9456.0       OI
69   PF510  20250916   6344.0   6408.0  ...    14417.59   6378.0      6366.0       PF
70   PF511  20250916   6340.0   6406.0  ...   643537.61   6380.0      6362.0       PF
71   PF512  20250916   6322.0   6384.0  ...   388107.66   6364.0      6340.0       PF
72   PF601  20250916   6374.0   6424.0  ...    28244.74   6400.0      6382.0       PF
73   PF602  20250916   6378.0   6430.0  ...    60187.29   6406.0      6390.0       PF
74   PF603  20250916   6392.0   6434.0  ...       51.36   6420.0      6394.0       PF
75   PF604  20250916   6428.0   6476.0  ...       25.81   6454.0      6444.0       PF
76   PF605  20250916   6474.0   6474.0  ...        9.69   6458.0      6460.0       PF
77   PF606  20250916      0.0      0.0  ...        0.00   6480.0      6480.0       PF
78   PF607  20250916      0.0      0.0  ...        0.00   6502.0      6502.0       PF
79   PF608  20250916      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250916   6580.0   6580.0  ...        6.58   6580.0      6504.0       PF
81   PK510  20250916   7808.0   7826.0  ...    20245.18   7800.0      7808.0       PK
82   PK511  20250916   7720.0   7812.0  ...   572845.33   7766.0      7752.0       PK
83   PK512  20250916   7762.0   7838.0  ...   190587.58   7798.0      7770.0       PK
84   PK601  20250916   7790.0   7840.0  ...    74875.55   7820.0      7798.0       PK
85   PK603  20250916   7828.0   7864.0  ...      188.23   7844.0      7834.0       PK
86   PK604  20250916   7856.0   7870.0  ...       35.38   7862.0      7846.0       PK
87   PK605  20250916   7854.0   7882.0  ...     5056.75   7864.0      7852.0       PK
88   PL601  20250916   6441.0   6483.0  ...    36887.25   6458.0      6434.0       PL
89   PL602  20250916   6498.0   6510.0  ...      181.48   6482.0      6457.0       PL
90   PL603  20250916      0.0      0.0  ...        0.00   6498.0      6498.0       PL
91   PL604  20250916      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250916   6419.0   6435.0  ...       38.57   6428.0      6397.0       PL
93   PL606  20250916      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250916      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250916   5844.0   5890.0  ...     2507.76   5866.0      5844.0       PR
104  PR511  20250916   5824.0   5888.0  ...   300113.97   5860.0      5838.0       PR
105  PR512  20250916   5840.0   5892.0  ...   196645.47   5866.0      5846.0       PR
106  PR601  20250916   5836.0   5888.0  ...    85588.42   5860.0      5844.0       PR
107  PR602  20250916   5880.0   5914.0  ...      159.20   5896.0      5880.0       PR
108  PR603  20250916   5890.0   5924.0  ...      115.18   5908.0      5874.0       PR
109  PR604  20250916      0.0      0.0  ...        0.00   5896.0      5890.0       PR
110  PR605  20250916      0.0      0.0  ...        0.00   5904.0      5904.0       PR
111  PR606  20250916      0.0      0.0  ...        0.00   5936.0      5920.0       PR
112  PR607  20250916      0.0      0.0  ...        0.00   5944.0      5936.0       PR
113  PR608  20250916      0.0      0.0  ...        0.00   5946.0      5934.0       PR
114  PR609  20250916      0.0      0.0  ...        0.00   5924.0      5920.0       PR
115  PX510  20250916   6802.0   6830.0  ...     9955.59   6804.0      6788.0       PX
116  PX511  20250916   6758.0   6832.0  ...   588431.51   6788.0      6762.0       PX
117  PX512  20250916   6732.0   6802.0  ...   184748.39   6758.0      6732.0       PX
118  PX601  20250916   6708.0   6770.0  ...   160816.95   6734.0      6712.0       PX
119  PX602  20250916   6702.0   6764.0  ...    33250.17   6728.0      6700.0       PX
120  PX603  20250916   6742.0   6742.0  ...        3.37   6742.0      6690.0       PX
121  PX604  20250916   6760.0   6760.0  ...        3.38   6760.0      6714.0       PX
122  PX605  20250916   6698.0   6750.0  ...      177.90   6714.0      6698.0       PX
123  PX606  20250916      0.0      0.0  ...        0.00   6698.0      6684.0       PX
124  PX607  20250916   6736.0   6736.0  ...       84.20   6736.0      6736.0       PX
125  PX608  20250916      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250916   6722.0   6722.0  ...        3.36   6722.0      6744.0       PX
127  RI511  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250916   2512.0   2545.0  ...    17263.52   2531.0      2516.0       RM
134  RM601  20250916   2504.0   2533.0  ...   714729.48   2517.0      2509.0       RM
135  RM603  20250916   2415.0   2433.0  ...     6123.34   2423.0      2417.0       RM
136  RM605  20250916   2394.0   2408.0  ...    95398.24   2400.0      2399.0       RM
137  RM607  20250916   2380.0   2393.0  ...     9153.32   2385.0      2384.0       RM
138  RM608  20250916   2478.0   2490.0  ...      484.36   2484.0      2484.0       RM
139  RM609  20250916   2468.0   2476.0  ...      575.67   2471.0      2472.0       RM
140  RS511  20250916   5303.0   5330.0  ...       47.75   5306.0      5253.0       RS
141  RS607  20250916   5581.0   5640.0  ...      111.09   5555.0      5546.0       RS
142  RS608  20250916   5586.0   5586.0  ...      133.35   5556.0      5563.0       RS
143  RS609  20250916      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250916   1226.0   1257.0  ...    28596.58   1244.0      1209.0       SA
145  SA511  20250916   1238.0   1270.0  ...   498157.01   1258.0      1224.0       SA
146  SA512  20250916   1305.0   1338.0  ...   318681.85   1324.0      1287.0       SA
147  SA601  20250916   1320.0   1352.0  ...  5275792.91   1337.0      1298.0       SA
148  SA602  20250916   1340.0   1379.0  ...   115822.53   1366.0      1327.0       SA
149  SA603  20250916   1345.0   1384.0  ...     5821.64   1369.0      1332.0       SA
150  SA604  20250916   1382.0   1422.0  ...     2327.09   1409.0      1372.0       SA
151  SA605  20250916   1385.0   1427.0  ...   215884.11   1415.0      1375.0       SA
152  SA606  20250916   1405.0   1433.0  ...     1656.73   1418.0      1389.0       SA
153  SA607  20250916   1397.0   1435.0  ...     3919.79   1420.0      1392.0       SA
154  SA608  20250916   1410.0   1450.0  ...     4517.40   1426.0      1408.0       SA
155  SA609  20250916   1416.0   1458.0  ...    11335.41   1443.0      1411.0       SA
156  SF510  20250916   5572.0   5604.0  ...    13665.49   5572.0      5488.0       SF
157  SF511  20250916   5764.0   5794.0  ...   606574.67   5752.0      5660.0       SF
158  SF512  20250916   5722.0   5754.0  ...   135265.68   5724.0      5622.0       SF
159  SF601  20250916   5722.0   5750.0  ...   229624.81   5716.0      5628.0       SF
160  SF602  20250916   5672.0   5706.0  ...    35318.60   5670.0      5586.0       SF
161  SF603  20250916   5864.0   5874.0  ...       38.06   5856.0      5760.0       SF
162  SF604  20250916   5854.0   5862.0  ...       32.17   5850.0      5726.0       SF
163  SF605  20250916   5820.0   5858.0  ...     3726.56   5824.0      5730.0       SF
164  SF606  20250916   5762.0   5820.0  ...       72.29   5784.0      5696.0       SF
165  SF607  20250916   5900.0   5952.0  ...      100.96   5940.0      5856.0       SF
166  SF608  20250916   5878.0   5908.0  ...       41.25   5894.0      5790.0       SF
167  SF609  20250916   5884.0   5910.0  ...       35.37   5896.0      5788.0       SF
168  SH510  20250916   2492.0   2529.0  ...    35619.56   2506.0      2511.0       SH
169  SH511  20250916   2523.0   2557.0  ...   607466.03   2535.0      2528.0       SH
170  SH512  20250916   2571.0   2602.0  ...   252676.23   2584.0      2561.0       SH
171  SH601  20250916   2576.0   2612.0  ...  2665136.55   2592.0      2566.0       SH
172  SH602  20250916   2599.0   2633.0  ...   125925.89   2614.0      2584.0       SH
173  SH603  20250916   2616.0   2651.0  ...     4414.34   2637.0      2603.0       SH
174  SH604  20250916   2663.0   2696.0  ...      337.72   2680.0      2649.0       SH
175  SH605  20250916   2656.0   2707.0  ...    24698.88   2689.0      2653.0       SH
176  SH606  20250916   2700.0   2715.0  ...      113.69   2707.0      2661.0       SH
177  SH607  20250916   2701.0   2705.0  ...       89.08   2699.0      2666.0       SH
178  SH608  20250916   2710.0   2710.0  ...       24.32   2702.0      2672.0       SH
179  SH609  20250916   2686.0   2716.0  ...      348.43   2701.0      2666.0       SH
180  SM510  20250916   5840.0   5884.0  ...    23489.15   5850.0      5792.0       SM
181  SM511  20250916   5934.0   5974.0  ...   506627.48   5940.0      5864.0       SM
182  SM512  20250916   5932.0   5982.0  ...   101306.79   5948.0      5880.0       SM
183  SM601  20250916   5950.0   5996.0  ...   656513.97   5962.0      5884.0       SM
184  SM602  20250916   5966.0   5994.0  ...   364998.35   5960.0      5876.0       SM
185  SM603  20250916   5970.0   6006.0  ...      337.32   5970.0      5900.0       SM
186  SM604  20250916   5984.0   5992.0  ...        8.98   5990.0      5926.0       SM
187  SM605  20250916   5990.0   6026.0  ...    14076.30   6000.0      5918.0       SM
188  SM606  20250916   6004.0   6018.0  ...       62.84   5986.0      5930.0       SM
189  SM607  20250916   5990.0   6032.0  ...      132.25   6012.0      5934.0       SM
190  SM608  20250916   6010.0   6042.0  ...       63.31   6030.0      5956.0       SM
191  SM609  20250916   6054.0   6062.0  ...      255.39   6010.0      5980.0       SM
192  SR511  20250916   5553.0   5572.0  ...   124230.82   5549.0      5546.0       SR
193  SR601  20250916   5557.0   5572.0  ...  1012615.35   5555.0      5545.0       SR
194  SR603  20250916   5537.0   5559.0  ...     2405.65   5543.0      5532.0       SR
195  SR605  20250916   5530.0   5548.0  ...    53655.44   5532.0      5521.0       SR
196  SR607  20250916   5530.0   5542.0  ...     2538.15   5530.0      5518.0       SR
197  SR609  20250916   5538.0   5555.0  ...     2782.47   5543.0      5530.0       SR
198  TA510  20250916   4646.0   4684.0  ...    33683.31   4662.0      4652.0       TA
199  TA511  20250916   4654.0   4700.0  ...   367365.00   4676.0      4664.0       TA
200  TA512  20250916   4668.0   4712.0  ...   190297.82   4692.0      4676.0       TA
201  TA601  20250916   4674.0   4716.0  ...  1501777.37   4692.0      4684.0       TA
202  TA602  20250916   4690.0   4726.0  ...    18753.38   4704.0      4694.0       TA
203  TA603  20250916   4726.0   4738.0  ...       40.07   4714.0      4708.0       TA
204  TA604  20250916   4736.0   4736.0  ...       51.90   4718.0      4712.0       TA
205  TA605  20250916   4716.0   4756.0  ...    49832.20   4732.0      4718.0       TA
206  TA606  20250916   4750.0   4750.0  ...        2.38   4750.0      4722.0       TA
207  TA607  20250916   4756.0   4770.0  ...       14.28   4760.0      4732.0       TA
208  TA608  20250916   4756.0   4778.0  ...       11.92   4770.0      4766.0       TA
209  TA609  20250916   4770.0   4792.0  ...       54.94   4778.0      4732.0       TA
210  UR510  20250916   1608.0   1608.0  ...     3982.44   1597.0      1596.0       UR
211  UR511  20250916   1683.0   1688.0  ...    52944.57   1672.0      1664.0       UR
212  UR512  20250916   1689.0   1696.0  ...    13165.23   1683.0      1675.0       UR
213  UR601  20250916   1700.0   1704.0  ...   437831.60   1691.0      1679.0       UR
214  UR602  20250916   1693.0   1706.0  ...      369.61   1695.0      1684.0       UR
215  UR603  20250916   1744.0   1744.0  ...       76.45   1737.0      1728.0       UR
216  UR604  20250916   1738.0   1738.0  ...       24.31   1736.0      1726.0       UR
217  UR605  20250916   1746.0   1750.0  ...    14370.06   1740.0      1729.0       UR
218  UR606  20250916   1745.0   1745.0  ...      166.89   1738.0      1729.0       UR
219  UR607  20250916   1770.0   1775.0  ...      183.87   1768.0      1762.0       UR
220  UR608  20250916   1766.0   1768.0  ...       45.86   1764.0      1758.0       UR
221  UR609  20250916   1769.0   1770.0  ...      228.61   1759.0      1751.0       UR
222  WH511  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:26:02,538 - future_1d - INFO - ak.get_czce_daily('2025-09-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250916  54525.0  ...  54925.0     53505.0       PS
1   PS2511  20250916  55600.0  ...  54630.0     53400.0       PS
2   PS2512  20250916  57990.0  ...  57220.0     55890.0       PS
3   PS2601  20250916  57100.0  ...  57135.0     55780.0       PS
4   PS2602  20250916  57880.0  ...  57140.0     55835.0       PS
5   PS2603  20250916  57885.0  ...  57205.0     55620.0       PS
6   PS2604  20250916  57915.0  ...  57330.0     55840.0       PS
7   PS2605  20250916  57085.0  ...  57310.0     55975.0       PS
8   PS2606  20250916  59000.0  ...  59625.0     58160.0       PS
9   PS2607  20250916  59810.0  ...  59850.0     58285.0       PS
10  PS2608  20250916  59100.0  ...  59695.0     58340.0       PS
11  PS2609  20250916  60425.0  ...  59740.0     57875.0       PS
13  SI2510  20250916   8905.0  ...   8950.0      8755.0       SI
14  SI2511  20250916   9000.0  ...   8970.0      8840.0       SI
15  SI2512  20250916   9500.0  ...   9360.0      9215.0       SI
16  SI2601  20250916   9350.0  ...   9350.0      9205.0       SI
17  SI2602  20250916   9285.0  ...   9385.0      9175.0       SI
18  SI2603  20250916   9340.0  ...   9355.0      9215.0       SI
19  SI2604  20250916   9360.0  ...   9360.0      9215.0       SI
20  SI2605  20250916   9365.0  ...   9370.0      9220.0       SI
21  SI2606  20250916   9385.0  ...   9350.0      9220.0       SI
22  SI2607  20250916   9390.0  ...   9355.0      9260.0       SI
23  SI2608  20250916   9520.0  ...   9380.0      9290.0       SI
24  SI2609  20250916   9440.0  ...   9345.0      9245.0       SI
27  LC2510  20250916  74000.0  ...  73500.0     72160.0       LC
28  LC2511  20250916  73900.0  ...  73620.0     72240.0       LC
29  LC2512  20250916  74440.0  ...  73920.0     72420.0       LC
30  LC2601  20250916  74500.0  ...  73800.0     72420.0       LC
31  LC2602  20250916  74580.0  ...  73720.0     72480.0       LC
32  LC2603  20250916  74500.0  ...  73660.0     72340.0       LC
33  LC2604  20250916  74560.0  ...  74280.0     72720.0       LC
34  LC2605  20250916  74100.0  ...  74240.0     72780.0       LC
35  LC2606  20250916  74860.0  ...  74280.0     72540.0       LC
36  LC2607  20250916  74000.0  ...  73980.0     72520.0       LC
37  LC2608  20250916  74060.0  ...  73740.0     72540.0       LC
38  LC2609  20250916  73920.0  ...  73900.0     72440.0       LC

[36 rows x 12 columns]
2025-09-22 16:26:02,944 - future_1d - INFO - ak.get_gfex_daily('2025-09-16') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250916   3935.0  ...   3934.00     3942.00        A
1     a2601  20250916   3938.0  ...   3937.00     3941.00        A
2     a2603  20250916   3943.0  ...   3943.00     3943.00        A
3     a2605  20250916   3996.0  ...   3984.00     3993.00        A
4     a2607  20250916   3988.0  ...   3990.00     3992.00        A
5     a2609  20250916   4004.0  ...   3998.00     4017.00        A
6     b2510  20250916   3695.0  ...   3704.00     3700.00        B
7     b2511  20250916   3731.0  ...   3745.00     3737.00        B
8     b2512  20250916   3766.0  ...   3778.00     3769.00        B
9     b2601  20250916   3756.0  ...   3765.00     3758.00        B
10    b2602  20250916   3742.0  ...   3748.00     3737.00        B
11    b2603  20250916   3695.0  ...   3701.00     3696.00        B
12    b2604  20250916   3591.0  ...   3589.00     3581.00        B
13    b2605  20250916   3515.0  ...   3519.00     3514.00        B
14    b2606  20250916   3492.0  ...   3489.00     3482.00        B
15    b2607  20250916   3486.0  ...   3488.00     3482.00        B
16    b2608  20250916   3583.0  ...   3586.00     3581.00        B
17    b2609  20250916   3610.0  ...   3607.00     3610.00        B
18   bb2511  20250916    142.0  ...    142.25      142.05       BB
19   bb2601  20250916    147.3  ...    147.30      146.60       BB
20   bb2603  20250916    147.0  ...    146.90      146.80       BB
21   bb2605  20250916      0.0  ...    141.90      141.85       BB
22   bb2607  20250916      0.0  ...    146.70      146.65       BB
23   bb2609  20250916      0.0  ...    146.70      146.65       BB
24   bz2603  20250916   6025.0  ...   6078.00     6021.00       BZ
25   bz2604  20250916   6048.0  ...   6069.00     6007.00       BZ
26   bz2605  20250916   6072.0  ...   6072.00     6039.00       BZ
27   bz2606  20250916      0.0  ...   6008.00     6008.00       BZ
28   bz2607  20250916      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250916      0.0  ...   5955.00     5955.00       BZ
30    c2511  20250916   2167.0  ...   2169.00     2178.00        C
31    c2601  20250916   2156.0  ...   2158.00     2159.00        C
32    c2603  20250916   2172.0  ...   2173.00     2176.00        C
33    c2605  20250916   2227.0  ...   2231.00     2232.00        C
34    c2607  20250916   2242.0  ...   2246.00     2247.00        C
35    c2609  20250916   2257.0  ...   2262.00     2258.00        C
36   cs2511  20250916   2444.0  ...   2445.00     2457.00       CS
37   cs2601  20250916   2471.0  ...   2475.00     2481.00       CS
38   cs2603  20250916   2488.0  ...   2485.00     2490.00       CS
39   cs2605  20250916   2570.0  ...   2568.00     2574.00       CS
40   cs2607  20250916   2580.0  ...   2575.00     2581.00       CS
41   cs2609  20250916   2592.0  ...   2592.00     2588.00       CS
42   eb2509  20250916      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250916   7108.0  ...   7158.00     7072.00       EB
44   eb2511  20250916   7104.0  ...   7170.00     7083.00       EB
45   eb2512  20250916   7112.0  ...   7175.00     7093.00       EB
46   eb2601  20250916   7135.0  ...   7195.00     7116.00       EB
47   eb2602  20250916   7167.0  ...   7216.00     7142.00       EB
48   eb2603  20250916   7212.0  ...   7237.00     7183.00       EB
49   eb2604  20250916   7272.0  ...   7272.00     7214.00       EB
50   eb2605  20250916   7264.0  ...   7288.00     7226.00       EB
51   eb2606  20250916   7297.0  ...   7297.00     7169.00       EB
52   eb2607  20250916   7297.0  ...   7314.00     7185.00       EB
53   eb2608  20250916      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250916      0.0  ...   4338.00     4338.00       EG
55   eg2510  20250916   4310.0  ...   4314.00     4308.00       EG
56   eg2511  20250916   4274.0  ...   4291.00     4274.00       EG
57   eg2512  20250916   4314.0  ...   4306.00     4268.00       EG
58   eg2601  20250916   4292.0  ...   4298.00     4277.00       EG
59   eg2602  20250916   4296.0  ...   4308.00     4269.00       EG
60   eg2603  20250916   4315.0  ...   4302.00     4278.00       EG
61   eg2604  20250916   4345.0  ...   4340.00     4317.00       EG
62   eg2605  20250916   4325.0  ...   4349.00     4327.00       EG
63   eg2606  20250916      0.0  ...   4332.00     4332.00       EG
64   eg2607  20250916      0.0  ...   4343.00     4358.00       EG
65   eg2608  20250916      0.0  ...   4402.00     4402.00       EG
66   fb2510  20250916   1275.0  ...   1269.00     1266.50       FB
67   fb2511  20250916   1262.0  ...   1257.00     1257.50       FB
68   fb2512  20250916   1272.0  ...   1263.50     1263.00       FB
69   fb2601  20250916   1260.0  ...   1255.50     1255.00       FB
70   fb2602  20250916   1249.5  ...   1249.50     1249.00       FB
71   fb2603  20250916   1249.0  ...   1250.50     1249.00       FB
72   fb2604  20250916   1252.0  ...   1252.00     1254.50       FB
73   fb2605  20250916      0.0  ...   1301.50     1301.50       FB
74   fb2606  20250916      0.0  ...   1330.00     1330.00       FB
75   fb2607  20250916      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250916      0.0  ...   1285.00     1285.00       FB
77   fb2609  20250916      0.0  ...   1296.00     1296.00       FB
78    i2510  20250916    817.5  ...    824.50      818.50        I
79    i2511  20250916    812.5  ...    819.00      810.50        I
80    i2512  20250916    806.5  ...    814.00      805.00        I
81    i2601  20250916    800.0  ...    805.50      797.00        I
82    i2602  20250916    793.0  ...    800.50      791.50        I
83    i2603  20250916    787.5  ...    795.00      786.00        I
84    i2604  20250916    783.0  ...    791.00      782.00        I
85    i2605  20250916    778.5  ...    783.50      775.00        I
86    i2606  20250916    771.5  ...    777.50      769.50        I
87    i2607  20250916    767.0  ...    773.50      765.50        I
88    i2608  20250916    762.5  ...    768.50      761.50        I
89    i2609  20250916    753.5  ...    764.00      757.50        I
90    j2510  20250916   1600.0  ...   1628.50     1564.50        J
91    j2511  20250916   1631.0  ...   1662.00     1600.00        J
92    j2512  20250916   1676.0  ...   1690.00     1629.50        J
93    j2601  20250916   1689.0  ...   1726.50     1664.50        J
94    j2602  20250916   1754.0  ...   1755.00     1684.00        J
95    j2603  20250916      0.0  ...   1721.50     1689.50        J
96    j2604  20250916      0.0  ...   1814.00     1758.00        J
97    j2605  20250916   1819.5  ...   1868.50     1809.00        J
98    j2606  20250916   1879.0  ...   1887.00     1806.00        J
99    j2607  20250916   1900.5  ...   1900.50     1810.00        J
100   j2608  20250916   1906.0  ...   1906.00     1817.50        J
101   j2609  20250916   1908.5  ...   1911.50     1845.00        J
102  jd2509  20250916   3201.0  ...   3265.00     3230.00       JD
103  jd2510  20250916   3141.0  ...   3116.00     3121.00       JD
104  jd2511  20250916   3150.0  ...   3132.00     3140.00       JD
105  jd2512  20250916   3240.0  ...   3232.00     3241.00       JD
106  jd2601  20250916   3370.0  ...   3382.00     3377.00       JD
107  jd2602  20250916   3123.0  ...   3121.00     3117.00       JD
108  jd2603  20250916   3133.0  ...   3133.00     3127.00       JD
109  jd2604  20250916   3304.0  ...   3308.00     3294.00       JD
110  jd2605  20250916   3402.0  ...   3422.00     3389.00       JD
111  jd2606  20250916   3205.0  ...   3228.00     3206.00       JD
112  jd2607  20250916   3460.0  ...   3476.00     3452.00       JD
113  jd2608  20250916   3898.0  ...   3905.00     3903.00       JD
114  jm2510  20250916   1005.0  ...   1037.00      993.50       JM
115  jm2511  20250916   1070.5  ...   1102.50     1054.00       JM
116  jm2512  20250916   1143.5  ...   1170.50     1115.50       JM
117  jm2601  20250916   1200.0  ...   1228.50     1172.00       JM
118  jm2602  20250916   1213.5  ...   1258.50     1200.00       JM
119  jm2603  20250916   1242.0  ...   1280.50     1222.50       JM
120  jm2604  20250916   1264.5  ...   1304.50     1240.00       JM
121  jm2605  20250916   1296.0  ...   1324.00     1264.50       JM
122  jm2606  20250916   1313.5  ...   1339.00     1274.50       JM
123  jm2607  20250916   1330.0  ...   1349.50     1279.00       JM
124  jm2608  20250916   1330.0  ...   1358.50     1290.00       JM
125  jm2609  20250916   1344.0  ...   1371.50     1292.00       JM
126   l2510  20250916   7138.0  ...   7177.00     7134.00        L
127   l2511  20250916   7184.0  ...   7209.00     7170.00        L
128   l2512  20250916   7222.0  ...   7239.00     7198.00        L
129   l2601  20250916   7232.0  ...   7260.00     7202.00        L
130   l2602  20250916   7226.0  ...   7246.00     7197.00        L
131   l2603  20250916   7255.0  ...   7262.00     7201.00        L
132   l2604  20250916   7268.0  ...   7284.00     7239.00        L
133   l2605  20250916   7244.0  ...   7284.00     7212.00        L
134   l2606  20250916   7270.0  ...   7283.00     7256.00        L
135   l2607  20250916   7280.0  ...   7296.00     7244.00        L
136   l2608  20250916   7288.0  ...   7306.00     7235.00        L
137   l2609  20250916   7256.0  ...   7299.00     7259.00        L
138  lg2509  20250916    762.5  ...    768.00      761.00       LG
139  lg2511  20250916    806.0  ...    806.50      799.50       LG
140  lg2601  20250916    824.0  ...    820.50      817.50       LG
141  lg2603  20250916    831.0  ...    826.50      824.00       LG
142  lg2605  20250916    838.0  ...    832.50      829.50       LG
143  lg2607  20250916    837.0  ...    833.00      834.00       LG
144  lh2509  20250916  13110.0  ...  13100.00    13100.00       LH
145  lh2511  20250916  13325.0  ...  13210.00    13200.00       LH
146  lh2601  20250916  13850.0  ...  13725.00    13660.00       LH
147  lh2603  20250916  13080.0  ...  13025.00    13005.00       LH
148  lh2605  20250916  13625.0  ...  13555.00    13510.00       LH
149  lh2607  20250916  14295.0  ...  14240.00    14220.00       LH
150   m2511  20250916   3013.0  ...   3015.00     3022.00        M
151   m2512  20250916   3062.0  ...   3064.00     3072.00        M
152   m2601  20250916   3046.0  ...   3046.00     3051.00        M
153   m2603  20250916   2991.0  ...   2986.00     2992.00        M
154   m2605  20250916   2806.0  ...   2807.00     2810.00        M
155   m2607  20250916   2784.0  ...   2786.00     2788.00        M
156   m2608  20250916   2912.0  ...   2912.00     2915.00        M
157   m2609  20250916   2921.0  ...   2918.00     2922.00        M
158   p2510  20250916   9352.0  ...   9406.00     9310.00        P
159   p2511  20250916   9392.0  ...   9432.00     9332.00        P
160   p2512  20250916   9428.0  ...   9462.00     9348.00        P
161   p2601  20250916   9442.0  ...   9484.00     9370.00        P
162   p2602  20250916   9400.0  ...   9434.00     9298.00        P
163   p2603  20250916   9342.0  ...   9404.00     9280.00        P
164   p2604  20250916   9344.0  ...   9326.00     9218.00        P
165   p2605  20250916   9190.0  ...   9242.00     9132.00        P
166   p2606  20250916   9106.0  ...   9126.00     9042.00        P
167   p2607  20250916   9036.0  ...   9020.00     8958.00        P
168   p2608  20250916   8946.0  ...   8954.00     8884.00        P
169   p2609  20250916   8856.0  ...   8882.00     8862.00        P
170  pg2509  20250916      0.0  ...   3750.00     3779.00       PG
171  pg2510  20250916   4514.0  ...   4494.00     4513.00       PG
172  pg2511  20250916   4459.0  ...   4440.00     4455.00       PG
173  pg2512  20250916   4393.0  ...   4377.00     4387.00       PG
174  pg2601  20250916   4323.0  ...   4313.00     4320.00       PG
175  pg2602  20250916   4259.0  ...   4242.00     4249.00       PG
176  pg2603  20250916   4175.0  ...   4151.00     4160.00       PG
177  pg2604  20250916   4490.0  ...   4476.00     4499.00       PG
178  pg2605  20250916   4402.0  ...   4385.00     4411.00       PG
179  pg2606  20250916   4339.0  ...   4323.00     4345.00       PG
180  pg2607  20250916   4276.0  ...   4270.00     4285.00       PG
181  pg2608  20250916   4214.0  ...   4204.00     4225.00       PG
182  pp2510  20250916   6876.0  ...   6887.00     6848.00       PP
183  pp2511  20250916   6899.0  ...   6922.00     6882.00       PP
184  pp2512  20250916   6935.0  ...   6959.00     6918.00       PP
185  pp2601  20250916   6970.0  ...   6992.00     6946.00       PP
186  pp2602  20250916   6951.0  ...   6966.00     6928.00       PP
187  pp2603  20250916   6962.0  ...   6958.00     6933.00       PP
188  pp2604  20250916   6968.0  ...   6979.00     6949.00       PP
189  pp2605  20250916   6980.0  ...   7010.00     6969.00       PP
190  pp2606  20250916   6956.0  ...   6966.00     6940.00       PP
191  pp2607  20250916   6939.0  ...   6945.00     6925.00       PP
192  pp2608  20250916   6929.0  ...   6944.00     6894.00       PP
193  pp2609  20250916   6968.0  ...   6976.00     6958.00       PP
194  rr2510  20250916   3592.0  ...   3594.00     3593.00       RR
195  rr2511  20250916   3600.0  ...   3602.00     3600.00       RR
196  rr2512  20250916   3601.0  ...   3598.00     3601.00       RR
197  rr2601  20250916   3616.0  ...   3617.00     3622.00       RR
198  rr2602  20250916   3601.0  ...   3597.00     3606.00       RR
199  rr2603  20250916      0.0  ...   3610.00     3613.00       RR
200  rr2604  20250916   3606.0  ...   3607.00     3617.00       RR
201  rr2605  20250916      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250916      0.0  ...   3597.00     3597.00       RR
203  rr2607  20250916      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250916      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250916      0.0  ...   3614.00     3614.00       RR
206   v2510  20250916   4810.0  ...   4849.00     4791.00        V
207   v2511  20250916   4848.0  ...   4882.00     4824.00        V
208   v2512  20250916   4892.0  ...   4921.00     4870.00        V
209   v2601  20250916   4934.0  ...   4964.00     4898.00        V
210   v2602  20250916   4968.0  ...   4998.00     4940.00        V
211   v2603  20250916   5004.0  ...   5028.00     4965.00        V
212   v2604  20250916   5220.0  ...   5233.00     5178.00        V
213   v2605  20250916   5231.0  ...   5270.00     5196.00        V
214   v2606  20250916   5278.0  ...   5302.00     5228.00        V
215   v2607  20250916   5294.0  ...   5327.00     5261.00        V
216   v2608  20250916   5322.0  ...   5368.00     5291.00        V
217   v2609  20250916   5349.0  ...   5384.00     5312.00        V
218   y2511  20250916   8414.0  ...   8446.00     8384.00        Y
219   y2512  20250916   8436.0  ...   8462.00     8404.00        Y
220   y2601  20250916   8398.0  ...   8418.00     8356.00        Y
221   y2603  20250916   8328.0  ...   8336.00     8274.00        Y
222   y2605  20250916   8090.0  ...   8122.00     8056.00        Y
223   y2607  20250916   8058.0  ...   8076.00     8010.00        Y
224   y2608  20250916   8120.0  ...   8078.00     8016.00        Y
225   y2609  20250916   8128.0  ...   8086.00     7998.00        Y

[226 rows x 12 columns]
2025-09-22 16:26:03,532 - future_1d - INFO - ak.get_dce_daily('2025-09-16') done
2025-09-22 16:26:05,300 - future_1d - INFO - save future_daily 2025-09-16 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250917  7151.000  ...  7244.200    7162.000       IC
1   IC2510  20250917  7120.000  ...  7186.400    7103.600       IC
2   IC2512  20250917  6990.000  ...  7068.600    6994.200       IC
3   IC2603  20250917  6835.200  ...  6904.600    6836.200       IC
4   IF2509  20250917  4518.000  ...  4548.400    4517.000       IF
5   IF2510  20250917  4505.000  ...  4538.200    4507.000       IF
6   IF2512  20250917  4493.800  ...  4514.600    4486.600       IF
7   IF2603  20250917  4466.600  ...  4488.200    4462.600       IF
8   IH2509  20250917  2951.200  ...  2953.600    2950.400       IH
9   IH2510  20250917  2952.800  ...  2952.000    2949.400       IH
10  IH2512  20250917  2953.200  ...  2952.800    2950.800       IH
11  IH2603  20250917  2955.000  ...  2956.200    2954.600       IH
12  IM2509  20250917  7453.000  ...  7544.200    7454.000       IM
13  IM2510  20250917  7395.000  ...  7477.800    7384.200       IM
14  IM2512  20250917  7248.000  ...  7324.000    7232.200       IM
15  IM2603  20250917  7039.000  ...  7119.600    7026.800       IM
16   T2512  20250917   107.985  ...   108.135     108.010        T
17   T2603  20250917   107.660  ...   107.845     107.685        T
18   T2606  20250917   107.475  ...   107.670     107.515        T
19  TF2512  20250917   105.760  ...   105.870     105.780       TF
20  TF2603  20250917   105.645  ...   105.730     105.650       TF
21  TF2606  20250917   105.560  ...   105.645     105.535       TF
22  TL2512  20250917   115.440  ...   115.820     115.520       TL
23  TL2603  20250917   115.180  ...   115.490     115.180       TL
24  TL2606  20250917   115.020  ...   115.420     115.120       TL
25  TS2512  20250917   102.406  ...   102.450     102.410       TS
26  TS2603  20250917   102.334  ...   102.366     102.346       TS
27  TS2606  20250917   102.296  ...   102.324     102.302       TS

[28 rows x 12 columns]
2025-09-22 16:26:11,309 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250917   498.6  ...   498.4      492.1      SC
1       SC2511  20250917   499.5  ...   499.8      493.5      SC
2       SC2512  20250917     496  ...   496.8      491.1      SC
3       SC2601  20250917   495.5  ...   494.7      490.1      SC
4       SC2602  20250917   492.5  ...   492.1        488      SC
5       SC2603  20250917   491.5  ...   491.8      487.7      SC
6       SC2604  20250917   490.2  ...   490.3      486.4      SC
7       SC2605  20250917   489.8  ...   490.5      486.3      SC
8       SC2606  20250917     487  ...   489.4      485.6      SC
9       SC2607  20250917     488  ...   488.3      485.7      SC
10      SC2608  20250917   487.5  ...   487.5      484.2      SC
11      SC2609  20250917     484  ...     484      481.9      SC
12      SC2612  20250917   481.4  ...     481      479.8      SC
13      SC2703  20250917          ...   475.1      474.6      SC
14      SC2706  20250917          ...   476.8      474.7      SC
15      SC2709  20250917          ...   473.2      473.2      SC
16      SC2712  20250917   473.7  ...   473.7      472.1      SC
17      SC2803  20250917          ...   473.6      473.6      SC
18      SC2806  20250917   474.8  ...     473      471.1      SC
19      SC2809  20250917          ...     469        469      SC
21      LU2510  20250917    3387  ...    3422       3370      LU
22      LU2511  20250917    3425  ...    3447       3396      LU
23      LU2512  20250917    3418  ...    3429       3377      LU
24      LU2601  20250917    3391  ...    3421       3369      LU
25      LU2602  20250917    3384  ...    3410       3354      LU
26      LU2603  20250917    3375  ...    3387       3350      LU
27      LU2604  20250917    3374  ...    3389       3349      LU
28      LU2605  20250917    3378  ...    3388       3341      LU
29      LU2606  20250917    3390  ...    3399       3348      LU
30      LU2607  20250917    3369  ...    3379       3342      LU
31      LU2608  20250917    3370  ...    3378       3343      LU
32      LU2609  20250917    3361  ...    3360       3336      LU
34      NR2510  20250917   12675  ...   12570      12640      NR
35      NR2511  20250917   12715  ...   12595      12690      NR
36      NR2512  20250917   12750  ...   12630      12725      NR
37      NR2601  20250917   12740  ...   12660      12755      NR
38      NR2602  20250917   12770  ...   12650      12785      NR
39      NR2603  20250917   12755  ...   12635      12780      NR
40      NR2604  20250917   12765  ...   12665      12795      NR
41      NR2605  20250917   12735  ...   12670      12825      NR
42      NR2606  20250917          ...   12635      12635      NR
43      NR2607  20250917          ...   12655      12655      NR
44      NR2608  20250917          ...   12685      12685      NR
45      NR2609  20250917          ...   12685      12685      NR
47      BC2510  20250917   71940  ...   71650      72020      BC
48      BC2511  20250917   72050  ...   71640      72070      BC
49      BC2512  20250917   71670  ...   71670      72120      BC
50      BC2601  20250917          ...   72000      72000      BC
51      BC2602  20250917          ...   71650      71650      BC
52      BC2603  20250917          ...   71950      71950      BC
53      BC2604  20250917          ...   71550      71550      BC
54      BC2605  20250917          ...   71550      71550      BC
55      BC2606  20250917          ...   71500      71500      BC
56      BC2607  20250917          ...   71560      71560      BC
57      BC2608  20250917          ...   71550      71550      BC
58      BC2609  20250917          ...   71550      71550      BC
60      EC2510  20250917    1150  ...  1129.4     1189.6      EC
61      EC2512  20250917    1664  ...  1665.3     1710.7      EC
62      EC2602  20250917    1588  ...  1572.8     1583.1      EC
63      EC2604  20250917  1283.7  ...  1278.3     1283.3      EC
64      EC2606  20250917    1460  ...  1460.7       1459      EC
65      EC2608  20250917    1620  ...  1618.6       1622      EC
68  SC_TAS2510  20250917          ...                     SC_TAS
69  SC_TAS2511  20250917          ...                     SC_TAS
70  SC_TAS2512  20250917          ...                     SC_TAS
71  SC_TAS2601  20250917          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 16:26:11,373 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250917  ...   80720      81090      CU
1        1      CU2511  20250917  ...   80750      81090      CU
2        2      CU2512  20250917  ...   80730      81090      CU
3        3      CU2601  20250917  ...   80730      81150      CU
4        4      CU2602  20250917  ...   80720      81190      CU
5        5      CU2603  20250917  ...   80730      81130      CU
6        6      CU2604  20250917  ...   80700      81120      CU
7        7      CU2605  20250917  ...   80830      80980      CU
8        8      CU2606  20250917  ...   80700      81080      CU
9        9      CU2607  20250917  ...   80680      81060      CU
10      10      CU2608  20250917  ...   80600      81100      CU
11      11      CU2609  20250917  ...   80650      81100      CU
12      12      BC2510  20250917  ...   71650      72020      BC
13      13      BC2511  20250917  ...   71640      72070      BC
14      14      BC2512  20250917  ...   71670      72120      BC
15      15      BC2601  20250917  ...   72000      72000      BC
16      16      BC2602  20250917  ...   71650      71650      BC
17      17      BC2603  20250917  ...   71950      71950      BC
18      18      BC2604  20250917  ...   71550      71550      BC
19      19      BC2605  20250917  ...   71550      71550      BC
20      20      BC2606  20250917  ...   71500      71500      BC
21      21      BC2607  20250917  ...   71560      71560      BC
22      22      BC2608  20250917  ...   71550      71550      BC
23      23      BC2609  20250917  ...   71550      71550      BC
24      24      AL2510  20250917  ...   20965      20990      AL
25      25      AL2511  20250917  ...   20980      21010      AL
26      26      AL2512  20250917  ...   20965      20985      AL
27      27      AL2601  20250917  ...   20940      20960      AL
28      28      AL2602  20250917  ...   20930      20965      AL
29      29      AL2603  20250917  ...   20935      20990      AL
30      30      AL2604  20250917  ...   20955      21015      AL
31      31      AL2605  20250917  ...   20965      21040      AL
32      32      AL2606  20250917  ...   20960      21005      AL
33      33      AL2607  20250917  ...   20950      21035      AL
34      34      AL2608  20250917  ...   20960      20965      AL
35      35      AL2609  20250917  ...   21010      20985      AL
36      36      ZN2510  20250917  ...   22280      22300      ZN
37      37      ZN2511  20250917  ...   22285      22315      ZN
38      38      ZN2512  20250917  ...   22300      22330      ZN
39      39      ZN2601  20250917  ...   22330      22360      ZN
40      40      ZN2602  20250917  ...   22370      22370      ZN
41      41      ZN2603  20250917  ...   22360      22370      ZN
42      42      ZN2604  20250917  ...   22410      22420      ZN
43      43      ZN2605  20250917  ...   22410      22430      ZN
44      44      ZN2606  20250917  ...   22445      22490      ZN
45      45      ZN2607  20250917  ...   22465      22460      ZN
46      46      ZN2608  20250917  ...   22460      22480      ZN
47      47      ZN2609  20250917  ...   22475      22450      ZN
48      48      PB2510  20250917  ...   17080      17080      PB
49      49      PB2511  20250917  ...   17095      17100      PB
50      50      PB2512  20250917  ...   17105      17105      PB
51      51      PB2601  20250917  ...   17115      17115      PB
52      52      PB2602  20250917  ...   17125      17120      PB
53      53      PB2603  20250917  ...   17190      17130      PB
54      54      PB2604  20250917  ...   17195      17205      PB
55      55      PB2605  20250917  ...   17170      17170      PB
56      56      PB2606  20250917  ...   17145      17105      PB
57      57      PB2607  20250917  ...   17150      17155      PB
58      58      PB2608  20250917  ...   17220      17165      PB
59      59      PB2609  20250917  ...   17220      17165      PB
60      60      NI2510  20250917  ...  122030     122790      NI
61      61      NI2511  20250917  ...  122160     122930      NI
62      62      NI2512  20250917  ...  122290     123120      NI
63      63      NI2601  20250917  ...  122520     123300      NI
64      64      NI2602  20250917  ...  122720     123650      NI
65      65      NI2603  20250917  ...  122830     123590      NI
66      66      NI2604  20250917  ...  122970     123800      NI
67      67      NI2605  20250917  ...  123320     124130      NI
68      68      NI2606  20250917  ...  123320     124360      NI
69      69      NI2607  20250917  ...  123610     124590      NI
70      70      NI2608  20250917  ...  124070     125030      NI
71      71      NI2609  20250917  ...  124300     124490      NI
72      72      SN2510  20250917  ...  273090     272740      SN
73      73      SN2511  20250917  ...  273310     273020      SN
74      74      SN2512  20250917  ...  273260     273040      SN
75      75      SN2601  20250917  ...  272970     273310      SN
76      76      SN2602  20250917  ...  273360     273130      SN
77      77      SN2603  20250917  ...  272790     273430      SN
78      78      SN2604  20250917  ...  274190     273380      SN
79      79      SN2605  20250917  ...  273160     273620      SN
80      80      SN2606  20250917  ...  272960     274060      SN
81      81      SN2607  20250917  ...  273500     275180      SN
82      82      SN2608  20250917  ...  273820     275620      SN
83      83      SN2609  20250917  ...  274140     275630      SN
84      84      AO2510  20250917  ...    2917       2957      AO
85      85      AO2511  20250917  ...    2920       2964      AO
86      86      AO2512  20250917  ...    2934       2979      AO
87      87      AO2601  20250917  ...    2941       2989      AO
88      88      AO2602  20250917  ...    2947       2996      AO
89      89      AO2603  20250917  ...    3018       3052      AO
90      90      AO2604  20250917  ...    3022       3063      AO
91      91      AO2605  20250917  ...    3027       3066      AO
92      92      AO2606  20250917  ...    3035       3077      AO
93      93      AO2607  20250917  ...    3050       3084      AO
94      94      AO2608  20250917  ...    3051       3091      AO
95      95      AO2609  20250917  ...    3069       3107      AO
96      96      AD2511  20250917  ...   20480      20505      AD
97      97      AD2512  20250917  ...   20515      20525      AD
98      98      AD2601  20250917  ...   20540      20550      AD
99      99      AD2602  20250917  ...   20540      20540      AD
100    100      AD2603  20250917  ...   20500      20500      AD
101    101      AD2604  20250917  ...   20485      20485      AD
102    102      AD2605  20250917  ...   20520      20520      AD
103    103      AD2606  20250917  ...   20455      20455      AD
104    104      AD2607  20250917  ...   20510      20510      AD
105    105      AD2608  20250917  ...   20515      20515      AD
106    106      AD2609  20250917  ...   20515      20515      AD
107    107      AU2510  20250917  ...     839     838.12      AU
108    108      AU2511  20250917  ...   839.9      839.4      AU
109    109      AU2512  20250917  ...   841.3     840.76      AU
110    110      AU2602  20250917  ...   843.8      843.2      AU
111    111      AU2604  20250917  ...  846.48     845.18      AU
112    112      AU2606  20250917  ...  848.26     847.54      AU
113    113      AU2608  20250917  ...  850.82     850.08      AU
114    114      AU2610  20250917  ...  853.12     852.26      AU
115    115      AG2510  20250917  ...   10014      10084      AG
116    116      AG2511  20250917  ...   10025      10095      AG
117    117      AG2512  20250917  ...   10030      10111      AG
118    118      AG2601  20250917  ...   10048      10121      AG
119    119      AG2602  20250917  ...   10059      10131      AG
120    120      AG2603  20250917  ...   10069      10146      AG
121    121      AG2604  20250917  ...   10087      10143      AG
122    122      AG2605  20250917  ...   10088      10175      AG
123    123      AG2606  20250917  ...   10098      10188      AG
124    124      AG2607  20250917  ...   10116      10204      AG
125    125      AG2608  20250917  ...   10136      10214      AG
126    126      AG2609  20250917  ...   10132      10233      AG
127    127      RB2510  20250917  ...    3061       3070      RB
128    128      RB2511  20250917  ...    3080       3089      RB
129    129      RB2512  20250917  ...    3133       3134      RB
130    130      RB2601  20250917  ...    3155       3166      RB
131    131      RB2602  20250917  ...    3157       3176      RB
132    132      RB2603  20250917  ...    3180       3193      RB
133    133      RB2604  20250917  ...    3206       3221      RB
134    134      RB2605  20250917  ...    3226       3234      RB
135    135      RB2606  20250917  ...    3241       3248      RB
136    136      RB2607  20250917  ...    3258       3263      RB
137    137      RB2608  20250917  ...    3258       3269      RB
138    138      RB2609  20250917  ...    3270       3277      RB
139    139      WR2510  20250917  ...    3288       3306      WR
140    140      WR2511  20250917  ...    3302       3302      WR
141    141      WR2512  20250917  ...    3324       3324      WR
142    142      WR2601  20250917  ...    3349       3357      WR
143    143      WR2602  20250917  ...    3358       3358      WR
144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 16:26:11,487 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250917   8432.0   8438.0  ...    34748.31   8408.0      8421.0       AP
1    AP511  20250917   8221.0   8248.0  ...     4909.52   8196.0      8201.0       AP
2    AP512  20250917   8174.0   8238.0  ...      850.24   8175.0      8205.0       AP
3    AP601  20250917   8277.0   8308.0  ...   390355.14   8252.0      8271.0       AP
4    AP603  20250917   8107.0   8174.0  ...      497.22   8151.0      8161.0       AP
5    AP604  20250917   8137.0   8175.0  ...       73.29   8144.0      8167.0       AP
6    AP605  20250917   8269.0   8269.0  ...     2642.45   8206.0      8225.0       AP
7    CF511  20250917  13775.0  13835.0  ...   287116.09  13780.0     13755.0       CF
8    CF601  20250917  13925.0  13970.0  ...  1475769.50  13915.0     13900.0       CF
9    CF603  20250917  13880.0  13925.0  ...     1852.98  13880.0     13870.0       CF
10   CF605  20250917  13880.0  13925.0  ...   109540.96  13875.0     13860.0       CF
11   CF607  20250917  13905.0  13945.0  ...      820.13  13900.0     13895.0       CF
12   CF609  20250917  14015.0  14045.0  ...       56.08  14020.0     14035.0       CF
13   CJ512  20250917  10820.0  10825.0  ...     1439.07  10780.0     10790.0       CJ
14   CJ601  20250917  10830.0  10865.0  ...   429300.62  10800.0     10830.0       CJ
15   CJ603  20250917  10860.0  10885.0  ...     6084.97  10820.0     10860.0       CJ
16   CJ605  20250917  10950.0  10980.0  ...    86868.32  10915.0     10960.0       CJ
17   CJ607  20250917  11090.0  11110.0  ...     1976.22  11040.0     11105.0       CJ
18   CJ609  20250917  11185.0  11230.0  ...      173.56  11195.0     11250.0       CJ
19   CY510  20250917      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250917  19975.0  20090.0  ...   124022.70  19975.0     19965.0       CY
21   CY512  20250917  19870.0  19870.0  ...       29.58  19720.0     19405.0       CY
22   CY601  20250917  19970.0  20070.0  ...     3125.50  19970.0     19985.0       CY
23   CY602  20250917      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250917      0.0      0.0  ...        0.00  20170.0     20145.0       CY
25   CY604  20250917      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250917      0.0      0.0  ...        0.00  20135.0     20170.0       CY
27   CY606  20250917      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250917      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250917      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250917      0.0      0.0  ...        0.00  20365.0     20540.0       CY
31   FG510  20250917   1122.0   1122.0  ...    18051.74   1109.0      1109.0       FG
32   FG511  20250917   1129.0   1129.0  ...   166395.32   1112.0      1117.0       FG
33   FG512  20250917   1238.0   1243.0  ...    85782.82   1233.0      1234.0       FG
34   FG601  20250917   1240.0   1247.0  ...  4079998.75   1235.0      1236.0       FG
35   FG602  20250917   1289.0   1296.0  ...    32841.02   1283.0      1285.0       FG
36   FG603  20250917   1291.0   1299.0  ...     1998.09   1287.0      1290.0       FG
37   FG604  20250917   1340.0   1349.0  ...      487.80   1340.0      1337.0       FG
38   FG605  20250917   1341.0   1350.0  ...    98671.67   1339.0      1336.0       FG
39   FG606  20250917   1369.0   1377.0  ...      866.46   1367.0      1367.0       FG
40   FG607  20250917   1349.0   1370.0  ...     1044.87   1361.0      1361.0       FG
41   FG608  20250917   1378.0   1398.0  ...      901.70   1387.0      1385.0       FG
42   FG609  20250917   1383.0   1400.0  ...     3513.61   1391.0      1382.0       FG
43   JR511  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250917   2291.0   2296.0  ...     6128.50   2290.0      2298.0       MA
52   MA511  20250917   2316.0   2323.0  ...   104198.39   2315.0      2331.0       MA
53   MA512  20250917   2360.0   2364.0  ...    60887.65   2356.0      2376.0       MA
54   MA601  20250917   2380.0   2388.0  ...   921989.45   2380.0      2394.0       MA
55   MA602  20250917   2404.0   2409.0  ...    28280.29   2401.0      2414.0       MA
56   MA603  20250917   2416.0   2422.0  ...      398.59   2416.0      2428.0       MA
57   MA604  20250917   2421.0   2421.0  ...       24.16   2416.0      2433.0       MA
58   MA605  20250917   2402.0   2408.0  ...    58891.91   2401.0      2412.0       MA
59   MA606  20250917   2414.0   2414.0  ...        9.63   2407.0      2422.0       MA
60   MA607  20250917   2394.0   2394.0  ...       40.62   2389.0      2399.0       MA
61   MA608  20250917   2382.0   2383.0  ...       14.30   2383.0      2394.0       MA
62   MA609  20250917   2375.0   2379.0  ...     1409.08   2372.0      2382.0       MA
63   OI511  20250917  10239.0  10288.0  ...   552062.28  10217.0     10154.0       OI
64   OI601  20250917  10065.0  10116.0  ...  3364787.16  10055.0      9981.0       OI
65   OI603  20250917   9833.0   9867.0  ...     5390.68   9801.0      9733.0       OI
66   OI605  20250917   9600.0   9640.0  ...   233253.68   9572.0      9516.0       OI
67   OI607  20250917   9587.0   9587.0  ...      866.09   9517.0      9468.0       OI
68   OI609  20250917   9558.0   9558.0  ...      910.18   9481.0      9446.0       OI
69   PF510  20250917   6372.0   6414.0  ...    11027.64   6392.0      6378.0       PF
70   PF511  20250917   6376.0   6408.0  ...   524899.72   6382.0      6380.0       PF
71   PF512  20250917   6358.0   6386.0  ...   265943.18   6362.0      6364.0       PF
72   PF601  20250917   6408.0   6424.0  ...    22281.42   6408.0      6400.0       PF
73   PF602  20250917   6404.0   6432.0  ...    57719.21   6410.0      6406.0       PF
74   PF603  20250917   6402.0   6420.0  ...        6.41   6412.0      6420.0       PF
75   PF604  20250917   6438.0   6438.0  ...        3.22   6438.0      6454.0       PF
76   PF605  20250917   6474.0   6474.0  ...        6.47   6470.0      6458.0       PF
77   PF606  20250917   6480.0   6480.0  ...        3.24   6480.0      6480.0       PF
78   PF607  20250917      0.0      0.0  ...        0.00   6504.0      6502.0       PF
79   PF608  20250917      0.0      0.0  ...        0.00   6524.0      6504.0       PF
80   PF609  20250917      0.0      0.0  ...        0.00   6580.0      6580.0       PF
81   PK510  20250917   7808.0   7846.0  ...     8829.25   7818.0      7800.0       PK
82   PK511  20250917   7788.0   7850.0  ...   392386.77   7810.0      7766.0       PK
83   PK512  20250917   7810.0   7858.0  ...   132621.55   7824.0      7798.0       PK
84   PK601  20250917   7820.0   7850.0  ...    33933.10   7830.0      7820.0       PK
85   PK603  20250917   7846.0   7868.0  ...       94.19   7850.0      7844.0       PK
86   PK604  20250917   7864.0   7868.0  ...       47.17   7862.0      7862.0       PK
87   PK605  20250917   7870.0   7880.0  ...     3525.34   7870.0      7864.0       PK
88   PL601  20250917   6453.0   6464.0  ...    57202.98   6449.0      6458.0       PL
89   PL602  20250917   6485.0   6490.0  ...     2228.13   6477.0      6482.0       PL
90   PL603  20250917      0.0      0.0  ...        0.00   6499.0      6498.0       PL
91   PL604  20250917      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250917      0.0      0.0  ...        0.00   6428.0      6428.0       PL
93   PL606  20250917      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250917   6439.0   6439.0  ...       12.88   6439.0      6419.0       PL
95   PL608  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250917   5868.0   5880.0  ...     2077.49   5870.0      5866.0       PR
104  PR511  20250917   5854.0   5870.0  ...   321619.98   5856.0      5860.0       PR
105  PR512  20250917   5852.0   5874.0  ...   314268.80   5858.0      5866.0       PR
106  PR601  20250917   5870.0   5872.0  ...   152845.03   5856.0      5860.0       PR
107  PR602  20250917   5884.0   5900.0  ...      211.91   5886.0      5896.0       PR
108  PR603  20250917   5896.0   5928.0  ...       79.73   5906.0      5908.0       PR
109  PR604  20250917   5920.0   5940.0  ...       17.79   5930.0      5896.0       PR
110  PR605  20250917   5912.0   5930.0  ...       26.66   5924.0      5904.0       PR
111  PR606  20250917      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250917      0.0      0.0  ...        0.00   5962.0      5944.0       PR
113  PR608  20250917      0.0      0.0  ...        0.00   5966.0      5946.0       PR
114  PR609  20250917      0.0      0.0  ...        0.00   5932.0      5924.0       PR
115  PX510  20250917   6828.0   6828.0  ...     3758.07   6796.0      6804.0       PX
116  PX511  20250917   6790.0   6810.0  ...   533359.78   6782.0      6788.0       PX
117  PX512  20250917   6762.0   6784.0  ...   221700.49   6760.0      6758.0       PX
118  PX601  20250917   6740.0   6758.0  ...   213288.97   6732.0      6734.0       PX
119  PX602  20250917   6744.0   6752.0  ...   121861.52   6722.0      6728.0       PX
120  PX603  20250917      0.0      0.0  ...        0.00   6742.0      6742.0       PX
121  PX604  20250917      0.0      0.0  ...        0.00   6742.0      6760.0       PX
122  PX605  20250917   6732.0   6738.0  ...      252.30   6728.0      6714.0       PX
123  PX606  20250917      0.0      0.0  ...        0.00   6718.0      6698.0       PX
124  PX607  20250917   6736.0   6736.0  ...      134.72   6736.0      6736.0       PX
125  PX608  20250917      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250917   6750.0   6750.0  ...        3.38   6750.0      6722.0       PX
127  RI511  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250917   2535.0   2540.0  ...    38101.89   2499.0      2531.0       RM
134  RM601  20250917   2523.0   2528.0  ...   980972.69   2485.0      2517.0       RM
135  RM603  20250917   2422.0   2427.0  ...    14028.55   2392.0      2423.0       RM
136  RM605  20250917   2401.0   2404.0  ...   178362.44   2377.0      2400.0       RM
137  RM607  20250917   2385.0   2402.0  ...    22318.75   2375.0      2385.0       RM
138  RM608  20250917   2484.0   2490.0  ...     2810.84   2472.0      2484.0       RM
139  RM609  20250917   2473.0   2490.0  ...     7954.28   2466.0      2471.0       RM
140  RS511  20250917   5348.0   5348.0  ...       42.36   5295.0      5306.0       RS
141  RS607  20250917   5540.0   5556.0  ...       33.29   5548.0      5555.0       RS
142  RS608  20250917   5589.0   5620.0  ...      116.76   5560.0      5556.0       RS
143  RS609  20250917      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250917   1250.0   1255.0  ...    11411.73   1246.0      1244.0       SA
145  SA511  20250917   1264.0   1267.0  ...   387360.97   1258.0      1258.0       SA
146  SA512  20250917   1331.0   1332.0  ...   204076.82   1321.0      1324.0       SA
147  SA601  20250917   1344.0   1346.0  ...  2897113.14   1333.0      1337.0       SA
148  SA602  20250917   1375.0   1375.0  ...   135893.89   1362.0      1366.0       SA
149  SA603  20250917   1374.0   1376.0  ...     2380.34   1370.0      1369.0       SA
150  SA604  20250917   1417.0   1417.0  ...      902.89   1411.0      1409.0       SA
151  SA605  20250917   1423.0   1425.0  ...    79356.52   1415.0      1415.0       SA
152  SA606  20250917   1431.0   1431.0  ...      863.82   1425.0      1418.0       SA
153  SA607  20250917   1433.0   1433.0  ...     2876.19   1424.0      1420.0       SA
154  SA608  20250917   1448.0   1450.0  ...     2051.39   1443.0      1426.0       SA
155  SA609  20250917   1452.0   1456.0  ...     4124.44   1448.0      1443.0       SA
156  SF510  20250917   5516.0   5588.0  ...     8613.21   5544.0      5572.0       SF
157  SF511  20250917   5696.0   5776.0  ...   474200.97   5726.0      5752.0       SF
158  SF512  20250917   5664.0   5748.0  ...   115486.14   5700.0      5724.0       SF
159  SF601  20250917   5664.0   5746.0  ...   168921.50   5704.0      5716.0       SF
160  SF602  20250917   5634.0   5706.0  ...    34455.30   5666.0      5670.0       SF
161  SF603  20250917   5798.0   5862.0  ...        8.76   5842.0      5856.0       SF
162  SF604  20250917   5854.0   5860.0  ...        8.78   5856.0      5850.0       SF
163  SF605  20250917   5790.0   5854.0  ...     1690.67   5810.0      5824.0       SF
164  SF606  20250917   5750.0   5804.0  ...       48.93   5758.0      5784.0       SF
165  SF607  20250917   5912.0   5966.0  ...       68.40   5948.0      5940.0       SF
166  SF608  20250917   5900.0   5938.0  ...       20.66   5902.0      5894.0       SF
167  SF609  20250917   5878.0   5920.0  ...       26.48   5884.0      5896.0       SF
168  SH510  20250917   2496.0   2530.0  ...    27952.07   2511.0      2506.0       SH
169  SH511  20250917   2524.0   2559.0  ...   551909.54   2538.0      2535.0       SH
170  SH512  20250917   2579.0   2607.0  ...   227232.51   2589.0      2584.0       SH
171  SH601  20250917   2578.0   2610.0  ...  2403637.91   2593.0      2592.0       SH
172  SH602  20250917   2606.0   2629.0  ...    46403.92   2612.0      2614.0       SH
173  SH603  20250917   2625.0   2646.0  ...     3236.56   2631.0      2637.0       SH
174  SH604  20250917   2667.0   2689.0  ...      320.57   2671.0      2680.0       SH
175  SH605  20250917   2670.0   2696.0  ...    11285.68   2683.0      2689.0       SH
176  SH606  20250917   2692.0   2703.0  ...       16.19   2698.0      2707.0       SH
177  SH607  20250917   2681.0   2697.0  ...       72.62   2690.0      2699.0       SH
178  SH608  20250917   2690.0   2694.0  ...       56.48   2689.0      2702.0       SH
179  SH609  20250917   2692.0   2714.0  ...      275.69   2703.0      2701.0       SH
180  SM510  20250917   5822.0   5884.0  ...     6218.22   5848.0      5850.0       SM
181  SM511  20250917   5924.0   5968.0  ...   316808.80   5936.0      5940.0       SM
182  SM512  20250917   5926.0   5976.0  ...    80580.76   5940.0      5948.0       SM
183  SM601  20250917   5942.0   5992.0  ...   504040.77   5956.0      5962.0       SM
184  SM602  20250917   5948.0   5996.0  ...   211007.94   5964.0      5960.0       SM
185  SM603  20250917   5958.0   6004.0  ...       35.87   5978.0      5970.0       SM
186  SM604  20250917   5986.0   5986.0  ...        5.99   5986.0      5990.0       SM
187  SM605  20250917   5980.0   6028.0  ...     7442.32   5984.0      6000.0       SM
188  SM606  20250917   6006.0   6006.0  ...        3.00   6006.0      5986.0       SM
189  SM607  20250917   5972.0   6038.0  ...        6.01   6006.0      6012.0       SM
190  SM608  20250917      0.0      0.0  ...        0.00   6040.0      6030.0       SM
191  SM609  20250917   5986.0   6058.0  ...      307.48   6030.0      6010.0       SM
192  SR511  20250917   5551.0   5551.0  ...   107951.54   5537.0      5549.0       SR
193  SR601  20250917   5546.0   5552.0  ...   883331.28   5538.0      5555.0       SR
194  SR603  20250917   5535.0   5538.0  ...     1855.88   5523.0      5543.0       SR
195  SR605  20250917   5525.0   5526.0  ...    64482.27   5514.0      5532.0       SR
196  SR607  20250917   5521.0   5525.0  ...     2244.01   5514.0      5530.0       SR
197  SR609  20250917   5530.0   5535.0  ...     1242.98   5524.0      5543.0       SR
198  TA510  20250917   4676.0   4686.0  ...    28187.67   4670.0      4662.0       TA
199  TA511  20250917   4680.0   4700.0  ...   266796.06   4682.0      4676.0       TA
200  TA512  20250917   4694.0   4710.0  ...   120458.33   4694.0      4692.0       TA
201  TA601  20250917   4704.0   4716.0  ...  1425656.89   4698.0      4692.0       TA
202  TA602  20250917   4708.0   4726.0  ...    19345.21   4710.0      4704.0       TA
203  TA603  20250917   4718.0   4724.0  ...      176.78   4714.0      4714.0       TA
204  TA604  20250917   4718.0   4732.0  ...        9.44   4720.0      4718.0       TA
205  TA605  20250917   4748.0   4752.0  ...    40164.93   4740.0      4732.0       TA
206  TA606  20250917      0.0      0.0  ...        0.00   4752.0      4750.0       TA
207  TA607  20250917      0.0      0.0  ...        0.00   4762.0      4760.0       TA
208  TA608  20250917      0.0      0.0  ...        0.00   4770.0      4770.0       TA
209  TA609  20250917   4772.0   4786.0  ...       26.26   4776.0      4778.0       TA
210  UR510  20250917   1597.0   1599.0  ...     2590.23   1593.0      1597.0       UR
211  UR511  20250917   1662.0   1671.0  ...    32532.03   1665.0      1672.0       UR
212  UR512  20250917   1677.0   1681.0  ...     7973.81   1675.0      1683.0       UR
213  UR601  20250917   1685.0   1687.0  ...   311810.74   1681.0      1691.0       UR
214  UR602  20250917   1681.0   1691.0  ...      586.28   1685.0      1695.0       UR
215  UR603  20250917   1729.0   1737.0  ...      121.25   1732.0      1737.0       UR
216  UR604  20250917   1738.0   1738.0  ...        6.95   1738.0      1736.0       UR
217  UR605  20250917   1740.0   1740.0  ...    12279.83   1734.0      1740.0       UR
218  UR606  20250917   1729.0   1737.0  ...       48.54   1734.0      1738.0       UR
219  UR607  20250917   1757.0   1766.0  ...       66.92   1761.0      1768.0       UR
220  UR608  20250917   1754.0   1761.0  ...       10.55   1758.0      1764.0       UR
221  UR609  20250917   1753.0   1758.0  ...       84.24   1755.0      1759.0       UR
222  WH511  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:26:11,806 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250917  53500.0  ...  53465.0     54925.0       PS
1   PS2511  20250917  53665.0  ...  53465.0     54630.0       PS
2   PS2512  20250917  56005.0  ...  56115.0     57220.0       PS
3   PS2601  20250917  56175.0  ...  56020.0     57135.0       PS
4   PS2602  20250917  56165.0  ...  56125.0     57140.0       PS
5   PS2603  20250917  56375.0  ...  56150.0     57205.0       PS
6   PS2604  20250917  56480.0  ...  56195.0     57330.0       PS
7   PS2605  20250917  56580.0  ...  56225.0     57310.0       PS
8   PS2606  20250917  58370.0  ...  58570.0     59625.0       PS
9   PS2607  20250917  58765.0  ...  58665.0     59850.0       PS
10  PS2608  20250917  58890.0  ...  58725.0     59695.0       PS
11  PS2609  20250917  58875.0  ...  58695.0     59740.0       PS
13  SI2510  20250917   8870.0  ...   8910.0      8950.0       SI
14  SI2511  20250917   8895.0  ...   8925.0      8970.0       SI
15  SI2512  20250917   9240.0  ...   9305.0      9360.0       SI
16  SI2601  20250917   9250.0  ...   9305.0      9350.0       SI
17  SI2602  20250917   9265.0  ...   9320.0      9385.0       SI
18  SI2603  20250917   9320.0  ...   9340.0      9355.0       SI
19  SI2604  20250917   9310.0  ...   9325.0      9360.0       SI
20  SI2605  20250917   9305.0  ...   9350.0      9370.0       SI
21  SI2606  20250917   9320.0  ...   9335.0      9350.0       SI
22  SI2607  20250917   9345.0  ...   9355.0      9355.0       SI
23  SI2608  20250917   9355.0  ...   9360.0      9380.0       SI
24  SI2609  20250917   9305.0  ...   9370.0      9345.0       SI
27  LC2510  20250917  73360.0  ...  73280.0     73500.0       LC
28  LC2511  20250917  73160.0  ...  73420.0     73620.0       LC
29  LC2512  20250917  73260.0  ...  73560.0     73920.0       LC
30  LC2601  20250917  73200.0  ...  73560.0     73800.0       LC
31  LC2602  20250917  72920.0  ...  73440.0     73720.0       LC
32  LC2603  20250917  73200.0  ...  73480.0     73660.0       LC
33  LC2604  20250917  73680.0  ...  74080.0     74280.0       LC
34  LC2605  20250917  73820.0  ...  74120.0     74240.0       LC
35  LC2606  20250917  73500.0  ...  73860.0     74280.0       LC
36  LC2607  20250917  73580.0  ...  73760.0     73980.0       LC
37  LC2608  20250917  73520.0  ...  73620.0     73740.0       LC
38  LC2609  20250917  73560.0  ...  73780.0     73900.0       LC

[36 rows x 12 columns]
2025-09-22 16:26:12,029 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250917   3924.00  ...   3914.00     3934.00        A
1     a2601  20250917   3933.00  ...   3919.00     3937.00        A
2     a2603  20250917   3938.00  ...   3924.00     3943.00        A
3     a2605  20250917   3981.00  ...   3964.00     3984.00        A
4     a2607  20250917   3984.00  ...   3970.00     3990.00        A
5     a2609  20250917   3993.00  ...   3976.00     3998.00        A
6     b2510  20250917   3705.00  ...   3689.00     3704.00        B
7     b2511  20250917   3734.00  ...   3705.00     3745.00        B
8     b2512  20250917   3774.00  ...   3748.00     3778.00        B
9     b2601  20250917   3772.00  ...   3741.00     3765.00        B
10    b2602  20250917   3750.00  ...   3725.00     3748.00        B
11    b2603  20250917   3699.00  ...   3682.00     3701.00        B
12    b2604  20250917   3590.00  ...   3577.00     3589.00        B
13    b2605  20250917   3520.00  ...   3508.00     3519.00        B
14    b2606  20250917   3489.00  ...   3482.00     3489.00        B
15    b2607  20250917   3488.00  ...   3484.00     3488.00        B
16    b2608  20250917   3588.00  ...   3582.00     3586.00        B
17    b2609  20250917   3613.00  ...   3591.00     3607.00        B
18   bb2511  20250917    142.35  ...    142.30      142.25       BB
19   bb2601  20250917    146.95  ...    146.95      147.30       BB
20   bb2603  20250917      0.00  ...    146.90      146.90       BB
21   bb2605  20250917      0.00  ...    141.60      141.90       BB
22   bb2607  20250917      0.00  ...    146.40      146.70       BB
23   bb2609  20250917      0.00  ...    146.40      146.70       BB
24   bz2603  20250917   6090.00  ...   6069.00     6078.00       BZ
25   bz2604  20250917   6069.00  ...   6046.00     6069.00       BZ
26   bz2605  20250917      0.00  ...   6072.00     6072.00       BZ
27   bz2606  20250917      0.00  ...   6008.00     6008.00       BZ
28   bz2607  20250917      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250917      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250917   2166.00  ...   2163.00     2169.00        C
31    c2601  20250917   2153.00  ...   2155.00     2158.00        C
32    c2603  20250917   2166.00  ...   2166.00     2173.00        C
33    c2605  20250917   2226.00  ...   2226.00     2231.00        C
34    c2607  20250917   2243.00  ...   2240.00     2246.00        C
35    c2609  20250917   2256.00  ...   2254.00     2262.00        C
36   cs2511  20250917   2442.00  ...   2448.00     2445.00       CS
37   cs2601  20250917   2467.00  ...   2471.00     2475.00       CS
38   cs2603  20250917   2477.00  ...   2479.00     2485.00       CS
39   cs2605  20250917   2564.00  ...   2562.00     2568.00       CS
40   cs2607  20250917   2568.00  ...   2567.00     2575.00       CS
41   cs2609  20250917   2585.00  ...   2585.00     2592.00       CS
42   eb2509  20250917      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250917   7175.00  ...   7159.00     7158.00       EB
44   eb2511  20250917   7197.00  ...   7176.00     7170.00       EB
45   eb2512  20250917   7195.00  ...   7182.00     7175.00       EB
46   eb2601  20250917   7195.00  ...   7200.00     7195.00       EB
47   eb2602  20250917   7219.00  ...   7220.00     7216.00       EB
48   eb2603  20250917   7254.00  ...   7240.00     7237.00       EB
49   eb2604  20250917   7276.00  ...   7273.00     7272.00       EB
50   eb2605  20250917   7295.00  ...   7288.00     7288.00       EB
51   eb2606  20250917      0.00  ...   7297.00     7297.00       EB
52   eb2607  20250917      0.00  ...   7314.00     7314.00       EB
53   eb2608  20250917      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250917      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250917   4309.00  ...   4312.00     4314.00       EG
56   eg2511  20250917   4287.00  ...   4280.00     4291.00       EG
57   eg2512  20250917   4287.00  ...   4273.00     4306.00       EG
58   eg2601  20250917   4283.00  ...   4289.00     4298.00       EG
59   eg2602  20250917   4293.00  ...   4295.00     4308.00       EG
60   eg2603  20250917   4294.00  ...   4298.00     4302.00       EG
61   eg2604  20250917   4343.00  ...   4340.00     4340.00       EG
62   eg2605  20250917   4341.00  ...   4340.00     4349.00       EG
63   eg2606  20250917   4354.00  ...   4348.00     4332.00       EG
64   eg2607  20250917      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250917      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250917   1269.50  ...   1268.50     1269.00       FB
67   fb2511  20250917   1251.50  ...   1251.00     1257.00       FB
68   fb2512  20250917   1262.50  ...   1259.50     1263.50       FB
69   fb2601  20250917   1253.00  ...   1253.50     1255.50       FB
70   fb2602  20250917   1249.50  ...   1248.50     1249.50       FB
71   fb2603  20250917   1249.00  ...   1249.00     1250.50       FB
72   fb2604  20250917      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250917      0.00  ...   1301.50     1301.50       FB
74   fb2606  20250917      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250917      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250917      0.00  ...   1285.00     1285.00       FB
77   fb2609  20250917      0.00  ...   1296.00     1296.00       FB
78    i2510  20250917    821.00  ...    820.00      824.50        I
79    i2511  20250917    818.00  ...    815.50      819.00        I
80    i2512  20250917    812.50  ...    809.50      814.00        I
81    i2601  20250917    804.00  ...    801.00      805.50        I
82    i2602  20250917    800.00  ...    795.50      800.50        I
83    i2603  20250917    794.00  ...    790.00      795.00        I
84    i2604  20250917    790.00  ...    786.50      791.00        I
85    i2605  20250917    783.00  ...    780.00      783.50        I
86    i2606  20250917    777.50  ...    775.00      777.50        I
87    i2607  20250917    773.50  ...    770.50      773.50        I
88    i2608  20250917    769.00  ...    766.00      768.50        I
89    i2609  20250917    763.00  ...    760.50      764.00        I
90    j2510  20250917   1636.50  ...   1628.50     1628.50        J
91    j2511  20250917   1670.00  ...   1655.50     1662.00        J
92    j2512  20250917   1688.00  ...   1691.00     1690.00        J
93    j2601  20250917   1740.00  ...   1728.00     1726.50        J
94    j2602  20250917   1754.00  ...   1754.00     1755.00        J
95    j2603  20250917      0.00  ...   1763.50     1721.50        J
96    j2604  20250917      0.00  ...   1814.00     1814.00        J
97    j2605  20250917   1873.00  ...   1857.00     1868.50        J
98    j2606  20250917      0.00  ...   1887.00     1887.00        J
99    j2607  20250917   1885.00  ...   1885.00     1900.50        J
100   j2608  20250917      0.00  ...   1906.00     1906.00        J
101   j2609  20250917   1898.00  ...   1895.00     1911.50        J
102  jd2509  20250917   3235.00  ...   3226.00     3265.00       JD
103  jd2510  20250917   3080.00  ...   3063.00     3116.00       JD
104  jd2511  20250917   3098.00  ...   3110.00     3132.00       JD
105  jd2512  20250917   3200.00  ...   3208.00     3232.00       JD
106  jd2601  20250917   3370.00  ...   3375.00     3382.00       JD
107  jd2602  20250917   3125.00  ...   3117.00     3121.00       JD
108  jd2603  20250917   3141.00  ...   3130.00     3133.00       JD
109  jd2604  20250917   3330.00  ...   3318.00     3308.00       JD
110  jd2605  20250917   3435.00  ...   3436.00     3422.00       JD
111  jd2606  20250917   3247.00  ...   3245.00     3228.00       JD
112  jd2607  20250917   3490.00  ...   3487.00     3476.00       JD
113  jd2608  20250917   3915.00  ...   3916.00     3905.00       JD
114  jm2510  20250917   1047.00  ...   1043.00     1037.00       JM
115  jm2511  20250917   1108.00  ...   1094.50     1102.50       JM
116  jm2512  20250917   1180.00  ...   1163.50     1170.50       JM
117  jm2601  20250917   1255.00  ...   1229.50     1228.50       JM
118  jm2602  20250917   1270.50  ...   1252.50     1258.50       JM
119  jm2603  20250917   1298.00  ...   1269.50     1280.50       JM
120  jm2604  20250917   1324.00  ...   1288.50     1304.50       JM
121  jm2605  20250917   1340.00  ...   1309.00     1324.00       JM
122  jm2606  20250917   1350.50  ...   1326.00     1339.00       JM
123  jm2607  20250917   1364.50  ...   1331.50     1349.50       JM
124  jm2608  20250917   1377.50  ...   1342.50     1358.50       JM
125  jm2609  20250917   1395.00  ...   1363.50     1371.50       JM
126   l2510  20250917   7176.00  ...   7165.00     7177.00        L
127   l2511  20250917   7209.00  ...   7195.00     7209.00        L
128   l2512  20250917   7239.00  ...   7225.00     7239.00        L
129   l2601  20250917   7252.00  ...   7249.00     7260.00        L
130   l2602  20250917   7244.00  ...   7241.00     7246.00        L
131   l2603  20250917   7259.00  ...   7257.00     7262.00        L
132   l2604  20250917   7294.00  ...   7290.00     7284.00        L
133   l2605  20250917   7285.00  ...   7290.00     7284.00        L
134   l2606  20250917   7282.00  ...   7280.00     7283.00        L
135   l2607  20250917   7301.00  ...   7302.00     7296.00        L
136   l2608  20250917   7309.00  ...   7310.00     7306.00        L
137   l2609  20250917   7315.00  ...   7311.00     7299.00        L
138  lg2509  20250917    770.00  ...    770.00      768.00       LG
139  lg2511  20250917    806.50  ...    808.50      806.50       LG
140  lg2601  20250917    820.50  ...    822.50      820.50       LG
141  lg2603  20250917    826.00  ...    827.00      826.50       LG
142  lg2605  20250917    832.50  ...    831.50      832.50       LG
143  lg2607  20250917    832.00  ...    832.50      833.00       LG
144  lh2509  20250917  12985.00  ...  12985.00    13100.00       LH
145  lh2511  20250917  13110.00  ...  13055.00    13210.00       LH
146  lh2601  20250917  13690.00  ...  13575.00    13725.00       LH
147  lh2603  20250917  13025.00  ...  13005.00    13025.00       LH
148  lh2605  20250917  13600.00  ...  13540.00    13555.00       LH
149  lh2607  20250917  14400.00  ...  14315.00    14240.00       LH
150   m2511  20250917   3009.00  ...   2980.00     3015.00        M
151   m2512  20250917   3058.00  ...   3031.00     3064.00        M
152   m2601  20250917   3042.00  ...   3019.00     3046.00        M
153   m2603  20250917   2980.00  ...   2960.00     2986.00        M
154   m2605  20250917   2804.00  ...   2790.00     2807.00        M
155   m2607  20250917   2783.00  ...   2774.00     2786.00        M
156   m2608  20250917   2911.00  ...   2901.00     2912.00        M
157   m2609  20250917   2915.00  ...   2904.00     2918.00        M
158   p2510  20250917   9402.00  ...   9408.00     9406.00        P
159   p2511  20250917   9466.00  ...   9416.00     9432.00        P
160   p2512  20250917   9506.00  ...   9464.00     9462.00        P
161   p2601  20250917   9534.00  ...   9494.00     9484.00        P
162   p2602  20250917   9498.00  ...   9464.00     9434.00        P
163   p2603  20250917   9466.00  ...   9416.00     9404.00        P
164   p2604  20250917   9400.00  ...   9340.00     9326.00        P
165   p2605  20250917   9290.00  ...   9258.00     9242.00        P
166   p2606  20250917   9198.00  ...   9140.00     9126.00        P
167   p2607  20250917   9090.00  ...   9060.00     9020.00        P
168   p2608  20250917   9028.00  ...   8988.00     8954.00        P
169   p2609  20250917   8930.00  ...   8922.00     8882.00        P
170  pg2509  20250917   3798.00  ...   3752.00     3750.00       PG
171  pg2510  20250917   4477.00  ...   4485.00     4494.00       PG
172  pg2511  20250917   4428.00  ...   4431.00     4440.00       PG
173  pg2512  20250917   4370.00  ...   4372.00     4377.00       PG
174  pg2601  20250917   4303.00  ...   4305.00     4313.00       PG
175  pg2602  20250917   4235.00  ...   4240.00     4242.00       PG
176  pg2603  20250917   4146.00  ...   4148.00     4151.00       PG
177  pg2604  20250917   4449.00  ...   4476.00     4476.00       PG
178  pg2605  20250917   4375.00  ...   4383.00     4385.00       PG
179  pg2606  20250917   4327.00  ...   4327.00     4323.00       PG
180  pg2607  20250917      0.00  ...   4270.00     4270.00       PG
181  pg2608  20250917      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250917   6898.00  ...   6878.00     6887.00       PP
183  pp2511  20250917   6906.00  ...   6916.00     6922.00       PP
184  pp2512  20250917   6952.00  ...   6951.00     6959.00       PP
185  pp2601  20250917   6977.00  ...   6982.00     6992.00       PP
186  pp2602  20250917   6961.00  ...   6958.00     6966.00       PP
187  pp2603  20250917   6969.00  ...   6969.00     6958.00       PP
188  pp2604  20250917   6992.00  ...   6996.00     6979.00       PP
189  pp2605  20250917   7005.00  ...   7013.00     7010.00       PP
190  pp2606  20250917   6983.00  ...   6982.00     6966.00       PP
191  pp2607  20250917   6952.00  ...   6950.00     6945.00       PP
192  pp2608  20250917   6958.00  ...   6958.00     6944.00       PP
193  pp2609  20250917   6977.00  ...   6983.00     6976.00       PP
194  rr2510  20250917   3604.00  ...   3604.00     3594.00       RR
195  rr2511  20250917   3604.00  ...   3605.00     3602.00       RR
196  rr2512  20250917   3601.00  ...   3599.00     3598.00       RR
197  rr2601  20250917   3621.00  ...   3621.00     3617.00       RR
198  rr2602  20250917   3599.00  ...   3599.00     3597.00       RR
199  rr2603  20250917   3608.00  ...   3608.00     3610.00       RR
200  rr2604  20250917   3611.00  ...   3611.00     3607.00       RR
201  rr2605  20250917      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250917      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250917      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250917      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250917      0.00  ...   3614.00     3614.00       RR
206   v2510  20250917   4853.00  ...   4852.00     4849.00        V
207   v2511  20250917   4881.00  ...   4883.00     4882.00        V
208   v2512  20250917   4929.00  ...   4924.00     4921.00        V
209   v2601  20250917   4966.00  ...   4967.00     4964.00        V
210   v2602  20250917   5003.00  ...   5005.00     4998.00        V
211   v2603  20250917   5038.00  ...   5035.00     5028.00        V
212   v2604  20250917   5234.00  ...   5228.00     5233.00        V
213   v2605  20250917   5266.00  ...   5268.00     5270.00        V
214   v2606  20250917   5301.00  ...   5299.00     5302.00        V
215   v2607  20250917   5321.00  ...   5329.00     5327.00        V
216   v2608  20250917   5371.00  ...   5366.00     5368.00        V
217   v2609  20250917   5373.00  ...   5382.00     5384.00        V
218   y2511  20250917   8458.00  ...   8440.00     8446.00        Y
219   y2512  20250917   8478.00  ...   8476.00     8462.00        Y
220   y2601  20250917   8448.00  ...   8422.00     8418.00        Y
221   y2603  20250917   8356.00  ...   8350.00     8336.00        Y
222   y2605  20250917   8150.00  ...   8132.00     8122.00        Y
223   y2607  20250917   8094.00  ...   8088.00     8076.00        Y
224   y2608  20250917   8114.00  ...   8104.00     8078.00        Y
225   y2609  20250917   8100.00  ...   8080.00     8086.00        Y

[226 rows x 12 columns]
2025-09-22 16:26:12,539 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
2025-09-22 16:26:14,302 - future_1d - INFO - save future_daily 2025-09-17 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250918  7238.200  ...  7164.600    7244.200       IC
1   IC2510  20250918  7186.000  ...  7090.800    7186.400       IC
2   IC2512  20250918  7073.000  ...  6960.200    7068.600       IC
3   IC2603  20250918  6922.800  ...  6793.600    6904.600       IC
4   IF2509  20250918  4545.000  ...  4483.400    4548.400       IF
5   IF2510  20250918  4537.400  ...  4470.200    4538.200       IF
6   IF2512  20250918  4512.000  ...  4440.000    4514.600       IF
7   IF2603  20250918  4490.800  ...  4416.400    4488.200       IF
8   IH2509  20250918  2965.600  ...  2907.800    2953.600       IH
9   IH2510  20250918  2958.600  ...  2904.200    2952.000       IH
10  IH2512  20250918  2960.800  ...  2903.400    2952.800       IH
11  IH2603  20250918  2962.000  ...  2906.000    2956.200       IH
12  IM2509  20250918  7520.000  ...  7449.200    7544.200       IM
13  IM2510  20250918  7470.600  ...  7366.800    7477.800       IM
14  IM2512  20250918  7313.800  ...  7206.200    7324.000       IM
15  IM2603  20250918  7133.600  ...  7001.800    7119.600       IM
16   T2512  20250918   108.065  ...   108.065     108.135        T
17   T2603  20250918   107.780  ...   107.735     107.845        T
18   T2606  20250918   107.610  ...   107.565     107.670        T
19  TF2512  20250918   105.840  ...   105.815     105.870       TF
20  TF2603  20250918   105.715  ...   105.685     105.730       TF
21  TF2606  20250918   105.635  ...   105.590     105.645       TF
22  TL2512  20250918   115.700  ...   115.680     115.820       TL
23  TL2603  20250918   115.360  ...   115.360     115.490       TL
24  TL2606  20250918   115.240  ...   115.310     115.420       TL
25  TS2512  20250918   102.438  ...   102.414     102.450       TS
26  TS2603  20250918   102.352  ...   102.340     102.366       TS
27  TS2606  20250918   102.310  ...   102.302     102.324       TS

[28 rows x 12 columns]
2025-09-22 16:26:19,859 - future_1d - INFO - ak.get_cffex_daily('2025-09-18') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250918   497.9  ...   495.5      498.4      SC
1       SC2511  20250918   498.3  ...   496.3      499.8      SC
2       SC2512  20250918     496  ...   493.5      496.8      SC
3       SC2601  20250918   492.8  ...   491.9      494.7      SC
4       SC2602  20250918   489.7  ...   490.4      492.1      SC
5       SC2603  20250918     488  ...   489.8      491.8      SC
6       SC2604  20250918   490.3  ...     488      490.3      SC
7       SC2605  20250918     490  ...   487.2      490.5      SC
8       SC2606  20250918   489.4  ...     487      489.4      SC
9       SC2607  20250918   488.6  ...   485.2      488.3      SC
10      SC2608  20250918   486.4  ...   483.9      487.5      SC
11      SC2609  20250918   485.2  ...   483.8        484      SC
12      SC2612  20250918   482.3  ...   482.5        481      SC
13      SC2703  20250918          ...   475.1      475.1      SC
14      SC2706  20250918          ...   476.8      476.8      SC
15      SC2709  20250918          ...   473.2      473.2      SC
16      SC2712  20250918   476.8  ...   474.1      473.7      SC
17      SC2803  20250918   471.2  ...   471.2      473.6      SC
18      SC2806  20250918   472.5  ...   472.5        473      SC
19      SC2809  20250918   470.1  ...   465.7        469      SC
21      LU2510  20250918    3434  ...    3418       3422      LU
22      LU2511  20250918    3438  ...    3428       3447      LU
23      LU2512  20250918    3424  ...    3410       3429      LU
24      LU2601  20250918    3420  ...    3403       3421      LU
25      LU2602  20250918    3395  ...    3389       3410      LU
26      LU2603  20250918    3369  ...    3378       3387      LU
27      LU2604  20250918    3365  ...    3365       3389      LU
28      LU2605  20250918    3380  ...    3374       3388      LU
29      LU2606  20250918    3355  ...    3360       3399      LU
30      LU2607  20250918    3359  ...    3358       3379      LU
31      LU2608  20250918    3354  ...    3346       3378      LU
32      LU2609  20250918    3336  ...    3325       3360      LU
34      NR2510  20250918   12540  ...   12305      12570      NR
35      NR2511  20250918   12550  ...   12330      12595      NR
36      NR2512  20250918   12600  ...   12355      12630      NR
37      NR2601  20250918   12645  ...   12400      12660      NR
38      NR2602  20250918   12640  ...   12455      12650      NR
39      NR2603  20250918   12610  ...   12435      12635      NR
40      NR2604  20250918   12585  ...   12405      12665      NR
41      NR2605  20250918   12555  ...   12455      12670      NR
42      NR2606  20250918   12440  ...   12440      12635      NR
43      NR2607  20250918          ...   12655      12655      NR
44      NR2608  20250918          ...   12685      12685      NR
45      NR2609  20250918   12585  ...   12510      12685      NR
47      BC2510  20250918   70980  ...   70760      71650      BC
48      BC2511  20250918   71010  ...   70820      71640      BC
49      BC2512  20250918          ...   71670      71670      BC
50      BC2601  20250918          ...   71000      72000      BC
51      BC2602  20250918          ...   71100      71650      BC
52      BC2603  20250918          ...   71200      71950      BC
53      BC2604  20250918          ...   71300      71550      BC
54      BC2605  20250918          ...   71300      71550      BC
55      BC2606  20250918          ...   71400      71500      BC
56      BC2607  20250918          ...   71400      71560      BC
57      BC2608  20250918          ...   71400      71550      BC
58      BC2609  20250918          ...   71550      71550      BC
60      EC2510  20250918    1110  ...  1117.6     1129.4      EC
61      EC2512  20250918    1680  ...    1663     1665.3      EC
62      EC2602  20250918  1574.4  ...  1564.7     1572.8      EC
63      EC2604  20250918    1294  ...  1271.7     1278.3      EC
64      EC2606  20250918  1473.7  ...  1456.6     1460.7      EC
65      EC2608  20250918    1635  ...  1615.3     1618.6      EC
68  SC_TAS2510  20250918          ...                     SC_TAS
69  SC_TAS2511  20250918          ...                     SC_TAS
70  SC_TAS2512  20250918          ...                     SC_TAS
71  SC_TAS2601  20250918          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 16:26:19,925 - future_1d - INFO - ak.get_ine_daily('2025-09-18') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250918  ...   79800      80720      CU
1        1      CU2511  20250918  ...   79780      80750      CU
2        2      CU2512  20250918  ...   79760      80730      CU
3        3      CU2601  20250918  ...   79800      80730      CU
4        4      CU2602  20250918  ...   79780      80720      CU
5        5      CU2603  20250918  ...   79840      80730      CU
6        6      CU2604  20250918  ...   79790      80700      CU
7        7      CU2605  20250918  ...   79820      80830      CU
8        8      CU2606  20250918  ...   79780      80700      CU
9        9      CU2607  20250918  ...   79720      80680      CU
10      10      CU2608  20250918  ...   79790      80600      CU
11      11      CU2609  20250918  ...   79830      80650      CU
12      12      BC2510  20250918  ...   70760      71650      BC
13      13      BC2511  20250918  ...   70820      71640      BC
14      14      BC2512  20250918  ...   71670      71670      BC
15      15      BC2601  20250918  ...   71000      72000      BC
16      16      BC2602  20250918  ...   71100      71650      BC
17      17      BC2603  20250918  ...   71200      71950      BC
18      18      BC2604  20250918  ...   71300      71550      BC
19      19      BC2605  20250918  ...   71300      71550      BC
20      20      BC2606  20250918  ...   71400      71500      BC
21      21      BC2607  20250918  ...   71400      71560      BC
22      22      BC2608  20250918  ...   71400      71550      BC
23      23      BC2609  20250918  ...   71550      71550      BC
24      24      AL2510  20250918  ...   20775      20965      AL
25      25      AL2511  20250918  ...   20795      20980      AL
26      26      AL2512  20250918  ...   20790      20965      AL
27      27      AL2601  20250918  ...   20790      20940      AL
28      28      AL2602  20250918  ...   20790      20930      AL
29      29      AL2603  20250918  ...   20810      20935      AL
30      30      AL2604  20250918  ...   20820      20955      AL
31      31      AL2605  20250918  ...   20825      20965      AL
32      32      AL2606  20250918  ...   20845      20960      AL
33      33      AL2607  20250918  ...   20825      20950      AL
34      34      AL2608  20250918  ...   20830      20960      AL
35      35      AL2609  20250918  ...   20835      21010      AL
36      36      ZN2510  20250918  ...   22075      22280      ZN
37      37      ZN2511  20250918  ...   22085      22285      ZN
38      38      ZN2512  20250918  ...   22115      22300      ZN
39      39      ZN2601  20250918  ...   22150      22330      ZN
40      40      ZN2602  20250918  ...   22180      22370      ZN
41      41      ZN2603  20250918  ...   22175      22360      ZN
42      42      ZN2604  20250918  ...   22225      22410      ZN
43      43      ZN2605  20250918  ...   22260      22410      ZN
44      44      ZN2606  20250918  ...   22265      22445      ZN
45      45      ZN2607  20250918  ...   22275      22465      ZN
46      46      ZN2608  20250918  ...   22295      22460      ZN
47      47      ZN2609  20250918  ...   22335      22475      ZN
48      48      PB2510  20250918  ...   17110      17080      PB
49      49      PB2511  20250918  ...   17130      17095      PB
50      50      PB2512  20250918  ...   17135      17105      PB
51      51      PB2601  20250918  ...   17135      17115      PB
52      52      PB2602  20250918  ...   17175      17125      PB
53      53      PB2603  20250918  ...   17190      17190      PB
54      54      PB2604  20250918  ...   17195      17195      PB
55      55      PB2605  20250918  ...   17180      17170      PB
56      56      PB2606  20250918  ...   17145      17145      PB
57      57      PB2607  20250918  ...   17185      17150      PB
58      58      PB2608  20250918  ...   17190      17220      PB
59      59      PB2609  20250918  ...   17220      17220      PB
60      60      NI2510  20250918  ...  121570     122030      NI
61      61      NI2511  20250918  ...  121700     122160      NI
62      62      NI2512  20250918  ...  121890     122290      NI
63      63      NI2601  20250918  ...  122100     122520      NI
64      64      NI2602  20250918  ...  122330     122720      NI
65      65      NI2603  20250918  ...  122460     122830      NI
66      66      NI2604  20250918  ...  122640     122970      NI
67      67      NI2605  20250918  ...  122910     123320      NI
68      68      NI2606  20250918  ...  123030     123320      NI
69      69      NI2607  20250918  ...  123210     123610      NI
70      70      NI2608  20250918  ...  123600     124070      NI
71      71      NI2609  20250918  ...  123850     124300      NI
72      72      SN2510  20250918  ...  270240     273090      SN
73      73      SN2511  20250918  ...  270460     273310      SN
74      74      SN2512  20250918  ...  270420     273260      SN
75      75      SN2601  20250918  ...  270430     272970      SN
76      76      SN2602  20250918  ...  270580     273360      SN
77      77      SN2603  20250918  ...  270650     272790      SN
78      78      SN2604  20250918  ...  271420     274190      SN
79      79      SN2605  20250918  ...  270780     273160      SN
80      80      SN2606  20250918  ...  271460     272960      SN
81      81      SN2607  20250918  ...  272240     273500      SN
82      82      SN2608  20250918  ...  272130     273820      SN
83      83      SN2609  20250918  ...  271810     274140      SN
84      84      AO2510  20250918  ...    2923       2917      AO
85      85      AO2511  20250918  ...    2927       2920      AO
86      86      AO2512  20250918  ...    2935       2934      AO
87      87      AO2601  20250918  ...    2948       2941      AO
88      88      AO2602  20250918  ...    2949       2947      AO
89      89      AO2603  20250918  ...    3019       3018      AO
90      90      AO2604  20250918  ...    3025       3022      AO
91      91      AO2605  20250918  ...    3032       3027      AO
92      92      AO2606  20250918  ...    3036       3035      AO
93      93      AO2607  20250918  ...    3043       3050      AO
94      94      AO2608  20250918  ...    3059       3051      AO
95      95      AO2609  20250918  ...    3081       3069      AO
96      96      AD2511  20250918  ...   20325      20480      AD
97      97      AD2512  20250918  ...   20355      20515      AD
98      98      AD2601  20250918  ...   20345      20540      AD
99      99      AD2602  20250918  ...   20365      20540      AD
100    100      AD2603  20250918  ...   20500      20500      AD
101    101      AD2604  20250918  ...   20485      20485      AD
102    102      AD2605  20250918  ...   20355      20520      AD
103    103      AD2606  20250918  ...   20305      20455      AD
104    104      AD2607  20250918  ...   20510      20510      AD
105    105      AD2608  20250918  ...   20515      20515      AD
106    106      AD2609  20250918  ...   20515      20515      AD
107    107      AU2510  20250918  ...   831.8        839      AU
108    108      AU2511  20250918  ...  832.92      839.9      AU
109    109      AU2512  20250918  ...  833.96      841.3      AU
110    110      AU2602  20250918  ...  836.52      843.8      AU
111    111      AU2604  20250918  ...  838.64     846.48      AU
112    112      AU2606  20250918  ...  840.78     848.26      AU
113    113      AU2608  20250918  ...  843.44     850.82      AU
114    114      AU2610  20250918  ...  846.74     853.12      AU
115    115      AG2510  20250918  ...    9882      10014      AG
116    116      AG2511  20250918  ...    9884      10025      AG
117    117      AG2512  20250918  ...    9908      10030      AG
118    118      AG2601  20250918  ...    9921      10048      AG
119    119      AG2602  20250918  ...    9934      10059      AG
120    120      AG2603  20250918  ...    9939      10069      AG
121    121      AG2604  20250918  ...    9961      10087      AG
122    122      AG2605  20250918  ...    9971      10088      AG
123    123      AG2606  20250918  ...    9976      10098      AG
124    124      AG2607  20250918  ...   10001      10116      AG
125    125      AG2608  20250918  ...   10003      10136      AG
126    126      AG2609  20250918  ...   10025      10132      AG
127    127      RB2510  20250918  ...    3057       3061      RB
128    128      RB2511  20250918  ...    3075       3080      RB
129    129      RB2512  20250918  ...    3131       3133      RB
130    130      RB2601  20250918  ...    3149       3155      RB
131    131      RB2602  20250918  ...    3155       3157      RB
132    132      RB2603  20250918  ...    3179       3180      RB
133    133      RB2604  20250918  ...    3217       3206      RB
134    134      RB2605  20250918  ...    3208       3226      RB
135    135      RB2606  20250918  ...    3227       3241      RB
136    136      RB2607  20250918  ...    3240       3258      RB
137    137      RB2608  20250918  ...    3238       3258      RB
138    138      RB2609  20250918  ...    3242       3270      RB
139    139      WR2510  20250918  ...    3279       3288      WR
140    140      WR2511  20250918  ...    3302       3302      WR
141    141      WR2512  20250918  ...    3324       3324      WR
142    142      WR2601  20250918  ...    3349       3349      WR
143    143      WR2602  20250918  ...    3358       3358      WR
144    144      WR2603  20250918  ...    3395       3395      WR
145    145      WR2604  20250918  ...    3389       3389      WR
146    146      WR2605  20250918  ...    3414       3414      WR
147    147      WR2606  20250918  ...    3372       3372      WR
148    148      WR2607  20250918  ...    3390       3390      WR
149    149      WR2608  20250918  ...    3399       3399      WR
150    150      WR2609  20250918  ...    3553       3558      WR
151    151      HC2510  20250918  ...    3403       3413      HC
152    152      HC2511  20250918  ...    3390       3401      HC
153    153      HC2512  20250918  ...    3383       3391      HC
154    154      HC2601  20250918  ...    3368       3384      HC
155    155      HC2602  20250918  ...    3374       3390      HC
156    156      HC2603  20250918  ...    3370       3385      HC
157    157      HC2604  20250918  ...    3373       3388      HC
158    158      HC2605  20250918  ...    3377       3395      HC
159    159      HC2606  20250918  ...    3395       3394      HC
160    160      HC2607  20250918  ...    3402       3407      HC
161    161      HC2608  20250918  ...    3385       3410      HC
162    162      HC2609  20250918  ...    3407       3412      HC
163    163      SS2510  20250918  ...   12790      12825      SS
164    164      SS2511  20250918  ...   12910      12935      SS
165    165      SS2512  20250918  ...   12950      12980      SS
166    166      SS2601  20250918  ...   13020      13055      SS
167    167      SS2602  20250918  ...   13095      13115      SS
168    168      SS2603  20250918  ...   13145      13165      SS
169    169      SS2604  20250918  ...   13205      13245      SS
170    170      SS2605  20250918  ...   13280      13320      SS
171    171      SS2606  20250918  ...   13315      13350      SS
172    172      SS2607  20250918  ...   13350      13405      SS
173    173      SS2608  20250918  ...   13415      13445      SS
174    174      SS2609  20250918  ...   13495      13515      SS
175    175      SC2510  20250918  ...   495.5      498.4      SC
176    176      SC2511  20250918  ...   496.3      499.8      SC
177    177      SC2512  20250918  ...   493.5      496.8      SC
178    178      SC2601  20250918  ...   491.9      494.7      SC
179    179      SC2602  20250918  ...   490.4      492.1      SC
180    180      SC2603  20250918  ...   489.8      491.8      SC
181    181      SC2604  20250918  ...     488      490.3      SC
182    182      SC2605  20250918  ...   487.2      490.5      SC
183    183      SC2606  20250918  ...     487      489.4      SC
184    184      SC2607  20250918  ...   485.2      488.3      SC
185    185      SC2608  20250918  ...   483.9      487.5      SC
186    186      SC2609  20250918  ...   483.8        484      SC
187    187      SC2612  20250918  ...   482.5        481      SC
188    188      SC2703  20250918  ...   475.1      475.1      SC
189    189      SC2706  20250918  ...   476.8      476.8      SC
190    190      SC2709  20250918  ...   473.2      473.2      SC
191    191      SC2712  20250918  ...   474.1      473.7      SC
192    192      SC2803  20250918  ...   471.2      473.6      SC
193    193      SC2806  20250918  ...   472.5        473      SC
194    194      SC2809  20250918  ...   465.7        469      SC
195    195      LU2510  20250918  ...    3418       3422      LU
196    196      LU2511  20250918  ...    3428       3447      LU
197    197      LU2512  20250918  ...    3410       3429      LU
198    198      LU2601  20250918  ...    3403       3421      LU
199    199      LU2602  20250918  ...    3389       3410      LU
200    200      LU2603  20250918  ...    3378       3387      LU
201    201      LU2604  20250918  ...    3365       3389      LU
202    202      LU2605  20250918  ...    3374       3388      LU
203    203      LU2606  20250918  ...    3360       3399      LU
204    204      LU2607  20250918  ...    3358       3379      LU
205    205      LU2608  20250918  ...    3346       3378      LU
206    206      LU2609  20250918  ...    3325       3360      LU
207    207      FU2510  20250918  ...    2811       2857      FU
208    208      FU2511  20250918  ...    2834       2863      FU
209    209      FU2512  20250918  ...    2821       2847      FU
210    210      FU2601  20250918  ...    2807       2833      FU
211    211      FU2602  20250918  ...    2788       2812      FU
212    212      FU2603  20250918  ...    2779       2803      FU
213    213      FU2604  20250918  ...    2773       2796      FU
214    214      FU2605  20250918  ...    2763       2785      FU
215    215      FU2606  20250918  ...    2749       2774      FU
216    216      FU2607  20250918  ...    2738       2754      FU
217    217      FU2608  20250918  ...    2727       2746      FU
218    218      FU2609  20250918  ...    2707       2723      FU
219    219      BU2510  20250918  ...    3443       3448      BU
220    220      BU2511  20250918  ...    3436       3439      BU
221    221      BU2512  20250918  ...    3393       3401      BU
222    222      BU2601  20250918  ...    3375       3382      BU
223    223      BU2602  20250918  ...    3377       3380      BU
224    224      BU2603  20250918  ...    3382       3383      BU
225    225      BU2604  20250918  ...    3367       3375      BU
226    226      BU2605  20250918  ...    3375       3374      BU
227    227      BU2606  20250918  ...    3371       3374      BU
228    228      BU2607  20250918  ...    3348       3363      BU
229    229      BU2608  20250918  ...    3369       3367      BU
230    230      BU2609  20250918  ...    3356       3357      BU
231    231      BU2612  20250918  ...    3314       3321      BU
232    232      BU2703  20250918  ...    3322       3325      BU
233    233      BU2706  20250918  ...    3331       3325      BU
234    234      BU2709  20250918  ...    3314       3314      BU
235    235      BR2510  20250918  ...   11510      11665      BR
236    236      BR2511  20250918  ...   11455      11620      BR
237    237      BR2512  20250918  ...   11450      11620      BR
238    238      BR2601  20250918  ...   11470      11625      BR
239    239      BR2602  20250918  ...   11460      11605      BR
240    240      BR2603  20250918  ...   11490      11640      BR
241    241      BR2604  20250918  ...   11560      11670      BR
242    242      BR2605  20250918  ...   11500      11635      BR
243    243      BR2606  20250918  ...   11635      11775      BR
244    244      BR2607  20250918  ...   11715      11880      BR
245    245      BR2608  20250918  ...   11780      11855      BR
246    246      BR2609  20250918  ...   11675      11780      BR
247    247      RU2510  20250918  ...   14740      15015      RU
248    248      RU2511  20250918  ...   14700      14960      RU
249    249      RU2601  20250918  ...   15630      15900      RU
250    250      RU2603  20250918  ...   15705      15860      RU
251    251      RU2604  20250918  ...   15650      15830      RU
252    252      RU2605  20250918  ...   15610      15885      RU
253    253      RU2606  20250918  ...   15670      15875      RU
254    254      RU2607  20250918  ...   15780      15960      RU
255    255      RU2608  20250918  ...   15660      15965      RU
256    256      RU2609  20250918  ...   15665      15975      RU
257    257      NR2510  20250918  ...   12305      12570      NR
258    258      NR2511  20250918  ...   12330      12595      NR
259    259      NR2512  20250918  ...   12355      12630      NR
260    260      NR2601  20250918  ...   12400      12660      NR
261    261      NR2602  20250918  ...   12455      12650      NR
262    262      NR2603  20250918  ...   12435      12635      NR
263    263      NR2604  20250918  ...   12405      12665      NR
264    264      NR2605  20250918  ...   12455      12670      NR
265    265      NR2606  20250918  ...   12440      12635      NR
266    266      NR2607  20250918  ...   12655      12655      NR
267    267      NR2608  20250918  ...   12685      12685      NR
268    268      NR2609  20250918  ...   12510      12685      NR
269    269      SP2510  20250918  ...    4986       5030      SP
270    270      SP2511  20250918  ...    5008       5054      SP
271    271      SP2512  20250918  ...    5026       5068      SP
272    272      SP2601  20250918  ...    5318       5344      SP
273    273      SP2602  20250918  ...    5316       5328      SP
274    274      SP2603  20250918  ...    5328       5342      SP
275    275      SP2604  20250918  ...    5318       5346      SP
276    276      SP2605  20250918  ...    5336       5356      SP
277    277      SP2606  20250918  ...    5342       5362      SP
278    278      SP2607  20250918  ...    5346       5366      SP
279    279      SP2608  20250918  ...    5338       5372      SP
280    280      SP2609  20250918  ...    5352       5368      SP
281    281      OP2601  20250918  ...    4232       4258      OP
282    282      OP2602  20250918  ...    4234       4256      OP
283    283      OP2603  20250918  ...    4228       4260      OP
284    284      OP2604  20250918  ...    4260       4278      OP
285    285      OP2605  20250918  ...    4256       4280      OP
286    286      OP2606  20250918  ...    4242       4252      OP
287    287      OP2607  20250918  ...    4262       4262      OP
288    288      OP2608  20250918  ...    4242       4272      OP
289    289      OP2609  20250918  ...    4256       4256      OP
290    290      EC2510  20250918  ...  1117.6     1129.4      EC
291    291      EC2512  20250918  ...    1663     1665.3      EC
292    292      EC2602  20250918  ...  1564.7     1572.8      EC
293    293      EC2604  20250918  ...  1271.7     1278.3      EC
294    294      EC2606  20250918  ...  1456.6     1460.7      EC
295    295      EC2608  20250918  ...  1615.3     1618.6      EC
296    297  SC_TAS2510  20250918  ...                     SC_TAS
297    298  SC_TAS2511  20250918  ...                     SC_TAS
298    299  SC_TAS2512  20250918  ...                     SC_TAS
299    300  SC_TAS2601  20250918  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 16:26:20,033 - future_1d - INFO - ak.get_shfe_daily('2025-09-18') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250918   8404.0   8455.0  ...    32883.69   8427.0      8408.0       AP
1    AP511  20250918   8216.0   8254.0  ...     2697.90   8227.0      8196.0       AP
2    AP512  20250918   8171.0   8238.0  ...      369.66   8215.0      8175.0       AP
3    AP601  20250918   8260.0   8324.0  ...   381468.68   8286.0      8252.0       AP
4    AP603  20250918   8086.0   8197.0  ...      450.19   8185.0      8151.0       AP
5    AP604  20250918   8107.0   8189.0  ...      106.28   8176.0      8144.0       AP
6    AP605  20250918   8206.0   8262.0  ...     2330.93   8237.0      8206.0       AP
7    CF511  20250918  13775.0  13790.0  ...   287741.64  13710.0     13780.0       CF
8    CF601  20250918  13900.0  13925.0  ...  1751429.51  13835.0     13915.0       CF
9    CF603  20250918  13850.0  13880.0  ...     1566.35  13800.0     13880.0       CF
10   CF605  20250918  13850.0  13885.0  ...   162867.13  13795.0     13875.0       CF
11   CF607  20250918  13890.0  13900.0  ...     1305.99  13820.0     13900.0       CF
12   CF609  20250918  14040.0  14045.0  ...      420.01  14000.0     14020.0       CF
13   CJ512  20250918  10805.0  10825.0  ...     4662.21  10670.0     10780.0       CJ
14   CJ601  20250918  10795.0  10845.0  ...   674660.94  10720.0     10800.0       CJ
15   CJ603  20250918  10855.0  10865.0  ...    15413.58  10735.0     10820.0       CJ
16   CJ605  20250918  10895.0  10955.0  ...   137640.13  10810.0     10915.0       CJ
17   CJ607  20250918  11050.0  11085.0  ...     5259.50  10935.0     11040.0       CJ
18   CJ609  20250918  11200.0  11210.0  ...      696.20  11050.0     11195.0       CJ
19   CY510  20250918      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250918  19995.0  20005.0  ...   109011.48  19880.0     19975.0       CY
21   CY512  20250918      0.0      0.0  ...        0.00  19710.0     19720.0       CY
22   CY601  20250918  19850.0  19980.0  ...     3418.93  19875.0     19970.0       CY
23   CY602  20250918  19810.0  19810.0  ...        9.91  19810.0     20090.0       CY
24   CY603  20250918      0.0      0.0  ...        0.00  20170.0     20170.0       CY
25   CY604  20250918      0.0      0.0  ...        0.00  19995.0     20030.0       CY
26   CY605  20250918      0.0      0.0  ...        0.00  20025.0     20135.0       CY
27   CY606  20250918      0.0      0.0  ...        0.00  19990.0     20010.0       CY
28   CY607  20250918      0.0      0.0  ...        0.00  20290.0     20300.0       CY
29   CY608  20250918      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250918      0.0      0.0  ...        0.00  20305.0     20365.0       CY
31   FG510  20250918   1100.0   1110.0  ...    10745.50   1096.0      1109.0       FG
32   FG511  20250918   1108.0   1113.0  ...   156092.29   1095.0      1112.0       FG
33   FG512  20250918   1226.0   1236.0  ...    89127.26   1215.0      1233.0       FG
34   FG601  20250918   1232.0   1238.0  ...  4233727.55   1219.0      1235.0       FG
35   FG602  20250918   1287.0   1290.0  ...    39262.30   1271.0      1283.0       FG
36   FG603  20250918   1289.0   1293.0  ...     2328.38   1277.0      1287.0       FG
37   FG604  20250918   1341.0   1345.0  ...     1174.93   1332.0      1340.0       FG
38   FG605  20250918   1337.0   1347.0  ...   115814.20   1333.0      1339.0       FG
39   FG606  20250918   1372.0   1373.0  ...     1035.67   1363.0      1367.0       FG
40   FG607  20250918   1365.0   1368.0  ...     1986.01   1358.0      1361.0       FG
41   FG608  20250918   1397.0   1397.0  ...     1471.15   1388.0      1387.0       FG
42   FG609  20250918   1394.0   1398.0  ...     3834.29   1390.0      1391.0       FG
43   JR511  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250918   2285.0   2288.0  ...     6458.23   2266.0      2290.0       MA
52   MA511  20250918   2309.0   2312.0  ...   146848.25   2291.0      2315.0       MA
53   MA512  20250918   2354.0   2354.0  ...    97591.61   2334.0      2356.0       MA
54   MA601  20250918   2376.0   2376.0  ...  1402531.94   2356.0      2380.0       MA
55   MA602  20250918   2397.0   2398.0  ...    38398.34   2377.0      2401.0       MA
56   MA603  20250918   2409.0   2409.0  ...      825.11   2392.0      2416.0       MA
57   MA604  20250918   2408.0   2411.0  ...       24.06   2406.0      2416.0       MA
58   MA605  20250918   2396.0   2399.0  ...    97740.83   2389.0      2401.0       MA
59   MA606  20250918   2400.0   2402.0  ...       28.75   2396.0      2407.0       MA
60   MA607  20250918   2381.0   2384.0  ...       30.93   2379.0      2389.0       MA
61   MA608  20250918   2386.0   2386.0  ...        2.39   2386.0      2383.0       MA
62   MA609  20250918   2373.0   2373.0  ...     2916.26   2367.0      2372.0       MA
63   OI511  20250918  10155.0  10176.0  ...   546559.31  10129.0     10217.0       OI
64   OI601  20250918   9991.0  10010.0  ...  2660233.71   9966.0     10055.0       OI
65   OI603  20250918   9756.0   9771.0  ...     3058.76   9741.0      9801.0       OI
66   OI605  20250918   9533.0   9541.0  ...   138039.59   9501.0      9572.0       OI
67   OI607  20250918   9470.0   9512.0  ...      937.47   9469.0      9517.0       OI
68   OI609  20250918   9457.0   9483.0  ...     1039.02   9446.0      9481.0       OI
69   PF510  20250918   6414.0   6452.0  ...    12767.35   6404.0      6392.0       PF
70   PF511  20250918   6406.0   6452.0  ...   884407.61   6406.0      6382.0       PF
71   PF512  20250918   6388.0   6426.0  ...   496371.15   6378.0      6362.0       PF
72   PF601  20250918   6418.0   6462.0  ...    59587.85   6420.0      6408.0       PF
73   PF602  20250918   6432.0   6466.0  ...   106013.77   6414.0      6410.0       PF
74   PF603  20250918   6428.0   6478.0  ...      209.81   6456.0      6412.0       PF
75   PF604  20250918   6464.0   6500.0  ...      188.24   6492.0      6438.0       PF
76   PF605  20250918   6486.0   6530.0  ...      143.14   6506.0      6470.0       PF
77   PF606  20250918   6502.0   6542.0  ...       29.32   6516.0      6480.0       PF
78   PF607  20250918   6522.0   6564.0  ...       26.17   6542.0      6504.0       PF
79   PF608  20250918   6576.0   6576.0  ...       13.13   6566.0      6524.0       PF
80   PF609  20250918   6560.0   6560.0  ...        6.55   6554.0      6580.0       PF
81   PK510  20250918   7818.0   7862.0  ...     6038.10   7842.0      7818.0       PK
82   PK511  20250918   7822.0   7872.0  ...   376133.40   7844.0      7810.0       PK
83   PK512  20250918   7842.0   7872.0  ...   127558.71   7846.0      7824.0       PK
84   PK601  20250918   7826.0   7844.0  ...    30568.69   7834.0      7830.0       PK
85   PK603  20250918   7850.0   7858.0  ...       74.61   7854.0      7850.0       PK
86   PK604  20250918   7868.0   7870.0  ...       23.59   7864.0      7862.0       PK
87   PK605  20250918   7864.0   7878.0  ...     2660.28   7872.0      7870.0       PK
88   PL601  20250918   6466.0   6474.0  ...    67376.72   6443.0      6449.0       PL
89   PL602  20250918   6480.0   6501.0  ...     1967.11   6471.0      6477.0       PL
90   PL603  20250918   6495.0   6515.0  ...       39.01   6502.0      6499.0       PL
91   PL604  20250918      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250918      0.0      0.0  ...        0.00   6419.0      6428.0       PL
93   PL606  20250918      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250918      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250918   5880.0   5912.0  ...     2120.51   5866.0      5870.0       PR
104  PR511  20250918   5860.0   5906.0  ...   815102.13   5878.0      5856.0       PR
105  PR512  20250918   5874.0   5908.0  ...   723632.37   5884.0      5858.0       PR
106  PR601  20250918   5862.0   5904.0  ...   112287.43   5866.0      5856.0       PR
107  PR602  20250918   5896.0   5928.0  ...     4506.64   5892.0      5886.0       PR
108  PR603  20250918   5916.0   5930.0  ...      292.30   5906.0      5906.0       PR
109  PR604  20250918   5928.0   5928.0  ...       17.77   5924.0      5930.0       PR
110  PR605  20250918   5960.0   5978.0  ...       35.75   5960.0      5924.0       PR
111  PR606  20250918      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250918      0.0      0.0  ...        0.00   5952.0      5962.0       PR
113  PR608  20250918      0.0      0.0  ...        0.00   5958.0      5966.0       PR
114  PR609  20250918      0.0      0.0  ...        0.00   5932.0      5932.0       PR
115  PX510  20250918   6788.0   6874.0  ...     1735.79   6754.0      6796.0       PX
116  PX511  20250918   6770.0   6850.0  ...   907304.33   6764.0      6782.0       PX
117  PX512  20250918   6750.0   6824.0  ...   315247.99   6748.0      6760.0       PX
118  PX601  20250918   6738.0   6798.0  ...   203714.10   6728.0      6732.0       PX
119  PX602  20250918   6724.0   6790.0  ...    22280.11   6720.0      6722.0       PX
120  PX603  20250918   6732.0   6732.0  ...        6.72   6718.0      6742.0       PX
121  PX604  20250918   6716.0   6720.0  ...        6.72   6718.0      6742.0       PX
122  PX605  20250918   6728.0   6780.0  ...     1110.31   6710.0      6728.0       PX
123  PX606  20250918      0.0      0.0  ...        0.00   6686.0      6718.0       PX
124  PX607  20250918   6736.0   6814.0  ...       87.54   6734.0      6736.0       PX
125  PX608  20250918   6694.0   6694.0  ...        3.35   6694.0      6748.0       PX
126  PX609  20250918   6770.0   6770.0  ...       16.81   6724.0      6750.0       PX
127  RI511  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250918   2490.0   2522.0  ...    29211.27   2500.0      2499.0       RM
134  RM601  20250918   2462.0   2487.0  ...   751591.08   2469.0      2485.0       RM
135  RM603  20250918   2384.0   2394.0  ...    16015.45   2378.0      2392.0       RM
136  RM605  20250918   2364.0   2374.0  ...   106627.58   2362.0      2377.0       RM
137  RM607  20250918   2354.0   2364.0  ...     7553.95   2353.0      2375.0       RM
138  RM608  20250918   2463.0   2463.0  ...      203.96   2457.0      2472.0       RM
139  RM609  20250918   2443.0   2449.0  ...     1717.99   2440.0      2466.0       RM
140  RS511  20250918   5280.0   5299.0  ...       58.03   5276.0      5295.0       RS
141  RS607  20250918   5563.0   5563.0  ...       22.23   5558.0      5548.0       RS
142  RS608  20250918   5539.0   5572.0  ...       77.81   5558.0      5560.0       RS
143  RS609  20250918      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250918   1252.0   1253.0  ...    13273.58   1227.0      1246.0       SA
145  SA511  20250918   1254.0   1265.0  ...   631576.40   1239.0      1258.0       SA
146  SA512  20250918   1322.0   1330.0  ...   256567.90   1303.0      1321.0       SA
147  SA601  20250918   1334.0   1342.0  ...  3940997.80   1317.0      1333.0       SA
148  SA602  20250918   1367.0   1372.0  ...   355908.90   1351.0      1362.0       SA
149  SA603  20250918   1370.0   1378.0  ...     5880.17   1352.0      1370.0       SA
150  SA604  20250918   1414.0   1417.0  ...     1771.09   1397.0      1411.0       SA
151  SA605  20250918   1414.0   1424.0  ...   125919.59   1405.0      1415.0       SA
152  SA606  20250918   1431.0   1433.0  ...     1787.90   1414.0      1425.0       SA
153  SA607  20250918   1428.0   1432.0  ...     3379.94   1415.0      1424.0       SA
154  SA608  20250918   1451.0   1451.0  ...     2731.40   1438.0      1443.0       SA
155  SA609  20250918   1451.0   1457.0  ...     4601.14   1446.0      1448.0       SA
156  SF510  20250918   5564.0   5660.0  ...    11038.72   5602.0      5544.0       SF
157  SF511  20250918   5746.0   5856.0  ...   924236.30   5780.0      5726.0       SF
158  SF512  20250918   5720.0   5828.0  ...   170068.38   5752.0      5700.0       SF
159  SF601  20250918   5720.0   5824.0  ...   312152.99   5760.0      5704.0       SF
160  SF602  20250918   5688.0   5782.0  ...    52658.98   5714.0      5666.0       SF
161  SF603  20250918   5848.0   5890.0  ...      134.95   5868.0      5842.0       SF
162  SF604  20250918   5920.0   5920.0  ...        8.84   5892.0      5856.0       SF
163  SF605  20250918   5840.0   5924.0  ...     5530.89   5860.0      5810.0       SF
164  SF606  20250918   5800.0   5882.0  ...       43.76   5834.0      5758.0       SF
165  SF607  20250918   5926.0   6020.0  ...      107.37   5966.0      5948.0       SF
166  SF608  20250918   5952.0   5978.0  ...       32.75   5954.0      5902.0       SF
167  SF609  20250918   5938.0   5988.0  ...       50.61   5954.0      5884.0       SF
168  SH510  20250918   2500.0   2534.0  ...    55450.55   2503.0      2511.0       SH
169  SH511  20250918   2531.0   2568.0  ...   693793.25   2538.0      2538.0       SH
170  SH512  20250918   2603.0   2621.0  ...   284811.14   2596.0      2589.0       SH
171  SH601  20250918   2610.0   2622.0  ...  3451150.83   2600.0      2593.0       SH
172  SH602  20250918   2620.0   2641.0  ...    96292.71   2623.0      2612.0       SH
173  SH603  20250918   2645.0   2657.0  ...     4184.45   2637.0      2631.0       SH
174  SH604  20250918   2683.0   2700.0  ...      273.99   2686.0      2671.0       SH
175  SH605  20250918   2695.0   2708.0  ...    18960.10   2689.0      2683.0       SH
176  SH606  20250918   2712.0   2718.0  ...       97.40   2705.0      2698.0       SH
177  SH607  20250918   2701.0   2709.0  ...       88.68   2687.0      2690.0       SH
178  SH608  20250918   2690.0   2690.0  ...       16.11   2686.0      2689.0       SH
179  SH609  20250918   2716.0   2724.0  ...      308.92   2710.0      2703.0       SH
180  SM510  20250918   5840.0   5930.0  ...    11614.66   5870.0      5848.0       SM
181  SM511  20250918   5936.0   5998.0  ...   656579.46   5946.0      5936.0       SM
182  SM512  20250918   5952.0   6008.0  ...   141399.49   5954.0      5940.0       SM
183  SM601  20250918   5970.0   6026.0  ...   735194.69   5976.0      5956.0       SM
184  SM602  20250918   5996.0   6028.0  ...   456433.58   5974.0      5964.0       SM
185  SM603  20250918   5964.0   6036.0  ...      437.46   5994.0      5978.0       SM
186  SM604  20250918   5990.0   5990.0  ...        3.00   5990.0      5986.0       SM
187  SM605  20250918   6004.0   6062.0  ...     9724.06   6010.0      5984.0       SM
188  SM606  20250918   6052.0   6052.0  ...       12.04   6020.0      6006.0       SM
189  SM607  20250918   6074.0   6076.0  ...       39.28   6042.0      6006.0       SM
190  SM608  20250918   6040.0   6052.0  ...        9.07   6048.0      6040.0       SM
191  SM609  20250918   6026.0   6088.0  ...      473.91   6038.0      6030.0       SM
192  SR511  20250918   5535.0   5546.0  ...   167263.30   5508.0      5537.0       SR
193  SR601  20250918   5526.0   5536.0  ...  1733746.50   5496.0      5538.0       SR
194  SR603  20250918   5515.0   5524.0  ...     6147.21   5484.0      5523.0       SR
195  SR605  20250918   5507.0   5517.0  ...   186984.65   5472.0      5514.0       SR
196  SR607  20250918   5508.0   5515.0  ...     9120.03   5481.0      5514.0       SR
197  SR609  20250918   5510.0   5523.0  ...     3975.11   5490.0      5524.0       SR
198  TA510  20250918   4674.0   4718.0  ...    25888.62   4674.0      4670.0       TA
199  TA511  20250918   4684.0   4734.0  ...   432739.31   4690.0      4682.0       TA
200  TA512  20250918   4702.0   4746.0  ...   212817.89   4706.0      4694.0       TA
201  TA601  20250918   4704.0   4748.0  ...  2019674.44   4708.0      4698.0       TA
202  TA602  20250918   4710.0   4756.0  ...    30094.94   4712.0      4710.0       TA
203  TA603  20250918   4736.0   4748.0  ...       21.32   4738.0      4714.0       TA
204  TA604  20250918   4744.0   4744.0  ...       52.17   4744.0      4720.0       TA
205  TA605  20250918   4740.0   4780.0  ...    62364.73   4740.0      4740.0       TA
206  TA606  20250918   4730.0   4730.0  ...        2.37   4730.0      4752.0       TA
207  TA607  20250918   4766.0   4770.0  ...       11.90   4760.0      4762.0       TA
208  TA608  20250918      0.0      0.0  ...        0.00   4746.0      4770.0       TA
209  TA609  20250918   4778.0   4810.0  ...       88.05   4760.0      4776.0       TA
210  UR510  20250918   1587.0   1588.0  ...     3670.35   1577.0      1593.0       UR
211  UR511  20250918   1660.0   1664.0  ...    52101.60   1653.0      1665.0       UR
212  UR512  20250918   1674.0   1674.0  ...    14111.41   1664.0      1675.0       UR
213  UR601  20250918   1681.0   1681.0  ...   381294.71   1671.0      1681.0       UR
214  UR602  20250918   1677.0   1683.0  ...      821.81   1677.0      1685.0       UR
215  UR603  20250918   1725.0   1729.0  ...      110.19   1722.0      1732.0       UR
216  UR604  20250918   1727.0   1730.0  ...       75.89   1725.0      1738.0       UR
217  UR605  20250918   1736.0   1736.0  ...    22637.52   1726.0      1734.0       UR
218  UR606  20250918   1729.0   1730.0  ...      306.80   1724.0      1734.0       UR
219  UR607  20250918   1756.0   1760.0  ...      207.29   1757.0      1761.0       UR
220  UR608  20250918   1749.0   1753.0  ...       97.96   1749.0      1758.0       UR
221  UR609  20250918   1754.0   1755.0  ...      268.94   1746.0      1755.0       UR
222  WH511  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:26:20,362 - future_1d - INFO - ak.get_czce_daily('2025-09-18') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250918  53405.0  ...  53200.0     53465.0       PS
1   PS2511  20250918  53200.0  ...  53160.0     53465.0       PS
2   PS2512  20250918  56000.0  ...  55775.0     56115.0       PS
3   PS2601  20250918  55985.0  ...  55590.0     56020.0       PS
4   PS2602  20250918  55930.0  ...  55695.0     56125.0       PS
5   PS2603  20250918  55955.0  ...  55635.0     56150.0       PS
6   PS2604  20250918  55955.0  ...  55870.0     56195.0       PS
7   PS2605  20250918  56075.0  ...  55705.0     56225.0       PS
8   PS2606  20250918  58385.0  ...  58010.0     58570.0       PS
9   PS2607  20250918  58375.0  ...  57890.0     58665.0       PS
10  PS2608  20250918  58810.0  ...  57885.0     58725.0       PS
11  PS2609  20250918  58530.0  ...  57975.0     58695.0       PS
13  SI2510  20250918   8910.0  ...   8940.0      8910.0       SI
14  SI2511  20250918   8920.0  ...   8980.0      8925.0       SI
15  SI2512  20250918   9290.0  ...   9355.0      9305.0       SI
16  SI2601  20250918   9335.0  ...   9355.0      9305.0       SI
17  SI2602  20250918   9325.0  ...   9350.0      9320.0       SI
18  SI2603  20250918   9340.0  ...   9360.0      9340.0       SI
19  SI2604  20250918   9630.0  ...   9385.0      9325.0       SI
20  SI2605  20250918   9365.0  ...   9390.0      9350.0       SI
21  SI2606  20250918   9340.0  ...   9425.0      9335.0       SI
22  SI2607  20250918   9350.0  ...   9385.0      9355.0       SI
23  SI2608  20250918   9385.0  ...   9410.0      9360.0       SI
24  SI2609  20250918   9330.0  ...   9390.0      9370.0       SI
27  LC2510  20250918  73280.0  ...  72620.0     73280.0       LC
28  LC2511  20250918  73120.0  ...  72780.0     73420.0       LC
29  LC2512  20250918  73140.0  ...  72840.0     73560.0       LC
30  LC2601  20250918  73480.0  ...  72840.0     73560.0       LC
31  LC2602  20250918  73120.0  ...  72580.0     73440.0       LC
32  LC2603  20250918  73300.0  ...  72780.0     73480.0       LC
33  LC2604  20250918  73980.0  ...  73520.0     74080.0       LC
34  LC2605  20250918  74220.0  ...  73420.0     74120.0       LC
35  LC2606  20250918  74040.0  ...  73260.0     73860.0       LC
36  LC2607  20250918  74000.0  ...  73160.0     73760.0       LC
37  LC2608  20250918  74100.0  ...  73060.0     73620.0       LC
38  LC2609  20250918  75060.0  ...  72980.0     73780.0       LC

[36 rows x 12 columns]
2025-09-22 16:26:20,654 - future_1d - INFO - ak.get_gfex_daily('2025-09-18') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250918   3896.00  ...   3892.00     3914.00        A
1     a2601  20250918   3910.00  ...   3893.00     3919.00        A
2     a2603  20250918   3911.00  ...   3900.00     3924.00        A
3     a2605  20250918   3953.00  ...   3940.00     3964.00        A
4     a2607  20250918   3957.00  ...   3944.00     3970.00        A
5     a2609  20250918   3972.00  ...   3953.00     3976.00        A
6     b2510  20250918   3675.00  ...   3674.00     3689.00        B
7     b2511  20250918   3683.00  ...   3670.00     3705.00        B
8     b2512  20250918   3723.00  ...   3709.00     3748.00        B
9     b2601  20250918   3719.00  ...   3704.00     3741.00        B
10    b2602  20250918   3705.00  ...   3687.00     3725.00        B
11    b2603  20250918   3670.00  ...   3654.00     3682.00        B
12    b2604  20250918   3560.00  ...   3545.00     3577.00        B
13    b2605  20250918   3495.00  ...   3484.00     3508.00        B
14    b2606  20250918   3476.00  ...   3459.00     3482.00        B
15    b2607  20250918   3468.00  ...   3457.00     3484.00        B
16    b2608  20250918   3566.00  ...   3562.00     3582.00        B
17    b2609  20250918   3585.00  ...   3574.00     3591.00        B
18   bb2511  20250918    142.15  ...    142.20      142.30       BB
19   bb2601  20250918    146.85  ...    146.65      146.95       BB
20   bb2603  20250918    146.80  ...    146.85      146.90       BB
21   bb2605  20250918      0.00  ...    141.60      141.60       BB
22   bb2607  20250918      0.00  ...    146.40      146.40       BB
23   bb2609  20250918      0.00  ...    146.40      146.40       BB
24   bz2603  20250918   6059.00  ...   6021.00     6069.00       BZ
25   bz2604  20250918   6033.00  ...   5974.00     6046.00       BZ
26   bz2605  20250918   5981.00  ...   5981.00     6072.00       BZ
27   bz2606  20250918   5954.00  ...   5954.00     6008.00       BZ
28   bz2607  20250918      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250918      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250918   2165.00  ...   2170.00     2163.00        C
31    c2601  20250918   2157.00  ...   2162.00     2155.00        C
32    c2603  20250918   2167.00  ...   2171.00     2166.00        C
33    c2605  20250918   2225.00  ...   2229.00     2226.00        C
34    c2607  20250918   2239.00  ...   2241.00     2240.00        C
35    c2609  20250918   2253.00  ...   2254.00     2254.00        C
36   cs2511  20250918   2453.00  ...   2465.00     2448.00       CS
37   cs2601  20250918   2550.00  ...   2489.00     2471.00       CS
38   cs2603  20250918   2486.00  ...   2492.00     2479.00       CS
39   cs2605  20250918   2570.00  ...   2573.00     2562.00       CS
40   cs2607  20250918   2578.00  ...   2577.00     2567.00       CS
41   cs2609  20250918   2596.00  ...   2597.00     2585.00       CS
42   eb2509  20250918      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250918   7123.00  ...   7079.00     7159.00       EB
44   eb2511  20250918   7132.00  ...   7090.00     7176.00       EB
45   eb2512  20250918   7160.00  ...   7099.00     7182.00       EB
46   eb2601  20250918   7185.00  ...   7130.00     7200.00       EB
47   eb2602  20250918   7201.00  ...   7156.00     7220.00       EB
48   eb2603  20250918   7217.00  ...   7183.00     7240.00       EB
49   eb2604  20250918   7247.00  ...   7230.00     7273.00       EB
50   eb2605  20250918   7292.00  ...   7251.00     7288.00       EB
51   eb2606  20250918   7260.00  ...   7260.00     7297.00       EB
52   eb2607  20250918   7283.00  ...   7283.00     7314.00       EB
53   eb2608  20250918      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250918      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250918   4333.00  ...   4314.00     4312.00       EG
56   eg2511  20250918   4291.00  ...   4275.00     4280.00       EG
57   eg2512  20250918   4277.00  ...   4275.00     4273.00       EG
58   eg2601  20250918   4290.00  ...   4282.00     4289.00       EG
59   eg2602  20250918   4297.00  ...   4284.00     4295.00       EG
60   eg2603  20250918   4308.00  ...   4298.00     4298.00       EG
61   eg2604  20250918   4338.00  ...   4338.00     4340.00       EG
62   eg2605  20250918   4339.00  ...   4340.00     4340.00       EG
63   eg2606  20250918   4358.00  ...   4358.00     4348.00       EG
64   eg2607  20250918      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250918      0.00  ...   4399.00     4402.00       EG
66   fb2510  20250918   1262.50  ...   1259.50     1268.50       FB
67   fb2511  20250918   1251.00  ...   1252.00     1251.00       FB
68   fb2512  20250918   1261.00  ...   1256.00     1259.50       FB
69   fb2601  20250918   1255.50  ...   1252.00     1253.50       FB
70   fb2602  20250918   1250.00  ...   1250.50     1248.50       FB
71   fb2603  20250918   1251.50  ...   1246.00     1249.00       FB
72   fb2604  20250918      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250918      0.00  ...   1292.50     1301.50       FB
74   fb2606  20250918      0.00  ...   1322.50     1330.00       FB
75   fb2607  20250918      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250918      0.00  ...   1281.00     1285.00       FB
77   fb2609  20250918      0.00  ...   1296.00     1296.00       FB
78    i2510  20250918    822.50  ...    820.50      820.00        I
79    i2511  20250918    816.50  ...    814.50      815.50        I
80    i2512  20250918    813.00  ...    809.00      809.50        I
81    i2601  20250918    805.00  ...    801.00      801.00        I
82    i2602  20250918    798.50  ...    795.50      795.50        I
83    i2603  20250918    792.00  ...    790.50      790.00        I
84    i2604  20250918    789.50  ...    786.50      786.50        I
85    i2605  20250918    782.50  ...    780.00      780.00        I
86    i2606  20250918    777.50  ...    775.00      775.00        I
87    i2607  20250918    772.50  ...    770.50      770.50        I
88    i2608  20250918    768.00  ...    765.50      766.00        I
89    i2609  20250918    762.50  ...    761.00      760.50        I
90    j2510  20250918   1628.50  ...   1626.50     1628.50        J
91    j2511  20250918   1677.50  ...   1655.00     1655.50        J
92    j2512  20250918   1698.00  ...   1691.00     1691.00        J
93    j2601  20250918   1738.00  ...   1725.50     1728.00        J
94    j2602  20250918      0.00  ...   1754.00     1754.00        J
95    j2603  20250918      0.00  ...   1763.50     1763.50        J
96    j2604  20250918      0.00  ...   1814.00     1814.00        J
97    j2605  20250918   1870.00  ...   1853.50     1857.00        J
98    j2606  20250918   1878.00  ...   1879.50     1887.00        J
99    j2607  20250918   1880.50  ...   1878.50     1885.00        J
100   j2608  20250918      0.00  ...   1906.00     1906.00        J
101   j2609  20250918   1906.50  ...   1902.00     1895.00        J
102  jd2509  20250918   3201.00  ...   3193.00     3226.00       JD
103  jd2510  20250918   3044.00  ...   3041.00     3063.00       JD
104  jd2511  20250918   3110.00  ...   3119.00     3110.00       JD
105  jd2512  20250918   3210.00  ...   3242.00     3208.00       JD
106  jd2601  20250918   3373.00  ...   3396.00     3375.00       JD
107  jd2602  20250918   3114.00  ...   3131.00     3117.00       JD
108  jd2603  20250918   3128.00  ...   3148.00     3130.00       JD
109  jd2604  20250918   3310.00  ...   3318.00     3318.00       JD
110  jd2605  20250918   3428.00  ...   3432.00     3436.00       JD
111  jd2606  20250918   3240.00  ...   3245.00     3245.00       JD
112  jd2607  20250918   3479.00  ...   3484.00     3487.00       JD
113  jd2608  20250918   3916.00  ...   3916.00     3916.00       JD
114  jm2510  20250918   1043.00  ...   1034.00     1043.00       JM
115  jm2511  20250918   1094.50  ...   1082.00     1094.50       JM
116  jm2512  20250918   1164.00  ...   1148.50     1163.50       JM
117  jm2601  20250918   1230.00  ...   1215.50     1229.50       JM
118  jm2602  20250918   1258.00  ...   1237.00     1252.50       JM
119  jm2603  20250918   1271.50  ...   1258.50     1269.50       JM
120  jm2604  20250918   1291.50  ...   1281.00     1288.50       JM
121  jm2605  20250918   1304.00  ...   1302.50     1309.00       JM
122  jm2606  20250918   1323.50  ...   1316.00     1326.00       JM
123  jm2607  20250918   1340.00  ...   1326.00     1331.50       JM
124  jm2608  20250918   1346.50  ...   1339.00     1342.50       JM
125  jm2609  20250918   1363.50  ...   1360.50     1363.50       JM
126   l2510  20250918   7131.00  ...   7142.00     7165.00        L
127   l2511  20250918   7193.00  ...   7159.00     7195.00        L
128   l2512  20250918   7218.00  ...   7188.00     7225.00        L
129   l2601  20250918   7235.00  ...   7219.00     7249.00        L
130   l2602  20250918   7229.00  ...   7211.00     7241.00        L
131   l2603  20250918   7259.00  ...   7238.00     7257.00        L
132   l2604  20250918   7295.00  ...   7281.00     7290.00        L
133   l2605  20250918   7292.00  ...   7265.00     7290.00        L
134   l2606  20250918   7296.00  ...   7247.00     7280.00        L
135   l2607  20250918   7301.00  ...   7284.00     7302.00        L
136   l2608  20250918   7299.00  ...   7282.00     7310.00        L
137   l2609  20250918   7302.00  ...   7296.00     7311.00        L
138  lg2509  20250918    770.00  ...    770.00      770.00       LG
139  lg2511  20250918    809.00  ...    806.00      808.50       LG
140  lg2601  20250918    823.50  ...    819.50      822.50       LG
141  lg2603  20250918    825.50  ...    824.50      827.00       LG
142  lg2605  20250918    833.00  ...    828.50      831.50       LG
143  lg2607  20250918    832.00  ...    830.50      832.50       LG
144  lh2509  20250918      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250918  12900.00  ...  12885.00    13055.00       LH
146  lh2601  20250918  13350.00  ...  13395.00    13575.00       LH
147  lh2603  20250918  12985.00  ...  12915.00    13005.00       LH
148  lh2605  20250918  13530.00  ...  13460.00    13540.00       LH
149  lh2607  20250918  14285.00  ...  14215.00    14315.00       LH
150   m2511  20250918   2977.00  ...   2968.00     2980.00        M
151   m2512  20250918   3020.00  ...   3015.00     3031.00        M
152   m2601  20250918   3008.00  ...   3001.00     3019.00        M
153   m2603  20250918   2949.00  ...   2942.00     2960.00        M
154   m2605  20250918   2784.00  ...   2775.00     2790.00        M
155   m2607  20250918   2773.00  ...   2760.00     2774.00        M
156   m2608  20250918   2894.00  ...   2886.00     2901.00        M
157   m2609  20250918   2905.00  ...   2889.00     2904.00        M
158   p2510  20250918   9342.00  ...   9254.00     9408.00        P
159   p2511  20250918   9320.00  ...   9286.00     9416.00        P
160   p2512  20250918   9386.00  ...   9320.00     9464.00        P
161   p2601  20250918   9408.00  ...   9344.00     9494.00        P
162   p2602  20250918   9386.00  ...   9312.00     9464.00        P
163   p2603  20250918   9362.00  ...   9318.00     9416.00        P
164   p2604  20250918   9296.00  ...   9246.00     9340.00        P
165   p2605  20250918   9198.00  ...   9138.00     9258.00        P
166   p2606  20250918   9100.00  ...   9042.00     9140.00        P
167   p2607  20250918   8982.00  ...   8922.00     9060.00        P
168   p2608  20250918   8896.00  ...   8872.00     8988.00        P
169   p2609  20250918   8890.00  ...   8844.00     8922.00        P
170  pg2509  20250918   3805.00  ...   3805.00     3752.00       PG
171  pg2510  20250918   4498.00  ...   4466.00     4485.00       PG
172  pg2511  20250918   4436.00  ...   4400.00     4431.00       PG
173  pg2512  20250918   4370.00  ...   4336.00     4372.00       PG
174  pg2601  20250918   4305.00  ...   4270.00     4305.00       PG
175  pg2602  20250918   4240.00  ...   4209.00     4240.00       PG
176  pg2603  20250918   4148.00  ...   4123.00     4148.00       PG
177  pg2604  20250918   4471.00  ...   4451.00     4476.00       PG
178  pg2605  20250918   4383.00  ...   4379.00     4383.00       PG
179  pg2606  20250918   4300.00  ...   4297.00     4327.00       PG
180  pg2607  20250918   4255.00  ...   4247.00     4270.00       PG
181  pg2608  20250918      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250918   6885.00  ...   6862.00     6878.00       PP
183  pp2511  20250918   6909.00  ...   6886.00     6916.00       PP
184  pp2512  20250918   6951.00  ...   6921.00     6951.00       PP
185  pp2601  20250918   6983.00  ...   6955.00     6982.00       PP
186  pp2602  20250918   6962.00  ...   6930.00     6958.00       PP
187  pp2603  20250918   6969.00  ...   6953.00     6969.00       PP
188  pp2604  20250918   6986.00  ...   6961.00     6996.00       PP
189  pp2605  20250918   7019.00  ...   6993.00     7013.00       PP
190  pp2606  20250918   6981.00  ...   6951.00     6982.00       PP
191  pp2607  20250918   6953.00  ...   6941.00     6950.00       PP
192  pp2608  20250918   6954.00  ...   6950.00     6958.00       PP
193  pp2609  20250918   6974.00  ...   6966.00     6983.00       PP
194  rr2510  20250918   3596.00  ...   3603.00     3604.00       RR
195  rr2511  20250918   3605.00  ...   3605.00     3605.00       RR
196  rr2512  20250918   3597.00  ...   3597.00     3599.00       RR
197  rr2601  20250918   3616.00  ...   3617.00     3621.00       RR
198  rr2602  20250918      0.00  ...   3599.00     3599.00       RR
199  rr2603  20250918      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250918      0.00  ...   3611.00     3611.00       RR
201  rr2605  20250918      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250918      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250918      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250918      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250918      0.00  ...   3614.00     3614.00       RR
206   v2510  20250918   4844.00  ...   4828.00     4852.00        V
207   v2511  20250918   4887.00  ...   4848.00     4883.00        V
208   v2512  20250918   4924.00  ...   4895.00     4924.00        V
209   v2601  20250918   4975.00  ...   4939.00     4967.00        V
210   v2602  20250918   5027.00  ...   4973.00     5005.00        V
211   v2603  20250918   5041.00  ...   5003.00     5035.00        V
212   v2604  20250918   5231.00  ...   5206.00     5228.00        V
213   v2605  20250918   5279.00  ...   5241.00     5268.00        V
214   v2606  20250918   5301.00  ...   5269.00     5299.00        V
215   v2607  20250918   5320.00  ...   5301.00     5329.00        V
216   v2608  20250918   5359.00  ...   5337.00     5366.00        V
217   v2609  20250918   5393.00  ...   5370.00     5382.00        V
218   y2511  20250918   8368.00  ...   8308.00     8440.00        Y
219   y2512  20250918   8422.00  ...   8346.00     8476.00        Y
220   y2601  20250918   8352.00  ...   8306.00     8422.00        Y
221   y2603  20250918   8290.00  ...   8276.00     8350.00        Y
222   y2605  20250918   8090.00  ...   8052.00     8132.00        Y
223   y2607  20250918   8058.00  ...   7998.00     8088.00        Y
224   y2608  20250918   8086.00  ...   8016.00     8104.00        Y
225   y2609  20250918   8038.00  ...   7988.00     8080.00        Y

[226 rows x 12 columns]
2025-09-22 16:26:21,216 - future_1d - INFO - ak.get_dce_daily('2025-09-18') done
2025-09-22 16:26:22,978 - future_1d - INFO - save future_daily 2025-09-18 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250919  7177.200  ...  7182.620    7164.600       IC
1   IC2510  20250919  7120.000  ...  7117.800    7090.800       IC
2   IC2512  20250919  6995.600  ...  6999.000    6960.200       IC
3   IC2603  20250919  6833.000  ...  6831.000    6793.600       IC
4   IF2509  20250919  4493.000  ...  4509.780    4483.400       IF
5   IF2510  20250919  4478.000  ...  4495.000    4470.200       IF
6   IF2512  20250919  4455.000  ...  4470.400    4440.000       IF
7   IF2603  20250919  4425.000  ...  4446.600    4416.400       IF
8   IH2509  20250919  2911.600  ...  2918.050    2907.800       IH
9   IH2510  20250919  2912.400  ...  2917.400    2904.200       IH
10  IH2512  20250919  2917.400  ...  2917.400    2903.400       IH
11  IH2603  20250919  2916.000  ...  2919.600    2906.000       IH
12  IM2509  20250919  7461.400  ...  7448.680    7449.200       IM
13  IM2510  20250919  7380.000  ...  7361.000    7366.800       IM
14  IM2512  20250919  7224.000  ...  7202.200    7206.200       IM
15  IM2603  20250919  7003.400  ...  6994.000    7001.800       IM
16   T2512  20250919   108.080  ...   107.755     108.065        T
17   T2603  20250919   107.715  ...   107.420     107.735        T
18   T2606  20250919   107.590  ...   107.285     107.565        T
19  TF2512  20250919   105.820  ...   105.630     105.815       TF
20  TF2603  20250919   105.695  ...   105.510     105.685       TF
21  TF2606  20250919   105.570  ...   105.420     105.590       TF
22  TL2512  20250919   115.640  ...   114.880     115.680       TL
23  TL2603  20250919   115.320  ...   114.570     115.360       TL
24  TL2606  20250919   115.330  ...   114.540     115.310       TL
25  TS2512  20250919   102.420  ...   102.358     102.414       TS
26  TS2603  20250919   102.330  ...   102.292     102.340       TS
27  TS2606  20250919   102.288  ...   102.274     102.302       TS

[28 rows x 12 columns]
2025-09-22 16:26:33,250 - future_1d - INFO - ak.get_cffex_daily('2025-09-19') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250919   492.4     497  ...     79529.8   492.1      495.5      SC
1       SC2511  20250919     496   496.8  ...  5350084.38   491.2      496.3      SC
2       SC2512  20250919   492.5   495.2  ...   691817.35   489.8      493.5      SC
3       SC2601  20250919   491.4     494  ...   197806.98   488.5      491.9      SC
4       SC2602  20250919   490.2     492  ...    26665.74   486.6      490.4      SC
5       SC2603  20250919   489.5   491.1  ...    17934.02     486      489.8      SC
6       SC2604  20250919   489.4   490.2  ...    12977.04     486        488      SC
7       SC2605  20250919   487.4   488.9  ...     3203.87   485.4      487.2      SC
8       SC2606  20250919   486.1   488.8  ...    10883.51   485.8        487      SC
9       SC2607  20250919   486.3   486.3  ...      484.66   484.6      485.2      SC
10      SC2608  20250919   483.8   483.8  ...        96.6     483      483.9      SC
11      SC2609  20250919   480.2   482.1  ...      144.25   480.8      483.8      SC
12      SC2612  20250919   477.9   477.9  ...       95.42   477.1      482.5      SC
13      SC2703  20250919                  ...           0   475.1      475.1      SC
14      SC2706  20250919   469.2   469.2  ...       93.84   469.2      476.8      SC
15      SC2709  20250919                  ...           0   473.2      473.2      SC
16      SC2712  20250919   475.8   475.8  ...      331.07   472.9      474.1      SC
17      SC2803  20250919                  ...           0     471      471.2      SC
18      SC2806  20250919   466.3   470.4  ...      280.52   467.5      472.5      SC
19      SC2809  20250919                  ...           0   465.7      465.7      SC
21      LU2510  20250919    3386    3403  ...    1433.485    3372       3418      LU
22      LU2511  20250919    3423    3435  ...  264241.092    3405       3428      LU
23      LU2512  20250919    3406    3423  ...  124304.829    3388       3410      LU
24      LU2601  20250919    3402    3415  ...   30635.477    3382       3403      LU
25      LU2602  20250919    3384    3400  ...    1701.261    3362       3389      LU
26      LU2603  20250919    3412    3412  ...      43.712    3362       3378      LU
27      LU2604  20250919    3345    3345  ...       3.345    3345       3365      LU
28      LU2605  20250919    3352    3352  ...      10.038    3346       3374      LU
29      LU2606  20250919    3375    3375  ...      13.411    3352       3360      LU
30      LU2607  20250919    3371    3371  ...      10.051    3350       3358      LU
31      LU2608  20250919    3356    3356  ...        23.4    3342       3346      LU
32      LU2609  20250919    3335    3351  ...      43.282    3329       3325      LU
34      NR2510  20250919   12305   12350  ...   45954.425   12280      12305      NR
35      NR2511  20250919   12350   12365  ...  1022204.27   12290      12330      NR
36      NR2512  20250919   12380   12410  ...   203639.26   12335      12355      NR
37      NR2601  20250919   12425   12445  ...  177399.435   12370      12400      NR
38      NR2602  20250919   12440   12440  ...     2394.74   12405      12455      NR
39      NR2603  20250919   12405   12405  ...      136.14   12375      12435      NR
40      NR2604  20250919   12500   12500  ...      410.47   12435      12405      NR
41      NR2605  20250919   12480   12480  ...      24.945   12470      12455      NR
42      NR2606  20250919                  ...           0   12440      12440      NR
43      NR2607  20250919                  ...           0   12650      12655      NR
44      NR2608  20250919                  ...           0   12685      12685      NR
45      NR2609  20250919                  ...           0   12510      12510      NR
47      BC2510  20250919   70680   71010  ...   115551.94   70760      70760      BC
48      BC2511  20250919   70700   71080  ...   29847.295   70890      70820      BC
49      BC2512  20250919                  ...           0   71670      71670      BC
50      BC2601  20250919                  ...           0   71000      71000      BC
51      BC2602  20250919                  ...           0   71100      71100      BC
52      BC2603  20250919                  ...           0   71200      71200      BC
53      BC2604  20250919                  ...           0   71300      71300      BC
54      BC2605  20250919                  ...           0   71300      71300      BC
55      BC2606  20250919                  ...           0   71400      71400      BC
56      BC2607  20250919                  ...           0   71400      71400      BC
57      BC2608  20250919                  ...           0   71400      71400      BC
58      BC2609  20250919                  ...           0   71550      71550      BC
60      EC2510  20250919    1105    1106  ...  177534.134  1072.3     1117.6      EC
61      EC2512  20250919  1666.1  1666.1  ...  94181.2335  1626.1       1663      EC
62      EC2602  20250919  1564.5    1565  ...   17841.469  1552.7     1564.7      EC
63      EC2604  20250919  1260.5  1262.7  ...   8086.0645  1250.7     1271.7      EC
64      EC2606  20250919  1437.7  1451.6  ...     949.307  1438.3     1456.6      EC
65      EC2608  20250919  1601.2  1606.5  ...     925.154    1595     1615.3      EC
68  SC_TAS2511  20250919                  ...                                 SC_TAS
69  SC_TAS2512  20250919                  ...                                 SC_TAS
70  SC_TAS2601  20250919                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-22 16:26:33,319 - future_1d - INFO - ak.get_ine_daily('2025-09-19') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250919  ...   79840      79800      CU
1        1      CU2511  20250919  ...   79820      79780      CU
2        2      CU2512  20250919  ...   79810      79760      CU
3        3      CU2601  20250919  ...   79810      79800      CU
4        4      CU2602  20250919  ...   79800      79780      CU
5        5      CU2603  20250919  ...   79830      79840      CU
6        6      CU2604  20250919  ...   79860      79790      CU
7        7      CU2605  20250919  ...   79910      79820      CU
8        8      CU2606  20250919  ...   79850      79780      CU
9        9      CU2607  20250919  ...   79840      79720      CU
10      10      CU2608  20250919  ...   79800      79790      CU
11      11      CU2609  20250919  ...   79780      79830      CU
12      12      BC2510  20250919  ...   70760      70760      BC
13      13      BC2511  20250919  ...   70890      70820      BC
14      14      BC2512  20250919  ...   71670      71670      BC
15      15      BC2601  20250919  ...   71000      71000      BC
16      16      BC2602  20250919  ...   71100      71100      BC
17      17      BC2603  20250919  ...   71200      71200      BC
18      18      BC2604  20250919  ...   71300      71300      BC
19      19      BC2605  20250919  ...   71300      71300      BC
20      20      BC2606  20250919  ...   71400      71400      BC
21      21      BC2607  20250919  ...   71400      71400      BC
22      22      BC2608  20250919  ...   71400      71400      BC
23      23      BC2609  20250919  ...   71550      71550      BC
24      24      AL2510  20250919  ...   20805      20775      AL
25      25      AL2511  20250919  ...   20820      20795      AL
26      26      AL2512  20250919  ...   20820      20790      AL
27      27      AL2601  20250919  ...   20815      20790      AL
28      28      AL2602  20250919  ...   20815      20790      AL
29      29      AL2603  20250919  ...   20840      20810      AL
30      30      AL2604  20250919  ...   20855      20820      AL
31      31      AL2605  20250919  ...   20865      20825      AL
32      32      AL2606  20250919  ...   20850      20845      AL
33      33      AL2607  20250919  ...   20865      20825      AL
34      34      AL2608  20250919  ...   20885      20830      AL
35      35      AL2609  20250919  ...   20850      20835      AL
36      36      ZN2510  20250919  ...   22065      22075      ZN
37      37      ZN2511  20250919  ...   22060      22085      ZN
38      38      ZN2512  20250919  ...   22080      22115      ZN
39      39      ZN2601  20250919  ...   22100      22150      ZN
40      40      ZN2602  20250919  ...   22125      22180      ZN
41      41      ZN2603  20250919  ...   22160      22175      ZN
42      42      ZN2604  20250919  ...   22200      22225      ZN
43      43      ZN2605  20250919  ...   22230      22260      ZN
44      44      ZN2606  20250919  ...   22240      22265      ZN
45      45      ZN2607  20250919  ...   22260      22275      ZN
46      46      ZN2608  20250919  ...   22290      22295      ZN
47      47      ZN2609  20250919  ...   22305      22335      ZN
48      48      PB2510  20250919  ...   17140      17110      PB
49      49      PB2511  20250919  ...   17170      17130      PB
50      50      PB2512  20250919  ...   17175      17135      PB
51      51      PB2601  20250919  ...   17170      17135      PB
52      52      PB2602  20250919  ...   17175      17175      PB
53      53      PB2603  20250919  ...   17190      17190      PB
54      54      PB2604  20250919  ...   17235      17195      PB
55      55      PB2605  20250919  ...   17210      17180      PB
56      56      PB2606  20250919  ...   17145      17145      PB
57      57      PB2607  20250919  ...   17225      17185      PB
58      58      PB2608  20250919  ...   17245      17190      PB
59      59      PB2609  20250919  ...   17210      17220      PB
60      60      NI2510  20250919  ...  121320     121570      NI
61      61      NI2511  20250919  ...  121520     121700      NI
62      62      NI2512  20250919  ...  121810     121890      NI
63      63      NI2601  20250919  ...  121930     122100      NI
64      64      NI2602  20250919  ...  122110     122330      NI
65      65      NI2603  20250919  ...  122540     122460      NI
66      66      NI2604  20250919  ...  122710     122640      NI
67      67      NI2605  20250919  ...  122950     122910      NI
68      68      NI2606  20250919  ...  123120     123030      NI
69      69      NI2607  20250919  ...  123440     123210      NI
70      70      NI2608  20250919  ...  123490     123600      NI
71      71      NI2609  20250919  ...  123530     123850      NI
72      72      SN2510  20250919  ...  268470     270240      SN
73      73      SN2511  20250919  ...  268840     270460      SN
74      74      SN2512  20250919  ...  269060     270420      SN
75      75      SN2601  20250919  ...  269200     270430      SN
76      76      SN2602  20250919  ...  269420     270580      SN
77      77      SN2603  20250919  ...  269440     270650      SN
78      78      SN2604  20250919  ...  270080     271420      SN
79      79      SN2605  20250919  ...  269840     270780      SN
80      80      SN2606  20250919  ...  269920     271460      SN
81      81      SN2607  20250919  ...  270550     272240      SN
82      82      SN2608  20250919  ...  270360     272130      SN
83      83      SN2609  20250919  ...  271330     271810      SN
84      84      AO2510  20250919  ...    2915       2923      AO
85      85      AO2511  20250919  ...    2919       2927      AO
86      86      AO2512  20250919  ...    2927       2935      AO
87      87      AO2601  20250919  ...    2936       2948      AO
88      88      AO2602  20250919  ...    2947       2949      AO
89      89      AO2603  20250919  ...    3016       3019      AO
90      90      AO2604  20250919  ...    3023       3025      AO
91      91      AO2605  20250919  ...    3029       3032      AO
92      92      AO2606  20250919  ...    3032       3036      AO
93      93      AO2607  20250919  ...    3038       3043      AO
94      94      AO2608  20250919  ...    3048       3059      AO
95      95      AO2609  20250919  ...    3062       3081      AO
96      96      AD2511  20250919  ...   20320      20325      AD
97      97      AD2512  20250919  ...   20350      20355      AD
98      98      AD2601  20250919  ...   20380      20345      AD
99      99      AD2602  20250919  ...   20355      20365      AD
100    100      AD2603  20250919  ...   20415      20500      AD
101    101      AD2604  20250919  ...   20345      20485      AD
102    102      AD2605  20250919  ...   20355      20355      AD
103    103      AD2606  20250919  ...   20305      20305      AD
104    104      AD2607  20250919  ...   20510      20510      AD
105    105      AD2608  20250919  ...   20515      20515      AD
106    106      AD2609  20250919  ...   20515      20515      AD
107    107      AU2510  20250919  ...  826.86      831.8      AU
108    108      AU2511  20250919  ...   828.7     832.92      AU
109    109      AU2512  20250919  ...  829.78     833.96      AU
110    110      AU2602  20250919  ...  832.14     836.52      AU
111    111      AU2604  20250919  ...  834.24     838.64      AU
112    112      AU2606  20250919  ...  836.56     840.78      AU
113    113      AU2608  20250919  ...  839.52     843.44      AU
114    114      AU2610  20250919  ...   842.9     846.74      AU
115    115      AG2510  20250919  ...    9903       9882      AG
116    116      AG2511  20250919  ...    9928       9884      AG
117    117      AG2512  20250919  ...    9938       9908      AG
118    118      AG2601  20250919  ...    9951       9921      AG
119    119      AG2602  20250919  ...    9960       9934      AG
120    120      AG2603  20250919  ...    9983       9939      AG
121    121      AG2604  20250919  ...    9989       9961      AG
122    122      AG2605  20250919  ...   10006       9971      AG
123    123      AG2606  20250919  ...   10021       9976      AG
124    124      AG2607  20250919  ...   10032      10001      AG
125    125      AG2608  20250919  ...   10046      10003      AG
126    126      AG2609  20250919  ...   10059      10025      AG
127    127      RB2510  20250919  ...    3069       3057      RB
128    128      RB2511  20250919  ...    3083       3075      RB
129    129      RB2512  20250919  ...    3139       3131      RB
130    130      RB2601  20250919  ...    3158       3149      RB
131    131      RB2602  20250919  ...    3162       3155      RB
132    132      RB2603  20250919  ...    3184       3179      RB
133    133      RB2604  20250919  ...    3198       3217      RB
134    134      RB2605  20250919  ...    3218       3208      RB
135    135      RB2606  20250919  ...    3230       3227      RB
136    136      RB2607  20250919  ...    3241       3240      RB
137    137      RB2608  20250919  ...    3239       3238      RB
138    138      RB2609  20250919  ...    3253       3242      RB
139    139      WR2510  20250919  ...    3283       3279      WR
140    140      WR2511  20250919  ...    3302       3302      WR
141    141      WR2512  20250919  ...    3324       3324      WR
142    142      WR2601  20250919  ...    3349       3349      WR
143    143      WR2602  20250919  ...    3358       3358      WR
144    144      WR2603  20250919  ...    3399       3395      WR
145    145      WR2604  20250919  ...    3389       3389      WR
146    146      WR2605  20250919  ...    3414       3414      WR
147    147      WR2606  20250919  ...    3372       3372      WR
148    148      WR2607  20250919  ...    3390       3390      WR
149    149      WR2608  20250919  ...    3399       3399      WR
150    150      WR2609  20250919  ...    3466       3553      WR
151    151      HC2510  20250919  ...    3400       3403      HC
152    152      HC2511  20250919  ...    3382       3390      HC
153    153      HC2512  20250919  ...    3370       3383      HC
154    154      HC2601  20250919  ...    3362       3368      HC
155    155      HC2602  20250919  ...    3360       3374      HC
156    156      HC2603  20250919  ...    3365       3370      HC
157    157      HC2604  20250919  ...    3371       3373      HC
158    158      HC2605  20250919  ...    3372       3377      HC
159    159      HC2606  20250919  ...    3377       3395      HC
160    160      HC2607  20250919  ...    3384       3402      HC
161    161      HC2608  20250919  ...    3381       3385      HC
162    162      HC2609  20250919  ...    3401       3407      HC
163    163      SS2510  20250919  ...   12755      12790      SS
164    164      SS2511  20250919  ...   12870      12910      SS
165    165      SS2512  20250919  ...   12910      12950      SS
166    166      SS2601  20250919  ...   12970      13020      SS
167    167      SS2602  20250919  ...   13025      13095      SS
168    168      SS2603  20250919  ...   13105      13145      SS
169    169      SS2604  20250919  ...   13155      13205      SS
170    170      SS2605  20250919  ...   13225      13280      SS
171    171      SS2606  20250919  ...   13315      13315      SS
172    172      SS2607  20250919  ...   13350      13350      SS
173    173      SS2608  20250919  ...   13400      13415      SS
174    174      SS2609  20250919  ...   13475      13495      SS
175    175      SC2510  20250919  ...   492.1      495.5      SC
176    176      SC2511  20250919  ...   491.2      496.3      SC
177    177      SC2512  20250919  ...   489.8      493.5      SC
178    178      SC2601  20250919  ...   488.5      491.9      SC
179    179      SC2602  20250919  ...   486.6      490.4      SC
180    180      SC2603  20250919  ...     486      489.8      SC
181    181      SC2604  20250919  ...     486        488      SC
182    182      SC2605  20250919  ...   485.4      487.2      SC
183    183      SC2606  20250919  ...   485.8        487      SC
184    184      SC2607  20250919  ...   484.6      485.2      SC
185    185      SC2608  20250919  ...     483      483.9      SC
186    186      SC2609  20250919  ...   480.8      483.8      SC
187    187      SC2612  20250919  ...   477.1      482.5      SC
188    188      SC2703  20250919  ...   475.1      475.1      SC
189    189      SC2706  20250919  ...   469.2      476.8      SC
190    190      SC2709  20250919  ...   473.2      473.2      SC
191    191      SC2712  20250919  ...   472.9      474.1      SC
192    192      SC2803  20250919  ...     471      471.2      SC
193    193      SC2806  20250919  ...   467.5      472.5      SC
194    194      SC2809  20250919  ...   465.7      465.7      SC
195    195      LU2510  20250919  ...    3372       3418      LU
196    196      LU2511  20250919  ...    3405       3428      LU
197    197      LU2512  20250919  ...    3388       3410      LU
198    198      LU2601  20250919  ...    3382       3403      LU
199    199      LU2602  20250919  ...    3362       3389      LU
200    200      LU2603  20250919  ...    3362       3378      LU
201    201      LU2604  20250919  ...    3345       3365      LU
202    202      LU2605  20250919  ...    3346       3374      LU
203    203      LU2606  20250919  ...    3352       3360      LU
204    204      LU2607  20250919  ...    3350       3358      LU
205    205      LU2608  20250919  ...    3342       3346      LU
206    206      LU2609  20250919  ...    3329       3325      LU
207    207      FU2510  20250919  ...    2834       2811      FU
208    208      FU2511  20250919  ...    2850       2834      FU
209    209      FU2512  20250919  ...    2830       2821      FU
210    210      FU2601  20250919  ...    2818       2807      FU
211    211      FU2602  20250919  ...    2795       2788      FU
212    212      FU2603  20250919  ...    2788       2779      FU
213    213      FU2604  20250919  ...    2783       2773      FU
214    214      FU2605  20250919  ...    2772       2763      FU
215    215      FU2606  20250919  ...    2756       2749      FU
216    216      FU2607  20250919  ...    2737       2738      FU
217    217      FU2608  20250919  ...    2729       2727      FU
218    218      FU2609  20250919  ...    2711       2707      FU
219    219      BU2510  20250919  ...    3433       3443      BU
220    220      BU2511  20250919  ...    3425       3436      BU
221    221      BU2512  20250919  ...    3381       3393      BU
222    222      BU2601  20250919  ...    3361       3375      BU
223    223      BU2602  20250919  ...    3363       3377      BU
224    224      BU2603  20250919  ...    3364       3382      BU
225    225      BU2604  20250919  ...    3364       3367      BU
226    226      BU2605  20250919  ...    3347       3375      BU
227    227      BU2606  20250919  ...    3356       3371      BU
228    228      BU2607  20250919  ...    3348       3348      BU
229    229      BU2608  20250919  ...    3369       3369      BU
230    230      BU2609  20250919  ...    3349       3356      BU
231    231      BU2612  20250919  ...    3314       3314      BU
232    232      BU2703  20250919  ...    3312       3322      BU
233    233      BU2706  20250919  ...    3318       3331      BU
234    234      BU2709  20250919  ...    3342       3314      BU
235    235      BR2510  20250919  ...   11545      11510      BR
236    236      BR2511  20250919  ...   11470      11455      BR
237    237      BR2512  20250919  ...   11460      11450      BR
238    238      BR2601  20250919  ...   11470      11470      BR
239    239      BR2602  20250919  ...   11500      11460      BR
240    240      BR2603  20250919  ...   11475      11490      BR
241    241      BR2604  20250919  ...   11535      11560      BR
242    242      BR2605  20250919  ...   11525      11500      BR
243    243      BR2606  20250919  ...   11630      11635      BR
244    244      BR2607  20250919  ...   11715      11715      BR
245    245      BR2608  20250919  ...   11770      11780      BR
246    246      BR2609  20250919  ...   11645      11675      BR
247    247      RU2510  20250919  ...   14670      14740      RU
248    248      RU2511  20250919  ...   14645      14700      RU
249    249      RU2601  20250919  ...   15530      15630      RU
250    250      RU2603  20250919  ...   15525      15705      RU
251    251      RU2604  20250919  ...   15505      15650      RU
252    252      RU2605  20250919  ...   15515      15610      RU
253    253      RU2606  20250919  ...   15565      15670      RU
254    254      RU2607  20250919  ...   15585      15780      RU
255    255      RU2608  20250919  ...   15585      15660      RU
256    256      RU2609  20250919  ...   15570      15665      RU
257    257      NR2510  20250919  ...   12280      12305      NR
258    258      NR2511  20250919  ...   12290      12330      NR
259    259      NR2512  20250919  ...   12335      12355      NR
260    260      NR2601  20250919  ...   12370      12400      NR
261    261      NR2602  20250919  ...   12405      12455      NR
262    262      NR2603  20250919  ...   12375      12435      NR
263    263      NR2604  20250919  ...   12435      12405      NR
264    264      NR2605  20250919  ...   12470      12455      NR
265    265      NR2606  20250919  ...   12440      12440      NR
266    266      NR2607  20250919  ...   12650      12655      NR
267    267      NR2608  20250919  ...   12685      12685      NR
268    268      NR2609  20250919  ...   12510      12510      NR
269    269      SP2510  20250919  ...    4990       4986      SP
270    270      SP2511  20250919  ...    5020       5008      SP
271    271      SP2512  20250919  ...    5038       5026      SP
272    272      SP2601  20250919  ...    5320       5318      SP
273    273      SP2602  20250919  ...    5310       5316      SP
274    274      SP2603  20250919  ...    5324       5328      SP
275    275      SP2604  20250919  ...    5322       5318      SP
276    276      SP2605  20250919  ...    5338       5336      SP
277    277      SP2606  20250919  ...    5338       5342      SP
278    278      SP2607  20250919  ...    5346       5346      SP
279    279      SP2608  20250919  ...    5344       5338      SP
280    280      SP2609  20250919  ...    5354       5352      SP
281    281      OP2601  20250919  ...    4232       4232      OP
282    282      OP2602  20250919  ...    4232       4234      OP
283    283      OP2603  20250919  ...    4238       4228      OP
284    284      OP2604  20250919  ...    4260       4260      OP
285    285      OP2605  20250919  ...    4256       4256      OP
286    286      OP2606  20250919  ...    4242       4242      OP
287    287      OP2607  20250919  ...    4258       4262      OP
288    288      OP2608  20250919  ...    4244       4242      OP
289    289      OP2609  20250919  ...    4342       4256      OP
290    290      EC2510  20250919  ...  1072.3     1117.6      EC
291    291      EC2512  20250919  ...  1626.1       1663      EC
292    292      EC2602  20250919  ...  1552.7     1564.7      EC
293    293      EC2604  20250919  ...  1250.7     1271.7      EC
294    294      EC2606  20250919  ...  1438.3     1456.6      EC
295    295      EC2608  20250919  ...    1595     1615.3      EC
296    297  SC_TAS2511  20250919  ...                     SC_TAS
297    298  SC_TAS2512  20250919  ...                     SC_TAS
298    299  SC_TAS2601  20250919  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-22 16:26:33,427 - future_1d - INFO - ak.get_shfe_daily('2025-09-19') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250919   8412.0   8454.0  ...    20806.00   8437.0      8427.0       AP
1    AP511  20250919   8281.0   8281.0  ...     3663.69   8233.0      8227.0       AP
2    AP512  20250919   8223.0   8248.0  ...      559.32   8225.0      8215.0       AP
3    AP601  20250919   8285.0   8326.0  ...   362333.54   8290.0      8286.0       AP
4    AP603  20250919   8231.0   8231.0  ...      270.04   8183.0      8185.0       AP
5    AP604  20250919   8200.0   8202.0  ...       40.97   8194.0      8176.0       AP
6    AP605  20250919   8260.0   8278.0  ...     3218.40   8252.0      8237.0       AP
7    CF511  20250919  13650.0  13665.0  ...   325013.22  13625.0     13710.0       CF
8    CF601  20250919  13775.0  13785.0  ...  1682261.08  13745.0     13835.0       CF
9    CF603  20250919  13720.0  13745.0  ...     3898.54  13705.0     13800.0       CF
10   CF605  20250919  13735.0  13760.0  ...   226699.17  13715.0     13795.0       CF
11   CF607  20250919  13755.0  13780.0  ...     1112.91  13740.0     13820.0       CF
12   CF609  20250919  13905.0  13910.0  ...      257.13  13900.0     14000.0       CF
13   CJ512  20250919  10575.0  10705.0  ...     1842.54  10650.0     10670.0       CJ
14   CJ601  20250919  10620.0  10750.0  ...   480287.27  10680.0     10720.0       CJ
15   CJ603  20250919  10635.0  10730.0  ...    12481.12  10655.0     10735.0       CJ
16   CJ605  20250919  10715.0  10810.0  ...    98468.07  10725.0     10810.0       CJ
17   CJ607  20250919  10775.0  10915.0  ...     1497.50  10850.0     10935.0       CJ
18   CJ609  20250919  10940.0  11020.0  ...      377.77  10950.0     11050.0       CJ
19   CY510  20250919      0.0      0.0  ...        0.00  19600.0     19705.0       CY
20   CY511  20250919  19760.0  19825.0  ...   114478.44  19775.0     19880.0       CY
21   CY512  20250919      0.0      0.0  ...        0.00  19690.0     19710.0       CY
22   CY601  20250919  19785.0  19835.0  ...     1158.31  19800.0     19875.0       CY
23   CY602  20250919      0.0      0.0  ...        0.00  19810.0     19810.0       CY
24   CY603  20250919      0.0      0.0  ...        0.00  20160.0     20170.0       CY
25   CY604  20250919      0.0      0.0  ...        0.00  19945.0     19995.0       CY
26   CY605  20250919      0.0      0.0  ...        0.00  19990.0     20025.0       CY
27   CY606  20250919      0.0      0.0  ...        0.00  19975.0     19990.0       CY
28   CY607  20250919      0.0      0.0  ...        0.00  20290.0     20290.0       CY
29   CY608  20250919      0.0      0.0  ...        0.00  19935.0     20100.0       CY
30   CY609  20250919  20240.0  20240.0  ...       10.12  20240.0     20305.0       CY
31   FG510  20250919   1091.0   1103.0  ...     6782.74   1093.0      1096.0       FG
32   FG511  20250919   1093.0   1104.0  ...   141220.65   1095.0      1095.0       FG
33   FG512  20250919   1209.0   1224.0  ...    81857.42   1214.0      1215.0       FG
34   FG601  20250919   1207.0   1223.0  ...  3086629.46   1212.0      1219.0       FG
35   FG602  20250919   1259.0   1279.0  ...    31046.93   1268.0      1271.0       FG
36   FG603  20250919   1265.0   1283.0  ...     2208.02   1268.0      1277.0       FG
37   FG604  20250919   1325.0   1343.0  ...     1201.41   1329.0      1332.0       FG
38   FG605  20250919   1326.0   1348.0  ...   122561.49   1337.0      1333.0       FG
39   FG606  20250919   1358.0   1374.0  ...      816.07   1365.0      1363.0       FG
40   FG607  20250919   1357.0   1374.0  ...     2477.42   1363.0      1358.0       FG
41   FG608  20250919   1381.0   1403.0  ...      884.55   1395.0      1388.0       FG
42   FG609  20250919   1387.0   1407.0  ...     4628.07   1397.0      1390.0       FG
43   JR511  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250919   2255.0   2283.0  ...     4617.11   2264.0      2266.0       MA
52   MA511  20250919   2287.0   2309.0  ...   169238.69   2289.0      2291.0       MA
53   MA512  20250919   2325.0   2349.0  ...    79505.69   2333.0      2334.0       MA
54   MA601  20250919   2350.0   2374.0  ...  1782594.23   2356.0      2356.0       MA
55   MA602  20250919   2371.0   2394.0  ...   109582.45   2373.0      2377.0       MA
56   MA603  20250919   2392.0   2412.0  ...     1033.63   2398.0      2392.0       MA
57   MA604  20250919   2391.0   2400.0  ...       59.83   2393.0      2406.0       MA
58   MA605  20250919   2389.0   2390.0  ...   187848.71   2382.0      2389.0       MA
59   MA606  20250919   2382.0   2394.0  ...        9.54   2385.0      2396.0       MA
60   MA607  20250919   2372.0   2378.0  ...       28.48   2373.0      2379.0       MA
61   MA608  20250919   2361.0   2375.0  ...       11.84   2368.0      2386.0       MA
62   MA609  20250919   2360.0   2360.0  ...     1503.31   2353.0      2367.0       MA
63   OI511  20250919  10152.0  10282.0  ...   526388.35  10221.0     10129.0       OI
64   OI601  20250919   9986.0  10114.0  ...  3135766.68  10046.0      9966.0       OI
65   OI603  20250919   9737.0   9844.0  ...     4062.15   9788.0      9741.0       OI
66   OI605  20250919   9501.0   9605.0  ...   110457.56   9558.0      9501.0       OI
67   OI607  20250919   9477.0   9553.0  ...      969.53   9505.0      9469.0       OI
68   OI609  20250919   9448.0   9522.0  ...      455.12   9482.0      9446.0       OI
69   PF510  20250919   6362.0   6366.0  ...    10629.20   6322.0      6404.0       PF
70   PF511  20250919   6352.0   6362.0  ...   681025.57   6320.0      6406.0       PF
71   PF512  20250919   6330.0   6342.0  ...   380648.52   6304.0      6378.0       PF
72   PF601  20250919   6382.0   6386.0  ...    38485.20   6340.0      6420.0       PF
73   PF602  20250919   6386.0   6392.0  ...   104942.44   6358.0      6414.0       PF
74   PF603  20250919   6382.0   6398.0  ...      352.15   6346.0      6456.0       PF
75   PF604  20250919   6444.0   6444.0  ...      291.47   6406.0      6492.0       PF
76   PF605  20250919   6460.0   6460.0  ...      246.97   6416.0      6506.0       PF
77   PF606  20250919   6482.0   6482.0  ...       19.25   6418.0      6516.0       PF
78   PF607  20250919   6414.0   6500.0  ...       16.10   6442.0      6542.0       PF
79   PF608  20250919      0.0      0.0  ...        0.00   6450.0      6566.0       PF
80   PF609  20250919   6480.0   6480.0  ...        6.48   6480.0      6554.0       PF
81   PK510  20250919   7846.0   7918.0  ...    13587.30   7868.0      7842.0       PK
82   PK511  20250919   7866.0   7922.0  ...   677885.13   7876.0      7844.0       PK
83   PK512  20250919   7870.0   7916.0  ...   287234.98   7872.0      7846.0       PK
84   PK601  20250919   7846.0   7906.0  ...    62644.57   7872.0      7834.0       PK
85   PK603  20250919   7866.0   7902.0  ...      622.63   7882.0      7854.0       PK
86   PK604  20250919   7874.0   7900.0  ...       86.72   7884.0      7864.0       PK
87   PK605  20250919   7880.0   7908.0  ...     5897.91   7890.0      7872.0       PK
88   PL601  20250919   6424.0   6462.0  ...    49289.43   6411.0      6443.0       PL
89   PL602  20250919   6458.0   6479.0  ...     2194.38   6454.0      6471.0       PL
90   PL603  20250919   6451.0   6451.0  ...       64.45   6445.0      6502.0       PL
91   PL604  20250919      0.0      0.0  ...        0.00   6463.0      6477.0       PL
92   PL605  20250919      0.0      0.0  ...        0.00   6385.0      6419.0       PL
93   PL606  20250919      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250919      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250919   5830.0   5840.0  ...     3783.29   5812.0      5866.0       PR
104  PR511  20250919   5828.0   5830.0  ...   501945.95   5794.0      5878.0       PR
105  PR512  20250919   5834.0   5836.0  ...   386281.19   5806.0      5884.0       PR
106  PR601  20250919   5836.0   5836.0  ...   126679.54   5802.0      5866.0       PR
107  PR602  20250919   5872.0   5876.0  ...     2863.07   5838.0      5892.0       PR
108  PR603  20250919   5846.0   5846.0  ...       52.50   5834.0      5906.0       PR
109  PR604  20250919   5848.0   5848.0  ...       61.23   5832.0      5924.0       PR
110  PR605  20250919   5836.0   5860.0  ...       61.31   5840.0      5960.0       PR
111  PR606  20250919      0.0      0.0  ...        0.00   5904.0      5936.0       PR
112  PR607  20250919      0.0      0.0  ...        0.00   5912.0      5952.0       PR
113  PR608  20250919      0.0      0.0  ...        0.00   5914.0      5958.0       PR
114  PR609  20250919      0.0      0.0  ...        0.00   5910.0      5932.0       PR
115  PX510  20250919   6754.0   6764.0  ...     1384.74   6690.0      6754.0       PX
116  PX511  20250919   6698.0   6718.0  ...   904148.53   6640.0      6764.0       PX
117  PX512  20250919   6690.0   6708.0  ...   338676.96   6644.0      6748.0       PX
118  PX601  20250919   6680.0   6694.0  ...   180923.08   6634.0      6728.0       PX
119  PX602  20250919   6666.0   6694.0  ...    29964.67   6644.0      6720.0       PX
120  PX603  20250919   6624.0   6624.0  ...        9.92   6614.0      6718.0       PX
121  PX604  20250919   6586.0   6586.0  ...        3.29   6586.0      6718.0       PX
122  PX605  20250919   6686.0   6690.0  ...     5504.77   6628.0      6710.0       PX
123  PX606  20250919   6606.0   6606.0  ...        3.30   6606.0      6686.0       PX
124  PX607  20250919   6596.0   6622.0  ...        9.92   6614.0      6734.0       PX
125  PX608  20250919   6622.0   6622.0  ...        3.31   6622.0      6694.0       PX
126  PX609  20250919   6652.0   6658.0  ...       16.63   6652.0      6724.0       PX
127  RI511  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250919   2508.0   2553.0  ...    26192.61   2527.0      2500.0       RM
134  RM601  20250919   2475.0   2530.0  ...   940248.65   2498.0      2469.0       RM
135  RM603  20250919   2378.0   2417.0  ...    12803.73   2402.0      2378.0       RM
136  RM605  20250919   2361.0   2389.0  ...   139688.21   2374.0      2362.0       RM
137  RM607  20250919   2349.0   2377.0  ...     6926.42   2362.0      2353.0       RM
138  RM608  20250919   2450.0   2470.0  ...     1160.23   2458.0      2457.0       RM
139  RM609  20250919   2436.0   2455.0  ...     3011.98   2447.0      2440.0       RM
140  RS511  20250919   5312.0   5372.0  ...       79.93   5329.0      5276.0       RS
141  RS607  20250919   5567.0   5628.0  ...      194.88   5568.0      5558.0       RS
142  RS608  20250919   5537.0   5638.0  ...      167.11   5570.0      5558.0       RS
143  RS609  20250919   5601.0   5601.0  ...       44.70   5588.0      5555.0       RS
144  SA510  20250919   1221.0   1232.0  ...     8151.28   1223.0      1227.0       SA
145  SA511  20250919   1227.0   1242.0  ...   431111.27   1233.0      1239.0       SA
146  SA512  20250919   1295.0   1309.0  ...   148028.64   1301.0      1303.0       SA
147  SA601  20250919   1305.0   1321.0  ...  2419891.75   1312.0      1317.0       SA
148  SA602  20250919   1338.0   1353.0  ...   291521.27   1344.0      1351.0       SA
149  SA603  20250919   1345.0   1359.0  ...     1823.16   1350.0      1352.0       SA
150  SA604  20250919   1394.0   1404.0  ...      438.40   1396.0      1397.0       SA
151  SA605  20250919   1397.0   1412.0  ...    84988.85   1403.0      1405.0       SA
152  SA606  20250919   1409.0   1424.0  ...      690.31   1415.0      1414.0       SA
153  SA607  20250919   1410.0   1425.0  ...      940.87   1417.0      1415.0       SA
154  SA608  20250919   1437.0   1449.0  ...      653.96   1440.0      1438.0       SA
155  SA609  20250919   1442.0   1456.0  ...     2965.37   1449.0      1446.0       SA
156  SF510  20250919   5598.0   5628.0  ...    17784.47   5594.0      5602.0       SF
157  SF511  20250919   5768.0   5810.0  ...   661962.22   5764.0      5780.0       SF
158  SF512  20250919   5746.0   5790.0  ...   229398.42   5746.0      5752.0       SF
159  SF601  20250919   5752.0   5792.0  ...   172968.35   5752.0      5760.0       SF
160  SF602  20250919   5714.0   5748.0  ...    31571.90   5710.0      5714.0       SF
161  SF603  20250919   5876.0   5876.0  ...      161.44   5870.0      5868.0       SF
162  SF604  20250919   5888.0   5888.0  ...        8.81   5876.0      5892.0       SF
163  SF605  20250919   5858.0   5894.0  ...     2341.56   5854.0      5860.0       SF
164  SF606  20250919   5854.0   5854.0  ...       29.10   5820.0      5834.0       SF
165  SF607  20250919   5986.0   5986.0  ...       71.64   5970.0      5966.0       SF
166  SF608  20250919   5938.0   5968.0  ...       17.86   5952.0      5954.0       SF
167  SF609  20250919   5958.0   5974.0  ...       41.68   5954.0      5954.0       SF
168  SH510  20250919   2512.0   2547.0  ...    26339.48   2523.0      2503.0       SH
169  SH511  20250919   2532.0   2596.0  ...   697787.08   2562.0      2538.0       SH
170  SH512  20250919   2585.0   2655.0  ...   318771.88   2618.0      2596.0       SH
171  SH601  20250919   2583.0   2657.0  ...  3758394.12   2623.0      2600.0       SH
172  SH602  20250919   2591.0   2676.0  ...   133977.83   2636.0      2623.0       SH
173  SH603  20250919   2621.0   2687.0  ...     2166.08   2655.0      2637.0       SH
174  SH604  20250919   2665.0   2727.0  ...      194.74   2705.0      2686.0       SH
175  SH605  20250919   2673.0   2737.0  ...    27644.74   2706.0      2689.0       SH
176  SH606  20250919   2723.0   2745.0  ...      171.79   2727.0      2705.0       SH
177  SH607  20250919   2723.0   2730.0  ...       57.30   2729.0      2687.0       SH
178  SH608  20250919   2720.0   2740.0  ...       81.89   2730.0      2686.0       SH
179  SH609  20250919   2704.0   2746.0  ...      212.73   2727.0      2710.0       SH
180  SM510  20250919   5920.0   5920.0  ...     7796.89   5880.0      5870.0       SM
181  SM511  20250919   5958.0   5988.0  ...   340828.24   5950.0      5946.0       SM
182  SM512  20250919   5958.0   5994.0  ...    68239.48   5966.0      5954.0       SM
183  SM601  20250919   5970.0   6012.0  ...   498718.17   5980.0      5976.0       SM
184  SM602  20250919   5976.0   6014.0  ...   247699.21   5978.0      5974.0       SM
185  SM603  20250919   5984.0   6026.0  ...      125.89   5996.0      5994.0       SM
186  SM604  20250919   5978.0   5978.0  ...        5.98   5978.0      5990.0       SM
187  SM605  20250919   6020.0   6050.0  ...     6701.37   6014.0      6010.0       SM
188  SM606  20250919   6004.0   6016.0  ...        9.01   6010.0      6020.0       SM
189  SM607  20250919   6024.0   6038.0  ...       18.09   6030.0      6042.0       SM
190  SM608  20250919      0.0      0.0  ...        0.00   6048.0      6048.0       SM
191  SM609  20250919   5996.0   6062.0  ...      592.73   6048.0      6038.0       SM
192  SR511  20250919   5494.0   5498.0  ...   129999.26   5483.0      5508.0       SR
193  SR601  20250919   5467.0   5475.0  ...  1231092.02   5460.0      5496.0       SR
194  SR603  20250919   5478.0   5627.0  ...     2518.62   5452.0      5484.0       SR
195  SR605  20250919   5454.0   5458.0  ...   123714.30   5443.0      5472.0       SR
196  SR607  20250919   5468.0   5468.0  ...     7015.44   5451.0      5481.0       SR
197  SR609  20250919   5482.0   5482.0  ...     3208.20   5465.0      5490.0       SR
198  TA510  20250919   4644.0   4652.0  ...    19846.93   4602.0      4674.0       TA
199  TA511  20250919   4660.0   4666.0  ...   337397.94   4620.0      4690.0       TA
200  TA512  20250919   4662.0   4678.0  ...   172696.00   4630.0      4706.0       TA
201  TA601  20250919   4674.0   4688.0  ...  1981431.35   4638.0      4708.0       TA
202  TA602  20250919   4684.0   4698.0  ...    29048.53   4648.0      4712.0       TA
203  TA603  20250919   4704.0   4704.0  ...       79.22   4660.0      4738.0       TA
204  TA604  20250919      0.0      0.0  ...        0.00   4644.0      4744.0       TA
205  TA605  20250919   4710.0   4726.0  ...    66900.31   4672.0      4740.0       TA
206  TA606  20250919   4722.0   4722.0  ...        7.05   4702.0      4730.0       TA
207  TA607  20250919   4708.0   4716.0  ...        7.06   4708.0      4760.0       TA
208  TA608  20250919      0.0      0.0  ...        0.00   4688.0      4746.0       TA
209  TA609  20250919   4752.0   4752.0  ...      159.95   4704.0      4760.0       TA
210  UR510  20250919   1580.0   1581.0  ...     2914.24   1574.0      1577.0       UR
211  UR511  20250919   1662.0   1662.0  ...    52488.70   1647.0      1653.0       UR
212  UR512  20250919   1663.0   1669.0  ...    16142.54   1657.0      1664.0       UR
213  UR601  20250919   1672.0   1676.0  ...   375626.62   1666.0      1671.0       UR
214  UR602  20250919   1679.0   1681.0  ...      672.08   1672.0      1677.0       UR
215  UR603  20250919   1724.0   1727.0  ...      106.45   1717.0      1722.0       UR
216  UR604  20250919   1727.0   1728.0  ...       17.24   1724.0      1725.0       UR
217  UR605  20250919   1725.0   1732.0  ...    25363.67   1724.0      1726.0       UR
218  UR606  20250919   1727.0   1730.0  ...      124.13   1724.0      1724.0       UR
219  UR607  20250919   1760.0   1763.0  ...       84.36   1758.0      1757.0       UR
220  UR608  20250919   1753.0   1753.0  ...        3.51   1753.0      1749.0       UR
221  UR609  20250919   1745.0   1752.0  ...      185.18   1747.0      1746.0       UR
222  WH511  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:26:33,703 - future_1d - INFO - ak.get_czce_daily('2025-09-19') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250919  53200.0  ...  53040.0     53200.0       PS
1   PS2511  20250919  53365.0  ...  52910.0     53160.0       PS
2   PS2512  20250919  56000.0  ...  55320.0     55775.0       PS
3   PS2601  20250919  55600.0  ...  55030.0     55590.0       PS
4   PS2602  20250919  55800.0  ...  55135.0     55695.0       PS
5   PS2603  20250919  55775.0  ...  55205.0     55635.0       PS
6   PS2604  20250919  55840.0  ...  54950.0     55870.0       PS
7   PS2605  20250919  55750.0  ...  54930.0     55705.0       PS
8   PS2606  20250919  57620.0  ...  56920.0     58010.0       PS
9   PS2607  20250919  58010.0  ...  56815.0     57890.0       PS
10  PS2608  20250919  58160.0  ...  57180.0     57885.0       PS
11  PS2609  20250919  58200.0  ...  56995.0     57975.0       PS
13  SI2510  20250919   8900.0  ...   8975.0      8940.0       SI
14  SI2511  20250919   8885.0  ...   9025.0      8980.0       SI
15  SI2512  20250919   9300.0  ...   9420.0      9355.0       SI
16  SI2601  20250919   9260.0  ...   9405.0      9355.0       SI
17  SI2602  20250919   9255.0  ...   9425.0      9350.0       SI
18  SI2603  20250919   9365.0  ...   9500.0      9360.0       SI
19  SI2604  20250919   9360.0  ...   9550.0      9385.0       SI
20  SI2605  20250919   9365.0  ...   9405.0      9390.0       SI
21  SI2606  20250919   9375.0  ...   9470.0      9425.0       SI
22  SI2607  20250919   9365.0  ...   9480.0      9385.0       SI
23  SI2608  20250919   9425.0  ...   9475.0      9410.0       SI
24  SI2609  20250919   9345.0  ...   9440.0      9390.0       SI
27  LC2510  20250919  72500.0  ...  73320.0     72620.0       LC
28  LC2511  20250919  72500.0  ...  73460.0     72780.0       LC
29  LC2512  20250919  73000.0  ...  73600.0     72840.0       LC
30  LC2601  20250919  73080.0  ...  73620.0     72840.0       LC
31  LC2602  20250919  72660.0  ...  73280.0     72580.0       LC
32  LC2603  20250919  72520.0  ...  73480.0     72780.0       LC
33  LC2604  20250919  73500.0  ...  74060.0     73520.0       LC
34  LC2605  20250919  73620.0  ...  74040.0     73420.0       LC
35  LC2606  20250919  73280.0  ...  73840.0     73260.0       LC
36  LC2607  20250919  72960.0  ...  73700.0     73160.0       LC
37  LC2608  20250919  73120.0  ...  73740.0     73060.0       LC
38  LC2609  20250919  73320.0  ...  73820.0     72980.0       LC

[36 rows x 12 columns]
2025-09-22 16:26:33,840 - future_1d - INFO - ak.get_gfex_daily('2025-09-19') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250919   3906.00  ...   3906.00     3892.00        A
1     a2601  20250919   3901.00  ...   3903.00     3893.00        A
2     a2603  20250919   3907.00  ...   3909.00     3900.00        A
3     a2605  20250919   3943.00  ...   3948.00     3940.00        A
4     a2607  20250919   3950.00  ...   3952.00     3944.00        A
5     a2609  20250919   3960.00  ...   3961.00     3953.00        A
6     b2510  20250919   3661.00  ...   3687.00     3674.00        B
7     b2511  20250919   3659.00  ...   3685.00     3670.00        B
8     b2512  20250919   3700.00  ...   3719.00     3709.00        B
9     b2601  20250919   3690.00  ...   3715.00     3704.00        B
10    b2602  20250919   3691.00  ...   3706.00     3687.00        B
11    b2603  20250919   3648.00  ...   3658.00     3654.00        B
12    b2604  20250919   3543.00  ...   3558.00     3545.00        B
13    b2605  20250919   3472.00  ...   3489.00     3484.00        B
14    b2606  20250919   3448.00  ...   3465.00     3459.00        B
15    b2607  20250919   3462.00  ...   3464.00     3457.00        B
16    b2608  20250919   3350.00  ...   3521.00     3562.00        B
17    b2609  20250919   3565.00  ...   3578.00     3574.00        B
18   bb2511  20250919    141.85  ...    142.00      142.20       BB
19   bb2601  20250919      0.00  ...    146.65      146.65       BB
20   bb2603  20250919      0.00  ...    146.85      146.85       BB
21   bb2605  20250919      0.00  ...    141.45      141.60       BB
22   bb2607  20250919      0.00  ...    146.20      146.40       BB
23   bb2609  20250919      0.00  ...    146.20      146.40       BB
24   bz2603  20250919   5999.00  ...   5979.00     6021.00       BZ
25   bz2604  20250919   5964.00  ...   5947.00     5974.00       BZ
26   bz2605  20250919   5982.00  ...   5975.00     5981.00       BZ
27   bz2606  20250919      0.00  ...   5954.00     5954.00       BZ
28   bz2607  20250919      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250919      0.00  ...   5949.00     5955.00       BZ
30    c2511  20250919   2178.00  ...   2171.00     2170.00        C
31    c2601  20250919   2165.00  ...   2161.00     2162.00        C
32    c2603  20250919   2173.00  ...   2171.00     2171.00        C
33    c2605  20250919   2229.00  ...   2228.00     2229.00        C
34    c2607  20250919   2240.00  ...   2239.00     2241.00        C
35    c2609  20250919   2179.00  ...   2234.00     2254.00        C
36   cs2511  20250919   2472.00  ...   2468.00     2465.00       CS
37   cs2601  20250919   2489.00  ...   2483.00     2489.00       CS
38   cs2603  20250919   2492.00  ...   2489.00     2492.00       CS
39   cs2605  20250919   2576.00  ...   2570.00     2573.00       CS
40   cs2607  20250919   2573.00  ...   2573.00     2577.00       CS
41   cs2609  20250919   2597.00  ...   2597.00     2597.00       CS
42   eb2509  20250919      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250919   7072.00  ...   7021.00     7079.00       EB
44   eb2511  20250919   7080.00  ...   7024.00     7090.00       EB
45   eb2512  20250919   7080.00  ...   7033.00     7099.00       EB
46   eb2601  20250919   7120.00  ...   7070.00     7130.00       EB
47   eb2602  20250919   7122.00  ...   7104.00     7156.00       EB
48   eb2603  20250919   7154.00  ...   7131.00     7183.00       EB
49   eb2604  20250919   7181.00  ...   7171.00     7230.00       EB
50   eb2605  20250919   7220.00  ...   7185.00     7251.00       EB
51   eb2606  20250919      0.00  ...   7260.00     7260.00       EB
52   eb2607  20250919      0.00  ...   7276.00     7283.00       EB
53   eb2608  20250919      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250919      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250919   4297.00  ...   4282.00     4314.00       EG
56   eg2511  20250919   4281.00  ...   4247.00     4275.00       EG
57   eg2512  20250919   4236.00  ...   4240.00     4275.00       EG
58   eg2601  20250919   4276.00  ...   4259.00     4282.00       EG
59   eg2602  20250919   4265.00  ...   4265.00     4284.00       EG
60   eg2603  20250919   4270.00  ...   4266.00     4298.00       EG
61   eg2604  20250919   4316.00  ...   4314.00     4338.00       EG
62   eg2605  20250919   4328.00  ...   4314.00     4340.00       EG
63   eg2606  20250919   4317.00  ...   4311.00     4358.00       EG
64   eg2607  20250919   4320.00  ...   4321.00     4343.00       EG
65   eg2608  20250919      0.00  ...   4399.00     4399.00       EG
66   fb2510  20250919   1255.00  ...   1259.50     1259.50       FB
67   fb2511  20250919   1254.00  ...   1254.00     1252.00       FB
68   fb2512  20250919   1257.50  ...   1255.00     1256.00       FB
69   fb2601  20250919   1255.50  ...   1253.50     1252.00       FB
70   fb2602  20250919   1255.00  ...   1254.00     1250.50       FB
71   fb2603  20250919   1247.00  ...   1247.00     1246.00       FB
72   fb2604  20250919      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250919      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250919   1303.50  ...   1298.00     1322.50       FB
75   fb2607  20250919      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250919   1269.50  ...   1270.00     1281.00       FB
77   fb2609  20250919      0.00  ...   1296.00     1296.00       FB
78    i2510  20250919    822.00  ...    823.50      820.50        I
79    i2511  20250919    815.00  ...    819.00      814.50        I
80    i2512  20250919    809.50  ...    813.00      809.00        I
81    i2601  20250919    802.50  ...    805.50      801.00        I
82    i2602  20250919    796.50  ...    801.00      795.50        I
83    i2603  20250919    791.50  ...    795.50      790.50        I
84    i2604  20250919    790.00  ...    790.50      786.50        I
85    i2605  20250919    779.00  ...    784.00      780.00        I
86    i2606  20250919    775.50  ...    778.50      775.00        I
87    i2607  20250919    770.00  ...    773.50      770.50        I
88    i2608  20250919    765.00  ...    768.50      765.50        I
89    i2609  20250919    760.50  ...    762.50      761.00        I
90    j2510  20250919   1623.00  ...   1624.00     1626.50        J
91    j2511  20250919   1641.50  ...   1657.50     1655.00        J
92    j2512  20250919   1700.00  ...   1700.00     1691.00        J
93    j2601  20250919   1709.00  ...   1725.50     1725.50        J
94    j2602  20250919      0.00  ...   1754.00     1754.00        J
95    j2603  20250919      0.00  ...   1763.50     1763.50        J
96    j2604  20250919      0.00  ...   1814.00     1814.00        J
97    j2605  20250919   1854.50  ...   1866.50     1853.50        J
98    j2606  20250919   1866.50  ...   1866.50     1879.50        J
99    j2607  20250919      0.00  ...   1878.50     1878.50        J
100   j2608  20250919   1884.50  ...   1891.00     1906.00        J
101   j2609  20250919   1901.00  ...   1923.50     1902.00        J
102  jd2509  20250919      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250919   3043.00  ...   3038.00     3041.00       JD
104  jd2511  20250919   3130.00  ...   3122.00     3119.00       JD
105  jd2512  20250919   3260.00  ...   3259.00     3242.00       JD
106  jd2601  20250919   3421.00  ...   3423.00     3396.00       JD
107  jd2602  20250919   3138.00  ...   3160.00     3131.00       JD
108  jd2603  20250919   3161.00  ...   3183.00     3148.00       JD
109  jd2604  20250919   3313.00  ...   3349.00     3318.00       JD
110  jd2605  20250919   3448.00  ...   3466.00     3432.00       JD
111  jd2606  20250919   3259.00  ...   3274.00     3245.00       JD
112  jd2607  20250919   3491.00  ...   3504.00     3484.00       JD
113  jd2608  20250919   3919.00  ...   3927.00     3916.00       JD
114  jm2510  20250919   1022.00  ...   1029.50     1034.00       JM
115  jm2511  20250919   1079.00  ...   1078.00     1082.00       JM
116  jm2512  20250919   1150.00  ...   1148.50     1148.50       JM
117  jm2601  20250919   1203.00  ...   1216.00     1215.50       JM
118  jm2602  20250919   1228.00  ...   1244.50     1237.00       JM
119  jm2603  20250919   1257.00  ...   1271.00     1258.50       JM
120  jm2604  20250919   1277.00  ...   1293.50     1281.00       JM
121  jm2605  20250919   1298.00  ...   1312.50     1302.50       JM
122  jm2606  20250919   1312.00  ...   1328.50     1316.00       JM
123  jm2607  20250919   1325.00  ...   1341.50     1326.00       JM
124  jm2608  20250919   1341.00  ...   1357.00     1339.00       JM
125  jm2609  20250919   1365.00  ...   1380.50     1360.50       JM
126   l2510  20250919   7107.00  ...   7095.00     7142.00        L
127   l2511  20250919   7159.00  ...   7128.00     7159.00        L
128   l2512  20250919   7163.00  ...   7158.00     7188.00        L
129   l2601  20250919   7202.00  ...   7181.00     7219.00        L
130   l2602  20250919   7186.00  ...   7177.00     7211.00        L
131   l2603  20250919   7203.00  ...   7193.00     7238.00        L
132   l2604  20250919   7238.00  ...   7233.00     7281.00        L
133   l2605  20250919   7250.00  ...   7228.00     7265.00        L
134   l2606  20250919   7216.00  ...   7225.00     7247.00        L
135   l2607  20250919   7241.00  ...   7238.00     7284.00        L
136   l2608  20250919   7255.00  ...   7256.00     7282.00        L
137   l2609  20250919   7272.00  ...   7264.00     7296.00        L
138  lg2509  20250919    780.00  ...    778.00      770.00       LG
139  lg2511  20250919    800.00  ...    804.00      806.00       LG
140  lg2601  20250919    817.00  ...    818.00      819.50       LG
141  lg2603  20250919    825.50  ...    824.50      824.50       LG
142  lg2605  20250919    830.50  ...    828.50      828.50       LG
143  lg2607  20250919    830.50  ...    828.50      830.50       LG
144  lh2509  20250919      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250919  12815.00  ...  12835.00    12885.00       LH
146  lh2601  20250919  13330.00  ...  13340.00    13395.00       LH
147  lh2603  20250919  12850.00  ...  12850.00    12915.00       LH
148  lh2605  20250919  13395.00  ...  13380.00    13460.00       LH
149  lh2607  20250919  14130.00  ...  14135.00    14215.00       LH
150   m2511  20250919   2968.00  ...   2975.00     2968.00        M
151   m2512  20250919   3011.00  ...   3024.00     3015.00        M
152   m2601  20250919   2995.00  ...   3004.00     3001.00        M
153   m2603  20250919   2932.00  ...   2949.00     2942.00        M
154   m2605  20250919   2768.00  ...   2777.00     2775.00        M
155   m2607  20250919   2754.00  ...   2768.00     2760.00        M
156   m2608  20250919   2874.00  ...   2885.00     2886.00        M
157   m2609  20250919   2882.00  ...   2889.00     2889.00        M
158   p2510  20250919   9186.00  ...   9242.00     9254.00        P
159   p2511  20250919   9256.00  ...   9292.00     9286.00        P
160   p2512  20250919   9292.00  ...   9318.00     9320.00        P
161   p2601  20250919   9314.00  ...   9340.00     9344.00        P
162   p2602  20250919   9300.00  ...   9318.00     9312.00        P
163   p2603  20250919   9248.00  ...   9280.00     9318.00        P
164   p2604  20250919   9214.00  ...   9230.00     9246.00        P
165   p2605  20250919   9118.00  ...   9138.00     9138.00        P
166   p2606  20250919   9032.00  ...   9032.00     9042.00        P
167   p2607  20250919   8932.00  ...   8930.00     8922.00        P
168   p2608  20250919   8864.00  ...   8864.00     8872.00        P
169   p2609  20250919   8814.00  ...   8812.00     8844.00        P
170  pg2509  20250919   3810.00  ...   3801.00     3805.00       PG
171  pg2510  20250919   4461.00  ...   4439.00     4466.00       PG
172  pg2511  20250919   4393.00  ...   4368.00     4400.00       PG
173  pg2512  20250919   4336.00  ...   4307.00     4336.00       PG
174  pg2601  20250919   4271.00  ...   4241.00     4270.00       PG
175  pg2602  20250919   4193.00  ...   4176.00     4209.00       PG
176  pg2603  20250919   4110.00  ...   4090.00     4123.00       PG
177  pg2604  20250919   4429.00  ...   4418.00     4451.00       PG
178  pg2605  20250919   4348.00  ...   4341.00     4379.00       PG
179  pg2606  20250919   4283.00  ...   4283.00     4297.00       PG
180  pg2607  20250919      0.00  ...   4247.00     4247.00       PG
181  pg2608  20250919      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250919   6825.00  ...   6816.00     6862.00       PP
183  pp2511  20250919   6878.00  ...   6846.00     6886.00       PP
184  pp2512  20250919   6895.00  ...   6883.00     6921.00       PP
185  pp2601  20250919   6930.00  ...   6917.00     6955.00       PP
186  pp2602  20250919   6901.00  ...   6900.00     6930.00       PP
187  pp2603  20250919   6898.00  ...   6899.00     6953.00       PP
188  pp2604  20250919   6934.00  ...   6927.00     6961.00       PP
189  pp2605  20250919   6970.00  ...   6959.00     6993.00       PP
190  pp2606  20250919   6917.00  ...   6921.00     6951.00       PP
191  pp2607  20250919   6902.00  ...   6890.00     6941.00       PP
192  pp2608  20250919   6902.00  ...   6900.00     6950.00       PP
193  pp2609  20250919   6931.00  ...   6926.00     6966.00       PP
194  rr2510  20250919   3608.00  ...   3608.00     3603.00       RR
195  rr2511  20250919   3610.00  ...   3614.00     3605.00       RR
196  rr2512  20250919   3600.00  ...   3605.00     3597.00       RR
197  rr2601  20250919   3621.00  ...   3620.00     3617.00       RR
198  rr2602  20250919   3602.00  ...   3603.00     3599.00       RR
199  rr2603  20250919      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250919   3616.00  ...   3616.00     3611.00       RR
201  rr2605  20250919      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250919      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250919      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250919      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250919      0.00  ...   3614.00     3614.00       RR
206   v2510  20250919   4810.00  ...   4834.00     4828.00        V
207   v2511  20250919   4844.00  ...   4867.00     4848.00        V
208   v2512  20250919   4887.00  ...   4908.00     4895.00        V
209   v2601  20250919   4927.00  ...   4949.00     4939.00        V
210   v2602  20250919   4967.00  ...   4984.00     4973.00        V
211   v2603  20250919   4999.00  ...   5016.00     5003.00        V
212   v2604  20250919   5203.00  ...   5222.00     5206.00        V
213   v2605  20250919   5229.00  ...   5252.00     5241.00        V
214   v2606  20250919   5280.00  ...   5286.00     5269.00        V
215   v2607  20250919   5301.00  ...   5314.00     5301.00        V
216   v2608  20250919   5332.00  ...   5342.00     5337.00        V
217   v2609  20250919   5347.00  ...   5374.00     5370.00        V
218   y2511  20250919   8294.00  ...   8350.00     8308.00        Y
219   y2512  20250919   8344.00  ...   8390.00     8346.00        Y
220   y2601  20250919   8298.00  ...   8336.00     8306.00        Y
221   y2603  20250919   8228.00  ...   8276.00     8276.00        Y
222   y2605  20250919   8034.00  ...   8060.00     8052.00        Y
223   y2607  20250919   7990.00  ...   8014.00     7998.00        Y
224   y2608  20250919   8008.00  ...   8024.00     8016.00        Y
225   y2609  20250919   7974.00  ...   7992.00     7988.00        Y

[226 rows x 12 columns]
2025-09-22 16:26:34,362 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
2025-09-22 16:26:36,117 - future_1d - INFO - save future_daily 2025-09-19 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-22 16:26:45,039 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250922     490  ...   485.5      492.1      SC
1       SC2511  20250922   485.2  ...   484.2      491.2      SC
2       SC2512  20250922   485.9  ...   483.6      489.8      SC
3       SC2601  20250922   484.3  ...   482.9      488.5      SC
4       SC2602  20250922   482.6  ...   481.8      486.6      SC
5       SC2603  20250922     482  ...   481.1        486      SC
6       SC2604  20250922   481.2  ...   481.3        486      SC
7       SC2605  20250922   481.2  ...   480.9      485.4      SC
8       SC2606  20250922   481.7  ...   480.2      485.8      SC
9       SC2607  20250922     480  ...   480.4      484.6      SC
10      SC2608  20250922   478.5  ...     478        483      SC
11      SC2609  20250922   477.6  ...   477.7      480.8      SC
12      SC2612  20250922   473.9  ...   473.9      477.1      SC
13      SC2703  20250922          ...   475.1      475.1      SC
14      SC2706  20250922          ...   469.2      469.2      SC
15      SC2709  20250922          ...   473.2      473.2      SC
16      SC2712  20250922   466.3  ...   466.3      472.9      SC
17      SC2803  20250922          ...     470        471      SC
18      SC2806  20250922   462.7  ...   462.8      467.5      SC
19      SC2809  20250922          ...   465.7      465.7      SC
21      LU2510  20250922    3368  ...    3351       3372      LU
22      LU2511  20250922    3392  ...    3373       3405      LU
23      LU2512  20250922    3363  ...    3354       3388      LU
24      LU2601  20250922    3360  ...    3342       3382      LU
25      LU2602  20250922    3335  ...    3334       3362      LU
26      LU2603  20250922    3331  ...    3326       3362      LU
27      LU2604  20250922    3323  ...    3323       3345      LU
28      LU2605  20250922    3320  ...    3326       3346      LU
29      LU2606  20250922    3309  ...    3319       3352      LU
30      LU2607  20250922    3304  ...    3307       3350      LU
31      LU2608  20250922    3305  ...    3306       3342      LU
32      LU2609  20250922    3292  ...    3292       3329      LU
34      NR2510  20250922   12300  ...   12340      12280      NR
35      NR2511  20250922   12340  ...   12365      12290      NR
36      NR2512  20250922   12340  ...   12385      12335      NR
37      NR2601  20250922   12395  ...   12405      12370      NR
38      NR2602  20250922   12425  ...   12420      12405      NR
39      NR2603  20250922   12405  ...   12385      12375      NR
40      NR2604  20250922   12465  ...   12440      12435      NR
41      NR2605  20250922   12485  ...   12485      12470      NR
42      NR2606  20250922   12510  ...   12495      12440      NR
43      NR2607  20250922          ...   12650      12650      NR
44      NR2608  20250922          ...   12685      12685      NR
45      NR2609  20250922          ...   12510      12510      NR
47      BC2510  20250922   70780  ...   71050      70760      BC
48      BC2511  20250922   70970  ...   71120      70890      BC
49      BC2512  20250922          ...   71490      71670      BC
50      BC2601  20250922   71300  ...   71300      71000      BC
51      BC2602  20250922          ...   71100      71100      BC
52      BC2603  20250922          ...   71210      71200      BC
53      BC2604  20250922          ...   71300      71300      BC
54      BC2605  20250922          ...   71300      71300      BC
55      BC2606  20250922          ...   71400      71400      BC
56      BC2607  20250922          ...   71400      71400      BC
57      BC2608  20250922          ...   71400      71400      BC
58      BC2609  20250922          ...   71550      71550      BC
60      EC2510  20250922    1067  ...    1102     1072.3      EC
61      EC2512  20250922  1651.1  ...  1669.2     1626.1      EC
62      EC2602  20250922  1601.7  ...  1586.4     1552.7      EC
63      EC2604  20250922    1265  ...  1274.4     1250.7      EC
64      EC2606  20250922  1449.5  ...  1454.8     1438.3      EC
65      EC2608  20250922    1599  ...  1606.8       1595      EC
68  SC_TAS2511  20250922          ...                     SC_TAS
69  SC_TAS2512  20250922          ...                     SC_TAS
70  SC_TAS2601  20250922          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-22 16:26:45,099 - future_1d - INFO - ak.get_ine_daily('2025-09-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250922  ...   80130      79840      CU
1        1      CU2511  20250922  ...   80120      79820      CU
2        2      CU2512  20250922  ...   80120      79810      CU
3        3      CU2601  20250922  ...   80110      79810      CU
4        4      CU2602  20250922  ...   80100      79800      CU
5        5      CU2603  20250922  ...   80130      79830      CU
6        6      CU2604  20250922  ...   80170      79860      CU
7        7      CU2605  20250922  ...   80280      79910      CU
8        8      CU2606  20250922  ...   80260      79850      CU
9        9      CU2607  20250922  ...   80290      79840      CU
10      10      CU2608  20250922  ...   80210      79800      CU
11      11      CU2609  20250922  ...   80220      79780      CU
12      12      BC2510  20250922  ...   71050      70760      BC
13      13      BC2511  20250922  ...   71120      70890      BC
14      14      BC2512  20250922  ...   71490      71670      BC
15      15      BC2601  20250922  ...   71300      71000      BC
16      16      BC2602  20250922  ...   71100      71100      BC
17      17      BC2603  20250922  ...   71210      71200      BC
18      18      BC2604  20250922  ...   71300      71300      BC
19      19      BC2605  20250922  ...   71300      71300      BC
20      20      BC2606  20250922  ...   71400      71400      BC
21      21      BC2607  20250922  ...   71400      71400      BC
22      22      BC2608  20250922  ...   71400      71400      BC
23      23      BC2609  20250922  ...   71550      71550      BC
24      24      AL2510  20250922  ...   20760      20805      AL
25      25      AL2511  20250922  ...   20770      20820      AL
26      26      AL2512  20250922  ...   20765      20820      AL
27      27      AL2601  20250922  ...   20760      20815      AL
28      28      AL2602  20250922  ...   20765      20815      AL
29      29      AL2603  20250922  ...   20785      20840      AL
30      30      AL2604  20250922  ...   20840      20855      AL
31      31      AL2605  20250922  ...   20820      20865      AL
32      32      AL2606  20250922  ...   20820      20850      AL
33      33      AL2607  20250922  ...   20840      20865      AL
34      34      AL2608  20250922  ...   20830      20885      AL
35      35      AL2609  20250922  ...   20830      20850      AL
36      36      ZN2510  20250922  ...   21995      22065      ZN
37      37      ZN2511  20250922  ...   21995      22060      ZN
38      38      ZN2512  20250922  ...   22015      22080      ZN
39      39      ZN2601  20250922  ...   22035      22100      ZN
40      40      ZN2602  20250922  ...   22055      22125      ZN
41      41      ZN2603  20250922  ...   22070      22160      ZN
42      42      ZN2604  20250922  ...   22095      22200      ZN
43      43      ZN2605  20250922  ...   22145      22230      ZN
44      44      ZN2606  20250922  ...   22185      22240      ZN
45      45      ZN2607  20250922  ...   22205      22260      ZN
46      46      ZN2608  20250922  ...   22240      22290      ZN
47      47      ZN2609  20250922  ...   22305      22305      ZN
48      48      PB2510  20250922  ...   17120      17140      PB
49      49      PB2511  20250922  ...   17160      17170      PB
50      50      PB2512  20250922  ...   17170      17175      PB
51      51      PB2601  20250922  ...   17160      17170      PB
52      52      PB2602  20250922  ...   17175      17175      PB
53      53      PB2603  20250922  ...   17185      17190      PB
54      54      PB2604  20250922  ...   17185      17235      PB
55      55      PB2605  20250922  ...   17185      17210      PB
56      56      PB2606  20250922  ...   17195      17145      PB
57      57      PB2607  20250922  ...   17215      17225      PB
58      58      PB2608  20250922  ...   17220      17245      PB
59      59      PB2609  20250922  ...   17210      17210      PB
60      60      NI2510  20250922  ...  121440     121320      NI
61      61      NI2511  20250922  ...  121630     121520      NI
62      62      NI2512  20250922  ...  121810     121810      NI
63      63      NI2601  20250922  ...  122020     121930      NI
64      64      NI2602  20250922  ...  122170     122110      NI
65      65      NI2603  20250922  ...  122400     122540      NI
66      66      NI2604  20250922  ...  122780     122710      NI
67      67      NI2605  20250922  ...  122960     122950      NI
68      68      NI2606  20250922  ...  123530     123120      NI
69      69      NI2607  20250922  ...  123500     123440      NI
70      70      NI2608  20250922  ...  123810     123490      NI
71      71      NI2609  20250922  ...  123880     123530      NI
72      72      SN2510  20250922  ...  271360     268470      SN
73      73      SN2511  20250922  ...  271840     268840      SN
74      74      SN2512  20250922  ...  272050     269060      SN
75      75      SN2601  20250922  ...  272270     269200      SN
76      76      SN2602  20250922  ...  271620     269420      SN
77      77      SN2603  20250922  ...  271420     269440      SN
78      78      SN2604  20250922  ...  271610     270080      SN
79      79      SN2605  20250922  ...  272210     269840      SN
80      80      SN2606  20250922  ...  272850     269920      SN
81      81      SN2607  20250922  ...  272590     270550      SN
82      82      SN2608  20250922  ...  271030     270360      SN
83      83      SN2609  20250922  ...  274160     271330      SN
84      84      AO2510  20250922  ...    2915       2915      AO
85      85      AO2511  20250922  ...    2914       2919      AO
86      86      AO2512  20250922  ...    2924       2927      AO
87      87      AO2601  20250922  ...    2934       2936      AO
88      88      AO2602  20250922  ...    2938       2947      AO
89      89      AO2603  20250922  ...    3008       3016      AO
90      90      AO2604  20250922  ...    3016       3023      AO
91      91      AO2605  20250922  ...    3026       3029      AO
92      92      AO2606  20250922  ...    3031       3032      AO
93      93      AO2607  20250922  ...    3040       3038      AO
94      94      AO2608  20250922  ...    3044       3048      AO
95      95      AO2609  20250922  ...    3076       3062      AO
96      96      AD2511  20250922  ...   20315      20320      AD
97      97      AD2512  20250922  ...   20340      20350      AD
98      98      AD2601  20250922  ...   20355      20380      AD
99      99      AD2602  20250922  ...   20355      20355      AD
100    100      AD2603  20250922  ...   20415      20415      AD
101    101      AD2604  20250922  ...   20345      20345      AD
102    102      AD2605  20250922  ...   20340      20355      AD
103    103      AD2606  20250922  ...   20305      20305      AD
104    104      AD2607  20250922  ...   20510      20510      AD
105    105      AD2608  20250922  ...   20515      20515      AD
106    106      AD2609  20250922  ...   20515      20515      AD
107    107      AU2510  20250922  ...  835.38     826.86      AU
108    108      AU2511  20250922  ...  839.18      828.7      AU
109    109      AU2512  20250922  ...  838.74     829.78      AU
110    110      AU2602  20250922  ...   841.9     832.14      AU
111    111      AU2604  20250922  ...  844.64     834.24      AU
112    112      AU2606  20250922  ...   845.2     836.56      AU
113    113      AU2608  20250922  ...  848.34     839.52      AU
114    114      AU2610  20250922  ...  850.26      842.9      AU
115    115      AG2510  20250922  ...   10136       9903      AG
116    116      AG2511  20250922  ...   10147       9928      AG
117    117      AG2512  20250922  ...   10168       9938      AG
118    118      AG2601  20250922  ...   10181       9951      AG
119    119      AG2602  20250922  ...   10181       9960      AG
120    120      AG2603  20250922  ...   10236       9983      AG
121    121      AG2604  20250922  ...   10233       9989      AG
122    122      AG2605  20250922  ...   10242      10006      AG
123    123      AG2606  20250922  ...   10262      10021      AG
124    124      AG2607  20250922  ...   10281      10032      AG
125    125      AG2608  20250922  ...   10291      10046      AG
126    126      AG2609  20250922  ...   10322      10059      AG
127    127      RB2510  20250922  ...    3093       3069      RB
128    128      RB2511  20250922  ...    3109       3083      RB
129    129      RB2512  20250922  ...    3161       3139      RB
130    130      RB2601  20250922  ...    3187       3158      RB
131    131      RB2602  20250922  ...    3188       3162      RB
132    132      RB2603  20250922  ...    3210       3184      RB
133    133      RB2604  20250922  ...    3222       3198      RB
134    134      RB2605  20250922  ...    3245       3218      RB
135    135      RB2606  20250922  ...    3257       3230      RB
136    136      RB2607  20250922  ...    3272       3241      RB
137    137      RB2608  20250922  ...    3266       3239      RB
138    138      RB2609  20250922  ...    3274       3253      RB
139    139      WR2510  20250922  ...    3289       3283      WR
140    140      WR2511  20250922  ...    3302       3302      WR
141    141      WR2512  20250922  ...    3324       3324      WR
142    142      WR2601  20250922  ...    3349       3349      WR
143    143      WR2602  20250922  ...    3358       3358      WR
144    144      WR2603  20250922  ...    3399       3399      WR
145    145      WR2604  20250922  ...    3389       3389      WR
146    146      WR2605  20250922  ...    3414       3414      WR
147    147      WR2606  20250922  ...    3372       3372      WR
148    148      WR2607  20250922  ...    3390       3390      WR
149    149      WR2608  20250922  ...    3399       3399      WR
150    150      WR2609  20250922  ...    3466       3466      WR
151    151      HC2510  20250922  ...    3424       3400      HC
152    152      HC2511  20250922  ...    3408       3382      HC
153    153      HC2512  20250922  ...    3392       3370      HC
154    154      HC2601  20250922  ...    3385       3362      HC
155    155      HC2602  20250922  ...    3383       3360      HC
156    156      HC2603  20250922  ...    3385       3365      HC
157    157      HC2604  20250922  ...    3388       3371      HC
158    158      HC2605  20250922  ...    3393       3372      HC
159    159      HC2606  20250922  ...    3399       3377      HC
160    160      HC2607  20250922  ...    3405       3384      HC
161    161      HC2608  20250922  ...    3392       3381      HC
162    162      HC2609  20250922  ...    3396       3401      HC
163    163      SS2510  20250922  ...   12795      12755      SS
164    164      SS2511  20250922  ...   12910      12870      SS
165    165      SS2512  20250922  ...   12945      12910      SS
166    166      SS2601  20250922  ...   13015      12970      SS
167    167      SS2602  20250922  ...   13075      13025      SS
168    168      SS2603  20250922  ...   13140      13105      SS
169    169      SS2604  20250922  ...   13195      13155      SS
170    170      SS2605  20250922  ...   13265      13225      SS
171    171      SS2606  20250922  ...   13310      13315      SS
172    172      SS2607  20250922  ...   13360      13350      SS
173    173      SS2608  20250922  ...   13395      13400      SS
174    174      SS2609  20250922  ...   13475      13475      SS
175    175      SC2510  20250922  ...   485.5      492.1      SC
176    176      SC2511  20250922  ...   484.2      491.2      SC
177    177      SC2512  20250922  ...   483.6      489.8      SC
178    178      SC2601  20250922  ...   482.9      488.5      SC
179    179      SC2602  20250922  ...   481.8      486.6      SC
180    180      SC2603  20250922  ...   481.1        486      SC
181    181      SC2604  20250922  ...   481.3        486      SC
182    182      SC2605  20250922  ...   480.9      485.4      SC
183    183      SC2606  20250922  ...   480.2      485.8      SC
184    184      SC2607  20250922  ...   480.4      484.6      SC
185    185      SC2608  20250922  ...     478        483      SC
186    186      SC2609  20250922  ...   477.7      480.8      SC
187    187      SC2612  20250922  ...   473.9      477.1      SC
188    188      SC2703  20250922  ...   475.1      475.1      SC
189    189      SC2706  20250922  ...   469.2      469.2      SC
190    190      SC2709  20250922  ...   473.2      473.2      SC
191    191      SC2712  20250922  ...   466.3      472.9      SC
192    192      SC2803  20250922  ...     470        471      SC
193    193      SC2806  20250922  ...   462.8      467.5      SC
194    194      SC2809  20250922  ...   465.7      465.7      SC
195    195      LU2510  20250922  ...    3351       3372      LU
196    196      LU2511  20250922  ...    3373       3405      LU
197    197      LU2512  20250922  ...    3354       3388      LU
198    198      LU2601  20250922  ...    3342       3382      LU
199    199      LU2602  20250922  ...    3334       3362      LU
200    200      LU2603  20250922  ...    3326       3362      LU
201    201      LU2604  20250922  ...    3323       3345      LU
202    202      LU2605  20250922  ...    3326       3346      LU
203    203      LU2606  20250922  ...    3319       3352      LU
204    204      LU2607  20250922  ...    3307       3350      LU
205    205      LU2608  20250922  ...    3306       3342      LU
206    206      LU2609  20250922  ...    3292       3329      LU
207    207      FU2510  20250922  ...    2803       2834      FU
208    208      FU2511  20250922  ...    2818       2850      FU
209    209      FU2512  20250922  ...    2796       2830      FU
210    210      FU2601  20250922  ...    2778       2818      FU
211    211      FU2602  20250922  ...    2761       2795      FU
212    212      FU2603  20250922  ...    2754       2788      FU
213    213      FU2604  20250922  ...    2749       2783      FU
214    214      FU2605  20250922  ...    2739       2772      FU
215    215      FU2606  20250922  ...    2732       2756      FU
216    216      FU2607  20250922  ...    2713       2737      FU
217    217      FU2608  20250922  ...    2708       2729      FU
218    218      FU2609  20250922  ...    2695       2711      FU
219    219      BU2510  20250922  ...    3421       3433      BU
220    220      BU2511  20250922  ...    3414       3425      BU
221    221      BU2512  20250922  ...    3364       3381      BU
222    222      BU2601  20250922  ...    3336       3361      BU
223    223      BU2602  20250922  ...    3340       3363      BU
224    224      BU2603  20250922  ...    3342       3364      BU
225    225      BU2604  20250922  ...    3346       3364      BU
226    226      BU2605  20250922  ...    3346       3347      BU
227    227      BU2606  20250922  ...    3337       3356      BU
228    228      BU2607  20250922  ...    3330       3348      BU
229    229      BU2608  20250922  ...    3337       3369      BU
230    230      BU2609  20250922  ...    3332       3349      BU
231    231      BU2612  20250922  ...    3297       3314      BU
232    232      BU2703  20250922  ...    3312       3312      BU
233    233      BU2706  20250922  ...    3308       3318      BU
234    234      BU2709  20250922  ...    3337       3342      BU
235    235      BR2510  20250922  ...   11565      11545      BR
236    236      BR2511  20250922  ...   11495      11470      BR
237    237      BR2512  20250922  ...   11475      11460      BR
238    238      BR2601  20250922  ...   11475      11470      BR
239    239      BR2602  20250922  ...   11485      11500      BR
240    240      BR2603  20250922  ...   11470      11475      BR
241    241      BR2604  20250922  ...   11535      11535      BR
242    242      BR2605  20250922  ...   11545      11525      BR
243    243      BR2606  20250922  ...   11630      11630      BR
244    244      BR2607  20250922  ...   11730      11715      BR
245    245      BR2608  20250922  ...   11715      11770      BR
246    246      BR2609  20250922  ...   11675      11645      BR
247    247      RU2510  20250922  ...   14745      14670      RU
248    248      RU2511  20250922  ...   14675      14645      RU
249    249      RU2601  20250922  ...   15560      15530      RU
250    250      RU2603  20250922  ...   15560      15525      RU
251    251      RU2604  20250922  ...   15550      15505      RU
252    252      RU2605  20250922  ...   15540      15515      RU
253    253      RU2606  20250922  ...   15580      15565      RU
254    254      RU2607  20250922  ...   15580      15585      RU
255    255      RU2608  20250922  ...   15735      15585      RU
256    256      RU2609  20250922  ...   15610      15570      RU
257    257      NR2510  20250922  ...   12340      12280      NR
258    258      NR2511  20250922  ...   12365      12290      NR
259    259      NR2512  20250922  ...   12385      12335      NR
260    260      NR2601  20250922  ...   12405      12370      NR
261    261      NR2602  20250922  ...   12420      12405      NR
262    262      NR2603  20250922  ...   12385      12375      NR
263    263      NR2604  20250922  ...   12440      12435      NR
264    264      NR2605  20250922  ...   12485      12470      NR
265    265      NR2606  20250922  ...   12495      12440      NR
266    266      NR2607  20250922  ...   12650      12650      NR
267    267      NR2608  20250922  ...   12685      12685      NR
268    268      NR2609  20250922  ...   12510      12510      NR
269    269      SP2510  20250922  ...    4980       4990      SP
270    270      SP2511  20250922  ...    5006       5020      SP
271    271      SP2512  20250922  ...    5024       5038      SP
272    272      SP2601  20250922  ...    5298       5320      SP
273    273      SP2602  20250922  ...    5286       5310      SP
274    274      SP2603  20250922  ...    5304       5324      SP
275    275      SP2604  20250922  ...    5320       5322      SP
276    276      SP2605  20250922  ...    5316       5338      SP
277    277      SP2606  20250922  ...    5320       5338      SP
278    278      SP2607  20250922  ...    5322       5346      SP
279    279      SP2608  20250922  ...    5330       5344      SP
280    280      SP2609  20250922  ...    5340       5354      SP
281    281      OP2601  20250922  ...    4238       4232      OP
282    282      OP2602  20250922  ...    4232       4232      OP
283    283      OP2603  20250922  ...    4258       4238      OP
284    284      OP2604  20250922  ...    4270       4260      OP
285    285      OP2605  20250922  ...    4286       4256      OP
286    286      OP2606  20250922  ...    4242       4242      OP
287    287      OP2607  20250922  ...    4258       4258      OP
288    288      OP2608  20250922  ...    4260       4244      OP
289    289      OP2609  20250922  ...    4342       4342      OP
290    290      EC2510  20250922  ...    1102     1072.3      EC
291    291      EC2512  20250922  ...  1669.2     1626.1      EC
292    292      EC2602  20250922  ...  1586.4     1552.7      EC
293    293      EC2604  20250922  ...  1274.4     1250.7      EC
294    294      EC2606  20250922  ...  1454.8     1438.3      EC
295    295      EC2608  20250922  ...  1606.8       1595      EC
296    296  SC_TAS2511  20250922  ...                     SC_TAS
297    297  SC_TAS2512  20250922  ...                     SC_TAS
298    298  SC_TAS2601  20250922  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-22 16:26:45,212 - future_1d - INFO - ak.get_shfe_daily('2025-09-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250922   8479.0   8495.0  ...    35108.28   8448.0      8437.0       AP
1    AP511  20250922   8237.0   8285.0  ...     9132.05   8220.0      8233.0       AP
2    AP512  20250922   8216.0   8278.0  ...     1033.84   8205.0      8225.0       AP
3    AP601  20250922   8273.0   8350.0  ...   699317.95   8256.0      8290.0       AP
4    AP603  20250922   8166.0   8225.0  ...      931.58   8172.0      8183.0       AP
5    AP604  20250922   8107.0   8206.0  ...      326.76   8169.0      8194.0       AP
6    AP605  20250922   8240.0   8242.0  ...     7842.30   8195.0      8252.0       AP
7    CF511  20250922  13615.0  13640.0  ...   333313.68  13520.0     13625.0       CF
8    CF601  20250922  13740.0  13755.0  ...  2286431.97  13635.0     13745.0       CF
9    CF603  20250922  13700.0  13725.0  ...     4414.14  13605.0     13705.0       CF
10   CF605  20250922  13715.0  13745.0  ...   300977.45  13640.0     13715.0       CF
11   CF607  20250922  13735.0  13760.0  ...     2381.47  13645.0     13740.0       CF
12   CF609  20250922  13900.0  13920.0  ...      746.54  13825.0     13900.0       CF
13   CJ512  20250922  10680.0  10815.0  ...     6882.28  10695.0     10650.0       CJ
14   CJ601  20250922  10680.0  10835.0  ...   696790.67  10710.0     10680.0       CJ
15   CJ603  20250922  10620.0  10790.0  ...    17190.45  10665.0     10655.0       CJ
16   CJ605  20250922  10710.0  10825.0  ...   149851.15  10680.0     10725.0       CJ
17   CJ607  20250922  10795.0  10935.0  ...     5888.40  10785.0     10850.0       CJ
18   CJ609  20250922  10865.0  11020.0  ...      998.03  10905.0     10950.0       CJ
19   CY510  20250922      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250922  19765.0  19815.0  ...   120128.69  19665.0     19775.0       CY
21   CY512  20250922      0.0      0.0  ...        0.00  19590.0     19690.0       CY
22   CY601  20250922  19765.0  19825.0  ...     1182.01  19700.0     19800.0       CY
23   CY602  20250922      0.0      0.0  ...        0.00  19790.0     19810.0       CY
24   CY603  20250922  19705.0  19705.0  ...        9.85  19705.0     20160.0       CY
25   CY604  20250922      0.0      0.0  ...        0.00  19790.0     19945.0       CY
26   CY605  20250922      0.0      0.0  ...        0.00  19910.0     19990.0       CY
27   CY606  20250922      0.0      0.0  ...        0.00  19845.0     19975.0       CY
28   CY607  20250922      0.0      0.0  ...        0.00  20150.0     20290.0       CY
29   CY608  20250922      0.0      0.0  ...        0.00  19810.0     19935.0       CY
30   CY609  20250922  19945.0  20120.0  ...       60.10  20035.0     20240.0       CY
31   FG510  20250922   1101.0   1106.0  ...     6999.80   1089.0      1093.0       FG
32   FG511  20250922   1102.0   1107.0  ...   226888.15   1087.0      1095.0       FG
33   FG512  20250922   1216.0   1230.0  ...   123497.19   1211.0      1214.0       FG
34   FG601  20250922   1220.0   1230.0  ...  4208149.81   1212.0      1212.0       FG
35   FG602  20250922   1276.0   1285.0  ...    73961.48   1263.0      1268.0       FG
36   FG603  20250922   1285.0   1290.0  ...     1857.36   1274.0      1268.0       FG
37   FG604  20250922   1346.0   1351.0  ...      695.16   1332.0      1329.0       FG
38   FG605  20250922   1350.0   1355.0  ...   151749.60   1339.0      1337.0       FG
39   FG606  20250922   1376.0   1383.0  ...      614.91   1366.0      1365.0       FG
40   FG607  20250922   1375.0   1382.0  ...     2511.37   1366.0      1363.0       FG
41   FG608  20250922   1408.0   1415.0  ...     1299.50   1400.0      1395.0       FG
42   FG609  20250922   1405.0   1417.0  ...     5698.48   1405.0      1397.0       FG
43   JR511  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250922   2270.0   2274.0  ...     2445.91   2263.0      2264.0       MA
52   MA511  20250922   2296.0   2303.0  ...   166979.42   2291.0      2289.0       MA
53   MA512  20250922   2339.0   2341.0  ...   146417.13   2330.0      2333.0       MA
54   MA601  20250922   2364.0   2366.0  ...  1077703.27   2353.0      2356.0       MA
55   MA602  20250922   2380.0   2386.0  ...    30610.13   2374.0      2373.0       MA
56   MA603  20250922   2396.0   2405.0  ...      812.80   2398.0      2398.0       MA
57   MA604  20250922   2391.0   2400.0  ...       16.75   2393.0      2393.0       MA
58   MA605  20250922   2382.0   2390.0  ...    71305.63   2379.0      2382.0       MA
59   MA606  20250922   2392.0   2392.0  ...       14.31   2386.0      2385.0       MA
60   MA607  20250922   2368.0   2377.0  ...       68.64   2367.0      2373.0       MA
61   MA608  20250922   2355.0   2366.0  ...       61.36   2360.0      2368.0       MA
62   MA609  20250922   2351.0   2351.0  ...     2101.01   2337.0      2353.0       MA
63   OI511  20250922  10252.0  10327.0  ...   539379.81  10272.0     10221.0       OI
64   OI601  20250922  10079.0  10161.0  ...  2782367.67  10102.0     10046.0       OI
65   OI603  20250922   9814.0   9890.0  ...     4088.33   9851.0      9788.0       OI
66   OI605  20250922   9561.0   9647.0  ...   111614.49   9607.0      9558.0       OI
67   OI607  20250922   9552.0   9589.0  ...     1253.45   9568.0      9505.0       OI
68   OI609  20250922   9518.0   9546.0  ...     1058.11   9532.0      9482.0       OI
69   PF510  20250922   6306.0   6318.0  ...     6396.85   6296.0      6322.0       PF
70   PF511  20250922   6288.0   6306.0  ...   628345.90   6278.0      6320.0       PF
71   PF512  20250922   6266.0   6276.0  ...   347956.60   6244.0      6304.0       PF
72   PF601  20250922   6300.0   6322.0  ...    37718.83   6298.0      6340.0       PF
73   PF602  20250922   6310.0   6328.0  ...    64821.82   6300.0      6358.0       PF
74   PF603  20250922   6318.0   6330.0  ...       75.75   6314.0      6346.0       PF
75   PF604  20250922   6372.0   6372.0  ...       12.73   6366.0      6406.0       PF
76   PF605  20250922   6396.0   6396.0  ...       60.58   6378.0      6416.0       PF
77   PF606  20250922   6378.0   6378.0  ...       25.50   6376.0      6418.0       PF
78   PF607  20250922   6412.0   6412.0  ...        3.21   6412.0      6442.0       PF
79   PF608  20250922      0.0      0.0  ...        0.00   6420.0      6450.0       PF
80   PF609  20250922   6424.0   6452.0  ...        9.64   6428.0      6480.0       PF
81   PK510  20250922   7848.0   7856.0  ...     3608.19   7818.0      7868.0       PK
82   PK511  20250922   7834.0   7858.0  ...   322471.80   7820.0      7876.0       PK
83   PK512  20250922   7844.0   7862.0  ...   138594.65   7828.0      7872.0       PK
84   PK601  20250922   7858.0   7862.0  ...    37393.92   7832.0      7872.0       PK
85   PK603  20250922   7860.0   7872.0  ...      129.55   7852.0      7882.0       PK
86   PK604  20250922   7852.0   7864.0  ...       43.17   7850.0      7884.0       PK
87   PK605  20250922   7888.0   7890.0  ...     4625.97   7862.0      7890.0       PK
88   PL601  20250922   6384.0   6405.0  ...    69680.17   6373.0      6411.0       PL
89   PL602  20250922   6436.0   6438.0  ...     1102.88   6412.0      6454.0       PL
90   PL603  20250922   6421.0   6421.0  ...       25.68   6421.0      6445.0       PL
91   PL604  20250922   6415.0   6415.0  ...       25.63   6407.0      6463.0       PL
92   PL605  20250922   6350.0   6373.0  ...      101.51   6345.0      6385.0       PL
93   PL606  20250922   6384.0   6384.0  ...       12.77   6384.0      6424.0       PL
94   PL607  20250922      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250922   5810.0   5810.0  ...     2621.53   5788.0      5812.0       PR
104  PR511  20250922   5762.0   5778.0  ...   301092.80   5756.0      5794.0       PR
105  PR512  20250922   5768.0   5784.0  ...   334515.65   5760.0      5806.0       PR
106  PR601  20250922   5774.0   5782.0  ...   281542.36   5760.0      5802.0       PR
107  PR602  20250922   5796.0   5806.0  ...     3078.01   5780.0      5838.0       PR
108  PR603  20250922   5810.0   5818.0  ...      139.45   5810.0      5834.0       PR
109  PR604  20250922   5818.0   5828.0  ...       43.65   5820.0      5832.0       PR
110  PR605  20250922   5826.0   5828.0  ...       17.48   5828.0      5840.0       PR
111  PR606  20250922      0.0      0.0  ...        0.00   5904.0      5904.0       PR
112  PR607  20250922      0.0      0.0  ...        0.00   5912.0      5912.0       PR
113  PR608  20250922      0.0      0.0  ...        0.00   5914.0      5914.0       PR
114  PR609  20250922      0.0      0.0  ...        0.00   5888.0      5910.0       PR
115  PX510  20250922   6644.0   6678.0  ...      916.44   6666.0      6690.0       PX
116  PX511  20250922   6602.0   6654.0  ...   643956.64   6602.0      6640.0       PX
117  PX512  20250922   6598.0   6642.0  ...   277519.72   6594.0      6644.0       PX
118  PX601  20250922   6608.0   6628.0  ...   115700.73   6588.0      6634.0       PX
119  PX602  20250922   6608.0   6630.0  ...     9627.42   6590.0      6644.0       PX
120  PX603  20250922      0.0      0.0  ...        0.00   6584.0      6614.0       PX
121  PX604  20250922   6600.0   6600.0  ...        9.90   6600.0      6586.0       PX
122  PX605  20250922   6594.0   6624.0  ...     1867.18   6586.0      6628.0       PX
123  PX606  20250922   6620.0   6620.0  ...        3.31   6620.0      6606.0       PX
124  PX607  20250922   6588.0   6588.0  ...        9.88   6586.0      6614.0       PX
125  PX608  20250922   6602.0   6602.0  ...        6.60   6602.0      6622.0       PX
126  PX609  20250922   6644.0   6644.0  ...        6.63   6634.0      6652.0       PX
127  RI511  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250922   2541.0   2568.0  ...    18961.48   2553.0      2527.0       RM
134  RM601  20250922   2519.0   2552.0  ...   860518.75   2533.0      2498.0       RM
135  RM603  20250922   2414.0   2437.0  ...    20569.69   2423.0      2402.0       RM
136  RM605  20250922   2383.0   2397.0  ...   165640.91   2384.0      2374.0       RM
137  RM607  20250922   2375.0   2385.0  ...     7696.50   2373.0      2362.0       RM
138  RM608  20250922   2471.0   2480.0  ...      872.04   2470.0      2458.0       RM
139  RM609  20250922   2454.0   2469.0  ...     6114.84   2458.0      2447.0       RM
140  RS511  20250922   5329.0   5376.0  ...       58.80   5346.0      5329.0       RS
141  RS607  20250922   5595.0   5595.0  ...      155.95   5570.0      5568.0       RS
142  RS608  20250922   5595.0   5624.0  ...      150.64   5579.0      5570.0       RS
143  RS609  20250922      0.0      0.0  ...        0.00   5588.0      5588.0       RS
144  SA510  20250922   1235.0   1236.0  ...    11478.60   1219.0      1223.0       SA
145  SA511  20250922   1241.0   1247.0  ...   576015.20   1233.0      1233.0       SA
146  SA512  20250922   1308.0   1314.0  ...   250273.00   1298.0      1301.0       SA
147  SA601  20250922   1320.0   1326.0  ...  3524980.07   1307.0      1312.0       SA
148  SA602  20250922   1352.0   1357.0  ...   308874.09   1344.0      1344.0       SA
149  SA603  20250922   1357.0   1363.0  ...     3483.28   1345.0      1350.0       SA
150  SA604  20250922   1410.0   1410.0  ...      504.79   1387.0      1396.0       SA
151  SA605  20250922   1408.0   1416.0  ...   104701.84   1397.0      1403.0       SA
152  SA606  20250922   1421.0   1427.0  ...      966.83   1409.0      1415.0       SA
153  SA607  20250922   1423.0   1428.0  ...     3353.40   1411.0      1417.0       SA
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 16:26:45,546 - future_1d - INFO - ak.get_czce_daily('2025-09-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-22 16:26:45,790 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250922   3908.00  ...   3911.00     3906.00        A
1     a2601  20250922   3902.00  ...   3908.00     3903.00        A
2     a2603  20250922   3903.00  ...   3912.00     3909.00        A
3     a2605  20250922   3947.00  ...   3949.00     3948.00        A
4     a2607  20250922   3953.00  ...   3954.00     3952.00        A
5     a2609  20250922   3960.00  ...   3961.00     3961.00        A
6     b2510  20250922   3678.00  ...   3686.00     3687.00        B
7     b2511  20250922   3694.00  ...   3716.00     3685.00        B
8     b2512  20250922   3726.00  ...   3746.00     3719.00        B
9     b2601  20250922   3723.00  ...   3733.00     3715.00        B
10    b2602  20250922   3723.00  ...   3727.00     3706.00        B
11    b2603  20250922   3671.00  ...   3683.00     3658.00        B
12    b2604  20250922   3569.00  ...   3573.00     3558.00        B
13    b2605  20250922   3497.00  ...   3496.00     3489.00        B
14    b2606  20250922   3475.00  ...   3475.00     3465.00        B
15    b2607  20250922   3471.00  ...   3475.00     3464.00        B
16    b2608  20250922   3563.00  ...   3566.00     3521.00        B
17    b2609  20250922   3582.00  ...   3583.00     3578.00        B
18   bb2511  20250922    142.05  ...    142.05      142.00       BB
19   bb2601  20250922    146.05  ...    146.50      146.65       BB
20   bb2603  20250922    147.05  ...    146.80      146.85       BB
21   bb2605  20250922      0.00  ...    141.45      141.45       BB
22   bb2607  20250922      0.00  ...    146.20      146.20       BB
23   bb2609  20250922      0.00  ...    146.20      146.20       BB
24   bz2603  20250922   5977.00  ...   5922.00     5979.00       BZ
25   bz2604  20250922   5949.00  ...   5904.00     5947.00       BZ
26   bz2605  20250922   5953.00  ...   5927.00     5975.00       BZ
27   bz2606  20250922   5936.00  ...   5936.00     5954.00       BZ
28   bz2607  20250922   5935.00  ...   5935.00     5980.00       BZ
29   bz2608  20250922      0.00  ...   5884.00     5949.00       BZ
30    c2511  20250922   2169.00  ...   2163.00     2171.00        C
31    c2601  20250922   2158.00  ...   2148.00     2161.00        C
32    c2603  20250922   2166.00  ...   2159.00     2171.00        C
33    c2605  20250922   2225.00  ...   2218.00     2228.00        C
34    c2607  20250922   2237.00  ...   2231.00     2239.00        C
35    c2609  20250922   2251.00  ...   2247.00     2234.00        C
36   cs2511  20250922   2463.00  ...   2453.00     2468.00       CS
37   cs2601  20250922   2480.00  ...   2467.00     2483.00       CS
38   cs2603  20250922   2483.00  ...   2473.00     2489.00       CS
39   cs2605  20250922   2562.00  ...   2554.00     2570.00       CS
40   cs2607  20250922   2574.00  ...   2562.00     2573.00       CS
41   cs2609  20250922   2597.00  ...   2591.00     2597.00       CS
42   eb2509  20250922      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250922   7000.00  ...   6947.00     7021.00       EB
44   eb2511  20250922   6992.00  ...   6952.00     7024.00       EB
45   eb2512  20250922   7013.00  ...   6970.00     7033.00       EB
46   eb2601  20250922   7050.00  ...   7012.00     7070.00       EB
47   eb2602  20250922   7095.00  ...   7058.00     7104.00       EB
48   eb2603  20250922   7127.00  ...   7095.00     7131.00       EB
49   eb2604  20250922   7149.00  ...   7110.00     7171.00       EB
50   eb2605  20250922   7174.00  ...   7145.00     7185.00       EB
51   eb2606  20250922   7182.00  ...   7173.00     7260.00       EB
52   eb2607  20250922   7137.00  ...   7137.00     7276.00       EB
53   eb2608  20250922      0.00  ...   7243.00     7246.00       EB
54   eg2509  20250922      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250922   4298.00  ...   4279.00     4282.00       EG
56   eg2511  20250922   4234.00  ...   4234.00     4247.00       EG
57   eg2512  20250922   4236.00  ...   4246.00     4240.00       EG
58   eg2601  20250922   4260.00  ...   4249.00     4259.00       EG
59   eg2602  20250922   4241.00  ...   4241.00     4265.00       EG
60   eg2603  20250922   4265.00  ...   4271.00     4266.00       EG
61   eg2604  20250922   4296.00  ...   4294.00     4314.00       EG
62   eg2605  20250922   4326.00  ...   4305.00     4314.00       EG
63   eg2606  20250922   4315.00  ...   4311.00     4311.00       EG
64   eg2607  20250922   4316.00  ...   4321.00     4321.00       EG
65   eg2608  20250922      0.00  ...   4378.00     4399.00       EG
66   fb2510  20250922   1258.50  ...   1259.00     1259.50       FB
67   fb2511  20250922   1255.50  ...   1254.00     1254.00       FB
68   fb2512  20250922   1253.50  ...   1254.50     1255.00       FB
69   fb2601  20250922   1254.50  ...   1255.50     1253.50       FB
70   fb2602  20250922   1256.00  ...   1255.50     1254.00       FB
71   fb2603  20250922   1249.00  ...   1247.50     1247.00       FB
72   fb2604  20250922      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250922      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250922      0.00  ...   1294.50     1298.00       FB
75   fb2607  20250922      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250922   1308.50  ...   1308.00     1270.00       FB
77   fb2609  20250922      0.00  ...   1296.00     1296.00       FB
78    i2510  20250922    827.00  ...    828.50      823.50        I
79    i2511  20250922    822.00  ...    824.50      819.00        I
80    i2512  20250922    817.00  ...    819.00      813.00        I
81    i2601  20250922    811.00  ...    812.50      805.50        I
82    i2602  20250922    806.00  ...    808.00      801.00        I
83    i2603  20250922    800.50  ...    802.00      795.50        I
84    i2604  20250922    796.00  ...    796.50      790.50        I
85    i2605  20250922    787.00  ...    790.00      784.00        I
86    i2606  20250922    783.00  ...    784.00      778.50        I
87    i2607  20250922    777.50  ...    779.50      773.50        I
88    i2608  20250922    772.50  ...    774.50      768.50        I
89    i2609  20250922    766.00  ...    768.50      762.50        I
90    j2510  20250922   1622.50  ...   1621.50     1624.00        J
91    j2511  20250922   1668.50  ...   1653.00     1657.50        J
92    j2512  20250922   1701.50  ...   1698.00     1700.00        J
93    j2601  20250922   1740.00  ...   1729.00     1725.50        J
94    j2602  20250922   1761.00  ...   1760.00     1754.00        J
95    j2603  20250922   1782.50  ...   1783.00     1763.50        J
96    j2604  20250922      0.00  ...   1814.00     1814.00        J
97    j2605  20250922   1875.00  ...   1868.50     1866.50        J
98    j2606  20250922   1899.00  ...   1899.50     1866.50        J
99    j2607  20250922   1910.00  ...   1902.50     1878.50        J
100   j2608  20250922   1931.00  ...   1931.50     1891.00        J
101   j2609  20250922   1954.00  ...   1948.00     1923.50        J
102  jd2509  20250922      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250922   3038.00  ...   3003.00     3038.00       JD
104  jd2511  20250922   3124.00  ...   3096.00     3122.00       JD
105  jd2512  20250922   3256.00  ...   3224.00     3259.00       JD
106  jd2601  20250922   3415.00  ...   3381.00     3423.00       JD
107  jd2602  20250922   3160.00  ...   3135.00     3160.00       JD
108  jd2603  20250922   3181.00  ...   3156.00     3183.00       JD
109  jd2604  20250922   3352.00  ...   3324.00     3349.00       JD
110  jd2605  20250922   3478.00  ...   3443.00     3466.00       JD
111  jd2606  20250922   3276.00  ...   3254.00     3274.00       JD
112  jd2607  20250922   3508.00  ...   3492.00     3504.00       JD
113  jd2608  20250922   3928.00  ...   3924.00     3927.00       JD
114  jm2510  20250922   1040.50  ...   1036.00     1029.50       JM
115  jm2511  20250922   1091.00  ...   1085.50     1078.00       JM
116  jm2512  20250922   1165.00  ...   1155.50     1148.50       JM
117  jm2601  20250922   1236.50  ...   1229.00     1216.00       JM
118  jm2602  20250922   1259.50  ...   1251.00     1244.50       JM
119  jm2603  20250922   1282.50  ...   1277.50     1271.00       JM
120  jm2604  20250922   1308.00  ...   1304.00     1293.50       JM
121  jm2605  20250922   1339.00  ...   1323.00     1312.50       JM
122  jm2606  20250922   1359.00  ...   1347.50     1328.50       JM
123  jm2607  20250922   1367.00  ...   1361.00     1341.50       JM
124  jm2608  20250922   1378.00  ...   1370.00     1357.00       JM
125  jm2609  20250922   1398.00  ...   1389.50     1380.50       JM
126   l2510  20250922   7104.00  ...   7074.00     7095.00        L
127   l2511  20250922   7105.00  ...   7107.00     7128.00        L
128   l2512  20250922   7155.00  ...   7133.00     7158.00        L
129   l2601  20250922   7169.00  ...   7153.00     7181.00        L
130   l2602  20250922   7165.00  ...   7155.00     7177.00        L
131   l2603  20250922   7191.00  ...   7167.00     7193.00        L
132   l2604  20250922   7218.00  ...   7216.00     7233.00        L
133   l2605  20250922   7231.00  ...   7204.00     7228.00        L
134   l2606  20250922   7224.00  ...   7195.00     7225.00        L
135   l2607  20250922   7241.00  ...   7206.00     7238.00        L
136   l2608  20250922   7240.00  ...   7223.00     7256.00        L
137   l2609  20250922   7266.00  ...   7237.00     7264.00        L
138  lg2509  20250922    780.00  ...    780.00      778.00       LG
139  lg2511  20250922    805.00  ...    808.00      804.00       LG
140  lg2601  20250922    818.00  ...    821.00      818.00       LG
141  lg2603  20250922    826.50  ...    826.50      824.50       LG
142  lg2605  20250922    829.00  ...    830.50      828.50       LG
143  lg2607  20250922    829.50  ...    832.50      828.50       LG
144  lh2509  20250922  12600.00  ...  12600.00    12985.00       LH
145  lh2511  20250922  12835.00  ...  12855.00    12835.00       LH
146  lh2601  20250922  13350.00  ...  13405.00    13340.00       LH
147  lh2603  20250922  12850.00  ...  12815.00    12850.00       LH
148  lh2605  20250922  13385.00  ...  13315.00    13380.00       LH
149  lh2607  20250922  14150.00  ...  13990.00    14135.00       LH
150   m2511  20250922   2981.00  ...   3003.00     2975.00        M
151   m2512  20250922   3032.00  ...   3048.00     3024.00        M
152   m2601  20250922   3014.00  ...   3030.00     3004.00        M
153   m2603  20250922   2959.00  ...   2968.00     2949.00        M
154   m2605  20250922   2787.00  ...   2784.00     2777.00        M
155   m2607  20250922   2774.00  ...   2776.00     2768.00        M
156   m2608  20250922   2893.00  ...   2887.00     2885.00        M
157   m2609  20250922   2897.00  ...   2893.00     2889.00        M
158   p2510  20250922   9214.00  ...   9244.00     9242.00        P
159   p2511  20250922   9264.00  ...   9278.00     9292.00        P
160   p2512  20250922   9294.00  ...   9292.00     9318.00        P
161   p2601  20250922   9322.00  ...   9326.00     9340.00        P
162   p2602  20250922   9300.00  ...   9276.00     9318.00        P
163   p2603  20250922   9280.00  ...   9276.00     9280.00        P
164   p2604  20250922   9200.00  ...   9216.00     9230.00        P
165   p2605  20250922   9126.00  ...   9120.00     9138.00        P
166   p2606  20250922   9008.00  ...   9002.00     9032.00        P
167   p2607  20250922   8894.00  ...   8894.00     8930.00        P
168   p2608  20250922   8842.00  ...   8834.00     8864.00        P
169   p2609  20250922   8786.00  ...   8768.00     8812.00        P
170  pg2509  20250922   3830.00  ...   3810.00     3801.00       PG
171  pg2510  20250922   4425.00  ...   4366.00     4439.00       PG
172  pg2511  20250922   4359.00  ...   4293.00     4368.00       PG
173  pg2512  20250922   4295.00  ...   4232.00     4307.00       PG
174  pg2601  20250922   4237.00  ...   4171.00     4241.00       PG
175  pg2602  20250922   4153.00  ...   4100.00     4176.00       PG
176  pg2603  20250922   4070.00  ...   4020.00     4090.00       PG
177  pg2604  20250922   4413.00  ...   4366.00     4418.00       PG
178  pg2605  20250922   4321.00  ...   4281.00     4341.00       PG
179  pg2606  20250922   4196.00  ...   4195.00     4283.00       PG
180  pg2607  20250922   4161.00  ...   4159.00     4247.00       PG
181  pg2608  20250922   4100.00  ...   4095.00     4204.00       PG
182  pp2510  20250922   6819.00  ...   6785.00     6816.00       PP
183  pp2511  20250922   6827.00  ...   6821.00     6846.00       PP
184  pp2512  20250922   6882.00  ...   6857.00     6883.00       PP
185  pp2601  20250922   6917.00  ...   6895.00     6917.00       PP
186  pp2602  20250922   6900.00  ...   6882.00     6900.00       PP
187  pp2603  20250922   6905.00  ...   6870.00     6899.00       PP
188  pp2604  20250922   6941.00  ...   6911.00     6927.00       PP
189  pp2605  20250922   6967.00  ...   6942.00     6959.00       PP
190  pp2606  20250922   6904.00  ...   6903.00     6921.00       PP
191  pp2607  20250922   6906.00  ...   6878.00     6890.00       PP
192  pp2608  20250922   6922.00  ...   6894.00     6900.00       PP
193  pp2609  20250922   6944.00  ...   6931.00     6926.00       PP
194  rr2510  20250922   3609.00  ...   3610.00     3608.00       RR
195  rr2511  20250922   3613.00  ...   3615.00     3614.00       RR
196  rr2512  20250922   3602.00  ...   3613.00     3605.00       RR
197  rr2601  20250922   3616.00  ...   3624.00     3620.00       RR
198  rr2602  20250922   3607.00  ...   3608.00     3603.00       RR
199  rr2603  20250922   3611.00  ...   3611.00     3608.00       RR
200  rr2604  20250922      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250922      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250922      0.00  ...   3600.00     3597.00       RR
203  rr2607  20250922      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250922      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250922      0.00  ...   3614.00     3614.00       RR
206   v2510  20250922   4841.00  ...   4837.00     4834.00        V
207   v2511  20250922   4870.00  ...   4867.00     4867.00        V
208   v2512  20250922   4926.00  ...   4903.00     4908.00        V
209   v2601  20250922   4955.00  ...   4955.00     4949.00        V
210   v2602  20250922   5017.00  ...   5001.00     4984.00        V
211   v2603  20250922   5040.00  ...   5035.00     5016.00        V
212   v2604  20250922   5241.00  ...   5246.00     5222.00        V
213   v2605  20250922   5259.00  ...   5259.00     5252.00        V
214   v2606  20250922   5305.00  ...   5286.00     5286.00        V
215   v2607  20250922   5338.00  ...   5318.00     5314.00        V
216   v2608  20250922   5383.00  ...   5347.00     5342.00        V
217   v2609  20250922   5391.00  ...   5385.00     5374.00        V
218   y2511  20250922   8334.00  ...   8376.00     8350.00        Y
219   y2512  20250922   8380.00  ...   8402.00     8390.00        Y
220   y2601  20250922   8320.00  ...   8348.00     8336.00        Y
221   y2603  20250922   8258.00  ...   8282.00     8276.00        Y
222   y2605  20250922   8048.00  ...   8066.00     8060.00        Y
223   y2607  20250922   8008.00  ...   8026.00     8014.00        Y
224   y2608  20250922   8000.00  ...   8036.00     8024.00        Y
225   y2609  20250922   7988.00  ...   8000.00     7992.00        Y

[226 rows x 12 columns]
2025-09-22 16:26:46,414 - future_1d - INFO - ak.get_dce_daily('2025-09-22') done
2025-09-22 16:26:49,331 - future_1d - INFO - save future_daily 2025-09-22 add
2025-09-22 16:26:49,338 - future_1d - INFO -                           0           1            2            3            4
symbol               IC2510      IC2511       IC2512       IC2603       IF2510
date             2025-09-22  2025-09-22   2025-09-22   2025-09-22   2025-09-22
opencol              7111.0      7088.8       7007.0       6840.0       4492.2
high                 7146.6      7088.8       7019.8       6849.0       4512.2
low                  7057.2      6992.4       6925.2       6756.4       4472.0
close                7143.4      7078.2       7013.2       6840.2       4506.4
volume              32338.0      2222.0      67975.0      12092.0      33705.0
open_interest       61096.0      2014.0     128272.0      47420.0      57115.0
turnover        4596328.132   312987.98  9486292.536  1646645.092  4542008.838
settle               7124.6      7056.6       6995.0       6825.0       4497.4
pre_settle           7117.8      7117.8       6999.0       6831.0       4495.0
variety                  IC          IC           IC           IC           IF
exchange              CFFEX       CFFEX        CFFEX        CFFEX        CFFEX
comd                     IC          IC           IC           IC           IF
contract             IC2510      IC2511       IC2512       IC2603       IF2510
contract_yymm          2510        2511         2512         2603         2510
maturity_month            1           2            3            6            1
maturity_day              9          40           70          160            9
=========================================================================
2025-09-22 18:25:50 Mon	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-22 18:25:52,608 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-22 18:25:52,996 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:25:53,325 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-22 18:25:53,471 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-22 18:25:54,059 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 18:25:54,129 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-22 18:25:54,473 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
2025-09-22 18:25:56,255 - future_1d - INFO - save future_daily 2025-09-12 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250915  54125.0  ...  53505.0     53935.0       PS
1   PS2511  20250915  53630.0  ...  53400.0     53730.0       PS
2   PS2512  20250915  56720.0  ...  55890.0     56225.0       PS
3   PS2601  20250915  56450.0  ...  55780.0     56110.0       PS
4   PS2602  20250915  56085.0  ...  55835.0     56305.0       PS
5   PS2603  20250915  56075.0  ...  55620.0     56265.0       PS
6   PS2604  20250915  56575.0  ...  55840.0     56410.0       PS
7   PS2605  20250915  56545.0  ...  55975.0     56225.0       PS
8   PS2606  20250915  58880.0  ...  58160.0     58330.0       PS
9   PS2607  20250915  58500.0  ...  58285.0     58370.0       PS
10  PS2608  20250915  58750.0  ...  58340.0     58405.0       PS
11  PS2609  20250915  56790.0  ...  57875.0     58405.0       PS
13  SI2510  20250915   8785.0  ...   8755.0      8705.0       SI
14  SI2511  20250915   8725.0  ...   8840.0      8725.0       SI
15  SI2512  20250915   9165.0  ...   9215.0      9090.0       SI
16  SI2601  20250915   9145.0  ...   9205.0      9080.0       SI
17  SI2602  20250915   9090.0  ...   9175.0      9080.0       SI
18  SI2603  20250915   9080.0  ...   9215.0      9100.0       SI
19  SI2604  20250915   9050.0  ...   9215.0      9095.0       SI
20  SI2605  20250915   9115.0  ...   9220.0      9105.0       SI
21  SI2606  20250915   9070.0  ...   9220.0      9105.0       SI
22  SI2607  20250915   9080.0  ...   9260.0      9110.0       SI
23  SI2608  20250915   9075.0  ...   9290.0      9115.0       SI
24  SI2609  20250915   9080.0  ...   9245.0      9115.0       SI
27  LC2510  20250915  71400.0  ...  72160.0     70900.0       LC
28  LC2511  20250915  71260.0  ...  72240.0     71040.0       LC
29  LC2512  20250915  71400.0  ...  72420.0     71240.0       LC
30  LC2601  20250915  71480.0  ...  72420.0     71200.0       LC
31  LC2602  20250915  71520.0  ...  72480.0     71240.0       LC
32  LC2603  20250915  71500.0  ...  72340.0     71120.0       LC
33  LC2604  20250915  71920.0  ...  72720.0     71680.0       LC
34  LC2605  20250915  72000.0  ...  72780.0     71620.0       LC
35  LC2606  20250915  71800.0  ...  72540.0     71520.0       LC
36  LC2607  20250915  71600.0  ...  72520.0     71420.0       LC
37  LC2608  20250915  71740.0  ...  72540.0     71380.0       LC
38  LC2609  20250915  71520.0  ...  72440.0     71380.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:00,126 - future_1d - INFO - ak.get_gfex_daily('2025-09-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250915   8395.0   8456.0  ...   101669.16   8404.0      8382.0       AP
1    AP511  20250915   8233.0   8263.0  ...     5346.45   8213.0      8199.0       AP
2    AP512  20250915   8273.0   8285.0  ...      806.68   8231.0      8218.0       AP
3    AP601  20250915   8325.0   8363.0  ...   594291.79   8310.0      8287.0       AP
4    AP603  20250915   8231.0   8238.0  ...      345.22   8220.0      8186.0       AP
5    AP604  20250915   8233.0   8243.0  ...      369.68   8215.0      8206.0       AP
6    AP605  20250915   8288.0   8310.0  ...     5216.00   8266.0      8269.0       AP
7    CF511  20250915  13725.0  13790.0  ...   254178.51  13740.0     13675.0       CF
8    CF601  20250915  13865.0  13930.0  ...  1542409.58  13885.0     13830.0       CF
9    CF603  20250915  13825.0  13895.0  ...     2035.05  13845.0     13795.0       CF
10   CF605  20250915  13830.0  13895.0  ...   134633.97  13850.0     13795.0       CF
11   CF607  20250915  13860.0  13900.0  ...     1899.77  13865.0     13825.0       CF
12   CF609  20250915  13995.0  13995.0  ...       90.85  13975.0     13825.0       CF
13   CJ512  20250915  11045.0  11065.0  ...     6958.04  10865.0     11125.0       CJ
14   CJ601  20250915  11130.0  11130.0  ...  1072454.11  10905.0     11190.0       CJ
15   CJ603  20250915  11170.0  11170.0  ...    17649.24  10960.0     11230.0       CJ
16   CJ605  20250915  11280.0  11280.0  ...   173292.86  11040.0     11320.0       CJ
17   CJ607  20250915  11375.0  11385.0  ...     3275.31  11180.0     11450.0       CJ
18   CJ609  20250915  11545.0  11545.0  ...      358.57  11385.0     11450.0       CJ
19   CY510  20250915      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250915  19855.0  19940.0  ...   114884.12  19890.0     19855.0       CY
21   CY512  20250915      0.0      0.0  ...        0.00  19635.0     19635.0       CY
22   CY601  20250915  19955.0  19955.0  ...     1423.50  19910.0     19860.0       CY
23   CY602  20250915  20090.0  20090.0  ...       10.05  20090.0     19995.0       CY
24   CY603  20250915      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250915      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250915      0.0      0.0  ...        0.00  20065.0     20055.0       CY
27   CY606  20250915      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250915      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250915      0.0      0.0  ...        0.00  20100.0     20160.0       CY
30   CY609  20250915      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG510  20250915   1069.0   1098.0  ...    37229.74   1084.0      1080.0       FG
32   FG511  20250915   1081.0   1108.0  ...   198245.21   1092.0      1080.0       FG
33   FG512  20250915   1186.0   1216.0  ...    99759.94   1197.0      1181.0       FG
34   FG601  20250915   1178.0   1214.0  ...  4939549.26   1193.0      1175.0       FG
35   FG602  20250915   1231.0   1264.0  ...    41236.83   1239.0      1226.0       FG
36   FG603  20250915   1236.0   1267.0  ...     2050.87   1247.0      1228.0       FG
37   FG604  20250915   1287.0   1317.0  ...      538.30   1300.0      1279.0       FG
38   FG605  20250915   1280.0   1317.0  ...   130486.35   1296.0      1275.0       FG
39   FG606  20250915   1309.0   1345.0  ...     1286.24   1329.0      1309.0       FG
40   FG607  20250915   1308.0   1338.0  ...     1710.36   1324.0      1299.0       FG
41   FG608  20250915   1343.0   1363.0  ...     1389.69   1349.0      1329.0       FG
42   FG609  20250915   1309.0   1358.0  ...     2113.57   1341.0      1329.0       FG
43   JR511  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250915   2289.0   2305.0  ...    13355.35   2290.0      2281.0       MA
52   MA511  20250915   2323.0   2338.0  ...    98265.26   2318.0      2313.0       MA
53   MA512  20250915   2364.0   2380.0  ...    71639.91   2357.0      2354.0       MA
54   MA601  20250915   2385.0   2405.0  ...  1188647.22   2386.0      2378.0       MA
55   MA602  20250915   2405.0   2416.0  ...    54150.44   2394.0      2394.0       MA
56   MA603  20250915   2407.0   2423.0  ...      320.68   2411.0      2402.0       MA
57   MA604  20250915   2401.0   2401.0  ...        4.80   2401.0      2403.0       MA
58   MA605  20250915   2390.0   2410.0  ...    89005.19   2394.0      2386.0       MA
59   MA606  20250915   2417.0   2417.0  ...        2.42   2417.0      2394.0       MA
60   MA607  20250915   2393.0   2400.0  ...       88.28   2386.0      2376.0       MA
61   MA608  20250915   2386.0   2387.0  ...       28.58   2381.0      2380.0       MA
62   MA609  20250915   2376.0   2382.0  ...      289.26   2371.0      2380.0       MA
63   OI511  20250915  10063.0  10091.0  ...   396029.62  10049.0     10090.0       OI
64   OI601  20250915   9883.0   9914.0  ...  2218323.28   9877.0      9904.0       OI
65   OI603  20250915   9698.0   9723.0  ...     2608.61   9697.0      9700.0       OI
66   OI605  20250915   9512.0   9555.0  ...    75130.21   9517.0      9523.0       OI
67   OI607  20250915   9469.0   9504.0  ...      398.06   9478.0      9481.0       OI
68   OI609  20250915   9483.0   9485.0  ...      255.31   9456.0      9481.0       OI
69   PF510  20250915   6354.0   6402.0  ...    20160.15   6366.0      6330.0       PF
70   PF511  20250915   6358.0   6398.0  ...   702762.08   6362.0      6324.0       PF
71   PF512  20250915   6348.0   6376.0  ...   450357.59   6340.0      6308.0       PF
72   PF601  20250915   6378.0   6410.0  ...    28751.09   6382.0      6350.0       PF
73   PF602  20250915   6392.0   6418.0  ...    73675.53   6390.0      6364.0       PF
74   PF603  20250915   6416.0   6416.0  ...       79.93   6394.0      6364.0       PF
75   PF604  20250915   6458.0   6460.0  ...       54.76   6444.0      6410.0       PF
76   PF605  20250915   6466.0   6466.0  ...       51.67   6460.0      6428.0       PF
77   PF606  20250915   6490.0   6490.0  ...        9.72   6480.0      6456.0       PF
78   PF607  20250915   6514.0   6514.0  ...        9.75   6502.0      6470.0       PF
79   PF608  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
81   PK510  20250915   7806.0   7818.0  ...    26131.80   7808.0      7822.0       PK
82   PK511  20250915   7764.0   7770.0  ...   482878.23   7752.0      7766.0       PK
83   PK512  20250915   7762.0   7780.0  ...   282723.80   7770.0      7772.0       PK
84   PK601  20250915   7794.0   7810.0  ...    38406.58   7798.0      7812.0       PK
85   PK603  20250915   7818.0   7846.0  ...      180.16   7834.0      7834.0       PK
86   PK604  20250915   7856.0   7858.0  ...       98.06   7846.0      7850.0       PK
87   PK605  20250915   7850.0   7858.0  ...     2163.00   7852.0      7854.0       PK
88   PL601  20250915   6428.0   6556.0  ...    50850.82   6434.0      6382.0       PL
89   PL602  20250915   6454.0   6479.0  ...      206.62   6457.0      6416.0       PL
90   PL603  20250915   6498.0   6498.0  ...       13.00   6498.0      6433.0       PL
91   PL604  20250915   6477.0   6477.0  ...       12.95   6477.0      6455.0       PL
92   PL605  20250915   6397.0   6397.0  ...       12.79   6397.0      6352.0       PL
93   PL606  20250915      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250915      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250915   5844.0   5872.0  ...     3575.66   5844.0      5804.0       PR
104  PR511  20250915   5830.0   5866.0  ...   328694.04   5838.0      5798.0       PR
105  PR512  20250915   5838.0   5874.0  ...   261110.92   5846.0      5806.0       PR
106  PR601  20250915   5822.0   5866.0  ...    96781.06   5844.0      5808.0       PR
107  PR602  20250915   5882.0   5890.0  ...      255.77   5880.0      5836.0       PR
108  PR603  20250915   5876.0   5888.0  ...      211.43   5874.0      5854.0       PR
109  PR604  20250915   5924.0   5924.0  ...       44.17   5890.0      5858.0       PR
110  PR605  20250915   5936.0   5936.0  ...       44.27   5904.0      5870.0       PR
111  PR606  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
112  PR607  20250915   5936.0   5936.0  ...        8.90   5936.0      5922.0       PR
113  PR608  20250915      0.0      0.0  ...        0.00   5934.0      5920.0       PR
114  PR609  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
115  PX510  20250915   6786.0   6838.0  ...     2199.23   6788.0      6708.0       PX
116  PX511  20250915   6748.0   6806.0  ...   533174.78   6762.0      6700.0       PX
117  PX512  20250915   6726.0   6766.0  ...   161716.09   6732.0      6672.0       PX
118  PX601  20250915   6698.0   6738.0  ...   113859.39   6712.0      6656.0       PX
119  PX602  20250915   6692.0   6728.0  ...    10348.24   6700.0      6644.0       PX
120  PX603  20250915      0.0      0.0  ...        0.00   6690.0      6640.0       PX
121  PX604  20250915   6714.0   6714.0  ...       10.07   6714.0      6668.0       PX
122  PX605  20250915   6688.0   6728.0  ...      629.53   6698.0      6650.0       PX
123  PX606  20250915      0.0      0.0  ...        0.00   6684.0      6668.0       PX
124  PX607  20250915   6736.0   6736.0  ...        3.37   6736.0      6660.0       PX
125  PX608  20250915   6748.0   6748.0  ...        3.37   6748.0      6646.0       PX
126  PX609  20250915   6744.0   6750.0  ...       13.49   6744.0      6646.0       PX
127  RI511  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250915   2532.0   2538.0  ...    20447.80   2516.0      2545.0       RM
134  RM601  20250915   2533.0   2534.0  ...  1009536.44   2509.0      2555.0       RM
135  RM603  20250915   2427.0   2432.0  ...    17391.21   2417.0      2441.0       RM
136  RM605  20250915   2408.0   2411.0  ...   161566.09   2399.0      2416.0       RM
137  RM607  20250915   2390.0   2395.0  ...    14537.16   2384.0      2398.0       RM
138  RM608  20250915   2493.0   2494.0  ...     1271.74   2484.0      2498.0       RM
139  RM609  20250915   2498.0   2498.0  ...     2390.04   2472.0      2498.0       RM
140  RS511  20250915   5230.0   5345.0  ...       73.54   5253.0      5152.0       RS
141  RS607  20250915   5519.0   5561.0  ...      116.46   5546.0      5543.0       RS
142  RS608  20250915   5599.0   5599.0  ...      178.03   5563.0      5555.0       RS
143  RS609  20250915      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250915   1201.0   1223.0  ...    34915.56   1209.0      1200.0       SA
145  SA511  20250915   1218.0   1238.0  ...   283060.12   1224.0      1214.0       SA
146  SA512  20250915   1279.0   1302.0  ...   154423.99   1287.0      1274.0       SA
147  SA601  20250915   1294.0   1314.0  ...  3679034.38   1298.0      1286.0       SA
148  SA602  20250915   1319.0   1342.0  ...    40580.10   1327.0      1315.0       SA
149  SA603  20250915   1328.0   1348.0  ...     3224.07   1332.0      1318.0       SA
150  SA604  20250915   1358.0   1384.0  ...     1130.23   1372.0      1358.0       SA
151  SA605  20250915   1370.0   1390.0  ...   117957.36   1375.0      1361.0       SA
152  SA606  20250915   1384.0   1399.0  ...     1488.77   1389.0      1369.0       SA
153  SA607  20250915   1387.0   1400.0  ...     3203.64   1392.0      1372.0       SA
154  SA608  20250915   1400.0   1414.0  ...     3761.14   1408.0      1389.0       SA
155  SA609  20250915   1405.0   1418.0  ...     7168.67   1411.0      1389.0       SA
156  SF510  20250915   5432.0   5524.0  ...    17459.90   5488.0      5446.0       SF
157  SF511  20250915   5606.0   5708.0  ...   566446.62   5660.0      5620.0       SF
158  SF512  20250915   5580.0   5670.0  ...   168663.47   5622.0      5576.0       SF
159  SF601  20250915   5574.0   5668.0  ...   174261.32   5628.0      5584.0       SF
160  SF602  20250915   5540.0   5628.0  ...    23965.68   5586.0      5542.0       SF
161  SF603  20250915   5736.0   5794.0  ...       89.26   5760.0      5698.0       SF
162  SF604  20250915   5726.0   5726.0  ...        2.86   5726.0      5732.0       SF
163  SF605  20250915   5682.0   5770.0  ...     2942.51   5730.0      5692.0       SF
164  SF606  20250915   5652.0   5732.0  ...       68.34   5696.0      5654.0       SF
165  SF607  20250915   5828.0   5878.0  ...       20.49   5856.0      5826.0       SF
166  SF608  20250915   5772.0   5804.0  ...       23.16   5790.0      5738.0       SF
167  SF609  20250915   5780.0   5804.0  ...       14.47   5788.0      5738.0       SF
168  SH510  20250915   2509.0   2528.0  ...    34125.08   2511.0      2533.0       SH
169  SH511  20250915   2535.0   2547.0  ...   683354.31   2528.0      2548.0       SH
170  SH512  20250915   2565.0   2576.0  ...   317701.37   2561.0      2573.0       SH
171  SH601  20250915   2559.0   2582.0  ...  2152792.74   2566.0      2567.0       SH
172  SH602  20250915   2581.0   2599.0  ...    18572.06   2584.0      2585.0       SH
173  SH603  20250915   2598.0   2616.0  ...     2311.28   2603.0      2600.0       SH
174  SH604  20250915   2645.0   2657.0  ...      151.00   2649.0      2644.0       SH
175  SH605  20250915   2648.0   2667.0  ...    12122.62   2653.0      2652.0       SH
176  SH606  20250915   2659.0   2676.0  ...       95.78   2661.0      2659.0       SH
177  SH607  20250915   2656.0   2672.0  ...       24.00   2666.0      2654.0       SH
178  SH608  20250915   2665.0   2681.0  ...       72.14   2672.0      2673.0       SH
179  SH609  20250915   2650.0   2683.0  ...       95.98   2666.0      2673.0       SH
180  SM510  20250915   5728.0   5820.0  ...    23472.81   5792.0      5746.0       SM
181  SM511  20250915   5866.0   5906.0  ...   295803.60   5864.0      5820.0       SM
182  SM512  20250915   5840.0   5914.0  ...   100712.45   5880.0      5828.0       SM
183  SM601  20250915   5830.0   5922.0  ...   541456.24   5884.0      5836.0       SM
184  SM602  20250915   5838.0   5920.0  ...   141499.19   5876.0      5830.0       SM
185  SM603  20250915   5844.0   5932.0  ...       47.20   5900.0      5858.0       SM
186  SM604  20250915      0.0      0.0  ...        0.00   5926.0      5878.0       SM
187  SM605  20250915   5880.0   5958.0  ...     6166.83   5918.0      5866.0       SM
188  SM606  20250915   5928.0   5932.0  ...        5.93   5930.0      5878.0       SM
189  SM607  20250915   5908.0   5950.0  ...       14.83   5934.0      5886.0       SM
190  SM608  20250915   5958.0   5980.0  ...       32.76   5956.0      5886.0       SM
191  SM609  20250915   5978.0   5980.0  ...       11.96   5980.0      5886.0       SM
192  SR511  20250915   5530.0   5570.0  ...    95695.22   5546.0      5550.0       SR
193  SR601  20250915   5535.0   5564.0  ...   827128.27   5545.0      5544.0       SR
194  SR603  20250915   5527.0   5548.0  ...     2334.32   5532.0      5529.0       SR
195  SR605  20250915   5519.0   5538.0  ...    38362.97   5521.0      5519.0       SR
196  SR607  20250915   5509.0   5534.0  ...     2257.04   5518.0      5515.0       SR
197  SR609  20250915   5551.0   5551.0  ...     1941.01   5530.0      5515.0       SR
198  TA510  20250915   4648.0   4674.0  ...    31704.41   4652.0      4616.0       TA
199  TA511  20250915   4654.0   4690.0  ...   374953.31   4664.0      4628.0       TA
200  TA512  20250915   4664.0   4700.0  ...   206066.17   4676.0      4638.0       TA
201  TA601  20250915   4678.0   4704.0  ...  1315250.22   4684.0      4648.0       TA
202  TA602  20250915   4680.0   4714.0  ...    18388.51   4694.0      4658.0       TA
203  TA603  20250915   4706.0   4716.0  ...      181.26   4708.0      4668.0       TA
204  TA604  20250915   4722.0   4722.0  ...       37.69   4712.0      4672.0       TA
205  TA605  20250915   4704.0   4736.0  ...    31497.76   4718.0      4686.0       TA
206  TA606  20250915   4722.0   4722.0  ...        4.72   4722.0      4692.0       TA
207  TA607  20250915      0.0      0.0  ...        0.00   4732.0      4710.0       TA
208  TA608  20250915   4766.0   4766.0  ...        2.38   4766.0      4718.0       TA
209  TA609  20250915   4764.0   4764.0  ...       56.78   4732.0      4718.0       TA
210  UR510  20250915   1586.0   1605.0  ...     8284.00   1596.0      1595.0       UR
211  UR511  20250915   1650.0   1671.0  ...    52655.07   1664.0      1650.0       UR
212  UR512  20250915   1656.0   1682.0  ...    14534.18   1675.0      1662.0       UR
213  UR601  20250915   1666.0   1688.0  ...   558323.98   1679.0      1667.0       UR
214  UR602  20250915   1674.0   1690.0  ...      572.46   1684.0      1669.0       UR
215  UR603  20250915   1723.0   1732.0  ...      127.85   1728.0      1715.0       UR
216  UR604  20250915   1724.0   1728.0  ...       20.71   1726.0      1718.0       UR
217  UR605  20250915   1716.0   1736.0  ...    17773.51   1729.0      1718.0       UR
218  UR606  20250915   1722.0   1735.0  ...      238.54   1729.0      1717.0       UR
219  UR607  20250915   1757.0   1765.0  ...       42.29   1762.0      1745.0       UR
220  UR608  20250915   1750.0   1761.0  ...      140.62   1758.0      1738.0       UR
221  UR609  20250915   1757.0   1757.0  ...      252.10   1751.0      1738.0       UR
222  WH511  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:00,438 - future_1d - INFO - ak.get_czce_daily('2025-09-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250915  ...   80870      80710      CU
1        1      CU2510  20250915  ...   80830      80660      CU
2        2      CU2511  20250915  ...   80830      80650      CU
3        3      CU2512  20250915  ...   80810      80640      CU
4        4      CU2601  20250915  ...   80800      80610      CU
5        5      CU2602  20250915  ...   80770      80580      CU
6        6      CU2603  20250915  ...   80760      80660      CU
7        7      CU2604  20250915  ...   80810      80600      CU
8        8      CU2605  20250915  ...   80830      80640      CU
9        9      CU2606  20250915  ...   80810      80740      CU
10      10      CU2607  20250915  ...   80760      80620      CU
11      11      CU2608  20250915  ...   80850      80650      CU
12      12      BC2509  20250915  ...   70500      70500      BC
13      13      BC2510  20250915  ...   71780      71640      BC
14      14      BC2511  20250915  ...   71830      71660      BC
15      15      BC2512  20250915  ...   71910      71670      BC
16      16      BC2601  20250915  ...   72000      72000      BC
17      17      BC2602  20250915  ...   71650      71650      BC
18      18      BC2603  20250915  ...   72000      72000      BC
19      19      BC2604  20250915  ...   71550      71500      BC
20      20      BC2605  20250915  ...   71550      71350      BC
21      21      BC2606  20250915  ...   71500      71450      BC
22      22      BC2607  20250915  ...   71560      71560      BC
23      23      BC2608  20250915  ...   71550      71550      BC
24      24      AL2509  20250915  ...   21000      21040      AL
25      25      AL2510  20250915  ...   21045      21030      AL
26      26      AL2511  20250915  ...   21045      21020      AL
27      27      AL2512  20250915  ...   21015      20975      AL
28      28      AL2601  20250915  ...   20985      20935      AL
29      29      AL2602  20250915  ...   20970      20925      AL
30      30      AL2603  20250915  ...   20980      20925      AL
31      31      AL2604  20250915  ...   21000      20940      AL
32      32      AL2605  20250915  ...   21005      20980      AL
33      33      AL2606  20250915  ...   21015      20975      AL
34      34      AL2607  20250915  ...   20990      20970      AL
35      35      AL2608  20250915  ...   20985      20965      AL
36      36      ZN2509  20250915  ...   22240      22240      ZN
37      37      ZN2510  20250915  ...   22305      22280      ZN
38      38      ZN2511  20250915  ...   22320      22295      ZN
39      39      ZN2512  20250915  ...   22335      22310      ZN
40      40      ZN2601  20250915  ...   22345      22335      ZN
41      41      ZN2602  20250915  ...   22360      22340      ZN
42      42      ZN2603  20250915  ...   22375      22345      ZN
43      43      ZN2604  20250915  ...   22400      22375      ZN
44      44      ZN2605  20250915  ...   22405      22400      ZN
45      45      ZN2606  20250915  ...   22420      22410      ZN
46      46      ZN2607  20250915  ...   22420      22370      ZN
47      47      ZN2608  20250915  ...   22440      22390      ZN
48      48      PB2509  20250915  ...   17170      16860      PB
49      49      PB2510  20250915  ...   17120      16965      PB
50      50      PB2511  20250915  ...   17140      16985      PB
51      51      PB2512  20250915  ...   17155      16975      PB
52      52      PB2601  20250915  ...   17155      16965      PB
53      53      PB2602  20250915  ...   17180      17045      PB
54      54      PB2603  20250915  ...   17190      16945      PB
55      55      PB2604  20250915  ...   17205      17065      PB
56      56      PB2605  20250915  ...   17175      17175      PB
57      57      PB2606  20250915  ...   17105      16935      PB
58      58      PB2607  20250915  ...   17155      17005      PB
59      59      PB2608  20250915  ...   17210      17135      PB
60      60      NI2509  20250915  ...  123340     121270      NI
61      61      NI2510  20250915  ...  122170     121190      NI
62      62      NI2511  20250915  ...  122380     121470      NI
63      63      NI2512  20250915  ...  122580     121560      NI
64      64      NI2601  20250915  ...  122810     121840      NI
65      65      NI2602  20250915  ...  122970     122140      NI
66      66      NI2603  20250915  ...  123430     122210      NI
67      67      NI2604  20250915  ...  123800     122290      NI
68      68      NI2605  20250915  ...  123750     122460      NI
69      69      NI2606  20250915  ...  123960     122790      NI
70      70      NI2607  20250915  ...  124160     122790      NI
71      71      NI2608  20250915  ...  124390     123400      NI
72      72      SN2509  20250915  ...  273540     273970      SN
73      73      SN2510  20250915  ...  273890     272850      SN
74      74      SN2511  20250915  ...  273950     273260      SN
75      75      SN2512  20250915  ...  273810     273380      SN
76      76      SN2601  20250915  ...  274030     273380      SN
77      77      SN2602  20250915  ...  273700     273590      SN
78      78      SN2603  20250915  ...  274260     273110      SN
79      79      SN2604  20250915  ...  274510     273390      SN
80      80      SN2605  20250915  ...  274580     273940      SN
81      81      SN2606  20250915  ...  274940     274310      SN
82      82      SN2607  20250915  ...  275260     273480      SN
83      83      SN2608  20250915  ...  275630     274950      SN
84      84      AO2509  20250915  ...    2875       2875      AO
85      85      AO2510  20250915  ...    2907       2904      AO
86      86      AO2511  20250915  ...    2910       2908      AO
87      87      AO2512  20250915  ...    2918       2917      AO
88      88      AO2601  20250915  ...    2926       2922      AO
89      89      AO2602  20250915  ...    2935       2928      AO
90      90      AO2603  20250915  ...    3002       2995      AO
91      91      AO2604  20250915  ...    3009       3004      AO
92      92      AO2605  20250915  ...    3015       3010      AO
93      93      AO2606  20250915  ...    3021       3019      AO
94      94      AO2607  20250915  ...    3031       3035      AO
95      95      AO2608  20250915  ...    3035       3040      AO
96      96      AD2511  20250915  ...   20580      20570      AD
97      97      AD2512  20250915  ...   20600      20580      AD
98      98      AD2601  20250915  ...   20630      20570      AD
99      99      AD2602  20250915  ...   20620      20545      AD
100    100      AD2603  20250915  ...   20475      20475      AD
101    101      AD2604  20250915  ...   20485      20490      AD
102    102      AD2605  20250915  ...   20520      20455      AD
103    103      AD2606  20250915  ...   20455      20155      AD
104    104      AD2607  20250915  ...   20445      20425      AD
105    105      AD2608  20250915  ...   20515      20515      AD
106    106      AU2509  20250915  ...  820.82      832.5      AU
107    107      AU2510  20250915  ...  832.56     830.74      AU
108    108      AU2511  20250915  ...  833.64     832.94      AU
109    109      AU2512  20250915  ...   834.9     833.42      AU
110    110      AU2602  20250915  ...  837.12      835.4      AU
111    111      AU2604  20250915  ...  839.42     837.78      AU
112    112      AU2606  20250915  ...  841.46     840.26      AU
113    113      AU2608  20250915  ...  844.46      842.2      AU
114    114      AG2509  20250915  ...    9956       9865      AG
115    115      AG2510  20250915  ...   10028       9930      AG
116    116      AG2511  20250915  ...   10038       9944      AG
117    117      AG2512  20250915  ...   10052       9963      AG
118    118      AG2601  20250915  ...   10064       9965      AG
119    119      AG2602  20250915  ...   10075       9975      AG
120    120      AG2603  20250915  ...   10083      10002      AG
121    121      AG2604  20250915  ...   10097      10007      AG
122    122      AG2605  20250915  ...   10115      10035      AG
123    123      AG2606  20250915  ...   10126      10038      AG
124    124      AG2607  20250915  ...   10144      10051      AG
125    125      AG2608  20250915  ...   10159      10068      AG
126    126      RB2509  20250915  ...    2941       2941      RB
127    127      RB2510  20250915  ...    3037       3017      RB
128    128      RB2511  20250915  ...    3055       3035      RB
129    129      RB2512  20250915  ...    3102       3089      RB
130    130      RB2601  20250915  ...    3127       3107      RB
131    131      RB2602  20250915  ...    3135       3112      RB
132    132      RB2603  20250915  ...    3157       3122      RB
133    133      RB2604  20250915  ...    3171       3148      RB
134    134      RB2605  20250915  ...    3192       3163      RB
135    135      RB2606  20250915  ...    3207       3180      RB
136    136      RB2607  20250915  ...    3227       3200      RB
137    137      RB2608  20250915  ...    3235       3207      RB
138    138      WR2509  20250915  ...    3342       3342      WR
139    139      WR2510  20250915  ...    3289       3276      WR
140    140      WR2511  20250915  ...    3302       3302      WR
141    141      WR2512  20250915  ...    3324       3324      WR
142    142      WR2601  20250915  ...    3350       3366      WR
143    143      WR2602  20250915  ...    3358       3358      WR
144    144      WR2603  20250915  ...    3338       3338      WR
145    145      WR2604  20250915  ...    3389       3389      WR
146    146      WR2605  20250915  ...    3414       3414      WR
147    147      WR2606  20250915  ...    3372       3372      WR
148    148      WR2607  20250915  ...    3390       3390      WR
149    149      WR2608  20250915  ...    3399       3399      WR
150    150      HC2509  20250915  ...    3396       3396      HC
151    151      HC2510  20250915  ...    3393       3374      HC
152    152      HC2511  20250915  ...    3379       3361      HC
153    153      HC2512  20250915  ...    3372       3360      HC
154    154      HC2601  20250915  ...    3360       3341      HC
155    155      HC2602  20250915  ...    3362       3338      HC
156    156      HC2603  20250915  ...    3363       3343      HC
157    157      HC2604  20250915  ...    3365       3346      HC
158    158      HC2605  20250915  ...    3364       3345      HC
159    159      HC2606  20250915  ...    3369       3341      HC
160    160      HC2607  20250915  ...    3371       3356      HC
161    161      HC2608  20250915  ...    3377       3351      HC
162    162      SS2509  20250915  ...   12800      12800      SS
163    163      SS2510  20250915  ...   12915      12830      SS
164    164      SS2511  20250915  ...   13005      12915      SS
165    165      SS2512  20250915  ...   13045      12955      SS
166    166      SS2601  20250915  ...   13115      13010      SS
167    167      SS2602  20250915  ...   13130      13015      SS
168    168      SS2603  20250915  ...   13205      13130      SS
169    169      SS2604  20250915  ...   13235      13140      SS
170    170      SS2605  20250915  ...   13365      13290      SS
171    171      SS2606  20250915  ...   13425      13305      SS
172    172      SS2607  20250915  ...   13505      13370      SS
173    173      SS2608  20250915  ...   13515      13430      SS
174    174      SC2510  20250915  ...     488      479.2      SC
175    175      SC2511  20250915  ...   488.5      480.5      SC
176    176      SC2512  20250915  ...   487.6      479.5      SC
177    177      SC2601  20250915  ...   487.5        479      SC
178    178      SC2602  20250915  ...     487      478.4      SC
179    179      SC2603  20250915  ...   486.6      477.8      SC
180    180      SC2604  20250915  ...   485.9      477.4      SC
181    181      SC2605  20250915  ...   485.9      477.3      SC
182    182      SC2606  20250915  ...   485.8      476.6      SC
183    183      SC2607  20250915  ...   486.1      475.9      SC
184    184      SC2608  20250915  ...   482.4      474.7      SC
185    185      SC2609  20250915  ...   481.8        473      SC
186    186      SC2612  20250915  ...   475.4      472.6      SC
187    187      SC2703  20250915  ...   474.6      469.2      SC
188    188      SC2706  20250915  ...   474.7        470      SC
189    189      SC2709  20250915  ...   473.2        470      SC
190    190      SC2712  20250915  ...   472.1      466.6      SC
191    191      SC2803  20250915  ...   471.1      468.2      SC
192    192      SC2806  20250915  ...   466.7      462.8      SC
193    193      SC2809  20250915  ...     469        462      SC
194    194      LU2510  20250915  ...    3332       3261      LU
195    195      LU2511  20250915  ...    3353       3288      LU
196    196      LU2512  20250915  ...    3346       3276      LU
197    197      LU2601  20250915  ...    3343       3285      LU
198    198      LU2602  20250915  ...    3333       3283      LU
199    199      LU2603  20250915  ...    3328       3276      LU
200    200      LU2604  20250915  ...    3323       3257      LU
201    201      LU2605  20250915  ...    3318       3274      LU
202    202      LU2606  20250915  ...    3317       3271      LU
203    203      LU2607  20250915  ...    3312       3265      LU
204    204      LU2608  20250915  ...    3320       3261      LU
205    205      LU2609  20250915  ...    3308       3260      LU
206    206      FU2510  20250915  ...    2820       2776      FU
207    207      FU2511  20250915  ...    2818       2768      FU
208    208      FU2512  20250915  ...    2801       2745      FU
209    209      FU2601  20250915  ...    2787       2733      FU
210    210      FU2602  20250915  ...    2777       2718      FU
211    211      FU2603  20250915  ...    2764       2714      FU
212    212      FU2604  20250915  ...    2755       2712      FU
213    213      FU2605  20250915  ...    2744       2698      FU
214    214      FU2606  20250915  ...    2736       2694      FU
215    215      FU2607  20250915  ...    2722       2687      FU
216    216      FU2608  20250915  ...    2717       2681      FU
217    217      FU2609  20250915  ...    2695       2664      FU
218    218      BU2509  20250915  ...    3306       3423      BU
219    219      BU2510  20250915  ...    3416       3421      BU
220    220      BU2511  20250915  ...    3398       3403      BU
221    221      BU2512  20250915  ...    3363       3359      BU
222    222      BU2601  20250915  ...    3344       3338      BU
223    223      BU2602  20250915  ...    3343       3336      BU
224    224      BU2603  20250915  ...    3347       3340      BU
225    225      BU2604  20250915  ...    3338       3308      BU
226    226      BU2605  20250915  ...    3344       3334      BU
227    227      BU2606  20250915  ...    3344       3329      BU
228    228      BU2607  20250915  ...    3339       3339      BU
229    229      BU2608  20250915  ...    3321       3320      BU
230    230      BU2609  20250915  ...    3331       3322      BU
231    231      BU2612  20250915  ...    3296       3281      BU
232    232      BU2703  20250915  ...    3307       3289      BU
233    233      BU2706  20250915  ...    3308       3292      BU
234    234      BR2509  20250915  ...   11675      11675      BR
235    235      BR2510  20250915  ...   11630      11575      BR
236    236      BR2511  20250915  ...   11590      11545      BR
237    237      BR2512  20250915  ...   11595      11525      BR
238    238      BR2601  20250915  ...   11600      11540      BR
239    239      BR2602  20250915  ...   11570      11685      BR
240    240      BR2603  20250915  ...   11585      11570      BR
241    241      BR2604  20250915  ...   11690      11615      BR
242    242      BR2605  20250915  ...   11675      11640      BR
243    243      BR2606  20250915  ...   11725      11715      BR
244    244      BR2607  20250915  ...   11845      11715      BR
245    245      BR2608  20250915  ...   11770      11705      BR
246    246      RU2509  20250915  ...   14940      14835      RU
247    247      RU2510  20250915  ...   14980      14910      RU
248    248      RU2511  20250915  ...   14935      14880      RU
249    249      RU2601  20250915  ...   15870      15810      RU
250    250      RU2603  20250915  ...   15905      15790      RU
251    251      RU2604  20250915  ...   15840      15770      RU
252    252      RU2605  20250915  ...   15845      15835      RU
253    253      RU2606  20250915  ...   15865      15925      RU
254    254      RU2607  20250915  ...   15870      15865      RU
255    255      RU2608  20250915  ...   16065      15970      RU
256    256      NR2509  20250915  ...   12645      12645      NR
257    257      NR2510  20250915  ...   12555      12495      NR
258    258      NR2511  20250915  ...   12595      12545      NR
259    259      NR2512  20250915  ...   12645      12590      NR
260    260      NR2601  20250915  ...   12665      12615      NR
261    261      NR2602  20250915  ...   12700      12645      NR
262    262      NR2603  20250915  ...   12690      12630      NR
263    263      NR2604  20250915  ...   12710      12675      NR
264    264      NR2605  20250915  ...   12740      12695      NR
265    265      NR2606  20250915  ...   12635      12580      NR
266    266      NR2607  20250915  ...   12650      12640      NR
267    267      NR2608  20250915  ...   12685      12685      NR
268    268      SP2509  20250915  ...    4952       4926      SP
269    269      SP2510  20250915  ...    4992       4964      SP
270    270      SP2511  20250915  ...    5024       4988      SP
271    271      SP2512  20250915  ...    5042       5004      SP
272    272      SP2601  20250915  ...    5308       5276      SP
273    273      SP2602  20250915  ...    5286       5262      SP
274    274      SP2603  20250915  ...    5300       5272      SP
275    275      SP2604  20250915  ...    5316       5278      SP
276    276      SP2605  20250915  ...    5314       5290      SP
277    277      SP2606  20250915  ...    5322       5290      SP
278    278      SP2607  20250915  ...    5332       5294      SP
279    279      SP2608  20250915  ...    5330       5296      SP
280    280      OP2601  20250915  ...    4214       4220      OP
281    281      OP2602  20250915  ...    4214       4202      OP
282    282      OP2603  20250915  ...    4226       4228      OP
283    283      OP2604  20250915  ...    4250       4250      OP
284    284      OP2605  20250915  ...    4222       4248      OP
285    285      OP2606  20250915  ...    4216       4222      OP
286    286      OP2607  20250915  ...    4240       4256      OP
287    287      OP2608  20250915  ...    4256       4250      OP
288    288      EC2510  20250915  ...  1170.9     1181.6      EC
289    289      EC2512  20250915  ...  1640.3     1594.5      EC
290    290      EC2602  20250915  ...    1521     1490.3      EC
291    291      EC2604  20250915  ...  1250.1     1235.6      EC
292    292      EC2606  20250915  ...  1425.3     1412.9      EC
293    293      EC2608  20250915  ...  1596.5     1580.3      EC
294    294  SC_TAS2510  20250915  ...                     SC_TAS
295    295  SC_TAS2511  20250915  ...                     SC_TAS
296    296  SC_TAS2512  20250915  ...                     SC_TAS
297    297  SC_TAS2601  20250915  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-22 18:26:00,556 - future_1d - INFO - ak.get_shfe_daily('2025-09-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250915   3958.00  ...   3942.00     3956.00        A
1     a2601  20250915   3956.00  ...   3941.00     3956.00        A
2     a2603  20250915   3965.00  ...   3943.00     3963.00        A
3     a2605  20250915   3998.00  ...   3993.00     4002.00        A
4     a2607  20250915   4008.00  ...   3992.00     4006.00        A
5     a2609  20250915   4102.00  ...   4017.00     4006.00        A
6     b2510  20250915   3743.00  ...   3700.00     3726.00        B
7     b2511  20250915   3761.00  ...   3737.00     3760.00        B
8     b2512  20250915   3788.00  ...   3769.00     3787.00        B
9     b2601  20250915   3781.00  ...   3758.00     3785.00        B
10    b2602  20250915   3765.00  ...   3737.00     3765.00        B
11    b2603  20250915   3713.00  ...   3696.00     3713.00        B
12    b2604  20250915   3598.00  ...   3581.00     3598.00        B
13    b2605  20250915   3523.00  ...   3514.00     3518.00        B
14    b2606  20250915   3489.00  ...   3482.00     3487.00        B
15    b2607  20250915   3491.00  ...   3482.00     3487.00        B
16    b2608  20250915   3592.00  ...   3581.00     3588.00        B
17    b2609  20250915   3633.00  ...   3610.00     3588.00        B
18   bb2511  20250915    141.85  ...    142.05      141.95       BB
19   bb2601  20250915    146.50  ...    146.60      146.80       BB
20   bb2603  20250915    147.00  ...    146.80      146.90       BB
21   bb2605  20250915      0.00  ...    141.85      141.90       BB
22   bb2607  20250915      0.00  ...    146.65      146.70       BB
23   bb2609  20250915      0.00  ...    146.65      146.70       BB
24   bz2603  20250915   6015.00  ...   6021.00     5989.00       BZ
25   bz2604  20250915   5983.00  ...   6007.00     5953.00       BZ
26   bz2605  20250915   6028.00  ...   6039.00     6011.00       BZ
27   bz2606  20250915   6008.00  ...   6008.00     5953.00       BZ
28   bz2607  20250915      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250915      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250915   2199.00  ...   2178.00     2199.00        C
31    c2601  20250915   2170.00  ...   2159.00     2169.00        C
32    c2603  20250915   2184.00  ...   2176.00     2185.00        C
33    c2605  20250915   2239.00  ...   2232.00     2238.00        C
34    c2607  20250915   2253.00  ...   2247.00     2255.00        C
35    c2609  20250915   2260.00  ...   2258.00     2255.00        C
36   cs2511  20250915   2478.00  ...   2457.00     2476.00       CS
37   cs2601  20250915   2488.00  ...   2481.00     2493.00       CS
38   cs2603  20250915   2497.00  ...   2490.00     2502.00       CS
39   cs2605  20250915   2582.00  ...   2574.00     2584.00       CS
40   cs2607  20250915   2581.00  ...   2581.00     2588.00       CS
41   cs2609  20250915      0.00  ...   2588.00     2588.00       CS
42   eb2509  20250915   6589.00  ...   6789.00     6962.00       EB
43   eb2510  20250915   7073.00  ...   7072.00     7027.00       EB
44   eb2511  20250915   7082.00  ...   7083.00     7040.00       EB
45   eb2512  20250915   7091.00  ...   7093.00     7045.00       EB
46   eb2601  20250915   7111.00  ...   7116.00     7069.00       EB
47   eb2602  20250915   7134.00  ...   7142.00     7093.00       EB
48   eb2603  20250915   7166.00  ...   7183.00     7127.00       EB
49   eb2604  20250915   7216.00  ...   7214.00     7158.00       EB
50   eb2605  20250915   7208.00  ...   7226.00     7177.00       EB
51   eb2606  20250915      0.00  ...   7169.00     7169.00       EB
52   eb2607  20250915      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250915      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250915   4374.00  ...   4338.00     4408.00       EG
55   eg2510  20250915   4322.00  ...   4308.00     4308.00       EG
56   eg2511  20250915   4298.00  ...   4274.00     4270.00       EG
57   eg2512  20250915   4278.00  ...   4268.00     4269.00       EG
58   eg2601  20250915   4285.00  ...   4277.00     4279.00       EG
59   eg2602  20250915   4267.00  ...   4269.00     4286.00       EG
60   eg2603  20250915   4281.00  ...   4278.00     4288.00       EG
61   eg2604  20250915   4312.00  ...   4317.00     4313.00       EG
62   eg2605  20250915   4335.00  ...   4327.00     4326.00       EG
63   eg2606  20250915   4322.00  ...   4332.00     4333.00       EG
64   eg2607  20250915      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250915      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250915   1266.50  ...   1266.50     1268.50       FB
67   fb2511  20250915   1260.50  ...   1257.50     1261.50       FB
68   fb2512  20250915   1261.00  ...   1263.00     1258.50       FB
69   fb2601  20250915   1253.00  ...   1255.00     1253.50       FB
70   fb2602  20250915   1254.00  ...   1249.00     1247.00       FB
71   fb2603  20250915   1254.50  ...   1249.00     1249.00       FB
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:01,231 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250915   486.6  ...     488      479.2      SC
1       SC2511  20250915   488.5  ...   488.5      480.5      SC
2       SC2512  20250915     488  ...   487.6      479.5      SC
3       SC2601  20250915   487.3  ...   487.5        479      SC
4       SC2602  20250915   486.6  ...     487      478.4      SC
5       SC2603  20250915   486.4  ...   486.6      477.8      SC
6       SC2604  20250915   486.1  ...   485.9      477.4      SC
7       SC2605  20250915   485.1  ...   485.9      477.3      SC
8       SC2606  20250915   485.8  ...   485.8      476.6      SC
9       SC2607  20250915     485  ...   486.1      475.9      SC
10      SC2608  20250915   483.3  ...   482.4      474.7      SC
11      SC2609  20250915   483.6  ...   481.8        473      SC
12      SC2612  20250915          ...   475.4      472.6      SC
13      SC2703  20250915          ...   474.6      469.2      SC
14      SC2706  20250915          ...   474.7        470      SC
15      SC2709  20250915          ...   473.2        470      SC
16      SC2712  20250915          ...   472.1      466.6      SC
17      SC2803  20250915   471.1  ...   471.1      468.2      SC
18      SC2806  20250915   466.7  ...   466.7      462.8      SC
19      SC2809  20250915     469  ...     469        462      SC
21      LU2510  20250915    3305  ...    3332       3261      LU
22      LU2511  20250915    3365  ...    3353       3288      LU
23      LU2512  20250915    3350  ...    3346       3276      LU
24      LU2601  20250915    3311  ...    3343       3285      LU
25      LU2602  20250915    3299  ...    3333       3283      LU
26      LU2603  20250915    3324  ...    3328       3276      LU
27      LU2604  20250915    3320  ...    3323       3257      LU
28      LU2605  20250915    3317  ...    3318       3274      LU
29      LU2606  20250915    3313  ...    3317       3271      LU
30      LU2607  20250915    3281  ...    3312       3265      LU
31      LU2608  20250915    3320  ...    3320       3261      LU
32      LU2609  20250915    3265  ...    3308       3260      LU
34      NR2509  20250915          ...   12645      12645      NR
35      NR2510  20250915   12540  ...   12555      12495      NR
36      NR2511  20250915   12600  ...   12595      12545      NR
37      NR2512  20250915   12650  ...   12645      12590      NR
38      NR2601  20250915   12665  ...   12665      12615      NR
39      NR2602  20250915   12690  ...   12700      12645      NR
40      NR2603  20250915   12700  ...   12690      12630      NR
41      NR2604  20250915   12690  ...   12710      12675      NR
42      NR2605  20250915   12615  ...   12740      12695      NR
43      NR2606  20250915          ...   12635      12580      NR
44      NR2607  20250915          ...   12650      12640      NR
45      NR2608  20250915          ...   12685      12685      NR
47      BC2509  20250915          ...   70500      70500      BC
48      BC2510  20250915   71750  ...   71780      71640      BC
49      BC2511  20250915   71920  ...   71830      71660      BC
50      BC2512  20250915   71680  ...   71910      71670      BC
51      BC2601  20250915          ...   72000      72000      BC
52      BC2602  20250915          ...   71650      71650      BC
53      BC2603  20250915          ...   72000      72000      BC
54      BC2604  20250915          ...   71550      71500      BC
55      BC2605  20250915          ...   71550      71350      BC
56      BC2606  20250915          ...   71500      71450      BC
57      BC2607  20250915          ...   71560      71560      BC
58      BC2608  20250915          ...   71550      71550      BC
60      EC2510  20250915    1150  ...  1170.9     1181.6      EC
61      EC2512  20250915    1605  ...  1640.3     1594.5      EC
62      EC2602  20250915  1496.9  ...    1521     1490.3      EC
63      EC2604  20250915  1240.3  ...  1250.1     1235.6      EC
64      EC2606  20250915  1403.6  ...  1425.3     1412.9      EC
65      EC2608  20250915  1583.2  ...  1596.5     1580.3      EC
68  SC_TAS2510  20250915          ...                     SC_TAS
69  SC_TAS2511  20250915          ...                     SC_TAS
70  SC_TAS2512  20250915          ...                     SC_TAS
71  SC_TAS2601  20250915          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 18:26:01,336 - future_1d - INFO - ak.get_ine_daily('2025-09-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250915  7158.200  ...  7125.800    7152.400       IC
1   IC2510  20250915  7111.000  ...  7062.800    7100.000       IC
2   IC2512  20250915  7030.200  ...  6951.400    7000.400       IC
3   IC2603  20250915  6873.000  ...  6791.200    6849.400       IC
4   IF2509  20250915  4533.000  ...  4528.000    4525.800       IF
5   IF2510  20250915  4529.800  ...  4518.800    4517.600       IF
6   IF2512  20250915  4506.800  ...  4496.400    4499.200       IF
7   IF2603  20250915  4489.400  ...  4470.800    4478.800       IF
8   IH2509  20250915  2972.000  ...  2961.200    2969.800       IH
9   IH2510  20250915  2974.000  ...  2960.800    2969.800       IH
10  IH2512  20250915  2978.000  ...  2962.400    2971.200       IH
11  IH2603  20250915  2978.400  ...  2964.200    2974.000       IH
12  IM2509  20250915  7420.000  ...  7386.400    7400.800       IM
13  IM2510  20250915  7366.600  ...  7317.000    7333.600       IM
14  IM2512  20250915  7184.600  ...  7161.400    7186.400       IM
15  IM2603  20250915  6995.000  ...  6951.200    6985.200       IM
16   T2512  20250915   107.690  ...   107.840     107.680        T
17   T2603  20250915   107.410  ...   107.525     107.385        T
18   T2606  20250915   107.210  ...   107.345     107.385        T
19  TF2512  20250915   105.580  ...   105.660     105.580       TF
20  TF2603  20250915   105.505  ...   105.540     105.470       TF
21  TF2606  20250915   105.465  ...   105.435     105.470       TF
22  TL2512  20250915   115.260  ...   115.480     115.160       TL
23  TL2603  20250915   114.960  ...   115.180     114.850       TL
24  TL2606  20250915   114.910  ...   115.100     114.850       TL
25  TS2512  20250915   102.366  ...   102.368     102.364       TS
26  TS2603  20250915   102.304  ...   102.312     102.294       TS
27  TS2606  20250915   102.260  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-09-22 18:26:01,660 - future_1d - INFO - ak.get_cffex_daily('2025-09-15') done
2025-09-22 18:26:03,435 - future_1d - INFO - save future_daily 2025-09-15 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250916  54525.0  ...  54925.0     53505.0       PS
1   PS2511  20250916  55600.0  ...  54630.0     53400.0       PS
2   PS2512  20250916  57990.0  ...  57220.0     55890.0       PS
3   PS2601  20250916  57100.0  ...  57135.0     55780.0       PS
4   PS2602  20250916  57880.0  ...  57140.0     55835.0       PS
5   PS2603  20250916  57885.0  ...  57205.0     55620.0       PS
6   PS2604  20250916  57915.0  ...  57330.0     55840.0       PS
7   PS2605  20250916  57085.0  ...  57310.0     55975.0       PS
8   PS2606  20250916  59000.0  ...  59625.0     58160.0       PS
9   PS2607  20250916  59810.0  ...  59850.0     58285.0       PS
10  PS2608  20250916  59100.0  ...  59695.0     58340.0       PS
11  PS2609  20250916  60425.0  ...  59740.0     57875.0       PS
13  SI2510  20250916   8905.0  ...   8950.0      8755.0       SI
14  SI2511  20250916   9000.0  ...   8970.0      8840.0       SI
15  SI2512  20250916   9500.0  ...   9360.0      9215.0       SI
16  SI2601  20250916   9350.0  ...   9350.0      9205.0       SI
17  SI2602  20250916   9285.0  ...   9385.0      9175.0       SI
18  SI2603  20250916   9340.0  ...   9355.0      9215.0       SI
19  SI2604  20250916   9360.0  ...   9360.0      9215.0       SI
20  SI2605  20250916   9365.0  ...   9370.0      9220.0       SI
21  SI2606  20250916   9385.0  ...   9350.0      9220.0       SI
22  SI2607  20250916   9390.0  ...   9355.0      9260.0       SI
23  SI2608  20250916   9520.0  ...   9380.0      9290.0       SI
24  SI2609  20250916   9440.0  ...   9345.0      9245.0       SI
27  LC2510  20250916  74000.0  ...  73500.0     72160.0       LC
28  LC2511  20250916  73900.0  ...  73620.0     72240.0       LC
29  LC2512  20250916  74440.0  ...  73920.0     72420.0       LC
30  LC2601  20250916  74500.0  ...  73800.0     72420.0       LC
31  LC2602  20250916  74580.0  ...  73720.0     72480.0       LC
32  LC2603  20250916  74500.0  ...  73660.0     72340.0       LC
33  LC2604  20250916  74560.0  ...  74280.0     72720.0       LC
34  LC2605  20250916  74100.0  ...  74240.0     72780.0       LC
35  LC2606  20250916  74860.0  ...  74280.0     72540.0       LC
36  LC2607  20250916  74000.0  ...  73980.0     72520.0       LC
37  LC2608  20250916  74060.0  ...  73740.0     72540.0       LC
38  LC2609  20250916  73920.0  ...  73900.0     72440.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:09,319 - future_1d - INFO - ak.get_gfex_daily('2025-09-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250916   8431.0   8450.0  ...    47638.33   8421.0      8404.0       AP
1    AP511  20250916   8252.0   8252.0  ...     4879.68   8201.0      8213.0       AP
2    AP512  20250916   8223.0   8228.0  ...     1025.60   8205.0      8231.0       AP
3    AP601  20250916   8336.0   8336.0  ...   426432.76   8271.0      8310.0       AP
4    AP603  20250916   8176.0   8195.0  ...      416.21   8161.0      8220.0       AP
5    AP604  20250916   8165.0   8175.0  ...       73.50   8167.0      8215.0       AP
6    AP605  20250916   8261.0   8267.0  ...     2327.63   8225.0      8266.0       AP
7    CF511  20250916  13735.0  13805.0  ...   237565.10  13755.0     13740.0       CF
8    CF601  20250916  13875.0  13950.0  ...  1422412.34  13900.0     13885.0       CF
9    CF603  20250916  13835.0  13915.0  ...     1664.41  13870.0     13845.0       CF
10   CF605  20250916  13845.0  13910.0  ...   111549.27  13860.0     13850.0       CF
11   CF607  20250916  13845.0  13915.0  ...     1431.06  13895.0     13865.0       CF
12   CF609  20250916  13975.0  14060.0  ...      175.44  14035.0     13975.0       CF
13   CJ512  20250916  10855.0  10920.0  ...     3226.79  10790.0     10865.0       CJ
14   CJ601  20250916  10900.0  10950.0  ...   675279.37  10830.0     10905.0       CJ
15   CJ603  20250916  10935.0  10985.0  ...    10832.01  10860.0     10960.0       CJ
16   CJ605  20250916  11030.0  11080.0  ...   123247.95  10960.0     11040.0       CJ
17   CJ607  20250916  11180.0  11210.0  ...     1926.72  11105.0     11180.0       CJ
18   CJ609  20250916  11355.0  11400.0  ...      495.11  11250.0     11385.0       CJ
19   CY510  20250916      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250916  19855.0  20070.0  ...   120659.98  19965.0     19890.0       CY
21   CY512  20250916  19405.0  19405.0  ...        9.70  19405.0     19635.0       CY
22   CY601  20250916  19930.0  20020.0  ...     3157.64  19985.0     19910.0       CY
23   CY602  20250916      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250916      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250916      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250916  20195.0  20195.0  ...       20.17  20170.0     20065.0       CY
27   CY606  20250916      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250916      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250916      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250916  20940.0  20940.0  ...       30.81  20540.0     20160.0       CY
31   FG510  20250916   1100.0   1120.0  ...    28626.35   1109.0      1084.0       FG
32   FG511  20250916   1108.0   1127.0  ...   232450.33   1117.0      1092.0       FG
33   FG512  20250916   1220.0   1245.0  ...   116419.79   1234.0      1197.0       FG
34   FG601  20250916   1222.0   1249.0  ...  6281365.12   1236.0      1193.0       FG
35   FG602  20250916   1268.0   1296.0  ...    52701.41   1285.0      1239.0       FG
36   FG603  20250916   1270.0   1299.0  ...     2992.31   1290.0      1247.0       FG
37   FG604  20250916   1318.0   1347.0  ...      818.41   1337.0      1300.0       FG
38   FG605  20250916   1318.0   1347.0  ...   137737.04   1336.0      1296.0       FG
39   FG606  20250916   1348.0   1376.0  ...     1109.80   1367.0      1329.0       FG
40   FG607  20250916   1345.0   1370.0  ...     2596.69   1361.0      1324.0       FG
41   FG608  20250916   1359.0   1394.0  ...     2231.84   1385.0      1349.0       FG
42   FG609  20250916   1351.0   1393.0  ...     4226.76   1382.0      1341.0       FG
43   JR511  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250916   2297.0   2313.0  ...    13087.24   2298.0      2290.0       MA
52   MA511  20250916   2329.0   2342.0  ...   156365.92   2331.0      2318.0       MA
53   MA512  20250916   2372.0   2384.0  ...    96924.29   2376.0      2357.0       MA
54   MA601  20250916   2398.0   2408.0  ...  1248841.43   2394.0      2386.0       MA
55   MA602  20250916   2408.0   2423.0  ...    31872.10   2414.0      2394.0       MA
56   MA603  20250916   2425.0   2437.0  ...      315.69   2428.0      2411.0       MA
57   MA604  20250916   2428.0   2437.0  ...       58.39   2433.0      2401.0       MA
58   MA605  20250916   2407.0   2424.0  ...    82466.24   2412.0      2394.0       MA
59   MA606  20250916   2422.0   2423.0  ...       12.11   2422.0      2417.0       MA
60   MA607  20250916   2401.0   2409.0  ...      100.76   2399.0      2386.0       MA
61   MA608  20250916   2397.0   2402.0  ...       11.97   2394.0      2381.0       MA
62   MA609  20250916   2371.0   2396.0  ...     1193.43   2382.0      2371.0       MA
63   OI511  20250916  10096.0  10230.0  ...   559308.68  10154.0     10049.0       OI
64   OI601  20250916   9918.0  10063.0  ...  3499778.27   9981.0      9877.0       OI
65   OI603  20250916   9707.0   9828.0  ...     6705.93   9733.0      9697.0       OI
66   OI605  20250916   9517.0   9604.0  ...   224491.13   9516.0      9517.0       OI
67   OI607  20250916   9467.0   9559.0  ...     5254.93   9468.0      9478.0       OI
68   OI609  20250916   9438.0   9532.0  ...     3192.58   9446.0      9456.0       OI
69   PF510  20250916   6344.0   6408.0  ...    14417.59   6378.0      6366.0       PF
70   PF511  20250916   6340.0   6406.0  ...   643537.61   6380.0      6362.0       PF
71   PF512  20250916   6322.0   6384.0  ...   388107.66   6364.0      6340.0       PF
72   PF601  20250916   6374.0   6424.0  ...    28244.74   6400.0      6382.0       PF
73   PF602  20250916   6378.0   6430.0  ...    60187.29   6406.0      6390.0       PF
74   PF603  20250916   6392.0   6434.0  ...       51.36   6420.0      6394.0       PF
75   PF604  20250916   6428.0   6476.0  ...       25.81   6454.0      6444.0       PF
76   PF605  20250916   6474.0   6474.0  ...        9.69   6458.0      6460.0       PF
77   PF606  20250916      0.0      0.0  ...        0.00   6480.0      6480.0       PF
78   PF607  20250916      0.0      0.0  ...        0.00   6502.0      6502.0       PF
79   PF608  20250916      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250916   6580.0   6580.0  ...        6.58   6580.0      6504.0       PF
81   PK510  20250916   7808.0   7826.0  ...    20245.18   7800.0      7808.0       PK
82   PK511  20250916   7720.0   7812.0  ...   572845.33   7766.0      7752.0       PK
83   PK512  20250916   7762.0   7838.0  ...   190587.58   7798.0      7770.0       PK
84   PK601  20250916   7790.0   7840.0  ...    74875.55   7820.0      7798.0       PK
85   PK603  20250916   7828.0   7864.0  ...      188.23   7844.0      7834.0       PK
86   PK604  20250916   7856.0   7870.0  ...       35.38   7862.0      7846.0       PK
87   PK605  20250916   7854.0   7882.0  ...     5056.75   7864.0      7852.0       PK
88   PL601  20250916   6441.0   6483.0  ...    36887.25   6458.0      6434.0       PL
89   PL602  20250916   6498.0   6510.0  ...      181.48   6482.0      6457.0       PL
90   PL603  20250916      0.0      0.0  ...        0.00   6498.0      6498.0       PL
91   PL604  20250916      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250916   6419.0   6435.0  ...       38.57   6428.0      6397.0       PL
93   PL606  20250916      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250916      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250916   5844.0   5890.0  ...     2507.76   5866.0      5844.0       PR
104  PR511  20250916   5824.0   5888.0  ...   300113.97   5860.0      5838.0       PR
105  PR512  20250916   5840.0   5892.0  ...   196645.47   5866.0      5846.0       PR
106  PR601  20250916   5836.0   5888.0  ...    85588.42   5860.0      5844.0       PR
107  PR602  20250916   5880.0   5914.0  ...      159.20   5896.0      5880.0       PR
108  PR603  20250916   5890.0   5924.0  ...      115.18   5908.0      5874.0       PR
109  PR604  20250916      0.0      0.0  ...        0.00   5896.0      5890.0       PR
110  PR605  20250916      0.0      0.0  ...        0.00   5904.0      5904.0       PR
111  PR606  20250916      0.0      0.0  ...        0.00   5936.0      5920.0       PR
112  PR607  20250916      0.0      0.0  ...        0.00   5944.0      5936.0       PR
113  PR608  20250916      0.0      0.0  ...        0.00   5946.0      5934.0       PR
114  PR609  20250916      0.0      0.0  ...        0.00   5924.0      5920.0       PR
115  PX510  20250916   6802.0   6830.0  ...     9955.59   6804.0      6788.0       PX
116  PX511  20250916   6758.0   6832.0  ...   588431.51   6788.0      6762.0       PX
117  PX512  20250916   6732.0   6802.0  ...   184748.39   6758.0      6732.0       PX
118  PX601  20250916   6708.0   6770.0  ...   160816.95   6734.0      6712.0       PX
119  PX602  20250916   6702.0   6764.0  ...    33250.17   6728.0      6700.0       PX
120  PX603  20250916   6742.0   6742.0  ...        3.37   6742.0      6690.0       PX
121  PX604  20250916   6760.0   6760.0  ...        3.38   6760.0      6714.0       PX
122  PX605  20250916   6698.0   6750.0  ...      177.90   6714.0      6698.0       PX
123  PX606  20250916      0.0      0.0  ...        0.00   6698.0      6684.0       PX
124  PX607  20250916   6736.0   6736.0  ...       84.20   6736.0      6736.0       PX
125  PX608  20250916      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250916   6722.0   6722.0  ...        3.36   6722.0      6744.0       PX
127  RI511  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250916   2512.0   2545.0  ...    17263.52   2531.0      2516.0       RM
134  RM601  20250916   2504.0   2533.0  ...   714729.48   2517.0      2509.0       RM
135  RM603  20250916   2415.0   2433.0  ...     6123.34   2423.0      2417.0       RM
136  RM605  20250916   2394.0   2408.0  ...    95398.24   2400.0      2399.0       RM
137  RM607  20250916   2380.0   2393.0  ...     9153.32   2385.0      2384.0       RM
138  RM608  20250916   2478.0   2490.0  ...      484.36   2484.0      2484.0       RM
139  RM609  20250916   2468.0   2476.0  ...      575.67   2471.0      2472.0       RM
140  RS511  20250916   5303.0   5330.0  ...       47.75   5306.0      5253.0       RS
141  RS607  20250916   5581.0   5640.0  ...      111.09   5555.0      5546.0       RS
142  RS608  20250916   5586.0   5586.0  ...      133.35   5556.0      5563.0       RS
143  RS609  20250916      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250916   1226.0   1257.0  ...    28596.58   1244.0      1209.0       SA
145  SA511  20250916   1238.0   1270.0  ...   498157.01   1258.0      1224.0       SA
146  SA512  20250916   1305.0   1338.0  ...   318681.85   1324.0      1287.0       SA
147  SA601  20250916   1320.0   1352.0  ...  5275792.91   1337.0      1298.0       SA
148  SA602  20250916   1340.0   1379.0  ...   115822.53   1366.0      1327.0       SA
149  SA603  20250916   1345.0   1384.0  ...     5821.64   1369.0      1332.0       SA
150  SA604  20250916   1382.0   1422.0  ...     2327.09   1409.0      1372.0       SA
151  SA605  20250916   1385.0   1427.0  ...   215884.11   1415.0      1375.0       SA
152  SA606  20250916   1405.0   1433.0  ...     1656.73   1418.0      1389.0       SA
153  SA607  20250916   1397.0   1435.0  ...     3919.79   1420.0      1392.0       SA
154  SA608  20250916   1410.0   1450.0  ...     4517.40   1426.0      1408.0       SA
155  SA609  20250916   1416.0   1458.0  ...    11335.41   1443.0      1411.0       SA
156  SF510  20250916   5572.0   5604.0  ...    13665.49   5572.0      5488.0       SF
157  SF511  20250916   5764.0   5794.0  ...   606574.67   5752.0      5660.0       SF
158  SF512  20250916   5722.0   5754.0  ...   135265.68   5724.0      5622.0       SF
159  SF601  20250916   5722.0   5750.0  ...   229624.81   5716.0      5628.0       SF
160  SF602  20250916   5672.0   5706.0  ...    35318.60   5670.0      5586.0       SF
161  SF603  20250916   5864.0   5874.0  ...       38.06   5856.0      5760.0       SF
162  SF604  20250916   5854.0   5862.0  ...       32.17   5850.0      5726.0       SF
163  SF605  20250916   5820.0   5858.0  ...     3726.56   5824.0      5730.0       SF
164  SF606  20250916   5762.0   5820.0  ...       72.29   5784.0      5696.0       SF
165  SF607  20250916   5900.0   5952.0  ...      100.96   5940.0      5856.0       SF
166  SF608  20250916   5878.0   5908.0  ...       41.25   5894.0      5790.0       SF
167  SF609  20250916   5884.0   5910.0  ...       35.37   5896.0      5788.0       SF
168  SH510  20250916   2492.0   2529.0  ...    35619.56   2506.0      2511.0       SH
169  SH511  20250916   2523.0   2557.0  ...   607466.03   2535.0      2528.0       SH
170  SH512  20250916   2571.0   2602.0  ...   252676.23   2584.0      2561.0       SH
171  SH601  20250916   2576.0   2612.0  ...  2665136.55   2592.0      2566.0       SH
172  SH602  20250916   2599.0   2633.0  ...   125925.89   2614.0      2584.0       SH
173  SH603  20250916   2616.0   2651.0  ...     4414.34   2637.0      2603.0       SH
174  SH604  20250916   2663.0   2696.0  ...      337.72   2680.0      2649.0       SH
175  SH605  20250916   2656.0   2707.0  ...    24698.88   2689.0      2653.0       SH
176  SH606  20250916   2700.0   2715.0  ...      113.69   2707.0      2661.0       SH
177  SH607  20250916   2701.0   2705.0  ...       89.08   2699.0      2666.0       SH
178  SH608  20250916   2710.0   2710.0  ...       24.32   2702.0      2672.0       SH
179  SH609  20250916   2686.0   2716.0  ...      348.43   2701.0      2666.0       SH
180  SM510  20250916   5840.0   5884.0  ...    23489.15   5850.0      5792.0       SM
181  SM511  20250916   5934.0   5974.0  ...   506627.48   5940.0      5864.0       SM
182  SM512  20250916   5932.0   5982.0  ...   101306.79   5948.0      5880.0       SM
183  SM601  20250916   5950.0   5996.0  ...   656513.97   5962.0      5884.0       SM
184  SM602  20250916   5966.0   5994.0  ...   364998.35   5960.0      5876.0       SM
185  SM603  20250916   5970.0   6006.0  ...      337.32   5970.0      5900.0       SM
186  SM604  20250916   5984.0   5992.0  ...        8.98   5990.0      5926.0       SM
187  SM605  20250916   5990.0   6026.0  ...    14076.30   6000.0      5918.0       SM
188  SM606  20250916   6004.0   6018.0  ...       62.84   5986.0      5930.0       SM
189  SM607  20250916   5990.0   6032.0  ...      132.25   6012.0      5934.0       SM
190  SM608  20250916   6010.0   6042.0  ...       63.31   6030.0      5956.0       SM
191  SM609  20250916   6054.0   6062.0  ...      255.39   6010.0      5980.0       SM
192  SR511  20250916   5553.0   5572.0  ...   124230.82   5549.0      5546.0       SR
193  SR601  20250916   5557.0   5572.0  ...  1012615.35   5555.0      5545.0       SR
194  SR603  20250916   5537.0   5559.0  ...     2405.65   5543.0      5532.0       SR
195  SR605  20250916   5530.0   5548.0  ...    53655.44   5532.0      5521.0       SR
196  SR607  20250916   5530.0   5542.0  ...     2538.15   5530.0      5518.0       SR
197  SR609  20250916   5538.0   5555.0  ...     2782.47   5543.0      5530.0       SR
198  TA510  20250916   4646.0   4684.0  ...    33683.31   4662.0      4652.0       TA
199  TA511  20250916   4654.0   4700.0  ...   367365.00   4676.0      4664.0       TA
200  TA512  20250916   4668.0   4712.0  ...   190297.82   4692.0      4676.0       TA
201  TA601  20250916   4674.0   4716.0  ...  1501777.37   4692.0      4684.0       TA
202  TA602  20250916   4690.0   4726.0  ...    18753.38   4704.0      4694.0       TA
203  TA603  20250916   4726.0   4738.0  ...       40.07   4714.0      4708.0       TA
204  TA604  20250916   4736.0   4736.0  ...       51.90   4718.0      4712.0       TA
205  TA605  20250916   4716.0   4756.0  ...    49832.20   4732.0      4718.0       TA
206  TA606  20250916   4750.0   4750.0  ...        2.38   4750.0      4722.0       TA
207  TA607  20250916   4756.0   4770.0  ...       14.28   4760.0      4732.0       TA
208  TA608  20250916   4756.0   4778.0  ...       11.92   4770.0      4766.0       TA
209  TA609  20250916   4770.0   4792.0  ...       54.94   4778.0      4732.0       TA
210  UR510  20250916   1608.0   1608.0  ...     3982.44   1597.0      1596.0       UR
211  UR511  20250916   1683.0   1688.0  ...    52944.57   1672.0      1664.0       UR
212  UR512  20250916   1689.0   1696.0  ...    13165.23   1683.0      1675.0       UR
213  UR601  20250916   1700.0   1704.0  ...   437831.60   1691.0      1679.0       UR
214  UR602  20250916   1693.0   1706.0  ...      369.61   1695.0      1684.0       UR
215  UR603  20250916   1744.0   1744.0  ...       76.45   1737.0      1728.0       UR
216  UR604  20250916   1738.0   1738.0  ...       24.31   1736.0      1726.0       UR
217  UR605  20250916   1746.0   1750.0  ...    14370.06   1740.0      1729.0       UR
218  UR606  20250916   1745.0   1745.0  ...      166.89   1738.0      1729.0       UR
219  UR607  20250916   1770.0   1775.0  ...      183.87   1768.0      1762.0       UR
220  UR608  20250916   1766.0   1768.0  ...       45.86   1764.0      1758.0       UR
221  UR609  20250916   1769.0   1770.0  ...      228.61   1759.0      1751.0       UR
222  WH511  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:09,664 - future_1d - INFO - ak.get_czce_daily('2025-09-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250916  ...   81090      80830      CU
1        1      CU2511  20250916  ...   81090      80830      CU
2        2      CU2512  20250916  ...   81090      80810      CU
3        3      CU2601  20250916  ...   81150      80800      CU
4        4      CU2602  20250916  ...   81190      80770      CU
5        5      CU2603  20250916  ...   81130      80760      CU
6        6      CU2604  20250916  ...   81120      80810      CU
7        7      CU2605  20250916  ...   80980      80830      CU
8        8      CU2606  20250916  ...   81080      80810      CU
9        9      CU2607  20250916  ...   81060      80760      CU
10      10      CU2608  20250916  ...   81100      80850      CU
11      11      CU2609  20250916  ...   81100      80850      CU
12      12      BC2510  20250916  ...   72020      71780      BC
13      13      BC2511  20250916  ...   72070      71830      BC
14      14      BC2512  20250916  ...   72120      71910      BC
15      15      BC2601  20250916  ...   72000      72000      BC
16      16      BC2602  20250916  ...   71650      71650      BC
17      17      BC2603  20250916  ...   71950      72000      BC
18      18      BC2604  20250916  ...   71550      71550      BC
19      19      BC2605  20250916  ...   71550      71550      BC
20      20      BC2606  20250916  ...   71500      71500      BC
21      21      BC2607  20250916  ...   71560      71560      BC
22      22      BC2608  20250916  ...   71550      71550      BC
23      23      BC2609  20250916  ...   71550      71550      BC
24      24      AL2510  20250916  ...   20990      21045      AL
25      25      AL2511  20250916  ...   21010      21045      AL
26      26      AL2512  20250916  ...   20985      21015      AL
27      27      AL2601  20250916  ...   20960      20985      AL
28      28      AL2602  20250916  ...   20965      20970      AL
29      29      AL2603  20250916  ...   20990      20980      AL
30      30      AL2604  20250916  ...   21015      21000      AL
31      31      AL2605  20250916  ...   21040      21005      AL
32      32      AL2606  20250916  ...   21005      21015      AL
33      33      AL2607  20250916  ...   21035      20990      AL
34      34      AL2608  20250916  ...   20965      20985      AL
35      35      AL2609  20250916  ...   20985      20985      AL
36      36      ZN2510  20250916  ...   22300      22305      ZN
37      37      ZN2511  20250916  ...   22315      22320      ZN
38      38      ZN2512  20250916  ...   22330      22335      ZN
39      39      ZN2601  20250916  ...   22360      22345      ZN
40      40      ZN2602  20250916  ...   22370      22360      ZN
41      41      ZN2603  20250916  ...   22370      22375      ZN
42      42      ZN2604  20250916  ...   22420      22400      ZN
43      43      ZN2605  20250916  ...   22430      22405      ZN
44      44      ZN2606  20250916  ...   22490      22420      ZN
45      45      ZN2607  20250916  ...   22460      22420      ZN
46      46      ZN2608  20250916  ...   22480      22440      ZN
47      47      ZN2609  20250916  ...   22450      22440      ZN
48      48      PB2510  20250916  ...   17080      17120      PB
49      49      PB2511  20250916  ...   17100      17140      PB
50      50      PB2512  20250916  ...   17105      17155      PB
51      51      PB2601  20250916  ...   17115      17155      PB
52      52      PB2602  20250916  ...   17120      17180      PB
53      53      PB2603  20250916  ...   17130      17190      PB
54      54      PB2604  20250916  ...   17205      17205      PB
55      55      PB2605  20250916  ...   17170      17175      PB
56      56      PB2606  20250916  ...   17105      17105      PB
57      57      PB2607  20250916  ...   17155      17155      PB
58      58      PB2608  20250916  ...   17165      17210      PB
59      59      PB2609  20250916  ...   17165      17210      PB
60      60      NI2510  20250916  ...  122790     122170      NI
61      61      NI2511  20250916  ...  122930     122380      NI
62      62      NI2512  20250916  ...  123120     122580      NI
63      63      NI2601  20250916  ...  123300     122810      NI
64      64      NI2602  20250916  ...  123650     122970      NI
65      65      NI2603  20250916  ...  123590     123430      NI
66      66      NI2604  20250916  ...  123800     123800      NI
67      67      NI2605  20250916  ...  124130     123750      NI
68      68      NI2606  20250916  ...  124360     123960      NI
69      69      NI2607  20250916  ...  124590     124160      NI
70      70      NI2608  20250916  ...  125030     124390      NI
71      71      NI2609  20250916  ...  124490     124390      NI
72      72      SN2510  20250916  ...  272740     273890      SN
73      73      SN2511  20250916  ...  273020     273950      SN
74      74      SN2512  20250916  ...  273040     273810      SN
75      75      SN2601  20250916  ...  273310     274030      SN
76      76      SN2602  20250916  ...  273130     273700      SN
77      77      SN2603  20250916  ...  273430     274260      SN
78      78      SN2604  20250916  ...  273380     274510      SN
79      79      SN2605  20250916  ...  273620     274580      SN
80      80      SN2606  20250916  ...  274060     274940      SN
81      81      SN2607  20250916  ...  275180     275260      SN
82      82      SN2608  20250916  ...  275620     275630      SN
83      83      SN2609  20250916  ...  275630     275630      SN
84      84      AO2510  20250916  ...    2957       2907      AO
85      85      AO2511  20250916  ...    2964       2910      AO
86      86      AO2512  20250916  ...    2979       2918      AO
87      87      AO2601  20250916  ...    2989       2926      AO
88      88      AO2602  20250916  ...    2996       2935      AO
89      89      AO2603  20250916  ...    3052       3002      AO
90      90      AO2604  20250916  ...    3063       3009      AO
91      91      AO2605  20250916  ...    3066       3015      AO
92      92      AO2606  20250916  ...    3077       3021      AO
93      93      AO2607  20250916  ...    3084       3031      AO
94      94      AO2608  20250916  ...    3091       3035      AO
95      95      AO2609  20250916  ...    3107       3035      AO
96      96      AD2511  20250916  ...   20505      20580      AD
97      97      AD2512  20250916  ...   20525      20600      AD
98      98      AD2601  20250916  ...   20550      20630      AD
99      99      AD2602  20250916  ...   20540      20620      AD
100    100      AD2603  20250916  ...   20500      20475      AD
101    101      AD2604  20250916  ...   20485      20485      AD
102    102      AD2605  20250916  ...   20520      20520      AD
103    103      AD2606  20250916  ...   20455      20455      AD
104    104      AD2607  20250916  ...   20510      20445      AD
105    105      AD2608  20250916  ...   20515      20515      AD
106    106      AD2609  20250916  ...   20515      20515      AD
107    107      AU2510  20250916  ...  838.12     832.56      AU
108    108      AU2511  20250916  ...   839.4     833.64      AU
109    109      AU2512  20250916  ...  840.76      834.9      AU
110    110      AU2602  20250916  ...   843.2     837.12      AU
111    111      AU2604  20250916  ...  845.18     839.42      AU
112    112      AU2606  20250916  ...  847.54     841.46      AU
113    113      AU2608  20250916  ...  850.08     844.46      AU
114    114      AU2610  20250916  ...  852.26     844.46      AU
115    115      AG2510  20250916  ...   10084      10028      AG
116    116      AG2511  20250916  ...   10095      10038      AG
117    117      AG2512  20250916  ...   10111      10052      AG
118    118      AG2601  20250916  ...   10121      10064      AG
119    119      AG2602  20250916  ...   10131      10075      AG
120    120      AG2603  20250916  ...   10146      10083      AG
121    121      AG2604  20250916  ...   10143      10097      AG
122    122      AG2605  20250916  ...   10175      10115      AG
123    123      AG2606  20250916  ...   10188      10126      AG
124    124      AG2607  20250916  ...   10204      10144      AG
125    125      AG2608  20250916  ...   10214      10159      AG
126    126      AG2609  20250916  ...   10233      10159      AG
127    127      RB2510  20250916  ...    3070       3037      RB
128    128      RB2511  20250916  ...    3089       3055      RB
129    129      RB2512  20250916  ...    3134       3102      RB
130    130      RB2601  20250916  ...    3166       3127      RB
131    131      RB2602  20250916  ...    3176       3135      RB
132    132      RB2603  20250916  ...    3193       3157      RB
133    133      RB2604  20250916  ...    3221       3171      RB
134    134      RB2605  20250916  ...    3234       3192      RB
135    135      RB2606  20250916  ...    3248       3207      RB
136    136      RB2607  20250916  ...    3263       3227      RB
137    137      RB2608  20250916  ...    3269       3235      RB
138    138      RB2609  20250916  ...    3277       3235      RB
139    139      WR2510  20250916  ...    3306       3289      WR
140    140      WR2511  20250916  ...    3302       3302      WR
141    141      WR2512  20250916  ...    3324       3324      WR
142    142      WR2601  20250916  ...    3357       3350      WR
143    143      WR2602  20250916  ...    3358       3358      WR
144    144      WR2603  20250916  ...    3395       3338      WR
145    145      WR2604  20250916  ...    3389       3389      WR
146    146      WR2605  20250916  ...    3414       3414      WR
147    147      WR2606  20250916  ...    3372       3372      WR
148    148      WR2607  20250916  ...    3390       3390      WR
149    149      WR2608  20250916  ...    3399       3399      WR
150    150      WR2609  20250916  ...    3581       3399      WR
151    151      HC2510  20250916  ...    3431       3393      HC
152    152      HC2511  20250916  ...    3420       3379      HC
153    153      HC2512  20250916  ...    3409       3372      HC
154    154      HC2601  20250916  ...    3403       3360      HC
155    155      HC2602  20250916  ...    3407       3362      HC
156    156      HC2603  20250916  ...    3405       3363      HC
157    157      HC2604  20250916  ...    3407       3365      HC
158    158      HC2605  20250916  ...    3410       3364      HC
159    159      HC2606  20250916  ...    3414       3369      HC
160    160      HC2607  20250916  ...    3420       3371      HC
161    161      HC2608  20250916  ...    3423       3377      HC
162    162      HC2609  20250916  ...    3419       3377      HC
163    163      SS2510  20250916  ...   12955      12915      SS
164    164      SS2511  20250916  ...   13055      13005      SS
165    165      SS2512  20250916  ...   13090      13045      SS
166    166      SS2601  20250916  ...   13155      13115      SS
167    167      SS2602  20250916  ...   13220      13130      SS
168    168      SS2603  20250916  ...   13250      13205      SS
169    169      SS2604  20250916  ...   13325      13235      SS
170    170      SS2605  20250916  ...   13410      13365      SS
171    171      SS2606  20250916  ...   13435      13425      SS
172    172      SS2607  20250916  ...   13450      13505      SS
173    173      SS2608  20250916  ...   13575      13515      SS
174    174      SS2609  20250916  ...   13605      13515      SS
175    175      SC2510  20250916  ...   492.1        488      SC
176    176      SC2511  20250916  ...   493.5      488.5      SC
177    177      SC2512  20250916  ...   491.1      487.6      SC
178    178      SC2601  20250916  ...   490.1      487.5      SC
179    179      SC2602  20250916  ...     488        487      SC
180    180      SC2603  20250916  ...   487.7      486.6      SC
181    181      SC2604  20250916  ...   486.4      485.9      SC
182    182      SC2605  20250916  ...   486.3      485.9      SC
183    183      SC2606  20250916  ...   485.6      485.8      SC
184    184      SC2607  20250916  ...   485.7      486.1      SC
185    185      SC2608  20250916  ...   484.2      482.4      SC
186    186      SC2609  20250916  ...   481.9      481.8      SC
187    187      SC2612  20250916  ...   479.8      475.4      SC
188    188      SC2703  20250916  ...   474.6      474.6      SC
189    189      SC2706  20250916  ...   474.7      474.7      SC
190    190      SC2709  20250916  ...   473.2      473.2      SC
191    191      SC2712  20250916  ...   472.1      472.1      SC
192    192      SC2803  20250916  ...   473.6      471.1      SC
193    193      SC2806  20250916  ...   471.1      466.7      SC
194    194      SC2809  20250916  ...     469        469      SC
195    195      LU2510  20250916  ...    3370       3332      LU
196    196      LU2511  20250916  ...    3396       3353      LU
197    197      LU2512  20250916  ...    3377       3346      LU
198    198      LU2601  20250916  ...    3369       3343      LU
199    199      LU2602  20250916  ...    3354       3333      LU
200    200      LU2603  20250916  ...    3350       3328      LU
201    201      LU2604  20250916  ...    3349       3323      LU
202    202      LU2605  20250916  ...    3341       3318      LU
203    203      LU2606  20250916  ...    3348       3317      LU
204    204      LU2607  20250916  ...    3342       3312      LU
205    205      LU2608  20250916  ...    3343       3320      LU
206    206      LU2609  20250916  ...    3336       3308      LU
207    207      FU2510  20250916  ...    2829       2820      FU
208    208      FU2511  20250916  ...    2830       2818      FU
209    209      FU2512  20250916  ...    2815       2801      FU
210    210      FU2601  20250916  ...    2799       2787      FU
211    211      FU2602  20250916  ...    2781       2777      FU
212    212      FU2603  20250916  ...    2771       2764      FU
213    213      FU2604  20250916  ...    2767       2755      FU
214    214      FU2605  20250916  ...    2751       2744      FU
215    215      FU2606  20250916  ...    2744       2736      FU
216    216      FU2607  20250916  ...    2730       2722      FU
217    217      FU2608  20250916  ...    2723       2717      FU
218    218      FU2609  20250916  ...    2703       2695      FU
219    219      BU2510  20250916  ...    3437       3416      BU
220    220      BU2511  20250916  ...    3425       3398      BU
221    221      BU2512  20250916  ...    3384       3363      BU
222    222      BU2601  20250916  ...    3367       3344      BU
223    223      BU2602  20250916  ...    3366       3343      BU
224    224      BU2603  20250916  ...    3355       3347      BU
225    225      BU2604  20250916  ...    3340       3338      BU
226    226      BU2605  20250916  ...    3359       3344      BU
227    227      BU2606  20250916  ...    3358       3344      BU
228    228      BU2607  20250916  ...    3353       3339      BU
229    229      BU2608  20250916  ...    3350       3321      BU
230    230      BU2609  20250916  ...    3345       3331      BU
231    231      BU2612  20250916  ...    3308       3296      BU
232    232      BU2703  20250916  ...    3311       3307      BU
233    233      BU2706  20250916  ...    3319       3308      BU
234    234      BU2709  20250916  ...    3308       3308      BU
235    235      BR2510  20250916  ...   11710      11630      BR
236    236      BR2511  20250916  ...   11670      11590      BR
237    237      BR2512  20250916  ...   11660      11595      BR
238    238      BR2601  20250916  ...   11670      11600      BR
239    239      BR2602  20250916  ...   11635      11570      BR
240    240      BR2603  20250916  ...   11680      11585      BR
241    241      BR2604  20250916  ...   11690      11690      BR
242    242      BR2605  20250916  ...   11735      11675      BR
243    243      BR2606  20250916  ...   11775      11725      BR
244    244      BR2607  20250916  ...   11885      11845      BR
245    245      BR2608  20250916  ...   11900      11770      BR
246    246      BR2609  20250916  ...   11770      11770      BR
247    247      RU2510  20250916  ...   15105      14980      RU
248    248      RU2511  20250916  ...   15050      14935      RU
249    249      RU2601  20250916  ...   16000      15870      RU
250    250      RU2603  20250916  ...   15990      15905      RU
251    251      RU2604  20250916  ...   15990      15840      RU
252    252      RU2605  20250916  ...   15985      15845      RU
253    253      RU2606  20250916  ...   16005      15865      RU
254    254      RU2607  20250916  ...   15915      15870      RU
255    255      RU2608  20250916  ...   16055      16065      RU
256    256      RU2609  20250916  ...   16070      16065      RU
257    257      NR2510  20250916  ...   12640      12555      NR
258    258      NR2511  20250916  ...   12690      12595      NR
259    259      NR2512  20250916  ...   12725      12645      NR
260    260      NR2601  20250916  ...   12755      12665      NR
261    261      NR2602  20250916  ...   12785      12700      NR
262    262      NR2603  20250916  ...   12780      12690      NR
263    263      NR2604  20250916  ...   12795      12710      NR
264    264      NR2605  20250916  ...   12825      12740      NR
265    265      NR2606  20250916  ...   12635      12635      NR
266    266      NR2607  20250916  ...   12655      12650      NR
267    267      NR2608  20250916  ...   12685      12685      NR
268    268      NR2609  20250916  ...   12685      12685      NR
269    269      SP2510  20250916  ...    5048       4992      SP
270    270      SP2511  20250916  ...    5074       5024      SP
271    271      SP2512  20250916  ...    5088       5042      SP
272    272      SP2601  20250916  ...    5348       5308      SP
273    273      SP2602  20250916  ...    5334       5286      SP
274    274      SP2603  20250916  ...    5340       5300      SP
275    275      SP2604  20250916  ...    5344       5316      SP
276    276      SP2605  20250916  ...    5354       5314      SP
277    277      SP2606  20250916  ...    5360       5322      SP
278    278      SP2607  20250916  ...    5358       5332      SP
279    279      SP2608  20250916  ...    5358       5330      SP
280    280      SP2609  20250916  ...    5370       5330      SP
281    281      OP2601  20250916  ...    4258       4214      OP
282    282      OP2602  20250916  ...    4256       4214      OP
283    283      OP2603  20250916  ...    4284       4226      OP
284    284      OP2604  20250916  ...    4272       4250      OP
285    285      OP2605  20250916  ...    4286       4222      OP
286    286      OP2606  20250916  ...    4268       4216      OP
287    287      OP2607  20250916  ...    4276       4240      OP
288    288      OP2608  20250916  ...    4292       4256      OP
289    289      OP2609  20250916  ...    4256       4256      OP
290    290      EC2510  20250916  ...  1189.6     1170.9      EC
291    291      EC2512  20250916  ...  1710.7     1640.3      EC
292    292      EC2602  20250916  ...  1583.1       1521      EC
293    293      EC2604  20250916  ...  1283.3     1250.1      EC
294    294      EC2606  20250916  ...    1459     1425.3      EC
295    295      EC2608  20250916  ...    1622     1596.5      EC
296    297  SC_TAS2510  20250916  ...                     SC_TAS
297    298  SC_TAS2511  20250916  ...                     SC_TAS
298    299  SC_TAS2512  20250916  ...                     SC_TAS
299    300  SC_TAS2601  20250916  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 18:26:09,761 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250916   3935.0  ...   3934.00     3942.00        A
1     a2601  20250916   3938.0  ...   3937.00     3941.00        A
2     a2603  20250916   3943.0  ...   3943.00     3943.00        A
3     a2605  20250916   3996.0  ...   3984.00     3993.00        A
4     a2607  20250916   3988.0  ...   3990.00     3992.00        A
5     a2609  20250916   4004.0  ...   3998.00     4017.00        A
6     b2510  20250916   3695.0  ...   3704.00     3700.00        B
7     b2511  20250916   3731.0  ...   3745.00     3737.00        B
8     b2512  20250916   3766.0  ...   3778.00     3769.00        B
9     b2601  20250916   3756.0  ...   3765.00     3758.00        B
10    b2602  20250916   3742.0  ...   3748.00     3737.00        B
11    b2603  20250916   3695.0  ...   3701.00     3696.00        B
12    b2604  20250916   3591.0  ...   3589.00     3581.00        B
13    b2605  20250916   3515.0  ...   3519.00     3514.00        B
14    b2606  20250916   3492.0  ...   3489.00     3482.00        B
15    b2607  20250916   3486.0  ...   3488.00     3482.00        B
16    b2608  20250916   3583.0  ...   3586.00     3581.00        B
17    b2609  20250916   3610.0  ...   3607.00     3610.00        B
18   bb2511  20250916    142.0  ...    142.25      142.05       BB
19   bb2601  20250916    147.3  ...    147.30      146.60       BB
20   bb2603  20250916    147.0  ...    146.90      146.80       BB
21   bb2605  20250916      0.0  ...    141.90      141.85       BB
22   bb2607  20250916      0.0  ...    146.70      146.65       BB
23   bb2609  20250916      0.0  ...    146.70      146.65       BB
24   bz2603  20250916   6025.0  ...   6078.00     6021.00       BZ
25   bz2604  20250916   6048.0  ...   6069.00     6007.00       BZ
26   bz2605  20250916   6072.0  ...   6072.00     6039.00       BZ
27   bz2606  20250916      0.0  ...   6008.00     6008.00       BZ
28   bz2607  20250916      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250916      0.0  ...   5955.00     5955.00       BZ
30    c2511  20250916   2167.0  ...   2169.00     2178.00        C
31    c2601  20250916   2156.0  ...   2158.00     2159.00        C
32    c2603  20250916   2172.0  ...   2173.00     2176.00        C
33    c2605  20250916   2227.0  ...   2231.00     2232.00        C
34    c2607  20250916   2242.0  ...   2246.00     2247.00        C
35    c2609  20250916   2257.0  ...   2262.00     2258.00        C
36   cs2511  20250916   2444.0  ...   2445.00     2457.00       CS
37   cs2601  20250916   2471.0  ...   2475.00     2481.00       CS
38   cs2603  20250916   2488.0  ...   2485.00     2490.00       CS
39   cs2605  20250916   2570.0  ...   2568.00     2574.00       CS
40   cs2607  20250916   2580.0  ...   2575.00     2581.00       CS
41   cs2609  20250916   2592.0  ...   2592.00     2588.00       CS
42   eb2509  20250916      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250916   7108.0  ...   7158.00     7072.00       EB
44   eb2511  20250916   7104.0  ...   7170.00     7083.00       EB
45   eb2512  20250916   7112.0  ...   7175.00     7093.00       EB
46   eb2601  20250916   7135.0  ...   7195.00     7116.00       EB
47   eb2602  20250916   7167.0  ...   7216.00     7142.00       EB
48   eb2603  20250916   7212.0  ...   7237.00     7183.00       EB
49   eb2604  20250916   7272.0  ...   7272.00     7214.00       EB
50   eb2605  20250916   7264.0  ...   7288.00     7226.00       EB
51   eb2606  20250916   7297.0  ...   7297.00     7169.00       EB
52   eb2607  20250916   7297.0  ...   7314.00     7185.00       EB
53   eb2608  20250916      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250916      0.0  ...   4338.00     4338.00       EG
55   eg2510  20250916   4310.0  ...   4314.00     4308.00       EG
56   eg2511  20250916   4274.0  ...   4291.00     4274.00       EG
57   eg2512  20250916   4314.0  ...   4306.00     4268.00       EG
58   eg2601  20250916   4292.0  ...   4298.00     4277.00       EG
59   eg2602  20250916   4296.0  ...   4308.00     4269.00       EG
60   eg2603  20250916   4315.0  ...   4302.00     4278.00       EG
61   eg2604  20250916   4345.0  ...   4340.00     4317.00       EG
62   eg2605  20250916   4325.0  ...   4349.00     4327.00       EG
63   eg2606  20250916      0.0  ...   4332.00     4332.00       EG
64   eg2607  20250916      0.0  ...   4343.00     4358.00       EG
65   eg2608  20250916      0.0  ...   4402.00     4402.00       EG
66   fb2510  20250916   1275.0  ...   1269.00     1266.50       FB
67   fb2511  20250916   1262.0  ...   1257.00     1257.50       FB
68   fb2512  20250916   1272.0  ...   1263.50     1263.00       FB
69   fb2601  20250916   1260.0  ...   1255.50     1255.00       FB
70   fb2602  20250916   1249.5  ...   1249.50     1249.00       FB
71   fb2603  20250916   1249.0  ...   1250.50     1249.00       FB
72   fb2604  20250916   1252.0  ...   1252.00     1254.50       FB
73   fb2605  20250916      0.0  ...   1301.50     1301.50       FB
74   fb2606  20250916      0.0  ...   1330.00     1330.00       FB
75   fb2607  20250916      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250916      0.0  ...   1285.00     1285.00       FB
77   fb2609  20250916      0.0  ...   1296.00     1296.00       FB
78    i2510  20250916    817.5  ...    824.50      818.50        I
79    i2511  20250916    812.5  ...    819.00      810.50        I
80    i2512  20250916    806.5  ...    814.00      805.00        I
81    i2601  20250916    800.0  ...    805.50      797.00        I
82    i2602  20250916    793.0  ...    800.50      791.50        I
83    i2603  20250916    787.5  ...    795.00      786.00        I
84    i2604  20250916    783.0  ...    791.00      782.00        I
85    i2605  20250916    778.5  ...    783.50      775.00        I
86    i2606  20250916    771.5  ...    777.50      769.50        I
87    i2607  20250916    767.0  ...    773.50      765.50        I
88    i2608  20250916    762.5  ...    768.50      761.50        I
89    i2609  20250916    753.5  ...    764.00      757.50        I
90    j2510  20250916   1600.0  ...   1628.50     1564.50        J
91    j2511  20250916   1631.0  ...   1662.00     1600.00        J
92    j2512  20250916   1676.0  ...   1690.00     1629.50        J
93    j2601  20250916   1689.0  ...   1726.50     1664.50        J
94    j2602  20250916   1754.0  ...   1755.00     1684.00        J
95    j2603  20250916      0.0  ...   1721.50     1689.50        J
96    j2604  20250916      0.0  ...   1814.00     1758.00        J
97    j2605  20250916   1819.5  ...   1868.50     1809.00        J
98    j2606  20250916   1879.0  ...   1887.00     1806.00        J
99    j2607  20250916   1900.5  ...   1900.50     1810.00        J
100   j2608  20250916   1906.0  ...   1906.00     1817.50        J
101   j2609  20250916   1908.5  ...   1911.50     1845.00        J
102  jd2509  20250916   3201.0  ...   3265.00     3230.00       JD
103  jd2510  20250916   3141.0  ...   3116.00     3121.00       JD
104  jd2511  20250916   3150.0  ...   3132.00     3140.00       JD
105  jd2512  20250916   3240.0  ...   3232.00     3241.00       JD
106  jd2601  20250916   3370.0  ...   3382.00     3377.00       JD
107  jd2602  20250916   3123.0  ...   3121.00     3117.00       JD
108  jd2603  20250916   3133.0  ...   3133.00     3127.00       JD
109  jd2604  20250916   3304.0  ...   3308.00     3294.00       JD
110  jd2605  20250916   3402.0  ...   3422.00     3389.00       JD
111  jd2606  20250916   3205.0  ...   3228.00     3206.00       JD
112  jd2607  20250916   3460.0  ...   3476.00     3452.00       JD
113  jd2608  20250916   3898.0  ...   3905.00     3903.00       JD
114  jm2510  20250916   1005.0  ...   1037.00      993.50       JM
115  jm2511  20250916   1070.5  ...   1102.50     1054.00       JM
116  jm2512  20250916   1143.5  ...   1170.50     1115.50       JM
117  jm2601  20250916   1200.0  ...   1228.50     1172.00       JM
118  jm2602  20250916   1213.5  ...   1258.50     1200.00       JM
119  jm2603  20250916   1242.0  ...   1280.50     1222.50       JM
120  jm2604  20250916   1264.5  ...   1304.50     1240.00       JM
121  jm2605  20250916   1296.0  ...   1324.00     1264.50       JM
122  jm2606  20250916   1313.5  ...   1339.00     1274.50       JM
123  jm2607  20250916   1330.0  ...   1349.50     1279.00       JM
124  jm2608  20250916   1330.0  ...   1358.50     1290.00       JM
125  jm2609  20250916   1344.0  ...   1371.50     1292.00       JM
126   l2510  20250916   7138.0  ...   7177.00     7134.00        L
127   l2511  20250916   7184.0  ...   7209.00     7170.00        L
128   l2512  20250916   7222.0  ...   7239.00     7198.00        L
129   l2601  20250916   7232.0  ...   7260.00     7202.00        L
130   l2602  20250916   7226.0  ...   7246.00     7197.00        L
131   l2603  20250916   7255.0  ...   7262.00     7201.00        L
132   l2604  20250916   7268.0  ...   7284.00     7239.00        L
133   l2605  20250916   7244.0  ...   7284.00     7212.00        L
134   l2606  20250916   7270.0  ...   7283.00     7256.00        L
135   l2607  20250916   7280.0  ...   7296.00     7244.00        L
136   l2608  20250916   7288.0  ...   7306.00     7235.00        L
137   l2609  20250916   7256.0  ...   7299.00     7259.00        L
138  lg2509  20250916    762.5  ...    768.00      761.00       LG
139  lg2511  20250916    806.0  ...    806.50      799.50       LG
140  lg2601  20250916    824.0  ...    820.50      817.50       LG
141  lg2603  20250916    831.0  ...    826.50      824.00       LG
142  lg2605  20250916    838.0  ...    832.50      829.50       LG
143  lg2607  20250916    837.0  ...    833.00      834.00       LG
144  lh2509  20250916  13110.0  ...  13100.00    13100.00       LH
145  lh2511  20250916  13325.0  ...  13210.00    13200.00       LH
146  lh2601  20250916  13850.0  ...  13725.00    13660.00       LH
147  lh2603  20250916  13080.0  ...  13025.00    13005.00       LH
148  lh2605  20250916  13625.0  ...  13555.00    13510.00       LH
149  lh2607  20250916  14295.0  ...  14240.00    14220.00       LH
150   m2511  20250916   3013.0  ...   3015.00     3022.00        M
151   m2512  20250916   3062.0  ...   3064.00     3072.00        M
152   m2601  20250916   3046.0  ...   3046.00     3051.00        M
153   m2603  20250916   2991.0  ...   2986.00     2992.00        M
154   m2605  20250916   2806.0  ...   2807.00     2810.00        M
155   m2607  20250916   2784.0  ...   2786.00     2788.00        M
156   m2608  20250916   2912.0  ...   2912.00     2915.00        M
157   m2609  20250916   2921.0  ...   2918.00     2922.00        M
158   p2510  20250916   9352.0  ...   9406.00     9310.00        P
159   p2511  20250916   9392.0  ...   9432.00     9332.00        P
160   p2512  20250916   9428.0  ...   9462.00     9348.00        P
161   p2601  20250916   9442.0  ...   9484.00     9370.00        P
162   p2602  20250916   9400.0  ...   9434.00     9298.00        P
163   p2603  20250916   9342.0  ...   9404.00     9280.00        P
164   p2604  20250916   9344.0  ...   9326.00     9218.00        P
165   p2605  20250916   9190.0  ...   9242.00     9132.00        P
166   p2606  20250916   9106.0  ...   9126.00     9042.00        P
167   p2607  20250916   9036.0  ...   9020.00     8958.00        P
168   p2608  20250916   8946.0  ...   8954.00     8884.00        P
169   p2609  20250916   8856.0  ...   8882.00     8862.00        P
170  pg2509  20250916      0.0  ...   3750.00     3779.00       PG
171  pg2510  20250916   4514.0  ...   4494.00     4513.00       PG
172  pg2511  20250916   4459.0  ...   4440.00     4455.00       PG
173  pg2512  20250916   4393.0  ...   4377.00     4387.00       PG
174  pg2601  20250916   4323.0  ...   4313.00     4320.00       PG
175  pg2602  20250916   4259.0  ...   4242.00     4249.00       PG
176  pg2603  20250916   4175.0  ...   4151.00     4160.00       PG
177  pg2604  20250916   4490.0  ...   4476.00     4499.00       PG
178  pg2605  20250916   4402.0  ...   4385.00     4411.00       PG
179  pg2606  20250916   4339.0  ...   4323.00     4345.00       PG
180  pg2607  20250916   4276.0  ...   4270.00     4285.00       PG
181  pg2608  20250916   4214.0  ...   4204.00     4225.00       PG
182  pp2510  20250916   6876.0  ...   6887.00     6848.00       PP
183  pp2511  20250916   6899.0  ...   6922.00     6882.00       PP
184  pp2512  20250916   6935.0  ...   6959.00     6918.00       PP
185  pp2601  20250916   6970.0  ...   6992.00     6946.00       PP
186  pp2602  20250916   6951.0  ...   6966.00     6928.00       PP
187  pp2603  20250916   6962.0  ...   6958.00     6933.00       PP
188  pp2604  20250916   6968.0  ...   6979.00     6949.00       PP
189  pp2605  20250916   6980.0  ...   7010.00     6969.00       PP
190  pp2606  20250916   6956.0  ...   6966.00     6940.00       PP
191  pp2607  20250916   6939.0  ...   6945.00     6925.00       PP
192  pp2608  20250916   6929.0  ...   6944.00     6894.00       PP
193  pp2609  20250916   6968.0  ...   6976.00     6958.00       PP
194  rr2510  20250916   3592.0  ...   3594.00     3593.00       RR
195  rr2511  20250916   3600.0  ...   3602.00     3600.00       RR
196  rr2512  20250916   3601.0  ...   3598.00     3601.00       RR
197  rr2601  20250916   3616.0  ...   3617.00     3622.00       RR
198  rr2602  20250916   3601.0  ...   3597.00     3606.00       RR
199  rr2603  20250916      0.0  ...   3610.00     3613.00       RR
200  rr2604  20250916   3606.0  ...   3607.00     3617.00       RR
201  rr2605  20250916      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250916      0.0  ...   3597.00     3597.00       RR
203  rr2607  20250916      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250916      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250916      0.0  ...   3614.00     3614.00       RR
206   v2510  20250916   4810.0  ...   4849.00     4791.00        V
207   v2511  20250916   4848.0  ...   4882.00     4824.00        V
208   v2512  20250916   4892.0  ...   4921.00     4870.00        V
209   v2601  20250916   4934.0  ...   4964.00     4898.00        V
210   v2602  20250916   4968.0  ...   4998.00     4940.00        V
211   v2603  20250916   5004.0  ...   5028.00     4965.00        V
212   v2604  20250916   5220.0  ...   5233.00     5178.00        V
213   v2605  20250916   5231.0  ...   5270.00     5196.00        V
214   v2606  20250916   5278.0  ...   5302.00     5228.00        V
215   v2607  20250916   5294.0  ...   5327.00     5261.00        V
216   v2608  20250916   5322.0  ...   5368.00     5291.00        V
217   v2609  20250916   5349.0  ...   5384.00     5312.00        V
218   y2511  20250916   8414.0  ...   8446.00     8384.00        Y
219   y2512  20250916   8436.0  ...   8462.00     8404.00        Y
220   y2601  20250916   8398.0  ...   8418.00     8356.00        Y
221   y2603  20250916   8328.0  ...   8336.00     8274.00        Y
222   y2605  20250916   8090.0  ...   8122.00     8056.00        Y
223   y2607  20250916   8058.0  ...   8076.00     8010.00        Y
224   y2608  20250916   8120.0  ...   8078.00     8016.00        Y
225   y2609  20250916   8128.0  ...   8086.00     7998.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:10,289 - future_1d - INFO - ak.get_dce_daily('2025-09-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250916   488.3  ...   492.1        488      SC
1       SC2511  20250916   489.1  ...   493.5      488.5      SC
2       SC2512  20250916   487.1  ...   491.1      487.6      SC
3       SC2601  20250916   487.1  ...   490.1      487.5      SC
4       SC2602  20250916   485.8  ...     488        487      SC
5       SC2603  20250916   485.2  ...   487.7      486.6      SC
6       SC2604  20250916   485.3  ...   486.4      485.9      SC
7       SC2605  20250916   486.9  ...   486.3      485.9      SC
8       SC2606  20250916   484.3  ...   485.6      485.8      SC
9       SC2607  20250916   484.9  ...   485.7      486.1      SC
10      SC2608  20250916   484.5  ...   484.2      482.4      SC
11      SC2609  20250916   482.5  ...   481.9      481.8      SC
12      SC2612  20250916   478.9  ...   479.8      475.4      SC
13      SC2703  20250916          ...   474.6      474.6      SC
14      SC2706  20250916          ...   474.7      474.7      SC
15      SC2709  20250916          ...   473.2      473.2      SC
16      SC2712  20250916          ...   472.1      472.1      SC
17      SC2803  20250916   473.6  ...   473.6      471.1      SC
18      SC2806  20250916   470.5  ...   471.1      466.7      SC
19      SC2809  20250916          ...     469        469      SC
21      LU2510  20250916    3350  ...    3370       3332      LU
22      LU2511  20250916    3378  ...    3396       3353      LU
23      LU2512  20250916    3356  ...    3377       3346      LU
24      LU2601  20250916    3352  ...    3369       3343      LU
25      LU2602  20250916    3349  ...    3354       3333      LU
26      LU2603  20250916    3346  ...    3350       3328      LU
27      LU2604  20250916    3350  ...    3349       3323      LU
28      LU2605  20250916    3341  ...    3341       3318      LU
29      LU2606  20250916    3343  ...    3348       3317      LU
30      LU2607  20250916    3346  ...    3342       3312      LU
31      LU2608  20250916    3335  ...    3343       3320      LU
32      LU2609  20250916    3323  ...    3336       3308      LU
34      NR2510  20250916   12675  ...   12640      12555      NR
35      NR2511  20250916   12705  ...   12690      12595      NR
36      NR2512  20250916   12745  ...   12725      12645      NR
37      NR2601  20250916   12765  ...   12755      12665      NR
38      NR2602  20250916   12775  ...   12785      12700      NR
39      NR2603  20250916   12770  ...   12780      12690      NR
40      NR2604  20250916   12795  ...   12795      12710      NR
41      NR2605  20250916          ...   12825      12740      NR
42      NR2606  20250916          ...   12635      12635      NR
43      NR2607  20250916          ...   12655      12650      NR
44      NR2608  20250916          ...   12685      12685      NR
45      NR2609  20250916          ...   12685      12685      NR
47      BC2510  20250916   71730  ...   72020      71780      BC
48      BC2511  20250916   71930  ...   72070      71830      BC
49      BC2512  20250916   72320  ...   72120      71910      BC
50      BC2601  20250916          ...   72000      72000      BC
51      BC2602  20250916          ...   71650      71650      BC
52      BC2603  20250916   71570  ...   71950      72000      BC
53      BC2604  20250916          ...   71550      71550      BC
54      BC2605  20250916          ...   71550      71550      BC
55      BC2606  20250916          ...   71500      71500      BC
56      BC2607  20250916          ...   71560      71560      BC
57      BC2608  20250916          ...   71550      71550      BC
58      BC2609  20250916          ...   71550      71550      BC
60      EC2510  20250916    1178  ...  1189.6     1170.9      EC
61      EC2512  20250916  1675.1  ...  1710.7     1640.3      EC
62      EC2602  20250916  1538.7  ...  1583.1       1521      EC
63      EC2604  20250916    1261  ...  1283.3     1250.1      EC
64      EC2606  20250916  1445.3  ...    1459     1425.3      EC
65      EC2608  20250916    1624  ...    1622     1596.5      EC
68  SC_TAS2510  20250916          ...                     SC_TAS
69  SC_TAS2511  20250916          ...                     SC_TAS
70  SC_TAS2512  20250916          ...                     SC_TAS
71  SC_TAS2601  20250916          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 18:26:10,383 - future_1d - INFO - ak.get_ine_daily('2025-09-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250916  7140.000  ...  7162.000    7125.800       IC
1   IC2510  20250916  7072.000  ...  7103.600    7062.800       IC
2   IC2512  20250916  6971.000  ...  6994.200    6951.400       IC
3   IC2603  20250916  6817.800  ...  6836.200    6791.200       IC
4   IF2509  20250916  4542.000  ...  4517.000    4528.000       IF
5   IF2510  20250916  4531.600  ...  4507.000    4518.800       IF
6   IF2512  20250916  4510.000  ...  4486.600    4496.400       IF
7   IF2603  20250916  4481.800  ...  4462.600    4470.800       IF
8   IH2509  20250916  2968.200  ...  2950.400    2961.200       IH
9   IH2510  20250916  2970.000  ...  2949.400    2960.800       IH
10  IH2512  20250916  2969.000  ...  2950.800    2962.400       IH
11  IH2603  20250916  2971.000  ...  2954.600    2964.200       IH
12  IM2509  20250916  7391.000  ...  7454.000    7386.400       IM
13  IM2510  20250916  7311.400  ...  7384.200    7317.000       IM
14  IM2512  20250916  7172.200  ...  7232.200    7161.400       IM
15  IM2603  20250916  6960.000  ...  7026.800    6951.200       IM
16   T2512  20250916   107.680  ...   108.010     107.840        T
17   T2603  20250916   107.385  ...   107.685     107.525        T
18   T2606  20250916   107.215  ...   107.515     107.345        T
19  TF2512  20250916   105.600  ...   105.780     105.660       TF
20  TF2603  20250916   105.465  ...   105.650     105.540       TF
21  TF2606  20250916   105.360  ...   105.535     105.435       TF
22  TL2512  20250916   114.870  ...   115.520     115.480       TL
23  TL2603  20250916   114.640  ...   115.180     115.180       TL
24  TL2606  20250916   114.500  ...   115.120     115.100       TL
25  TS2512  20250916   102.360  ...   102.410     102.368       TS
26  TS2603  20250916   102.310  ...   102.346     102.312       TS
27  TS2606  20250916   102.270  ...   102.302     102.280       TS

[28 rows x 12 columns]
2025-09-22 18:26:10,713 - future_1d - INFO - ak.get_cffex_daily('2025-09-16') done
2025-09-22 18:26:12,596 - future_1d - INFO - save future_daily 2025-09-16 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250917  53500.0  ...  53465.0     54925.0       PS
1   PS2511  20250917  53665.0  ...  53465.0     54630.0       PS
2   PS2512  20250917  56005.0  ...  56115.0     57220.0       PS
3   PS2601  20250917  56175.0  ...  56020.0     57135.0       PS
4   PS2602  20250917  56165.0  ...  56125.0     57140.0       PS
5   PS2603  20250917  56375.0  ...  56150.0     57205.0       PS
6   PS2604  20250917  56480.0  ...  56195.0     57330.0       PS
7   PS2605  20250917  56580.0  ...  56225.0     57310.0       PS
8   PS2606  20250917  58370.0  ...  58570.0     59625.0       PS
9   PS2607  20250917  58765.0  ...  58665.0     59850.0       PS
10  PS2608  20250917  58890.0  ...  58725.0     59695.0       PS
11  PS2609  20250917  58875.0  ...  58695.0     59740.0       PS
13  SI2510  20250917   8870.0  ...   8910.0      8950.0       SI
14  SI2511  20250917   8895.0  ...   8925.0      8970.0       SI
15  SI2512  20250917   9240.0  ...   9305.0      9360.0       SI
16  SI2601  20250917   9250.0  ...   9305.0      9350.0       SI
17  SI2602  20250917   9265.0  ...   9320.0      9385.0       SI
18  SI2603  20250917   9320.0  ...   9340.0      9355.0       SI
19  SI2604  20250917   9310.0  ...   9325.0      9360.0       SI
20  SI2605  20250917   9305.0  ...   9350.0      9370.0       SI
21  SI2606  20250917   9320.0  ...   9335.0      9350.0       SI
22  SI2607  20250917   9345.0  ...   9355.0      9355.0       SI
23  SI2608  20250917   9355.0  ...   9360.0      9380.0       SI
24  SI2609  20250917   9305.0  ...   9370.0      9345.0       SI
27  LC2510  20250917  73360.0  ...  73280.0     73500.0       LC
28  LC2511  20250917  73160.0  ...  73420.0     73620.0       LC
29  LC2512  20250917  73260.0  ...  73560.0     73920.0       LC
30  LC2601  20250917  73200.0  ...  73560.0     73800.0       LC
31  LC2602  20250917  72920.0  ...  73440.0     73720.0       LC
32  LC2603  20250917  73200.0  ...  73480.0     73660.0       LC
33  LC2604  20250917  73680.0  ...  74080.0     74280.0       LC
34  LC2605  20250917  73820.0  ...  74120.0     74240.0       LC
35  LC2606  20250917  73500.0  ...  73860.0     74280.0       LC
36  LC2607  20250917  73580.0  ...  73760.0     73980.0       LC
37  LC2608  20250917  73520.0  ...  73620.0     73740.0       LC
38  LC2609  20250917  73560.0  ...  73780.0     73900.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:22,331 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250917   8432.0   8438.0  ...    34748.31   8408.0      8421.0       AP
1    AP511  20250917   8221.0   8248.0  ...     4909.52   8196.0      8201.0       AP
2    AP512  20250917   8174.0   8238.0  ...      850.24   8175.0      8205.0       AP
3    AP601  20250917   8277.0   8308.0  ...   390355.14   8252.0      8271.0       AP
4    AP603  20250917   8107.0   8174.0  ...      497.22   8151.0      8161.0       AP
5    AP604  20250917   8137.0   8175.0  ...       73.29   8144.0      8167.0       AP
6    AP605  20250917   8269.0   8269.0  ...     2642.45   8206.0      8225.0       AP
7    CF511  20250917  13775.0  13835.0  ...   287116.09  13780.0     13755.0       CF
8    CF601  20250917  13925.0  13970.0  ...  1475769.50  13915.0     13900.0       CF
9    CF603  20250917  13880.0  13925.0  ...     1852.98  13880.0     13870.0       CF
10   CF605  20250917  13880.0  13925.0  ...   109540.96  13875.0     13860.0       CF
11   CF607  20250917  13905.0  13945.0  ...      820.13  13900.0     13895.0       CF
12   CF609  20250917  14015.0  14045.0  ...       56.08  14020.0     14035.0       CF
13   CJ512  20250917  10820.0  10825.0  ...     1439.07  10780.0     10790.0       CJ
14   CJ601  20250917  10830.0  10865.0  ...   429300.62  10800.0     10830.0       CJ
15   CJ603  20250917  10860.0  10885.0  ...     6084.97  10820.0     10860.0       CJ
16   CJ605  20250917  10950.0  10980.0  ...    86868.32  10915.0     10960.0       CJ
17   CJ607  20250917  11090.0  11110.0  ...     1976.22  11040.0     11105.0       CJ
18   CJ609  20250917  11185.0  11230.0  ...      173.56  11195.0     11250.0       CJ
19   CY510  20250917      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250917  19975.0  20090.0  ...   124022.70  19975.0     19965.0       CY
21   CY512  20250917  19870.0  19870.0  ...       29.58  19720.0     19405.0       CY
22   CY601  20250917  19970.0  20070.0  ...     3125.50  19970.0     19985.0       CY
23   CY602  20250917      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250917      0.0      0.0  ...        0.00  20170.0     20145.0       CY
25   CY604  20250917      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250917      0.0      0.0  ...        0.00  20135.0     20170.0       CY
27   CY606  20250917      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250917      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250917      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250917      0.0      0.0  ...        0.00  20365.0     20540.0       CY
31   FG510  20250917   1122.0   1122.0  ...    18051.74   1109.0      1109.0       FG
32   FG511  20250917   1129.0   1129.0  ...   166395.32   1112.0      1117.0       FG
33   FG512  20250917   1238.0   1243.0  ...    85782.82   1233.0      1234.0       FG
34   FG601  20250917   1240.0   1247.0  ...  4079998.75   1235.0      1236.0       FG
35   FG602  20250917   1289.0   1296.0  ...    32841.02   1283.0      1285.0       FG
36   FG603  20250917   1291.0   1299.0  ...     1998.09   1287.0      1290.0       FG
37   FG604  20250917   1340.0   1349.0  ...      487.80   1340.0      1337.0       FG
38   FG605  20250917   1341.0   1350.0  ...    98671.67   1339.0      1336.0       FG
39   FG606  20250917   1369.0   1377.0  ...      866.46   1367.0      1367.0       FG
40   FG607  20250917   1349.0   1370.0  ...     1044.87   1361.0      1361.0       FG
41   FG608  20250917   1378.0   1398.0  ...      901.70   1387.0      1385.0       FG
42   FG609  20250917   1383.0   1400.0  ...     3513.61   1391.0      1382.0       FG
43   JR511  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250917   2291.0   2296.0  ...     6128.50   2290.0      2298.0       MA
52   MA511  20250917   2316.0   2323.0  ...   104198.39   2315.0      2331.0       MA
53   MA512  20250917   2360.0   2364.0  ...    60887.65   2356.0      2376.0       MA
54   MA601  20250917   2380.0   2388.0  ...   921989.45   2380.0      2394.0       MA
55   MA602  20250917   2404.0   2409.0  ...    28280.29   2401.0      2414.0       MA
56   MA603  20250917   2416.0   2422.0  ...      398.59   2416.0      2428.0       MA
57   MA604  20250917   2421.0   2421.0  ...       24.16   2416.0      2433.0       MA
58   MA605  20250917   2402.0   2408.0  ...    58891.91   2401.0      2412.0       MA
59   MA606  20250917   2414.0   2414.0  ...        9.63   2407.0      2422.0       MA
60   MA607  20250917   2394.0   2394.0  ...       40.62   2389.0      2399.0       MA
61   MA608  20250917   2382.0   2383.0  ...       14.30   2383.0      2394.0       MA
62   MA609  20250917   2375.0   2379.0  ...     1409.08   2372.0      2382.0       MA
63   OI511  20250917  10239.0  10288.0  ...   552062.28  10217.0     10154.0       OI
64   OI601  20250917  10065.0  10116.0  ...  3364787.16  10055.0      9981.0       OI
65   OI603  20250917   9833.0   9867.0  ...     5390.68   9801.0      9733.0       OI
66   OI605  20250917   9600.0   9640.0  ...   233253.68   9572.0      9516.0       OI
67   OI607  20250917   9587.0   9587.0  ...      866.09   9517.0      9468.0       OI
68   OI609  20250917   9558.0   9558.0  ...      910.18   9481.0      9446.0       OI
69   PF510  20250917   6372.0   6414.0  ...    11027.64   6392.0      6378.0       PF
70   PF511  20250917   6376.0   6408.0  ...   524899.72   6382.0      6380.0       PF
71   PF512  20250917   6358.0   6386.0  ...   265943.18   6362.0      6364.0       PF
72   PF601  20250917   6408.0   6424.0  ...    22281.42   6408.0      6400.0       PF
73   PF602  20250917   6404.0   6432.0  ...    57719.21   6410.0      6406.0       PF
74   PF603  20250917   6402.0   6420.0  ...        6.41   6412.0      6420.0       PF
75   PF604  20250917   6438.0   6438.0  ...        3.22   6438.0      6454.0       PF
76   PF605  20250917   6474.0   6474.0  ...        6.47   6470.0      6458.0       PF
77   PF606  20250917   6480.0   6480.0  ...        3.24   6480.0      6480.0       PF
78   PF607  20250917      0.0      0.0  ...        0.00   6504.0      6502.0       PF
79   PF608  20250917      0.0      0.0  ...        0.00   6524.0      6504.0       PF
80   PF609  20250917      0.0      0.0  ...        0.00   6580.0      6580.0       PF
81   PK510  20250917   7808.0   7846.0  ...     8829.25   7818.0      7800.0       PK
82   PK511  20250917   7788.0   7850.0  ...   392386.77   7810.0      7766.0       PK
83   PK512  20250917   7810.0   7858.0  ...   132621.55   7824.0      7798.0       PK
84   PK601  20250917   7820.0   7850.0  ...    33933.10   7830.0      7820.0       PK
85   PK603  20250917   7846.0   7868.0  ...       94.19   7850.0      7844.0       PK
86   PK604  20250917   7864.0   7868.0  ...       47.17   7862.0      7862.0       PK
87   PK605  20250917   7870.0   7880.0  ...     3525.34   7870.0      7864.0       PK
88   PL601  20250917   6453.0   6464.0  ...    57202.98   6449.0      6458.0       PL
89   PL602  20250917   6485.0   6490.0  ...     2228.13   6477.0      6482.0       PL
90   PL603  20250917      0.0      0.0  ...        0.00   6499.0      6498.0       PL
91   PL604  20250917      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250917      0.0      0.0  ...        0.00   6428.0      6428.0       PL
93   PL606  20250917      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250917   6439.0   6439.0  ...       12.88   6439.0      6419.0       PL
95   PL608  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250917   5868.0   5880.0  ...     2077.49   5870.0      5866.0       PR
104  PR511  20250917   5854.0   5870.0  ...   321619.98   5856.0      5860.0       PR
105  PR512  20250917   5852.0   5874.0  ...   314268.80   5858.0      5866.0       PR
106  PR601  20250917   5870.0   5872.0  ...   152845.03   5856.0      5860.0       PR
107  PR602  20250917   5884.0   5900.0  ...      211.91   5886.0      5896.0       PR
108  PR603  20250917   5896.0   5928.0  ...       79.73   5906.0      5908.0       PR
109  PR604  20250917   5920.0   5940.0  ...       17.79   5930.0      5896.0       PR
110  PR605  20250917   5912.0   5930.0  ...       26.66   5924.0      5904.0       PR
111  PR606  20250917      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250917      0.0      0.0  ...        0.00   5962.0      5944.0       PR
113  PR608  20250917      0.0      0.0  ...        0.00   5966.0      5946.0       PR
114  PR609  20250917      0.0      0.0  ...        0.00   5932.0      5924.0       PR
115  PX510  20250917   6828.0   6828.0  ...     3758.07   6796.0      6804.0       PX
116  PX511  20250917   6790.0   6810.0  ...   533359.78   6782.0      6788.0       PX
117  PX512  20250917   6762.0   6784.0  ...   221700.49   6760.0      6758.0       PX
118  PX601  20250917   6740.0   6758.0  ...   213288.97   6732.0      6734.0       PX
119  PX602  20250917   6744.0   6752.0  ...   121861.52   6722.0      6728.0       PX
120  PX603  20250917      0.0      0.0  ...        0.00   6742.0      6742.0       PX
121  PX604  20250917      0.0      0.0  ...        0.00   6742.0      6760.0       PX
122  PX605  20250917   6732.0   6738.0  ...      252.30   6728.0      6714.0       PX
123  PX606  20250917      0.0      0.0  ...        0.00   6718.0      6698.0       PX
124  PX607  20250917   6736.0   6736.0  ...      134.72   6736.0      6736.0       PX
125  PX608  20250917      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250917   6750.0   6750.0  ...        3.38   6750.0      6722.0       PX
127  RI511  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250917   2535.0   2540.0  ...    38101.89   2499.0      2531.0       RM
134  RM601  20250917   2523.0   2528.0  ...   980972.69   2485.0      2517.0       RM
135  RM603  20250917   2422.0   2427.0  ...    14028.55   2392.0      2423.0       RM
136  RM605  20250917   2401.0   2404.0  ...   178362.44   2377.0      2400.0       RM
137  RM607  20250917   2385.0   2402.0  ...    22318.75   2375.0      2385.0       RM
138  RM608  20250917   2484.0   2490.0  ...     2810.84   2472.0      2484.0       RM
139  RM609  20250917   2473.0   2490.0  ...     7954.28   2466.0      2471.0       RM
140  RS511  20250917   5348.0   5348.0  ...       42.36   5295.0      5306.0       RS
141  RS607  20250917   5540.0   5556.0  ...       33.29   5548.0      5555.0       RS
142  RS608  20250917   5589.0   5620.0  ...      116.76   5560.0      5556.0       RS
143  RS609  20250917      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250917   1250.0   1255.0  ...    11411.73   1246.0      1244.0       SA
145  SA511  20250917   1264.0   1267.0  ...   387360.97   1258.0      1258.0       SA
146  SA512  20250917   1331.0   1332.0  ...   204076.82   1321.0      1324.0       SA
147  SA601  20250917   1344.0   1346.0  ...  2897113.14   1333.0      1337.0       SA
148  SA602  20250917   1375.0   1375.0  ...   135893.89   1362.0      1366.0       SA
149  SA603  20250917   1374.0   1376.0  ...     2380.34   1370.0      1369.0       SA
150  SA604  20250917   1417.0   1417.0  ...      902.89   1411.0      1409.0       SA
151  SA605  20250917   1423.0   1425.0  ...    79356.52   1415.0      1415.0       SA
152  SA606  20250917   1431.0   1431.0  ...      863.82   1425.0      1418.0       SA
153  SA607  20250917   1433.0   1433.0  ...     2876.19   1424.0      1420.0       SA
154  SA608  20250917   1448.0   1450.0  ...     2051.39   1443.0      1426.0       SA
155  SA609  20250917   1452.0   1456.0  ...     4124.44   1448.0      1443.0       SA
156  SF510  20250917   5516.0   5588.0  ...     8613.21   5544.0      5572.0       SF
157  SF511  20250917   5696.0   5776.0  ...   474200.97   5726.0      5752.0       SF
158  SF512  20250917   5664.0   5748.0  ...   115486.14   5700.0      5724.0       SF
159  SF601  20250917   5664.0   5746.0  ...   168921.50   5704.0      5716.0       SF
160  SF602  20250917   5634.0   5706.0  ...    34455.30   5666.0      5670.0       SF
161  SF603  20250917   5798.0   5862.0  ...        8.76   5842.0      5856.0       SF
162  SF604  20250917   5854.0   5860.0  ...        8.78   5856.0      5850.0       SF
163  SF605  20250917   5790.0   5854.0  ...     1690.67   5810.0      5824.0       SF
164  SF606  20250917   5750.0   5804.0  ...       48.93   5758.0      5784.0       SF
165  SF607  20250917   5912.0   5966.0  ...       68.40   5948.0      5940.0       SF
166  SF608  20250917   5900.0   5938.0  ...       20.66   5902.0      5894.0       SF
167  SF609  20250917   5878.0   5920.0  ...       26.48   5884.0      5896.0       SF
168  SH510  20250917   2496.0   2530.0  ...    27952.07   2511.0      2506.0       SH
169  SH511  20250917   2524.0   2559.0  ...   551909.54   2538.0      2535.0       SH
170  SH512  20250917   2579.0   2607.0  ...   227232.51   2589.0      2584.0       SH
171  SH601  20250917   2578.0   2610.0  ...  2403637.91   2593.0      2592.0       SH
172  SH602  20250917   2606.0   2629.0  ...    46403.92   2612.0      2614.0       SH
173  SH603  20250917   2625.0   2646.0  ...     3236.56   2631.0      2637.0       SH
174  SH604  20250917   2667.0   2689.0  ...      320.57   2671.0      2680.0       SH
175  SH605  20250917   2670.0   2696.0  ...    11285.68   2683.0      2689.0       SH
176  SH606  20250917   2692.0   2703.0  ...       16.19   2698.0      2707.0       SH
177  SH607  20250917   2681.0   2697.0  ...       72.62   2690.0      2699.0       SH
178  SH608  20250917   2690.0   2694.0  ...       56.48   2689.0      2702.0       SH
179  SH609  20250917   2692.0   2714.0  ...      275.69   2703.0      2701.0       SH
180  SM510  20250917   5822.0   5884.0  ...     6218.22   5848.0      5850.0       SM
181  SM511  20250917   5924.0   5968.0  ...   316808.80   5936.0      5940.0       SM
182  SM512  20250917   5926.0   5976.0  ...    80580.76   5940.0      5948.0       SM
183  SM601  20250917   5942.0   5992.0  ...   504040.77   5956.0      5962.0       SM
184  SM602  20250917   5948.0   5996.0  ...   211007.94   5964.0      5960.0       SM
185  SM603  20250917   5958.0   6004.0  ...       35.87   5978.0      5970.0       SM
186  SM604  20250917   5986.0   5986.0  ...        5.99   5986.0      5990.0       SM
187  SM605  20250917   5980.0   6028.0  ...     7442.32   5984.0      6000.0       SM
188  SM606  20250917   6006.0   6006.0  ...        3.00   6006.0      5986.0       SM
189  SM607  20250917   5972.0   6038.0  ...        6.01   6006.0      6012.0       SM
190  SM608  20250917      0.0      0.0  ...        0.00   6040.0      6030.0       SM
191  SM609  20250917   5986.0   6058.0  ...      307.48   6030.0      6010.0       SM
192  SR511  20250917   5551.0   5551.0  ...   107951.54   5537.0      5549.0       SR
193  SR601  20250917   5546.0   5552.0  ...   883331.28   5538.0      5555.0       SR
194  SR603  20250917   5535.0   5538.0  ...     1855.88   5523.0      5543.0       SR
195  SR605  20250917   5525.0   5526.0  ...    64482.27   5514.0      5532.0       SR
196  SR607  20250917   5521.0   5525.0  ...     2244.01   5514.0      5530.0       SR
197  SR609  20250917   5530.0   5535.0  ...     1242.98   5524.0      5543.0       SR
198  TA510  20250917   4676.0   4686.0  ...    28187.67   4670.0      4662.0       TA
199  TA511  20250917   4680.0   4700.0  ...   266796.06   4682.0      4676.0       TA
200  TA512  20250917   4694.0   4710.0  ...   120458.33   4694.0      4692.0       TA
201  TA601  20250917   4704.0   4716.0  ...  1425656.89   4698.0      4692.0       TA
202  TA602  20250917   4708.0   4726.0  ...    19345.21   4710.0      4704.0       TA
203  TA603  20250917   4718.0   4724.0  ...      176.78   4714.0      4714.0       TA
204  TA604  20250917   4718.0   4732.0  ...        9.44   4720.0      4718.0       TA
205  TA605  20250917   4748.0   4752.0  ...    40164.93   4740.0      4732.0       TA
206  TA606  20250917      0.0      0.0  ...        0.00   4752.0      4750.0       TA
207  TA607  20250917      0.0      0.0  ...        0.00   4762.0      4760.0       TA
208  TA608  20250917      0.0      0.0  ...        0.00   4770.0      4770.0       TA
209  TA609  20250917   4772.0   4786.0  ...       26.26   4776.0      4778.0       TA
210  UR510  20250917   1597.0   1599.0  ...     2590.23   1593.0      1597.0       UR
211  UR511  20250917   1662.0   1671.0  ...    32532.03   1665.0      1672.0       UR
212  UR512  20250917   1677.0   1681.0  ...     7973.81   1675.0      1683.0       UR
213  UR601  20250917   1685.0   1687.0  ...   311810.74   1681.0      1691.0       UR
214  UR602  20250917   1681.0   1691.0  ...      586.28   1685.0      1695.0       UR
215  UR603  20250917   1729.0   1737.0  ...      121.25   1732.0      1737.0       UR
216  UR604  20250917   1738.0   1738.0  ...        6.95   1738.0      1736.0       UR
217  UR605  20250917   1740.0   1740.0  ...    12279.83   1734.0      1740.0       UR
218  UR606  20250917   1729.0   1737.0  ...       48.54   1734.0      1738.0       UR
219  UR607  20250917   1757.0   1766.0  ...       66.92   1761.0      1768.0       UR
220  UR608  20250917   1754.0   1761.0  ...       10.55   1758.0      1764.0       UR
221  UR609  20250917   1753.0   1758.0  ...       84.24   1755.0      1759.0       UR
222  WH511  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:22,675 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250917  ...   80720      81090      CU
1        1      CU2511  20250917  ...   80750      81090      CU
2        2      CU2512  20250917  ...   80730      81090      CU
3        3      CU2601  20250917  ...   80730      81150      CU
4        4      CU2602  20250917  ...   80720      81190      CU
5        5      CU2603  20250917  ...   80730      81130      CU
6        6      CU2604  20250917  ...   80700      81120      CU
7        7      CU2605  20250917  ...   80830      80980      CU
8        8      CU2606  20250917  ...   80700      81080      CU
9        9      CU2607  20250917  ...   80680      81060      CU
10      10      CU2608  20250917  ...   80600      81100      CU
11      11      CU2609  20250917  ...   80650      81100      CU
12      12      BC2510  20250917  ...   71650      72020      BC
13      13      BC2511  20250917  ...   71640      72070      BC
14      14      BC2512  20250917  ...   71670      72120      BC
15      15      BC2601  20250917  ...   72000      72000      BC
16      16      BC2602  20250917  ...   71650      71650      BC
17      17      BC2603  20250917  ...   71950      71950      BC
18      18      BC2604  20250917  ...   71550      71550      BC
19      19      BC2605  20250917  ...   71550      71550      BC
20      20      BC2606  20250917  ...   71500      71500      BC
21      21      BC2607  20250917  ...   71560      71560      BC
22      22      BC2608  20250917  ...   71550      71550      BC
23      23      BC2609  20250917  ...   71550      71550      BC
24      24      AL2510  20250917  ...   20965      20990      AL
25      25      AL2511  20250917  ...   20980      21010      AL
26      26      AL2512  20250917  ...   20965      20985      AL
27      27      AL2601  20250917  ...   20940      20960      AL
28      28      AL2602  20250917  ...   20930      20965      AL
29      29      AL2603  20250917  ...   20935      20990      AL
30      30      AL2604  20250917  ...   20955      21015      AL
31      31      AL2605  20250917  ...   20965      21040      AL
32      32      AL2606  20250917  ...   20960      21005      AL
33      33      AL2607  20250917  ...   20950      21035      AL
34      34      AL2608  20250917  ...   20960      20965      AL
35      35      AL2609  20250917  ...   21010      20985      AL
36      36      ZN2510  20250917  ...   22280      22300      ZN
37      37      ZN2511  20250917  ...   22285      22315      ZN
38      38      ZN2512  20250917  ...   22300      22330      ZN
39      39      ZN2601  20250917  ...   22330      22360      ZN
40      40      ZN2602  20250917  ...   22370      22370      ZN
41      41      ZN2603  20250917  ...   22360      22370      ZN
42      42      ZN2604  20250917  ...   22410      22420      ZN
43      43      ZN2605  20250917  ...   22410      22430      ZN
44      44      ZN2606  20250917  ...   22445      22490      ZN
45      45      ZN2607  20250917  ...   22465      22460      ZN
46      46      ZN2608  20250917  ...   22460      22480      ZN
47      47      ZN2609  20250917  ...   22475      22450      ZN
48      48      PB2510  20250917  ...   17080      17080      PB
49      49      PB2511  20250917  ...   17095      17100      PB
50      50      PB2512  20250917  ...   17105      17105      PB
51      51      PB2601  20250917  ...   17115      17115      PB
52      52      PB2602  20250917  ...   17125      17120      PB
53      53      PB2603  20250917  ...   17190      17130      PB
54      54      PB2604  20250917  ...   17195      17205      PB
55      55      PB2605  20250917  ...   17170      17170      PB
56      56      PB2606  20250917  ...   17145      17105      PB
57      57      PB2607  20250917  ...   17150      17155      PB
58      58      PB2608  20250917  ...   17220      17165      PB
59      59      PB2609  20250917  ...   17220      17165      PB
60      60      NI2510  20250917  ...  122030     122790      NI
61      61      NI2511  20250917  ...  122160     122930      NI
62      62      NI2512  20250917  ...  122290     123120      NI
63      63      NI2601  20250917  ...  122520     123300      NI
64      64      NI2602  20250917  ...  122720     123650      NI
65      65      NI2603  20250917  ...  122830     123590      NI
66      66      NI2604  20250917  ...  122970     123800      NI
67      67      NI2605  20250917  ...  123320     124130      NI
68      68      NI2606  20250917  ...  123320     124360      NI
69      69      NI2607  20250917  ...  123610     124590      NI
70      70      NI2608  20250917  ...  124070     125030      NI
71      71      NI2609  20250917  ...  124300     124490      NI
72      72      SN2510  20250917  ...  273090     272740      SN
73      73      SN2511  20250917  ...  273310     273020      SN
74      74      SN2512  20250917  ...  273260     273040      SN
75      75      SN2601  20250917  ...  272970     273310      SN
76      76      SN2602  20250917  ...  273360     273130      SN
77      77      SN2603  20250917  ...  272790     273430      SN
78      78      SN2604  20250917  ...  274190     273380      SN
79      79      SN2605  20250917  ...  273160     273620      SN
80      80      SN2606  20250917  ...  272960     274060      SN
81      81      SN2607  20250917  ...  273500     275180      SN
82      82      SN2608  20250917  ...  273820     275620      SN
83      83      SN2609  20250917  ...  274140     275630      SN
84      84      AO2510  20250917  ...    2917       2957      AO
85      85      AO2511  20250917  ...    2920       2964      AO
86      86      AO2512  20250917  ...    2934       2979      AO
87      87      AO2601  20250917  ...    2941       2989      AO
88      88      AO2602  20250917  ...    2947       2996      AO
89      89      AO2603  20250917  ...    3018       3052      AO
90      90      AO2604  20250917  ...    3022       3063      AO
91      91      AO2605  20250917  ...    3027       3066      AO
92      92      AO2606  20250917  ...    3035       3077      AO
93      93      AO2607  20250917  ...    3050       3084      AO
94      94      AO2608  20250917  ...    3051       3091      AO
95      95      AO2609  20250917  ...    3069       3107      AO
96      96      AD2511  20250917  ...   20480      20505      AD
97      97      AD2512  20250917  ...   20515      20525      AD
98      98      AD2601  20250917  ...   20540      20550      AD
99      99      AD2602  20250917  ...   20540      20540      AD
100    100      AD2603  20250917  ...   20500      20500      AD
101    101      AD2604  20250917  ...   20485      20485      AD
102    102      AD2605  20250917  ...   20520      20520      AD
103    103      AD2606  20250917  ...   20455      20455      AD
104    104      AD2607  20250917  ...   20510      20510      AD
105    105      AD2608  20250917  ...   20515      20515      AD
106    106      AD2609  20250917  ...   20515      20515      AD
107    107      AU2510  20250917  ...     839     838.12      AU
108    108      AU2511  20250917  ...   839.9      839.4      AU
109    109      AU2512  20250917  ...   841.3     840.76      AU
110    110      AU2602  20250917  ...   843.8      843.2      AU
111    111      AU2604  20250917  ...  846.48     845.18      AU
112    112      AU2606  20250917  ...  848.26     847.54      AU
113    113      AU2608  20250917  ...  850.82     850.08      AU
114    114      AU2610  20250917  ...  853.12     852.26      AU
115    115      AG2510  20250917  ...   10014      10084      AG
116    116      AG2511  20250917  ...   10025      10095      AG
117    117      AG2512  20250917  ...   10030      10111      AG
118    118      AG2601  20250917  ...   10048      10121      AG
119    119      AG2602  20250917  ...   10059      10131      AG
120    120      AG2603  20250917  ...   10069      10146      AG
121    121      AG2604  20250917  ...   10087      10143      AG
122    122      AG2605  20250917  ...   10088      10175      AG
123    123      AG2606  20250917  ...   10098      10188      AG
124    124      AG2607  20250917  ...   10116      10204      AG
125    125      AG2608  20250917  ...   10136      10214      AG
126    126      AG2609  20250917  ...   10132      10233      AG
127    127      RB2510  20250917  ...    3061       3070      RB
128    128      RB2511  20250917  ...    3080       3089      RB
129    129      RB2512  20250917  ...    3133       3134      RB
130    130      RB2601  20250917  ...    3155       3166      RB
131    131      RB2602  20250917  ...    3157       3176      RB
132    132      RB2603  20250917  ...    3180       3193      RB
133    133      RB2604  20250917  ...    3206       3221      RB
134    134      RB2605  20250917  ...    3226       3234      RB
135    135      RB2606  20250917  ...    3241       3248      RB
136    136      RB2607  20250917  ...    3258       3263      RB
137    137      RB2608  20250917  ...    3258       3269      RB
138    138      RB2609  20250917  ...    3270       3277      RB
139    139      WR2510  20250917  ...    3288       3306      WR
140    140      WR2511  20250917  ...    3302       3302      WR
141    141      WR2512  20250917  ...    3324       3324      WR
142    142      WR2601  20250917  ...    3349       3357      WR
143    143      WR2602  20250917  ...    3358       3358      WR
144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 18:26:22,778 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250917   3924.00  ...   3914.00     3934.00        A
1     a2601  20250917   3933.00  ...   3919.00     3937.00        A
2     a2603  20250917   3938.00  ...   3924.00     3943.00        A
3     a2605  20250917   3981.00  ...   3964.00     3984.00        A
4     a2607  20250917   3984.00  ...   3970.00     3990.00        A
5     a2609  20250917   3993.00  ...   3976.00     3998.00        A
6     b2510  20250917   3705.00  ...   3689.00     3704.00        B
7     b2511  20250917   3734.00  ...   3705.00     3745.00        B
8     b2512  20250917   3774.00  ...   3748.00     3778.00        B
9     b2601  20250917   3772.00  ...   3741.00     3765.00        B
10    b2602  20250917   3750.00  ...   3725.00     3748.00        B
11    b2603  20250917   3699.00  ...   3682.00     3701.00        B
12    b2604  20250917   3590.00  ...   3577.00     3589.00        B
13    b2605  20250917   3520.00  ...   3508.00     3519.00        B
14    b2606  20250917   3489.00  ...   3482.00     3489.00        B
15    b2607  20250917   3488.00  ...   3484.00     3488.00        B
16    b2608  20250917   3588.00  ...   3582.00     3586.00        B
17    b2609  20250917   3613.00  ...   3591.00     3607.00        B
18   bb2511  20250917    142.35  ...    142.30      142.25       BB
19   bb2601  20250917    146.95  ...    146.95      147.30       BB
20   bb2603  20250917      0.00  ...    146.90      146.90       BB
21   bb2605  20250917      0.00  ...    141.60      141.90       BB
22   bb2607  20250917      0.00  ...    146.40      146.70       BB
23   bb2609  20250917      0.00  ...    146.40      146.70       BB
24   bz2603  20250917   6090.00  ...   6069.00     6078.00       BZ
25   bz2604  20250917   6069.00  ...   6046.00     6069.00       BZ
26   bz2605  20250917      0.00  ...   6072.00     6072.00       BZ
27   bz2606  20250917      0.00  ...   6008.00     6008.00       BZ
28   bz2607  20250917      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250917      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250917   2166.00  ...   2163.00     2169.00        C
31    c2601  20250917   2153.00  ...   2155.00     2158.00        C
32    c2603  20250917   2166.00  ...   2166.00     2173.00        C
33    c2605  20250917   2226.00  ...   2226.00     2231.00        C
34    c2607  20250917   2243.00  ...   2240.00     2246.00        C
35    c2609  20250917   2256.00  ...   2254.00     2262.00        C
36   cs2511  20250917   2442.00  ...   2448.00     2445.00       CS
37   cs2601  20250917   2467.00  ...   2471.00     2475.00       CS
38   cs2603  20250917   2477.00  ...   2479.00     2485.00       CS
39   cs2605  20250917   2564.00  ...   2562.00     2568.00       CS
40   cs2607  20250917   2568.00  ...   2567.00     2575.00       CS
41   cs2609  20250917   2585.00  ...   2585.00     2592.00       CS
42   eb2509  20250917      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250917   7175.00  ...   7159.00     7158.00       EB
44   eb2511  20250917   7197.00  ...   7176.00     7170.00       EB
45   eb2512  20250917   7195.00  ...   7182.00     7175.00       EB
46   eb2601  20250917   7195.00  ...   7200.00     7195.00       EB
47   eb2602  20250917   7219.00  ...   7220.00     7216.00       EB
48   eb2603  20250917   7254.00  ...   7240.00     7237.00       EB
49   eb2604  20250917   7276.00  ...   7273.00     7272.00       EB
50   eb2605  20250917   7295.00  ...   7288.00     7288.00       EB
51   eb2606  20250917      0.00  ...   7297.00     7297.00       EB
52   eb2607  20250917      0.00  ...   7314.00     7314.00       EB
53   eb2608  20250917      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250917      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250917   4309.00  ...   4312.00     4314.00       EG
56   eg2511  20250917   4287.00  ...   4280.00     4291.00       EG
57   eg2512  20250917   4287.00  ...   4273.00     4306.00       EG
58   eg2601  20250917   4283.00  ...   4289.00     4298.00       EG
59   eg2602  20250917   4293.00  ...   4295.00     4308.00       EG
60   eg2603  20250917   4294.00  ...   4298.00     4302.00       EG
61   eg2604  20250917   4343.00  ...   4340.00     4340.00       EG
62   eg2605  20250917   4341.00  ...   4340.00     4349.00       EG
63   eg2606  20250917   4354.00  ...   4348.00     4332.00       EG
64   eg2607  20250917      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250917      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250917   1269.50  ...   1268.50     1269.00       FB
67   fb2511  20250917   1251.50  ...   1251.00     1257.00       FB
68   fb2512  20250917   1262.50  ...   1259.50     1263.50       FB
69   fb2601  20250917   1253.00  ...   1253.50     1255.50       FB
70   fb2602  20250917   1249.50  ...   1248.50     1249.50       FB
71   fb2603  20250917   1249.00  ...   1249.00     1250.50       FB
72   fb2604  20250917      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250917      0.00  ...   1301.50     1301.50       FB
74   fb2606  20250917      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250917      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250917      0.00  ...   1285.00     1285.00       FB
77   fb2609  20250917      0.00  ...   1296.00     1296.00       FB
78    i2510  20250917    821.00  ...    820.00      824.50        I
79    i2511  20250917    818.00  ...    815.50      819.00        I
80    i2512  20250917    812.50  ...    809.50      814.00        I
81    i2601  20250917    804.00  ...    801.00      805.50        I
82    i2602  20250917    800.00  ...    795.50      800.50        I
83    i2603  20250917    794.00  ...    790.00      795.00        I
84    i2604  20250917    790.00  ...    786.50      791.00        I
85    i2605  20250917    783.00  ...    780.00      783.50        I
86    i2606  20250917    777.50  ...    775.00      777.50        I
87    i2607  20250917    773.50  ...    770.50      773.50        I
88    i2608  20250917    769.00  ...    766.00      768.50        I
89    i2609  20250917    763.00  ...    760.50      764.00        I
90    j2510  20250917   1636.50  ...   1628.50     1628.50        J
91    j2511  20250917   1670.00  ...   1655.50     1662.00        J
92    j2512  20250917   1688.00  ...   1691.00     1690.00        J
93    j2601  20250917   1740.00  ...   1728.00     1726.50        J
94    j2602  20250917   1754.00  ...   1754.00     1755.00        J
95    j2603  20250917      0.00  ...   1763.50     1721.50        J
96    j2604  20250917      0.00  ...   1814.00     1814.00        J
97    j2605  20250917   1873.00  ...   1857.00     1868.50        J
98    j2606  20250917      0.00  ...   1887.00     1887.00        J
99    j2607  20250917   1885.00  ...   1885.00     1900.50        J
100   j2608  20250917      0.00  ...   1906.00     1906.00        J
101   j2609  20250917   1898.00  ...   1895.00     1911.50        J
102  jd2509  20250917   3235.00  ...   3226.00     3265.00       JD
103  jd2510  20250917   3080.00  ...   3063.00     3116.00       JD
104  jd2511  20250917   3098.00  ...   3110.00     3132.00       JD
105  jd2512  20250917   3200.00  ...   3208.00     3232.00       JD
106  jd2601  20250917   3370.00  ...   3375.00     3382.00       JD
107  jd2602  20250917   3125.00  ...   3117.00     3121.00       JD
108  jd2603  20250917   3141.00  ...   3130.00     3133.00       JD
109  jd2604  20250917   3330.00  ...   3318.00     3308.00       JD
110  jd2605  20250917   3435.00  ...   3436.00     3422.00       JD
111  jd2606  20250917   3247.00  ...   3245.00     3228.00       JD
112  jd2607  20250917   3490.00  ...   3487.00     3476.00       JD
113  jd2608  20250917   3915.00  ...   3916.00     3905.00       JD
114  jm2510  20250917   1047.00  ...   1043.00     1037.00       JM
115  jm2511  20250917   1108.00  ...   1094.50     1102.50       JM
116  jm2512  20250917   1180.00  ...   1163.50     1170.50       JM
117  jm2601  20250917   1255.00  ...   1229.50     1228.50       JM
118  jm2602  20250917   1270.50  ...   1252.50     1258.50       JM
119  jm2603  20250917   1298.00  ...   1269.50     1280.50       JM
120  jm2604  20250917   1324.00  ...   1288.50     1304.50       JM
121  jm2605  20250917   1340.00  ...   1309.00     1324.00       JM
122  jm2606  20250917   1350.50  ...   1326.00     1339.00       JM
123  jm2607  20250917   1364.50  ...   1331.50     1349.50       JM
124  jm2608  20250917   1377.50  ...   1342.50     1358.50       JM
125  jm2609  20250917   1395.00  ...   1363.50     1371.50       JM
126   l2510  20250917   7176.00  ...   7165.00     7177.00        L
127   l2511  20250917   7209.00  ...   7195.00     7209.00        L
128   l2512  20250917   7239.00  ...   7225.00     7239.00        L
129   l2601  20250917   7252.00  ...   7249.00     7260.00        L
130   l2602  20250917   7244.00  ...   7241.00     7246.00        L
131   l2603  20250917   7259.00  ...   7257.00     7262.00        L
132   l2604  20250917   7294.00  ...   7290.00     7284.00        L
133   l2605  20250917   7285.00  ...   7290.00     7284.00        L
134   l2606  20250917   7282.00  ...   7280.00     7283.00        L
135   l2607  20250917   7301.00  ...   7302.00     7296.00        L
136   l2608  20250917   7309.00  ...   7310.00     7306.00        L
137   l2609  20250917   7315.00  ...   7311.00     7299.00        L
138  lg2509  20250917    770.00  ...    770.00      768.00       LG
139  lg2511  20250917    806.50  ...    808.50      806.50       LG
140  lg2601  20250917    820.50  ...    822.50      820.50       LG
141  lg2603  20250917    826.00  ...    827.00      826.50       LG
142  lg2605  20250917    832.50  ...    831.50      832.50       LG
143  lg2607  20250917    832.00  ...    832.50      833.00       LG
144  lh2509  20250917  12985.00  ...  12985.00    13100.00       LH
145  lh2511  20250917  13110.00  ...  13055.00    13210.00       LH
146  lh2601  20250917  13690.00  ...  13575.00    13725.00       LH
147  lh2603  20250917  13025.00  ...  13005.00    13025.00       LH
148  lh2605  20250917  13600.00  ...  13540.00    13555.00       LH
149  lh2607  20250917  14400.00  ...  14315.00    14240.00       LH
150   m2511  20250917   3009.00  ...   2980.00     3015.00        M
151   m2512  20250917   3058.00  ...   3031.00     3064.00        M
152   m2601  20250917   3042.00  ...   3019.00     3046.00        M
153   m2603  20250917   2980.00  ...   2960.00     2986.00        M
154   m2605  20250917   2804.00  ...   2790.00     2807.00        M
155   m2607  20250917   2783.00  ...   2774.00     2786.00        M
156   m2608  20250917   2911.00  ...   2901.00     2912.00        M
157   m2609  20250917   2915.00  ...   2904.00     2918.00        M
158   p2510  20250917   9402.00  ...   9408.00     9406.00        P
159   p2511  20250917   9466.00  ...   9416.00     9432.00        P
160   p2512  20250917   9506.00  ...   9464.00     9462.00        P
161   p2601  20250917   9534.00  ...   9494.00     9484.00        P
162   p2602  20250917   9498.00  ...   9464.00     9434.00        P
163   p2603  20250917   9466.00  ...   9416.00     9404.00        P
164   p2604  20250917   9400.00  ...   9340.00     9326.00        P
165   p2605  20250917   9290.00  ...   9258.00     9242.00        P
166   p2606  20250917   9198.00  ...   9140.00     9126.00        P
167   p2607  20250917   9090.00  ...   9060.00     9020.00        P
168   p2608  20250917   9028.00  ...   8988.00     8954.00        P
169   p2609  20250917   8930.00  ...   8922.00     8882.00        P
170  pg2509  20250917   3798.00  ...   3752.00     3750.00       PG
171  pg2510  20250917   4477.00  ...   4485.00     4494.00       PG
172  pg2511  20250917   4428.00  ...   4431.00     4440.00       PG
173  pg2512  20250917   4370.00  ...   4372.00     4377.00       PG
174  pg2601  20250917   4303.00  ...   4305.00     4313.00       PG
175  pg2602  20250917   4235.00  ...   4240.00     4242.00       PG
176  pg2603  20250917   4146.00  ...   4148.00     4151.00       PG
177  pg2604  20250917   4449.00  ...   4476.00     4476.00       PG
178  pg2605  20250917   4375.00  ...   4383.00     4385.00       PG
179  pg2606  20250917   4327.00  ...   4327.00     4323.00       PG
180  pg2607  20250917      0.00  ...   4270.00     4270.00       PG
181  pg2608  20250917      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250917   6898.00  ...   6878.00     6887.00       PP
183  pp2511  20250917   6906.00  ...   6916.00     6922.00       PP
184  pp2512  20250917   6952.00  ...   6951.00     6959.00       PP
185  pp2601  20250917   6977.00  ...   6982.00     6992.00       PP
186  pp2602  20250917   6961.00  ...   6958.00     6966.00       PP
187  pp2603  20250917   6969.00  ...   6969.00     6958.00       PP
188  pp2604  20250917   6992.00  ...   6996.00     6979.00       PP
189  pp2605  20250917   7005.00  ...   7013.00     7010.00       PP
190  pp2606  20250917   6983.00  ...   6982.00     6966.00       PP
191  pp2607  20250917   6952.00  ...   6950.00     6945.00       PP
192  pp2608  20250917   6958.00  ...   6958.00     6944.00       PP
193  pp2609  20250917   6977.00  ...   6983.00     6976.00       PP
194  rr2510  20250917   3604.00  ...   3604.00     3594.00       RR
195  rr2511  20250917   3604.00  ...   3605.00     3602.00       RR
196  rr2512  20250917   3601.00  ...   3599.00     3598.00       RR
197  rr2601  20250917   3621.00  ...   3621.00     3617.00       RR
198  rr2602  20250917   3599.00  ...   3599.00     3597.00       RR
199  rr2603  20250917   3608.00  ...   3608.00     3610.00       RR
200  rr2604  20250917   3611.00  ...   3611.00     3607.00       RR
201  rr2605  20250917      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250917      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250917      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250917      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250917      0.00  ...   3614.00     3614.00       RR
206   v2510  20250917   4853.00  ...   4852.00     4849.00        V
207   v2511  20250917   4881.00  ...   4883.00     4882.00        V
208   v2512  20250917   4929.00  ...   4924.00     4921.00        V
209   v2601  20250917   4966.00  ...   4967.00     4964.00        V
210   v2602  20250917   5003.00  ...   5005.00     4998.00        V
211   v2603  20250917   5038.00  ...   5035.00     5028.00        V
212   v2604  20250917   5234.00  ...   5228.00     5233.00        V
213   v2605  20250917   5266.00  ...   5268.00     5270.00        V
214   v2606  20250917   5301.00  ...   5299.00     5302.00        V
215   v2607  20250917   5321.00  ...   5329.00     5327.00        V
216   v2608  20250917   5371.00  ...   5366.00     5368.00        V
217   v2609  20250917   5373.00  ...   5382.00     5384.00        V
218   y2511  20250917   8458.00  ...   8440.00     8446.00        Y
219   y2512  20250917   8478.00  ...   8476.00     8462.00        Y
220   y2601  20250917   8448.00  ...   8422.00     8418.00        Y
221   y2603  20250917   8356.00  ...   8350.00     8336.00        Y
222   y2605  20250917   8150.00  ...   8132.00     8122.00        Y
223   y2607  20250917   8094.00  ...   8088.00     8076.00        Y
224   y2608  20250917   8114.00  ...   8104.00     8078.00        Y
225   y2609  20250917   8100.00  ...   8080.00     8086.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:23,270 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250917   498.6  ...   498.4      492.1      SC
1       SC2511  20250917   499.5  ...   499.8      493.5      SC
2       SC2512  20250917     496  ...   496.8      491.1      SC
3       SC2601  20250917   495.5  ...   494.7      490.1      SC
4       SC2602  20250917   492.5  ...   492.1        488      SC
5       SC2603  20250917   491.5  ...   491.8      487.7      SC
6       SC2604  20250917   490.2  ...   490.3      486.4      SC
7       SC2605  20250917   489.8  ...   490.5      486.3      SC
8       SC2606  20250917     487  ...   489.4      485.6      SC
9       SC2607  20250917     488  ...   488.3      485.7      SC
10      SC2608  20250917   487.5  ...   487.5      484.2      SC
11      SC2609  20250917     484  ...     484      481.9      SC
12      SC2612  20250917   481.4  ...     481      479.8      SC
13      SC2703  20250917          ...   475.1      474.6      SC
14      SC2706  20250917          ...   476.8      474.7      SC
15      SC2709  20250917          ...   473.2      473.2      SC
16      SC2712  20250917   473.7  ...   473.7      472.1      SC
17      SC2803  20250917          ...   473.6      473.6      SC
18      SC2806  20250917   474.8  ...     473      471.1      SC
19      SC2809  20250917          ...     469        469      SC
21      LU2510  20250917    3387  ...    3422       3370      LU
22      LU2511  20250917    3425  ...    3447       3396      LU
23      LU2512  20250917    3418  ...    3429       3377      LU
24      LU2601  20250917    3391  ...    3421       3369      LU
25      LU2602  20250917    3384  ...    3410       3354      LU
26      LU2603  20250917    3375  ...    3387       3350      LU
27      LU2604  20250917    3374  ...    3389       3349      LU
28      LU2605  20250917    3378  ...    3388       3341      LU
29      LU2606  20250917    3390  ...    3399       3348      LU
30      LU2607  20250917    3369  ...    3379       3342      LU
31      LU2608  20250917    3370  ...    3378       3343      LU
32      LU2609  20250917    3361  ...    3360       3336      LU
34      NR2510  20250917   12675  ...   12570      12640      NR
35      NR2511  20250917   12715  ...   12595      12690      NR
36      NR2512  20250917   12750  ...   12630      12725      NR
37      NR2601  20250917   12740  ...   12660      12755      NR
38      NR2602  20250917   12770  ...   12650      12785      NR
39      NR2603  20250917   12755  ...   12635      12780      NR
40      NR2604  20250917   12765  ...   12665      12795      NR
41      NR2605  20250917   12735  ...   12670      12825      NR
42      NR2606  20250917          ...   12635      12635      NR
43      NR2607  20250917          ...   12655      12655      NR
44      NR2608  20250917          ...   12685      12685      NR
45      NR2609  20250917          ...   12685      12685      NR
47      BC2510  20250917   71940  ...   71650      72020      BC
48      BC2511  20250917   72050  ...   71640      72070      BC
49      BC2512  20250917   71670  ...   71670      72120      BC
50      BC2601  20250917          ...   72000      72000      BC
51      BC2602  20250917          ...   71650      71650      BC
52      BC2603  20250917          ...   71950      71950      BC
53      BC2604  20250917          ...   71550      71550      BC
54      BC2605  20250917          ...   71550      71550      BC
55      BC2606  20250917          ...   71500      71500      BC
56      BC2607  20250917          ...   71560      71560      BC
57      BC2608  20250917          ...   71550      71550      BC
58      BC2609  20250917          ...   71550      71550      BC
60      EC2510  20250917    1150  ...  1129.4     1189.6      EC
61      EC2512  20250917    1664  ...  1665.3     1710.7      EC
62      EC2602  20250917    1588  ...  1572.8     1583.1      EC
63      EC2604  20250917  1283.7  ...  1278.3     1283.3      EC
64      EC2606  20250917    1460  ...  1460.7       1459      EC
65      EC2608  20250917    1620  ...  1618.6       1622      EC
68  SC_TAS2510  20250917          ...                     SC_TAS
69  SC_TAS2511  20250917          ...                     SC_TAS
70  SC_TAS2512  20250917          ...                     SC_TAS
71  SC_TAS2601  20250917          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 18:26:23,347 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250917  7151.000  ...  7244.200    7162.000       IC
1   IC2510  20250917  7120.000  ...  7186.400    7103.600       IC
2   IC2512  20250917  6990.000  ...  7068.600    6994.200       IC
3   IC2603  20250917  6835.200  ...  6904.600    6836.200       IC
4   IF2509  20250917  4518.000  ...  4548.400    4517.000       IF
5   IF2510  20250917  4505.000  ...  4538.200    4507.000       IF
6   IF2512  20250917  4493.800  ...  4514.600    4486.600       IF
7   IF2603  20250917  4466.600  ...  4488.200    4462.600       IF
8   IH2509  20250917  2951.200  ...  2953.600    2950.400       IH
9   IH2510  20250917  2952.800  ...  2952.000    2949.400       IH
10  IH2512  20250917  2953.200  ...  2952.800    2950.800       IH
11  IH2603  20250917  2955.000  ...  2956.200    2954.600       IH
12  IM2509  20250917  7453.000  ...  7544.200    7454.000       IM
13  IM2510  20250917  7395.000  ...  7477.800    7384.200       IM
14  IM2512  20250917  7248.000  ...  7324.000    7232.200       IM
15  IM2603  20250917  7039.000  ...  7119.600    7026.800       IM
16   T2512  20250917   107.985  ...   108.135     108.010        T
17   T2603  20250917   107.660  ...   107.845     107.685        T
18   T2606  20250917   107.475  ...   107.670     107.515        T
19  TF2512  20250917   105.760  ...   105.870     105.780       TF
20  TF2603  20250917   105.645  ...   105.730     105.650       TF
21  TF2606  20250917   105.560  ...   105.645     105.535       TF
22  TL2512  20250917   115.440  ...   115.820     115.520       TL
23  TL2603  20250917   115.180  ...   115.490     115.180       TL
24  TL2606  20250917   115.020  ...   115.420     115.120       TL
25  TS2512  20250917   102.406  ...   102.450     102.410       TS
26  TS2603  20250917   102.334  ...   102.366     102.346       TS
27  TS2606  20250917   102.296  ...   102.324     102.302       TS

[28 rows x 12 columns]
2025-09-22 18:26:23,684 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
2025-09-22 18:26:25,448 - future_1d - INFO - save future_daily 2025-09-17 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250918  53405.0  ...  53200.0     53465.0       PS
1   PS2511  20250918  53200.0  ...  53160.0     53465.0       PS
2   PS2512  20250918  56000.0  ...  55775.0     56115.0       PS
3   PS2601  20250918  55985.0  ...  55590.0     56020.0       PS
4   PS2602  20250918  55930.0  ...  55695.0     56125.0       PS
5   PS2603  20250918  55955.0  ...  55635.0     56150.0       PS
6   PS2604  20250918  55955.0  ...  55870.0     56195.0       PS
7   PS2605  20250918  56075.0  ...  55705.0     56225.0       PS
8   PS2606  20250918  58385.0  ...  58010.0     58570.0       PS
9   PS2607  20250918  58375.0  ...  57890.0     58665.0       PS
10  PS2608  20250918  58810.0  ...  57885.0     58725.0       PS
11  PS2609  20250918  58530.0  ...  57975.0     58695.0       PS
13  SI2510  20250918   8910.0  ...   8940.0      8910.0       SI
14  SI2511  20250918   8920.0  ...   8980.0      8925.0       SI
15  SI2512  20250918   9290.0  ...   9355.0      9305.0       SI
16  SI2601  20250918   9335.0  ...   9355.0      9305.0       SI
17  SI2602  20250918   9325.0  ...   9350.0      9320.0       SI
18  SI2603  20250918   9340.0  ...   9360.0      9340.0       SI
19  SI2604  20250918   9630.0  ...   9385.0      9325.0       SI
20  SI2605  20250918   9365.0  ...   9390.0      9350.0       SI
21  SI2606  20250918   9340.0  ...   9425.0      9335.0       SI
22  SI2607  20250918   9350.0  ...   9385.0      9355.0       SI
23  SI2608  20250918   9385.0  ...   9410.0      9360.0       SI
24  SI2609  20250918   9330.0  ...   9390.0      9370.0       SI
27  LC2510  20250918  73280.0  ...  72620.0     73280.0       LC
28  LC2511  20250918  73120.0  ...  72780.0     73420.0       LC
29  LC2512  20250918  73140.0  ...  72840.0     73560.0       LC
30  LC2601  20250918  73480.0  ...  72840.0     73560.0       LC
31  LC2602  20250918  73120.0  ...  72580.0     73440.0       LC
32  LC2603  20250918  73300.0  ...  72780.0     73480.0       LC
33  LC2604  20250918  73980.0  ...  73520.0     74080.0       LC
34  LC2605  20250918  74220.0  ...  73420.0     74120.0       LC
35  LC2606  20250918  74040.0  ...  73260.0     73860.0       LC
36  LC2607  20250918  74000.0  ...  73160.0     73760.0       LC
37  LC2608  20250918  74100.0  ...  73060.0     73620.0       LC
38  LC2609  20250918  75060.0  ...  72980.0     73780.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:31,495 - future_1d - INFO - ak.get_gfex_daily('2025-09-18') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250918   8404.0   8455.0  ...    32883.69   8427.0      8408.0       AP
1    AP511  20250918   8216.0   8254.0  ...     2697.90   8227.0      8196.0       AP
2    AP512  20250918   8171.0   8238.0  ...      369.66   8215.0      8175.0       AP
3    AP601  20250918   8260.0   8324.0  ...   381468.68   8286.0      8252.0       AP
4    AP603  20250918   8086.0   8197.0  ...      450.19   8185.0      8151.0       AP
5    AP604  20250918   8107.0   8189.0  ...      106.28   8176.0      8144.0       AP
6    AP605  20250918   8206.0   8262.0  ...     2330.93   8237.0      8206.0       AP
7    CF511  20250918  13775.0  13790.0  ...   287741.64  13710.0     13780.0       CF
8    CF601  20250918  13900.0  13925.0  ...  1751429.51  13835.0     13915.0       CF
9    CF603  20250918  13850.0  13880.0  ...     1566.35  13800.0     13880.0       CF
10   CF605  20250918  13850.0  13885.0  ...   162867.13  13795.0     13875.0       CF
11   CF607  20250918  13890.0  13900.0  ...     1305.99  13820.0     13900.0       CF
12   CF609  20250918  14040.0  14045.0  ...      420.01  14000.0     14020.0       CF
13   CJ512  20250918  10805.0  10825.0  ...     4662.21  10670.0     10780.0       CJ
14   CJ601  20250918  10795.0  10845.0  ...   674660.94  10720.0     10800.0       CJ
15   CJ603  20250918  10855.0  10865.0  ...    15413.58  10735.0     10820.0       CJ
16   CJ605  20250918  10895.0  10955.0  ...   137640.13  10810.0     10915.0       CJ
17   CJ607  20250918  11050.0  11085.0  ...     5259.50  10935.0     11040.0       CJ
18   CJ609  20250918  11200.0  11210.0  ...      696.20  11050.0     11195.0       CJ
19   CY510  20250918      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250918  19995.0  20005.0  ...   109011.48  19880.0     19975.0       CY
21   CY512  20250918      0.0      0.0  ...        0.00  19710.0     19720.0       CY
22   CY601  20250918  19850.0  19980.0  ...     3418.93  19875.0     19970.0       CY
23   CY602  20250918  19810.0  19810.0  ...        9.91  19810.0     20090.0       CY
24   CY603  20250918      0.0      0.0  ...        0.00  20170.0     20170.0       CY
25   CY604  20250918      0.0      0.0  ...        0.00  19995.0     20030.0       CY
26   CY605  20250918      0.0      0.0  ...        0.00  20025.0     20135.0       CY
27   CY606  20250918      0.0      0.0  ...        0.00  19990.0     20010.0       CY
28   CY607  20250918      0.0      0.0  ...        0.00  20290.0     20300.0       CY
29   CY608  20250918      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250918      0.0      0.0  ...        0.00  20305.0     20365.0       CY
31   FG510  20250918   1100.0   1110.0  ...    10745.50   1096.0      1109.0       FG
32   FG511  20250918   1108.0   1113.0  ...   156092.29   1095.0      1112.0       FG
33   FG512  20250918   1226.0   1236.0  ...    89127.26   1215.0      1233.0       FG
34   FG601  20250918   1232.0   1238.0  ...  4233727.55   1219.0      1235.0       FG
35   FG602  20250918   1287.0   1290.0  ...    39262.30   1271.0      1283.0       FG
36   FG603  20250918   1289.0   1293.0  ...     2328.38   1277.0      1287.0       FG
37   FG604  20250918   1341.0   1345.0  ...     1174.93   1332.0      1340.0       FG
38   FG605  20250918   1337.0   1347.0  ...   115814.20   1333.0      1339.0       FG
39   FG606  20250918   1372.0   1373.0  ...     1035.67   1363.0      1367.0       FG
40   FG607  20250918   1365.0   1368.0  ...     1986.01   1358.0      1361.0       FG
41   FG608  20250918   1397.0   1397.0  ...     1471.15   1388.0      1387.0       FG
42   FG609  20250918   1394.0   1398.0  ...     3834.29   1390.0      1391.0       FG
43   JR511  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250918   2285.0   2288.0  ...     6458.23   2266.0      2290.0       MA
52   MA511  20250918   2309.0   2312.0  ...   146848.25   2291.0      2315.0       MA
53   MA512  20250918   2354.0   2354.0  ...    97591.61   2334.0      2356.0       MA
54   MA601  20250918   2376.0   2376.0  ...  1402531.94   2356.0      2380.0       MA
55   MA602  20250918   2397.0   2398.0  ...    38398.34   2377.0      2401.0       MA
56   MA603  20250918   2409.0   2409.0  ...      825.11   2392.0      2416.0       MA
57   MA604  20250918   2408.0   2411.0  ...       24.06   2406.0      2416.0       MA
58   MA605  20250918   2396.0   2399.0  ...    97740.83   2389.0      2401.0       MA
59   MA606  20250918   2400.0   2402.0  ...       28.75   2396.0      2407.0       MA
60   MA607  20250918   2381.0   2384.0  ...       30.93   2379.0      2389.0       MA
61   MA608  20250918   2386.0   2386.0  ...        2.39   2386.0      2383.0       MA
62   MA609  20250918   2373.0   2373.0  ...     2916.26   2367.0      2372.0       MA
63   OI511  20250918  10155.0  10176.0  ...   546559.31  10129.0     10217.0       OI
64   OI601  20250918   9991.0  10010.0  ...  2660233.71   9966.0     10055.0       OI
65   OI603  20250918   9756.0   9771.0  ...     3058.76   9741.0      9801.0       OI
66   OI605  20250918   9533.0   9541.0  ...   138039.59   9501.0      9572.0       OI
67   OI607  20250918   9470.0   9512.0  ...      937.47   9469.0      9517.0       OI
68   OI609  20250918   9457.0   9483.0  ...     1039.02   9446.0      9481.0       OI
69   PF510  20250918   6414.0   6452.0  ...    12767.35   6404.0      6392.0       PF
70   PF511  20250918   6406.0   6452.0  ...   884407.61   6406.0      6382.0       PF
71   PF512  20250918   6388.0   6426.0  ...   496371.15   6378.0      6362.0       PF
72   PF601  20250918   6418.0   6462.0  ...    59587.85   6420.0      6408.0       PF
73   PF602  20250918   6432.0   6466.0  ...   106013.77   6414.0      6410.0       PF
74   PF603  20250918   6428.0   6478.0  ...      209.81   6456.0      6412.0       PF
75   PF604  20250918   6464.0   6500.0  ...      188.24   6492.0      6438.0       PF
76   PF605  20250918   6486.0   6530.0  ...      143.14   6506.0      6470.0       PF
77   PF606  20250918   6502.0   6542.0  ...       29.32   6516.0      6480.0       PF
78   PF607  20250918   6522.0   6564.0  ...       26.17   6542.0      6504.0       PF
79   PF608  20250918   6576.0   6576.0  ...       13.13   6566.0      6524.0       PF
80   PF609  20250918   6560.0   6560.0  ...        6.55   6554.0      6580.0       PF
81   PK510  20250918   7818.0   7862.0  ...     6038.10   7842.0      7818.0       PK
82   PK511  20250918   7822.0   7872.0  ...   376133.40   7844.0      7810.0       PK
83   PK512  20250918   7842.0   7872.0  ...   127558.71   7846.0      7824.0       PK
84   PK601  20250918   7826.0   7844.0  ...    30568.69   7834.0      7830.0       PK
85   PK603  20250918   7850.0   7858.0  ...       74.61   7854.0      7850.0       PK
86   PK604  20250918   7868.0   7870.0  ...       23.59   7864.0      7862.0       PK
87   PK605  20250918   7864.0   7878.0  ...     2660.28   7872.0      7870.0       PK
88   PL601  20250918   6466.0   6474.0  ...    67376.72   6443.0      6449.0       PL
89   PL602  20250918   6480.0   6501.0  ...     1967.11   6471.0      6477.0       PL
90   PL603  20250918   6495.0   6515.0  ...       39.01   6502.0      6499.0       PL
91   PL604  20250918      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250918      0.0      0.0  ...        0.00   6419.0      6428.0       PL
93   PL606  20250918      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250918      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250918   5880.0   5912.0  ...     2120.51   5866.0      5870.0       PR
104  PR511  20250918   5860.0   5906.0  ...   815102.13   5878.0      5856.0       PR
105  PR512  20250918   5874.0   5908.0  ...   723632.37   5884.0      5858.0       PR
106  PR601  20250918   5862.0   5904.0  ...   112287.43   5866.0      5856.0       PR
107  PR602  20250918   5896.0   5928.0  ...     4506.64   5892.0      5886.0       PR
108  PR603  20250918   5916.0   5930.0  ...      292.30   5906.0      5906.0       PR
109  PR604  20250918   5928.0   5928.0  ...       17.77   5924.0      5930.0       PR
110  PR605  20250918   5960.0   5978.0  ...       35.75   5960.0      5924.0       PR
111  PR606  20250918      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250918      0.0      0.0  ...        0.00   5952.0      5962.0       PR
113  PR608  20250918      0.0      0.0  ...        0.00   5958.0      5966.0       PR
114  PR609  20250918      0.0      0.0  ...        0.00   5932.0      5932.0       PR
115  PX510  20250918   6788.0   6874.0  ...     1735.79   6754.0      6796.0       PX
116  PX511  20250918   6770.0   6850.0  ...   907304.33   6764.0      6782.0       PX
117  PX512  20250918   6750.0   6824.0  ...   315247.99   6748.0      6760.0       PX
118  PX601  20250918   6738.0   6798.0  ...   203714.10   6728.0      6732.0       PX
119  PX602  20250918   6724.0   6790.0  ...    22280.11   6720.0      6722.0       PX
120  PX603  20250918   6732.0   6732.0  ...        6.72   6718.0      6742.0       PX
121  PX604  20250918   6716.0   6720.0  ...        6.72   6718.0      6742.0       PX
122  PX605  20250918   6728.0   6780.0  ...     1110.31   6710.0      6728.0       PX
123  PX606  20250918      0.0      0.0  ...        0.00   6686.0      6718.0       PX
124  PX607  20250918   6736.0   6814.0  ...       87.54   6734.0      6736.0       PX
125  PX608  20250918   6694.0   6694.0  ...        3.35   6694.0      6748.0       PX
126  PX609  20250918   6770.0   6770.0  ...       16.81   6724.0      6750.0       PX
127  RI511  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250918   2490.0   2522.0  ...    29211.27   2500.0      2499.0       RM
134  RM601  20250918   2462.0   2487.0  ...   751591.08   2469.0      2485.0       RM
135  RM603  20250918   2384.0   2394.0  ...    16015.45   2378.0      2392.0       RM
136  RM605  20250918   2364.0   2374.0  ...   106627.58   2362.0      2377.0       RM
137  RM607  20250918   2354.0   2364.0  ...     7553.95   2353.0      2375.0       RM
138  RM608  20250918   2463.0   2463.0  ...      203.96   2457.0      2472.0       RM
139  RM609  20250918   2443.0   2449.0  ...     1717.99   2440.0      2466.0       RM
140  RS511  20250918   5280.0   5299.0  ...       58.03   5276.0      5295.0       RS
141  RS607  20250918   5563.0   5563.0  ...       22.23   5558.0      5548.0       RS
142  RS608  20250918   5539.0   5572.0  ...       77.81   5558.0      5560.0       RS
143  RS609  20250918      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250918   1252.0   1253.0  ...    13273.58   1227.0      1246.0       SA
145  SA511  20250918   1254.0   1265.0  ...   631576.40   1239.0      1258.0       SA
146  SA512  20250918   1322.0   1330.0  ...   256567.90   1303.0      1321.0       SA
147  SA601  20250918   1334.0   1342.0  ...  3940997.80   1317.0      1333.0       SA
148  SA602  20250918   1367.0   1372.0  ...   355908.90   1351.0      1362.0       SA
149  SA603  20250918   1370.0   1378.0  ...     5880.17   1352.0      1370.0       SA
150  SA604  20250918   1414.0   1417.0  ...     1771.09   1397.0      1411.0       SA
151  SA605  20250918   1414.0   1424.0  ...   125919.59   1405.0      1415.0       SA
152  SA606  20250918   1431.0   1433.0  ...     1787.90   1414.0      1425.0       SA
153  SA607  20250918   1428.0   1432.0  ...     3379.94   1415.0      1424.0       SA
154  SA608  20250918   1451.0   1451.0  ...     2731.40   1438.0      1443.0       SA
155  SA609  20250918   1451.0   1457.0  ...     4601.14   1446.0      1448.0       SA
156  SF510  20250918   5564.0   5660.0  ...    11038.72   5602.0      5544.0       SF
157  SF511  20250918   5746.0   5856.0  ...   924236.30   5780.0      5726.0       SF
158  SF512  20250918   5720.0   5828.0  ...   170068.38   5752.0      5700.0       SF
159  SF601  20250918   5720.0   5824.0  ...   312152.99   5760.0      5704.0       SF
160  SF602  20250918   5688.0   5782.0  ...    52658.98   5714.0      5666.0       SF
161  SF603  20250918   5848.0   5890.0  ...      134.95   5868.0      5842.0       SF
162  SF604  20250918   5920.0   5920.0  ...        8.84   5892.0      5856.0       SF
163  SF605  20250918   5840.0   5924.0  ...     5530.89   5860.0      5810.0       SF
164  SF606  20250918   5800.0   5882.0  ...       43.76   5834.0      5758.0       SF
165  SF607  20250918   5926.0   6020.0  ...      107.37   5966.0      5948.0       SF
166  SF608  20250918   5952.0   5978.0  ...       32.75   5954.0      5902.0       SF
167  SF609  20250918   5938.0   5988.0  ...       50.61   5954.0      5884.0       SF
168  SH510  20250918   2500.0   2534.0  ...    55450.55   2503.0      2511.0       SH
169  SH511  20250918   2531.0   2568.0  ...   693793.25   2538.0      2538.0       SH
170  SH512  20250918   2603.0   2621.0  ...   284811.14   2596.0      2589.0       SH
171  SH601  20250918   2610.0   2622.0  ...  3451150.83   2600.0      2593.0       SH
172  SH602  20250918   2620.0   2641.0  ...    96292.71   2623.0      2612.0       SH
173  SH603  20250918   2645.0   2657.0  ...     4184.45   2637.0      2631.0       SH
174  SH604  20250918   2683.0   2700.0  ...      273.99   2686.0      2671.0       SH
175  SH605  20250918   2695.0   2708.0  ...    18960.10   2689.0      2683.0       SH
176  SH606  20250918   2712.0   2718.0  ...       97.40   2705.0      2698.0       SH
177  SH607  20250918   2701.0   2709.0  ...       88.68   2687.0      2690.0       SH
178  SH608  20250918   2690.0   2690.0  ...       16.11   2686.0      2689.0       SH
179  SH609  20250918   2716.0   2724.0  ...      308.92   2710.0      2703.0       SH
180  SM510  20250918   5840.0   5930.0  ...    11614.66   5870.0      5848.0       SM
181  SM511  20250918   5936.0   5998.0  ...   656579.46   5946.0      5936.0       SM
182  SM512  20250918   5952.0   6008.0  ...   141399.49   5954.0      5940.0       SM
183  SM601  20250918   5970.0   6026.0  ...   735194.69   5976.0      5956.0       SM
184  SM602  20250918   5996.0   6028.0  ...   456433.58   5974.0      5964.0       SM
185  SM603  20250918   5964.0   6036.0  ...      437.46   5994.0      5978.0       SM
186  SM604  20250918   5990.0   5990.0  ...        3.00   5990.0      5986.0       SM
187  SM605  20250918   6004.0   6062.0  ...     9724.06   6010.0      5984.0       SM
188  SM606  20250918   6052.0   6052.0  ...       12.04   6020.0      6006.0       SM
189  SM607  20250918   6074.0   6076.0  ...       39.28   6042.0      6006.0       SM
190  SM608  20250918   6040.0   6052.0  ...        9.07   6048.0      6040.0       SM
191  SM609  20250918   6026.0   6088.0  ...      473.91   6038.0      6030.0       SM
192  SR511  20250918   5535.0   5546.0  ...   167263.30   5508.0      5537.0       SR
193  SR601  20250918   5526.0   5536.0  ...  1733746.50   5496.0      5538.0       SR
194  SR603  20250918   5515.0   5524.0  ...     6147.21   5484.0      5523.0       SR
195  SR605  20250918   5507.0   5517.0  ...   186984.65   5472.0      5514.0       SR
196  SR607  20250918   5508.0   5515.0  ...     9120.03   5481.0      5514.0       SR
197  SR609  20250918   5510.0   5523.0  ...     3975.11   5490.0      5524.0       SR
198  TA510  20250918   4674.0   4718.0  ...    25888.62   4674.0      4670.0       TA
199  TA511  20250918   4684.0   4734.0  ...   432739.31   4690.0      4682.0       TA
200  TA512  20250918   4702.0   4746.0  ...   212817.89   4706.0      4694.0       TA
201  TA601  20250918   4704.0   4748.0  ...  2019674.44   4708.0      4698.0       TA
202  TA602  20250918   4710.0   4756.0  ...    30094.94   4712.0      4710.0       TA
203  TA603  20250918   4736.0   4748.0  ...       21.32   4738.0      4714.0       TA
204  TA604  20250918   4744.0   4744.0  ...       52.17   4744.0      4720.0       TA
205  TA605  20250918   4740.0   4780.0  ...    62364.73   4740.0      4740.0       TA
206  TA606  20250918   4730.0   4730.0  ...        2.37   4730.0      4752.0       TA
207  TA607  20250918   4766.0   4770.0  ...       11.90   4760.0      4762.0       TA
208  TA608  20250918      0.0      0.0  ...        0.00   4746.0      4770.0       TA
209  TA609  20250918   4778.0   4810.0  ...       88.05   4760.0      4776.0       TA
210  UR510  20250918   1587.0   1588.0  ...     3670.35   1577.0      1593.0       UR
211  UR511  20250918   1660.0   1664.0  ...    52101.60   1653.0      1665.0       UR
212  UR512  20250918   1674.0   1674.0  ...    14111.41   1664.0      1675.0       UR
213  UR601  20250918   1681.0   1681.0  ...   381294.71   1671.0      1681.0       UR
214  UR602  20250918   1677.0   1683.0  ...      821.81   1677.0      1685.0       UR
215  UR603  20250918   1725.0   1729.0  ...      110.19   1722.0      1732.0       UR
216  UR604  20250918   1727.0   1730.0  ...       75.89   1725.0      1738.0       UR
217  UR605  20250918   1736.0   1736.0  ...    22637.52   1726.0      1734.0       UR
218  UR606  20250918   1729.0   1730.0  ...      306.80   1724.0      1734.0       UR
219  UR607  20250918   1756.0   1760.0  ...      207.29   1757.0      1761.0       UR
220  UR608  20250918   1749.0   1753.0  ...       97.96   1749.0      1758.0       UR
221  UR609  20250918   1754.0   1755.0  ...      268.94   1746.0      1755.0       UR
222  WH511  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:31,793 - future_1d - INFO - ak.get_czce_daily('2025-09-18') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250918  ...   79800      80720      CU
1        1      CU2511  20250918  ...   79780      80750      CU
2        2      CU2512  20250918  ...   79760      80730      CU
3        3      CU2601  20250918  ...   79800      80730      CU
4        4      CU2602  20250918  ...   79780      80720      CU
5        5      CU2603  20250918  ...   79840      80730      CU
6        6      CU2604  20250918  ...   79790      80700      CU
7        7      CU2605  20250918  ...   79820      80830      CU
8        8      CU2606  20250918  ...   79780      80700      CU
9        9      CU2607  20250918  ...   79720      80680      CU
10      10      CU2608  20250918  ...   79790      80600      CU
11      11      CU2609  20250918  ...   79830      80650      CU
12      12      BC2510  20250918  ...   70760      71650      BC
13      13      BC2511  20250918  ...   70820      71640      BC
14      14      BC2512  20250918  ...   71670      71670      BC
15      15      BC2601  20250918  ...   71000      72000      BC
16      16      BC2602  20250918  ...   71100      71650      BC
17      17      BC2603  20250918  ...   71200      71950      BC
18      18      BC2604  20250918  ...   71300      71550      BC
19      19      BC2605  20250918  ...   71300      71550      BC
20      20      BC2606  20250918  ...   71400      71500      BC
21      21      BC2607  20250918  ...   71400      71560      BC
22      22      BC2608  20250918  ...   71400      71550      BC
23      23      BC2609  20250918  ...   71550      71550      BC
24      24      AL2510  20250918  ...   20775      20965      AL
25      25      AL2511  20250918  ...   20795      20980      AL
26      26      AL2512  20250918  ...   20790      20965      AL
27      27      AL2601  20250918  ...   20790      20940      AL
28      28      AL2602  20250918  ...   20790      20930      AL
29      29      AL2603  20250918  ...   20810      20935      AL
30      30      AL2604  20250918  ...   20820      20955      AL
31      31      AL2605  20250918  ...   20825      20965      AL
32      32      AL2606  20250918  ...   20845      20960      AL
33      33      AL2607  20250918  ...   20825      20950      AL
34      34      AL2608  20250918  ...   20830      20960      AL
35      35      AL2609  20250918  ...   20835      21010      AL
36      36      ZN2510  20250918  ...   22075      22280      ZN
37      37      ZN2511  20250918  ...   22085      22285      ZN
38      38      ZN2512  20250918  ...   22115      22300      ZN
39      39      ZN2601  20250918  ...   22150      22330      ZN
40      40      ZN2602  20250918  ...   22180      22370      ZN
41      41      ZN2603  20250918  ...   22175      22360      ZN
42      42      ZN2604  20250918  ...   22225      22410      ZN
43      43      ZN2605  20250918  ...   22260      22410      ZN
44      44      ZN2606  20250918  ...   22265      22445      ZN
45      45      ZN2607  20250918  ...   22275      22465      ZN
46      46      ZN2608  20250918  ...   22295      22460      ZN
47      47      ZN2609  20250918  ...   22335      22475      ZN
48      48      PB2510  20250918  ...   17110      17080      PB
49      49      PB2511  20250918  ...   17130      17095      PB
50      50      PB2512  20250918  ...   17135      17105      PB
51      51      PB2601  20250918  ...   17135      17115      PB
52      52      PB2602  20250918  ...   17175      17125      PB
53      53      PB2603  20250918  ...   17190      17190      PB
54      54      PB2604  20250918  ...   17195      17195      PB
55      55      PB2605  20250918  ...   17180      17170      PB
56      56      PB2606  20250918  ...   17145      17145      PB
57      57      PB2607  20250918  ...   17185      17150      PB
58      58      PB2608  20250918  ...   17190      17220      PB
59      59      PB2609  20250918  ...   17220      17220      PB
60      60      NI2510  20250918  ...  121570     122030      NI
61      61      NI2511  20250918  ...  121700     122160      NI
62      62      NI2512  20250918  ...  121890     122290      NI
63      63      NI2601  20250918  ...  122100     122520      NI
64      64      NI2602  20250918  ...  122330     122720      NI
65      65      NI2603  20250918  ...  122460     122830      NI
66      66      NI2604  20250918  ...  122640     122970      NI
67      67      NI2605  20250918  ...  122910     123320      NI
68      68      NI2606  20250918  ...  123030     123320      NI
69      69      NI2607  20250918  ...  123210     123610      NI
70      70      NI2608  20250918  ...  123600     124070      NI
71      71      NI2609  20250918  ...  123850     124300      NI
72      72      SN2510  20250918  ...  270240     273090      SN
73      73      SN2511  20250918  ...  270460     273310      SN
74      74      SN2512  20250918  ...  270420     273260      SN
75      75      SN2601  20250918  ...  270430     272970      SN
76      76      SN2602  20250918  ...  270580     273360      SN
77      77      SN2603  20250918  ...  270650     272790      SN
78      78      SN2604  20250918  ...  271420     274190      SN
79      79      SN2605  20250918  ...  270780     273160      SN
80      80      SN2606  20250918  ...  271460     272960      SN
81      81      SN2607  20250918  ...  272240     273500      SN
82      82      SN2608  20250918  ...  272130     273820      SN
83      83      SN2609  20250918  ...  271810     274140      SN
84      84      AO2510  20250918  ...    2923       2917      AO
85      85      AO2511  20250918  ...    2927       2920      AO
86      86      AO2512  20250918  ...    2935       2934      AO
87      87      AO2601  20250918  ...    2948       2941      AO
88      88      AO2602  20250918  ...    2949       2947      AO
89      89      AO2603  20250918  ...    3019       3018      AO
90      90      AO2604  20250918  ...    3025       3022      AO
91      91      AO2605  20250918  ...    3032       3027      AO
92      92      AO2606  20250918  ...    3036       3035      AO
93      93      AO2607  20250918  ...    3043       3050      AO
94      94      AO2608  20250918  ...    3059       3051      AO
95      95      AO2609  20250918  ...    3081       3069      AO
96      96      AD2511  20250918  ...   20325      20480      AD
97      97      AD2512  20250918  ...   20355      20515      AD
98      98      AD2601  20250918  ...   20345      20540      AD
99      99      AD2602  20250918  ...   20365      20540      AD
100    100      AD2603  20250918  ...   20500      20500      AD
101    101      AD2604  20250918  ...   20485      20485      AD
102    102      AD2605  20250918  ...   20355      20520      AD
103    103      AD2606  20250918  ...   20305      20455      AD
104    104      AD2607  20250918  ...   20510      20510      AD
105    105      AD2608  20250918  ...   20515      20515      AD
106    106      AD2609  20250918  ...   20515      20515      AD
107    107      AU2510  20250918  ...   831.8        839      AU
108    108      AU2511  20250918  ...  832.92      839.9      AU
109    109      AU2512  20250918  ...  833.96      841.3      AU
110    110      AU2602  20250918  ...  836.52      843.8      AU
111    111      AU2604  20250918  ...  838.64     846.48      AU
112    112      AU2606  20250918  ...  840.78     848.26      AU
113    113      AU2608  20250918  ...  843.44     850.82      AU
114    114      AU2610  20250918  ...  846.74     853.12      AU
115    115      AG2510  20250918  ...    9882      10014      AG
116    116      AG2511  20250918  ...    9884      10025      AG
117    117      AG2512  20250918  ...    9908      10030      AG
118    118      AG2601  20250918  ...    9921      10048      AG
119    119      AG2602  20250918  ...    9934      10059      AG
120    120      AG2603  20250918  ...    9939      10069      AG
121    121      AG2604  20250918  ...    9961      10087      AG
122    122      AG2605  20250918  ...    9971      10088      AG
123    123      AG2606  20250918  ...    9976      10098      AG
124    124      AG2607  20250918  ...   10001      10116      AG
125    125      AG2608  20250918  ...   10003      10136      AG
126    126      AG2609  20250918  ...   10025      10132      AG
127    127      RB2510  20250918  ...    3057       3061      RB
128    128      RB2511  20250918  ...    3075       3080      RB
129    129      RB2512  20250918  ...    3131       3133      RB
130    130      RB2601  20250918  ...    3149       3155      RB
131    131      RB2602  20250918  ...    3155       3157      RB
132    132      RB2603  20250918  ...    3179       3180      RB
133    133      RB2604  20250918  ...    3217       3206      RB
134    134      RB2605  20250918  ...    3208       3226      RB
135    135      RB2606  20250918  ...    3227       3241      RB
136    136      RB2607  20250918  ...    3240       3258      RB
137    137      RB2608  20250918  ...    3238       3258      RB
138    138      RB2609  20250918  ...    3242       3270      RB
139    139      WR2510  20250918  ...    3279       3288      WR
140    140      WR2511  20250918  ...    3302       3302      WR
141    141      WR2512  20250918  ...    3324       3324      WR
142    142      WR2601  20250918  ...    3349       3349      WR
143    143      WR2602  20250918  ...    3358       3358      WR
144    144      WR2603  20250918  ...    3395       3395      WR
145    145      WR2604  20250918  ...    3389       3389      WR
146    146      WR2605  20250918  ...    3414       3414      WR
147    147      WR2606  20250918  ...    3372       3372      WR
148    148      WR2607  20250918  ...    3390       3390      WR
149    149      WR2608  20250918  ...    3399       3399      WR
150    150      WR2609  20250918  ...    3553       3558      WR
151    151      HC2510  20250918  ...    3403       3413      HC
152    152      HC2511  20250918  ...    3390       3401      HC
153    153      HC2512  20250918  ...    3383       3391      HC
154    154      HC2601  20250918  ...    3368       3384      HC
155    155      HC2602  20250918  ...    3374       3390      HC
156    156      HC2603  20250918  ...    3370       3385      HC
157    157      HC2604  20250918  ...    3373       3388      HC
158    158      HC2605  20250918  ...    3377       3395      HC
159    159      HC2606  20250918  ...    3395       3394      HC
160    160      HC2607  20250918  ...    3402       3407      HC
161    161      HC2608  20250918  ...    3385       3410      HC
162    162      HC2609  20250918  ...    3407       3412      HC
163    163      SS2510  20250918  ...   12790      12825      SS
164    164      SS2511  20250918  ...   12910      12935      SS
165    165      SS2512  20250918  ...   12950      12980      SS
166    166      SS2601  20250918  ...   13020      13055      SS
167    167      SS2602  20250918  ...   13095      13115      SS
168    168      SS2603  20250918  ...   13145      13165      SS
169    169      SS2604  20250918  ...   13205      13245      SS
170    170      SS2605  20250918  ...   13280      13320      SS
171    171      SS2606  20250918  ...   13315      13350      SS
172    172      SS2607  20250918  ...   13350      13405      SS
173    173      SS2608  20250918  ...   13415      13445      SS
174    174      SS2609  20250918  ...   13495      13515      SS
175    175      SC2510  20250918  ...   495.5      498.4      SC
176    176      SC2511  20250918  ...   496.3      499.8      SC
177    177      SC2512  20250918  ...   493.5      496.8      SC
178    178      SC2601  20250918  ...   491.9      494.7      SC
179    179      SC2602  20250918  ...   490.4      492.1      SC
180    180      SC2603  20250918  ...   489.8      491.8      SC
181    181      SC2604  20250918  ...     488      490.3      SC
182    182      SC2605  20250918  ...   487.2      490.5      SC
183    183      SC2606  20250918  ...     487      489.4      SC
184    184      SC2607  20250918  ...   485.2      488.3      SC
185    185      SC2608  20250918  ...   483.9      487.5      SC
186    186      SC2609  20250918  ...   483.8        484      SC
187    187      SC2612  20250918  ...   482.5        481      SC
188    188      SC2703  20250918  ...   475.1      475.1      SC
189    189      SC2706  20250918  ...   476.8      476.8      SC
190    190      SC2709  20250918  ...   473.2      473.2      SC
191    191      SC2712  20250918  ...   474.1      473.7      SC
192    192      SC2803  20250918  ...   471.2      473.6      SC
193    193      SC2806  20250918  ...   472.5        473      SC
194    194      SC2809  20250918  ...   465.7        469      SC
195    195      LU2510  20250918  ...    3418       3422      LU
196    196      LU2511  20250918  ...    3428       3447      LU
197    197      LU2512  20250918  ...    3410       3429      LU
198    198      LU2601  20250918  ...    3403       3421      LU
199    199      LU2602  20250918  ...    3389       3410      LU
200    200      LU2603  20250918  ...    3378       3387      LU
201    201      LU2604  20250918  ...    3365       3389      LU
202    202      LU2605  20250918  ...    3374       3388      LU
203    203      LU2606  20250918  ...    3360       3399      LU
204    204      LU2607  20250918  ...    3358       3379      LU
205    205      LU2608  20250918  ...    3346       3378      LU
206    206      LU2609  20250918  ...    3325       3360      LU
207    207      FU2510  20250918  ...    2811       2857      FU
208    208      FU2511  20250918  ...    2834       2863      FU
209    209      FU2512  20250918  ...    2821       2847      FU
210    210      FU2601  20250918  ...    2807       2833      FU
211    211      FU2602  20250918  ...    2788       2812      FU
212    212      FU2603  20250918  ...    2779       2803      FU
213    213      FU2604  20250918  ...    2773       2796      FU
214    214      FU2605  20250918  ...    2763       2785      FU
215    215      FU2606  20250918  ...    2749       2774      FU
216    216      FU2607  20250918  ...    2738       2754      FU
217    217      FU2608  20250918  ...    2727       2746      FU
218    218      FU2609  20250918  ...    2707       2723      FU
219    219      BU2510  20250918  ...    3443       3448      BU
220    220      BU2511  20250918  ...    3436       3439      BU
221    221      BU2512  20250918  ...    3393       3401      BU
222    222      BU2601  20250918  ...    3375       3382      BU
223    223      BU2602  20250918  ...    3377       3380      BU
224    224      BU2603  20250918  ...    3382       3383      BU
225    225      BU2604  20250918  ...    3367       3375      BU
226    226      BU2605  20250918  ...    3375       3374      BU
227    227      BU2606  20250918  ...    3371       3374      BU
228    228      BU2607  20250918  ...    3348       3363      BU
229    229      BU2608  20250918  ...    3369       3367      BU
230    230      BU2609  20250918  ...    3356       3357      BU
231    231      BU2612  20250918  ...    3314       3321      BU
232    232      BU2703  20250918  ...    3322       3325      BU
233    233      BU2706  20250918  ...    3331       3325      BU
234    234      BU2709  20250918  ...    3314       3314      BU
235    235      BR2510  20250918  ...   11510      11665      BR
236    236      BR2511  20250918  ...   11455      11620      BR
237    237      BR2512  20250918  ...   11450      11620      BR
238    238      BR2601  20250918  ...   11470      11625      BR
239    239      BR2602  20250918  ...   11460      11605      BR
240    240      BR2603  20250918  ...   11490      11640      BR
241    241      BR2604  20250918  ...   11560      11670      BR
242    242      BR2605  20250918  ...   11500      11635      BR
243    243      BR2606  20250918  ...   11635      11775      BR
244    244      BR2607  20250918  ...   11715      11880      BR
245    245      BR2608  20250918  ...   11780      11855      BR
246    246      BR2609  20250918  ...   11675      11780      BR
247    247      RU2510  20250918  ...   14740      15015      RU
248    248      RU2511  20250918  ...   14700      14960      RU
249    249      RU2601  20250918  ...   15630      15900      RU
250    250      RU2603  20250918  ...   15705      15860      RU
251    251      RU2604  20250918  ...   15650      15830      RU
252    252      RU2605  20250918  ...   15610      15885      RU
253    253      RU2606  20250918  ...   15670      15875      RU
254    254      RU2607  20250918  ...   15780      15960      RU
255    255      RU2608  20250918  ...   15660      15965      RU
256    256      RU2609  20250918  ...   15665      15975      RU
257    257      NR2510  20250918  ...   12305      12570      NR
258    258      NR2511  20250918  ...   12330      12595      NR
259    259      NR2512  20250918  ...   12355      12630      NR
260    260      NR2601  20250918  ...   12400      12660      NR
261    261      NR2602  20250918  ...   12455      12650      NR
262    262      NR2603  20250918  ...   12435      12635      NR
263    263      NR2604  20250918  ...   12405      12665      NR
264    264      NR2605  20250918  ...   12455      12670      NR
265    265      NR2606  20250918  ...   12440      12635      NR
266    266      NR2607  20250918  ...   12655      12655      NR
267    267      NR2608  20250918  ...   12685      12685      NR
268    268      NR2609  20250918  ...   12510      12685      NR
269    269      SP2510  20250918  ...    4986       5030      SP
270    270      SP2511  20250918  ...    5008       5054      SP
271    271      SP2512  20250918  ...    5026       5068      SP
272    272      SP2601  20250918  ...    5318       5344      SP
273    273      SP2602  20250918  ...    5316       5328      SP
274    274      SP2603  20250918  ...    5328       5342      SP
275    275      SP2604  20250918  ...    5318       5346      SP
276    276      SP2605  20250918  ...    5336       5356      SP
277    277      SP2606  20250918  ...    5342       5362      SP
278    278      SP2607  20250918  ...    5346       5366      SP
279    279      SP2608  20250918  ...    5338       5372      SP
280    280      SP2609  20250918  ...    5352       5368      SP
281    281      OP2601  20250918  ...    4232       4258      OP
282    282      OP2602  20250918  ...    4234       4256      OP
283    283      OP2603  20250918  ...    4228       4260      OP
284    284      OP2604  20250918  ...    4260       4278      OP
285    285      OP2605  20250918  ...    4256       4280      OP
286    286      OP2606  20250918  ...    4242       4252      OP
287    287      OP2607  20250918  ...    4262       4262      OP
288    288      OP2608  20250918  ...    4242       4272      OP
289    289      OP2609  20250918  ...    4256       4256      OP
290    290      EC2510  20250918  ...  1117.6     1129.4      EC
291    291      EC2512  20250918  ...    1663     1665.3      EC
292    292      EC2602  20250918  ...  1564.7     1572.8      EC
293    293      EC2604  20250918  ...  1271.7     1278.3      EC
294    294      EC2606  20250918  ...  1456.6     1460.7      EC
295    295      EC2608  20250918  ...  1615.3     1618.6      EC
296    297  SC_TAS2510  20250918  ...                     SC_TAS
297    298  SC_TAS2511  20250918  ...                     SC_TAS
298    299  SC_TAS2512  20250918  ...                     SC_TAS
299    300  SC_TAS2601  20250918  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-22 18:26:31,893 - future_1d - INFO - ak.get_shfe_daily('2025-09-18') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250918   3896.00  ...   3892.00     3914.00        A
1     a2601  20250918   3910.00  ...   3893.00     3919.00        A
2     a2603  20250918   3911.00  ...   3900.00     3924.00        A
3     a2605  20250918   3953.00  ...   3940.00     3964.00        A
4     a2607  20250918   3957.00  ...   3944.00     3970.00        A
5     a2609  20250918   3972.00  ...   3953.00     3976.00        A
6     b2510  20250918   3675.00  ...   3674.00     3689.00        B
7     b2511  20250918   3683.00  ...   3670.00     3705.00        B
8     b2512  20250918   3723.00  ...   3709.00     3748.00        B
9     b2601  20250918   3719.00  ...   3704.00     3741.00        B
10    b2602  20250918   3705.00  ...   3687.00     3725.00        B
11    b2603  20250918   3670.00  ...   3654.00     3682.00        B
12    b2604  20250918   3560.00  ...   3545.00     3577.00        B
13    b2605  20250918   3495.00  ...   3484.00     3508.00        B
14    b2606  20250918   3476.00  ...   3459.00     3482.00        B
15    b2607  20250918   3468.00  ...   3457.00     3484.00        B
16    b2608  20250918   3566.00  ...   3562.00     3582.00        B
17    b2609  20250918   3585.00  ...   3574.00     3591.00        B
18   bb2511  20250918    142.15  ...    142.20      142.30       BB
19   bb2601  20250918    146.85  ...    146.65      146.95       BB
20   bb2603  20250918    146.80  ...    146.85      146.90       BB
21   bb2605  20250918      0.00  ...    141.60      141.60       BB
22   bb2607  20250918      0.00  ...    146.40      146.40       BB
23   bb2609  20250918      0.00  ...    146.40      146.40       BB
24   bz2603  20250918   6059.00  ...   6021.00     6069.00       BZ
25   bz2604  20250918   6033.00  ...   5974.00     6046.00       BZ
26   bz2605  20250918   5981.00  ...   5981.00     6072.00       BZ
27   bz2606  20250918   5954.00  ...   5954.00     6008.00       BZ
28   bz2607  20250918      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250918      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250918   2165.00  ...   2170.00     2163.00        C
31    c2601  20250918   2157.00  ...   2162.00     2155.00        C
32    c2603  20250918   2167.00  ...   2171.00     2166.00        C
33    c2605  20250918   2225.00  ...   2229.00     2226.00        C
34    c2607  20250918   2239.00  ...   2241.00     2240.00        C
35    c2609  20250918   2253.00  ...   2254.00     2254.00        C
36   cs2511  20250918   2453.00  ...   2465.00     2448.00       CS
37   cs2601  20250918   2550.00  ...   2489.00     2471.00       CS
38   cs2603  20250918   2486.00  ...   2492.00     2479.00       CS
39   cs2605  20250918   2570.00  ...   2573.00     2562.00       CS
40   cs2607  20250918   2578.00  ...   2577.00     2567.00       CS
41   cs2609  20250918   2596.00  ...   2597.00     2585.00       CS
42   eb2509  20250918      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250918   7123.00  ...   7079.00     7159.00       EB
44   eb2511  20250918   7132.00  ...   7090.00     7176.00       EB
45   eb2512  20250918   7160.00  ...   7099.00     7182.00       EB
46   eb2601  20250918   7185.00  ...   7130.00     7200.00       EB
47   eb2602  20250918   7201.00  ...   7156.00     7220.00       EB
48   eb2603  20250918   7217.00  ...   7183.00     7240.00       EB
49   eb2604  20250918   7247.00  ...   7230.00     7273.00       EB
50   eb2605  20250918   7292.00  ...   7251.00     7288.00       EB
51   eb2606  20250918   7260.00  ...   7260.00     7297.00       EB
52   eb2607  20250918   7283.00  ...   7283.00     7314.00       EB
53   eb2608  20250918      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250918      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250918   4333.00  ...   4314.00     4312.00       EG
56   eg2511  20250918   4291.00  ...   4275.00     4280.00       EG
57   eg2512  20250918   4277.00  ...   4275.00     4273.00       EG
58   eg2601  20250918   4290.00  ...   4282.00     4289.00       EG
59   eg2602  20250918   4297.00  ...   4284.00     4295.00       EG
60   eg2603  20250918   4308.00  ...   4298.00     4298.00       EG
61   eg2604  20250918   4338.00  ...   4338.00     4340.00       EG
62   eg2605  20250918   4339.00  ...   4340.00     4340.00       EG
63   eg2606  20250918   4358.00  ...   4358.00     4348.00       EG
64   eg2607  20250918      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250918      0.00  ...   4399.00     4402.00       EG
66   fb2510  20250918   1262.50  ...   1259.50     1268.50       FB
67   fb2511  20250918   1251.00  ...   1252.00     1251.00       FB
68   fb2512  20250918   1261.00  ...   1256.00     1259.50       FB
69   fb2601  20250918   1255.50  ...   1252.00     1253.50       FB
70   fb2602  20250918   1250.00  ...   1250.50     1248.50       FB
71   fb2603  20250918   1251.50  ...   1246.00     1249.00       FB
72   fb2604  20250918      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250918      0.00  ...   1292.50     1301.50       FB
74   fb2606  20250918      0.00  ...   1322.50     1330.00       FB
75   fb2607  20250918      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250918      0.00  ...   1281.00     1285.00       FB
77   fb2609  20250918      0.00  ...   1296.00     1296.00       FB
78    i2510  20250918    822.50  ...    820.50      820.00        I
79    i2511  20250918    816.50  ...    814.50      815.50        I
80    i2512  20250918    813.00  ...    809.00      809.50        I
81    i2601  20250918    805.00  ...    801.00      801.00        I
82    i2602  20250918    798.50  ...    795.50      795.50        I
83    i2603  20250918    792.00  ...    790.50      790.00        I
84    i2604  20250918    789.50  ...    786.50      786.50        I
85    i2605  20250918    782.50  ...    780.00      780.00        I
86    i2606  20250918    777.50  ...    775.00      775.00        I
87    i2607  20250918    772.50  ...    770.50      770.50        I
88    i2608  20250918    768.00  ...    765.50      766.00        I
89    i2609  20250918    762.50  ...    761.00      760.50        I
90    j2510  20250918   1628.50  ...   1626.50     1628.50        J
91    j2511  20250918   1677.50  ...   1655.00     1655.50        J
92    j2512  20250918   1698.00  ...   1691.00     1691.00        J
93    j2601  20250918   1738.00  ...   1725.50     1728.00        J
94    j2602  20250918      0.00  ...   1754.00     1754.00        J
95    j2603  20250918      0.00  ...   1763.50     1763.50        J
96    j2604  20250918      0.00  ...   1814.00     1814.00        J
97    j2605  20250918   1870.00  ...   1853.50     1857.00        J
98    j2606  20250918   1878.00  ...   1879.50     1887.00        J
99    j2607  20250918   1880.50  ...   1878.50     1885.00        J
100   j2608  20250918      0.00  ...   1906.00     1906.00        J
101   j2609  20250918   1906.50  ...   1902.00     1895.00        J
102  jd2509  20250918   3201.00  ...   3193.00     3226.00       JD
103  jd2510  20250918   3044.00  ...   3041.00     3063.00       JD
104  jd2511  20250918   3110.00  ...   3119.00     3110.00       JD
105  jd2512  20250918   3210.00  ...   3242.00     3208.00       JD
106  jd2601  20250918   3373.00  ...   3396.00     3375.00       JD
107  jd2602  20250918   3114.00  ...   3131.00     3117.00       JD
108  jd2603  20250918   3128.00  ...   3148.00     3130.00       JD
109  jd2604  20250918   3310.00  ...   3318.00     3318.00       JD
110  jd2605  20250918   3428.00  ...   3432.00     3436.00       JD
111  jd2606  20250918   3240.00  ...   3245.00     3245.00       JD
112  jd2607  20250918   3479.00  ...   3484.00     3487.00       JD
113  jd2608  20250918   3916.00  ...   3916.00     3916.00       JD
114  jm2510  20250918   1043.00  ...   1034.00     1043.00       JM
115  jm2511  20250918   1094.50  ...   1082.00     1094.50       JM
116  jm2512  20250918   1164.00  ...   1148.50     1163.50       JM
117  jm2601  20250918   1230.00  ...   1215.50     1229.50       JM
118  jm2602  20250918   1258.00  ...   1237.00     1252.50       JM
119  jm2603  20250918   1271.50  ...   1258.50     1269.50       JM
120  jm2604  20250918   1291.50  ...   1281.00     1288.50       JM
121  jm2605  20250918   1304.00  ...   1302.50     1309.00       JM
122  jm2606  20250918   1323.50  ...   1316.00     1326.00       JM
123  jm2607  20250918   1340.00  ...   1326.00     1331.50       JM
124  jm2608  20250918   1346.50  ...   1339.00     1342.50       JM
125  jm2609  20250918   1363.50  ...   1360.50     1363.50       JM
126   l2510  20250918   7131.00  ...   7142.00     7165.00        L
127   l2511  20250918   7193.00  ...   7159.00     7195.00        L
128   l2512  20250918   7218.00  ...   7188.00     7225.00        L
129   l2601  20250918   7235.00  ...   7219.00     7249.00        L
130   l2602  20250918   7229.00  ...   7211.00     7241.00        L
131   l2603  20250918   7259.00  ...   7238.00     7257.00        L
132   l2604  20250918   7295.00  ...   7281.00     7290.00        L
133   l2605  20250918   7292.00  ...   7265.00     7290.00        L
134   l2606  20250918   7296.00  ...   7247.00     7280.00        L
135   l2607  20250918   7301.00  ...   7284.00     7302.00        L
136   l2608  20250918   7299.00  ...   7282.00     7310.00        L
137   l2609  20250918   7302.00  ...   7296.00     7311.00        L
138  lg2509  20250918    770.00  ...    770.00      770.00       LG
139  lg2511  20250918    809.00  ...    806.00      808.50       LG
140  lg2601  20250918    823.50  ...    819.50      822.50       LG
141  lg2603  20250918    825.50  ...    824.50      827.00       LG
142  lg2605  20250918    833.00  ...    828.50      831.50       LG
143  lg2607  20250918    832.00  ...    830.50      832.50       LG
144  lh2509  20250918      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250918  12900.00  ...  12885.00    13055.00       LH
146  lh2601  20250918  13350.00  ...  13395.00    13575.00       LH
147  lh2603  20250918  12985.00  ...  12915.00    13005.00       LH
148  lh2605  20250918  13530.00  ...  13460.00    13540.00       LH
149  lh2607  20250918  14285.00  ...  14215.00    14315.00       LH
150   m2511  20250918   2977.00  ...   2968.00     2980.00        M
151   m2512  20250918   3020.00  ...   3015.00     3031.00        M
152   m2601  20250918   3008.00  ...   3001.00     3019.00        M
153   m2603  20250918   2949.00  ...   2942.00     2960.00        M
154   m2605  20250918   2784.00  ...   2775.00     2790.00        M
155   m2607  20250918   2773.00  ...   2760.00     2774.00        M
156   m2608  20250918   2894.00  ...   2886.00     2901.00        M
157   m2609  20250918   2905.00  ...   2889.00     2904.00        M
158   p2510  20250918   9342.00  ...   9254.00     9408.00        P
159   p2511  20250918   9320.00  ...   9286.00     9416.00        P
160   p2512  20250918   9386.00  ...   9320.00     9464.00        P
161   p2601  20250918   9408.00  ...   9344.00     9494.00        P
162   p2602  20250918   9386.00  ...   9312.00     9464.00        P
163   p2603  20250918   9362.00  ...   9318.00     9416.00        P
164   p2604  20250918   9296.00  ...   9246.00     9340.00        P
165   p2605  20250918   9198.00  ...   9138.00     9258.00        P
166   p2606  20250918   9100.00  ...   9042.00     9140.00        P
167   p2607  20250918   8982.00  ...   8922.00     9060.00        P
168   p2608  20250918   8896.00  ...   8872.00     8988.00        P
169   p2609  20250918   8890.00  ...   8844.00     8922.00        P
170  pg2509  20250918   3805.00  ...   3805.00     3752.00       PG
171  pg2510  20250918   4498.00  ...   4466.00     4485.00       PG
172  pg2511  20250918   4436.00  ...   4400.00     4431.00       PG
173  pg2512  20250918   4370.00  ...   4336.00     4372.00       PG
174  pg2601  20250918   4305.00  ...   4270.00     4305.00       PG
175  pg2602  20250918   4240.00  ...   4209.00     4240.00       PG
176  pg2603  20250918   4148.00  ...   4123.00     4148.00       PG
177  pg2604  20250918   4471.00  ...   4451.00     4476.00       PG
178  pg2605  20250918   4383.00  ...   4379.00     4383.00       PG
179  pg2606  20250918   4300.00  ...   4297.00     4327.00       PG
180  pg2607  20250918   4255.00  ...   4247.00     4270.00       PG
181  pg2608  20250918      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250918   6885.00  ...   6862.00     6878.00       PP
183  pp2511  20250918   6909.00  ...   6886.00     6916.00       PP
184  pp2512  20250918   6951.00  ...   6921.00     6951.00       PP
185  pp2601  20250918   6983.00  ...   6955.00     6982.00       PP
186  pp2602  20250918   6962.00  ...   6930.00     6958.00       PP
187  pp2603  20250918   6969.00  ...   6953.00     6969.00       PP
188  pp2604  20250918   6986.00  ...   6961.00     6996.00       PP
189  pp2605  20250918   7019.00  ...   6993.00     7013.00       PP
190  pp2606  20250918   6981.00  ...   6951.00     6982.00       PP
191  pp2607  20250918   6953.00  ...   6941.00     6950.00       PP
192  pp2608  20250918   6954.00  ...   6950.00     6958.00       PP
193  pp2609  20250918   6974.00  ...   6966.00     6983.00       PP
194  rr2510  20250918   3596.00  ...   3603.00     3604.00       RR
195  rr2511  20250918   3605.00  ...   3605.00     3605.00       RR
196  rr2512  20250918   3597.00  ...   3597.00     3599.00       RR
197  rr2601  20250918   3616.00  ...   3617.00     3621.00       RR
198  rr2602  20250918      0.00  ...   3599.00     3599.00       RR
199  rr2603  20250918      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250918      0.00  ...   3611.00     3611.00       RR
201  rr2605  20250918      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250918      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250918      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250918      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250918      0.00  ...   3614.00     3614.00       RR
206   v2510  20250918   4844.00  ...   4828.00     4852.00        V
207   v2511  20250918   4887.00  ...   4848.00     4883.00        V
208   v2512  20250918   4924.00  ...   4895.00     4924.00        V
209   v2601  20250918   4975.00  ...   4939.00     4967.00        V
210   v2602  20250918   5027.00  ...   4973.00     5005.00        V
211   v2603  20250918   5041.00  ...   5003.00     5035.00        V
212   v2604  20250918   5231.00  ...   5206.00     5228.00        V
213   v2605  20250918   5279.00  ...   5241.00     5268.00        V
214   v2606  20250918   5301.00  ...   5269.00     5299.00        V
215   v2607  20250918   5320.00  ...   5301.00     5329.00        V
216   v2608  20250918   5359.00  ...   5337.00     5366.00        V
217   v2609  20250918   5393.00  ...   5370.00     5382.00        V
218   y2511  20250918   8368.00  ...   8308.00     8440.00        Y
219   y2512  20250918   8422.00  ...   8346.00     8476.00        Y
220   y2601  20250918   8352.00  ...   8306.00     8422.00        Y
221   y2603  20250918   8290.00  ...   8276.00     8350.00        Y
222   y2605  20250918   8090.00  ...   8052.00     8132.00        Y
223   y2607  20250918   8058.00  ...   7998.00     8088.00        Y
224   y2608  20250918   8086.00  ...   8016.00     8104.00        Y
225   y2609  20250918   8038.00  ...   7988.00     8080.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:32,346 - future_1d - INFO - ak.get_dce_daily('2025-09-18') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250918   497.9  ...   495.5      498.4      SC
1       SC2511  20250918   498.3  ...   496.3      499.8      SC
2       SC2512  20250918     496  ...   493.5      496.8      SC
3       SC2601  20250918   492.8  ...   491.9      494.7      SC
4       SC2602  20250918   489.7  ...   490.4      492.1      SC
5       SC2603  20250918     488  ...   489.8      491.8      SC
6       SC2604  20250918   490.3  ...     488      490.3      SC
7       SC2605  20250918     490  ...   487.2      490.5      SC
8       SC2606  20250918   489.4  ...     487      489.4      SC
9       SC2607  20250918   488.6  ...   485.2      488.3      SC
10      SC2608  20250918   486.4  ...   483.9      487.5      SC
11      SC2609  20250918   485.2  ...   483.8        484      SC
12      SC2612  20250918   482.3  ...   482.5        481      SC
13      SC2703  20250918          ...   475.1      475.1      SC
14      SC2706  20250918          ...   476.8      476.8      SC
15      SC2709  20250918          ...   473.2      473.2      SC
16      SC2712  20250918   476.8  ...   474.1      473.7      SC
17      SC2803  20250918   471.2  ...   471.2      473.6      SC
18      SC2806  20250918   472.5  ...   472.5        473      SC
19      SC2809  20250918   470.1  ...   465.7        469      SC
21      LU2510  20250918    3434  ...    3418       3422      LU
22      LU2511  20250918    3438  ...    3428       3447      LU
23      LU2512  20250918    3424  ...    3410       3429      LU
24      LU2601  20250918    3420  ...    3403       3421      LU
25      LU2602  20250918    3395  ...    3389       3410      LU
26      LU2603  20250918    3369  ...    3378       3387      LU
27      LU2604  20250918    3365  ...    3365       3389      LU
28      LU2605  20250918    3380  ...    3374       3388      LU
29      LU2606  20250918    3355  ...    3360       3399      LU
30      LU2607  20250918    3359  ...    3358       3379      LU
31      LU2608  20250918    3354  ...    3346       3378      LU
32      LU2609  20250918    3336  ...    3325       3360      LU
34      NR2510  20250918   12540  ...   12305      12570      NR
35      NR2511  20250918   12550  ...   12330      12595      NR
36      NR2512  20250918   12600  ...   12355      12630      NR
37      NR2601  20250918   12645  ...   12400      12660      NR
38      NR2602  20250918   12640  ...   12455      12650      NR
39      NR2603  20250918   12610  ...   12435      12635      NR
40      NR2604  20250918   12585  ...   12405      12665      NR
41      NR2605  20250918   12555  ...   12455      12670      NR
42      NR2606  20250918   12440  ...   12440      12635      NR
43      NR2607  20250918          ...   12655      12655      NR
44      NR2608  20250918          ...   12685      12685      NR
45      NR2609  20250918   12585  ...   12510      12685      NR
47      BC2510  20250918   70980  ...   70760      71650      BC
48      BC2511  20250918   71010  ...   70820      71640      BC
49      BC2512  20250918          ...   71670      71670      BC
50      BC2601  20250918          ...   71000      72000      BC
51      BC2602  20250918          ...   71100      71650      BC
52      BC2603  20250918          ...   71200      71950      BC
53      BC2604  20250918          ...   71300      71550      BC
54      BC2605  20250918          ...   71300      71550      BC
55      BC2606  20250918          ...   71400      71500      BC
56      BC2607  20250918          ...   71400      71560      BC
57      BC2608  20250918          ...   71400      71550      BC
58      BC2609  20250918          ...   71550      71550      BC
60      EC2510  20250918    1110  ...  1117.6     1129.4      EC
61      EC2512  20250918    1680  ...    1663     1665.3      EC
62      EC2602  20250918  1574.4  ...  1564.7     1572.8      EC
63      EC2604  20250918    1294  ...  1271.7     1278.3      EC
64      EC2606  20250918  1473.7  ...  1456.6     1460.7      EC
65      EC2608  20250918    1635  ...  1615.3     1618.6      EC
68  SC_TAS2510  20250918          ...                     SC_TAS
69  SC_TAS2511  20250918          ...                     SC_TAS
70  SC_TAS2512  20250918          ...                     SC_TAS
71  SC_TAS2601  20250918          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-22 18:26:32,408 - future_1d - INFO - ak.get_ine_daily('2025-09-18') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250918  7238.200  ...  7164.600    7244.200       IC
1   IC2510  20250918  7186.000  ...  7090.800    7186.400       IC
2   IC2512  20250918  7073.000  ...  6960.200    7068.600       IC
3   IC2603  20250918  6922.800  ...  6793.600    6904.600       IC
4   IF2509  20250918  4545.000  ...  4483.400    4548.400       IF
5   IF2510  20250918  4537.400  ...  4470.200    4538.200       IF
6   IF2512  20250918  4512.000  ...  4440.000    4514.600       IF
7   IF2603  20250918  4490.800  ...  4416.400    4488.200       IF
8   IH2509  20250918  2965.600  ...  2907.800    2953.600       IH
9   IH2510  20250918  2958.600  ...  2904.200    2952.000       IH
10  IH2512  20250918  2960.800  ...  2903.400    2952.800       IH
11  IH2603  20250918  2962.000  ...  2906.000    2956.200       IH
12  IM2509  20250918  7520.000  ...  7449.200    7544.200       IM
13  IM2510  20250918  7470.600  ...  7366.800    7477.800       IM
14  IM2512  20250918  7313.800  ...  7206.200    7324.000       IM
15  IM2603  20250918  7133.600  ...  7001.800    7119.600       IM
16   T2512  20250918   108.065  ...   108.065     108.135        T
17   T2603  20250918   107.780  ...   107.735     107.845        T
18   T2606  20250918   107.610  ...   107.565     107.670        T
19  TF2512  20250918   105.840  ...   105.815     105.870       TF
20  TF2603  20250918   105.715  ...   105.685     105.730       TF
21  TF2606  20250918   105.635  ...   105.590     105.645       TF
22  TL2512  20250918   115.700  ...   115.680     115.820       TL
23  TL2603  20250918   115.360  ...   115.360     115.490       TL
24  TL2606  20250918   115.240  ...   115.310     115.420       TL
25  TS2512  20250918   102.438  ...   102.414     102.450       TS
26  TS2603  20250918   102.352  ...   102.340     102.366       TS
27  TS2606  20250918   102.310  ...   102.302     102.324       TS

[28 rows x 12 columns]
2025-09-22 18:26:32,706 - future_1d - INFO - ak.get_cffex_daily('2025-09-18') done
2025-09-22 18:26:34,463 - future_1d - INFO - save future_daily 2025-09-18 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250919  53200.0  ...  53040.0     53200.0       PS
1   PS2511  20250919  53365.0  ...  52910.0     53160.0       PS
2   PS2512  20250919  56000.0  ...  55320.0     55775.0       PS
3   PS2601  20250919  55600.0  ...  55030.0     55590.0       PS
4   PS2602  20250919  55800.0  ...  55135.0     55695.0       PS
5   PS2603  20250919  55775.0  ...  55205.0     55635.0       PS
6   PS2604  20250919  55840.0  ...  54950.0     55870.0       PS
7   PS2605  20250919  55750.0  ...  54930.0     55705.0       PS
8   PS2606  20250919  57620.0  ...  56920.0     58010.0       PS
9   PS2607  20250919  58010.0  ...  56815.0     57890.0       PS
10  PS2608  20250919  58160.0  ...  57180.0     57885.0       PS
11  PS2609  20250919  58200.0  ...  56995.0     57975.0       PS
13  SI2510  20250919   8900.0  ...   8975.0      8940.0       SI
14  SI2511  20250919   8885.0  ...   9025.0      8980.0       SI
15  SI2512  20250919   9300.0  ...   9420.0      9355.0       SI
16  SI2601  20250919   9260.0  ...   9405.0      9355.0       SI
17  SI2602  20250919   9255.0  ...   9425.0      9350.0       SI
18  SI2603  20250919   9365.0  ...   9500.0      9360.0       SI
19  SI2604  20250919   9360.0  ...   9550.0      9385.0       SI
20  SI2605  20250919   9365.0  ...   9405.0      9390.0       SI
21  SI2606  20250919   9375.0  ...   9470.0      9425.0       SI
22  SI2607  20250919   9365.0  ...   9480.0      9385.0       SI
23  SI2608  20250919   9425.0  ...   9475.0      9410.0       SI
24  SI2609  20250919   9345.0  ...   9440.0      9390.0       SI
27  LC2510  20250919  72500.0  ...  73320.0     72620.0       LC
28  LC2511  20250919  72500.0  ...  73460.0     72780.0       LC
29  LC2512  20250919  73000.0  ...  73600.0     72840.0       LC
30  LC2601  20250919  73080.0  ...  73620.0     72840.0       LC
31  LC2602  20250919  72660.0  ...  73280.0     72580.0       LC
32  LC2603  20250919  72520.0  ...  73480.0     72780.0       LC
33  LC2604  20250919  73500.0  ...  74060.0     73520.0       LC
34  LC2605  20250919  73620.0  ...  74040.0     73420.0       LC
35  LC2606  20250919  73280.0  ...  73840.0     73260.0       LC
36  LC2607  20250919  72960.0  ...  73700.0     73160.0       LC
37  LC2608  20250919  73120.0  ...  73740.0     73060.0       LC
38  LC2609  20250919  73320.0  ...  73820.0     72980.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:38,224 - future_1d - INFO - ak.get_gfex_daily('2025-09-19') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250919   8412.0   8454.0  ...    20806.00   8437.0      8427.0       AP
1    AP511  20250919   8281.0   8281.0  ...     3663.69   8233.0      8227.0       AP
2    AP512  20250919   8223.0   8248.0  ...      559.32   8225.0      8215.0       AP
3    AP601  20250919   8285.0   8326.0  ...   362333.54   8290.0      8286.0       AP
4    AP603  20250919   8231.0   8231.0  ...      270.04   8183.0      8185.0       AP
5    AP604  20250919   8200.0   8202.0  ...       40.97   8194.0      8176.0       AP
6    AP605  20250919   8260.0   8278.0  ...     3218.40   8252.0      8237.0       AP
7    CF511  20250919  13650.0  13665.0  ...   325013.22  13625.0     13710.0       CF
8    CF601  20250919  13775.0  13785.0  ...  1682261.08  13745.0     13835.0       CF
9    CF603  20250919  13720.0  13745.0  ...     3898.54  13705.0     13800.0       CF
10   CF605  20250919  13735.0  13760.0  ...   226699.17  13715.0     13795.0       CF
11   CF607  20250919  13755.0  13780.0  ...     1112.91  13740.0     13820.0       CF
12   CF609  20250919  13905.0  13910.0  ...      257.13  13900.0     14000.0       CF
13   CJ512  20250919  10575.0  10705.0  ...     1842.54  10650.0     10670.0       CJ
14   CJ601  20250919  10620.0  10750.0  ...   480287.27  10680.0     10720.0       CJ
15   CJ603  20250919  10635.0  10730.0  ...    12481.12  10655.0     10735.0       CJ
16   CJ605  20250919  10715.0  10810.0  ...    98468.07  10725.0     10810.0       CJ
17   CJ607  20250919  10775.0  10915.0  ...     1497.50  10850.0     10935.0       CJ
18   CJ609  20250919  10940.0  11020.0  ...      377.77  10950.0     11050.0       CJ
19   CY510  20250919      0.0      0.0  ...        0.00  19600.0     19705.0       CY
20   CY511  20250919  19760.0  19825.0  ...   114478.44  19775.0     19880.0       CY
21   CY512  20250919      0.0      0.0  ...        0.00  19690.0     19710.0       CY
22   CY601  20250919  19785.0  19835.0  ...     1158.31  19800.0     19875.0       CY
23   CY602  20250919      0.0      0.0  ...        0.00  19810.0     19810.0       CY
24   CY603  20250919      0.0      0.0  ...        0.00  20160.0     20170.0       CY
25   CY604  20250919      0.0      0.0  ...        0.00  19945.0     19995.0       CY
26   CY605  20250919      0.0      0.0  ...        0.00  19990.0     20025.0       CY
27   CY606  20250919      0.0      0.0  ...        0.00  19975.0     19990.0       CY
28   CY607  20250919      0.0      0.0  ...        0.00  20290.0     20290.0       CY
29   CY608  20250919      0.0      0.0  ...        0.00  19935.0     20100.0       CY
30   CY609  20250919  20240.0  20240.0  ...       10.12  20240.0     20305.0       CY
31   FG510  20250919   1091.0   1103.0  ...     6782.74   1093.0      1096.0       FG
32   FG511  20250919   1093.0   1104.0  ...   141220.65   1095.0      1095.0       FG
33   FG512  20250919   1209.0   1224.0  ...    81857.42   1214.0      1215.0       FG
34   FG601  20250919   1207.0   1223.0  ...  3086629.46   1212.0      1219.0       FG
35   FG602  20250919   1259.0   1279.0  ...    31046.93   1268.0      1271.0       FG
36   FG603  20250919   1265.0   1283.0  ...     2208.02   1268.0      1277.0       FG
37   FG604  20250919   1325.0   1343.0  ...     1201.41   1329.0      1332.0       FG
38   FG605  20250919   1326.0   1348.0  ...   122561.49   1337.0      1333.0       FG
39   FG606  20250919   1358.0   1374.0  ...      816.07   1365.0      1363.0       FG
40   FG607  20250919   1357.0   1374.0  ...     2477.42   1363.0      1358.0       FG
41   FG608  20250919   1381.0   1403.0  ...      884.55   1395.0      1388.0       FG
42   FG609  20250919   1387.0   1407.0  ...     4628.07   1397.0      1390.0       FG
43   JR511  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250919   2255.0   2283.0  ...     4617.11   2264.0      2266.0       MA
52   MA511  20250919   2287.0   2309.0  ...   169238.69   2289.0      2291.0       MA
53   MA512  20250919   2325.0   2349.0  ...    79505.69   2333.0      2334.0       MA
54   MA601  20250919   2350.0   2374.0  ...  1782594.23   2356.0      2356.0       MA
55   MA602  20250919   2371.0   2394.0  ...   109582.45   2373.0      2377.0       MA
56   MA603  20250919   2392.0   2412.0  ...     1033.63   2398.0      2392.0       MA
57   MA604  20250919   2391.0   2400.0  ...       59.83   2393.0      2406.0       MA
58   MA605  20250919   2389.0   2390.0  ...   187848.71   2382.0      2389.0       MA
59   MA606  20250919   2382.0   2394.0  ...        9.54   2385.0      2396.0       MA
60   MA607  20250919   2372.0   2378.0  ...       28.48   2373.0      2379.0       MA
61   MA608  20250919   2361.0   2375.0  ...       11.84   2368.0      2386.0       MA
62   MA609  20250919   2360.0   2360.0  ...     1503.31   2353.0      2367.0       MA
63   OI511  20250919  10152.0  10282.0  ...   526388.35  10221.0     10129.0       OI
64   OI601  20250919   9986.0  10114.0  ...  3135766.68  10046.0      9966.0       OI
65   OI603  20250919   9737.0   9844.0  ...     4062.15   9788.0      9741.0       OI
66   OI605  20250919   9501.0   9605.0  ...   110457.56   9558.0      9501.0       OI
67   OI607  20250919   9477.0   9553.0  ...      969.53   9505.0      9469.0       OI
68   OI609  20250919   9448.0   9522.0  ...      455.12   9482.0      9446.0       OI
69   PF510  20250919   6362.0   6366.0  ...    10629.20   6322.0      6404.0       PF
70   PF511  20250919   6352.0   6362.0  ...   681025.57   6320.0      6406.0       PF
71   PF512  20250919   6330.0   6342.0  ...   380648.52   6304.0      6378.0       PF
72   PF601  20250919   6382.0   6386.0  ...    38485.20   6340.0      6420.0       PF
73   PF602  20250919   6386.0   6392.0  ...   104942.44   6358.0      6414.0       PF
74   PF603  20250919   6382.0   6398.0  ...      352.15   6346.0      6456.0       PF
75   PF604  20250919   6444.0   6444.0  ...      291.47   6406.0      6492.0       PF
76   PF605  20250919   6460.0   6460.0  ...      246.97   6416.0      6506.0       PF
77   PF606  20250919   6482.0   6482.0  ...       19.25   6418.0      6516.0       PF
78   PF607  20250919   6414.0   6500.0  ...       16.10   6442.0      6542.0       PF
79   PF608  20250919      0.0      0.0  ...        0.00   6450.0      6566.0       PF
80   PF609  20250919   6480.0   6480.0  ...        6.48   6480.0      6554.0       PF
81   PK510  20250919   7846.0   7918.0  ...    13587.30   7868.0      7842.0       PK
82   PK511  20250919   7866.0   7922.0  ...   677885.13   7876.0      7844.0       PK
83   PK512  20250919   7870.0   7916.0  ...   287234.98   7872.0      7846.0       PK
84   PK601  20250919   7846.0   7906.0  ...    62644.57   7872.0      7834.0       PK
85   PK603  20250919   7866.0   7902.0  ...      622.63   7882.0      7854.0       PK
86   PK604  20250919   7874.0   7900.0  ...       86.72   7884.0      7864.0       PK
87   PK605  20250919   7880.0   7908.0  ...     5897.91   7890.0      7872.0       PK
88   PL601  20250919   6424.0   6462.0  ...    49289.43   6411.0      6443.0       PL
89   PL602  20250919   6458.0   6479.0  ...     2194.38   6454.0      6471.0       PL
90   PL603  20250919   6451.0   6451.0  ...       64.45   6445.0      6502.0       PL
91   PL604  20250919      0.0      0.0  ...        0.00   6463.0      6477.0       PL
92   PL605  20250919      0.0      0.0  ...        0.00   6385.0      6419.0       PL
93   PL606  20250919      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250919      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250919   5830.0   5840.0  ...     3783.29   5812.0      5866.0       PR
104  PR511  20250919   5828.0   5830.0  ...   501945.95   5794.0      5878.0       PR
105  PR512  20250919   5834.0   5836.0  ...   386281.19   5806.0      5884.0       PR
106  PR601  20250919   5836.0   5836.0  ...   126679.54   5802.0      5866.0       PR
107  PR602  20250919   5872.0   5876.0  ...     2863.07   5838.0      5892.0       PR
108  PR603  20250919   5846.0   5846.0  ...       52.50   5834.0      5906.0       PR
109  PR604  20250919   5848.0   5848.0  ...       61.23   5832.0      5924.0       PR
110  PR605  20250919   5836.0   5860.0  ...       61.31   5840.0      5960.0       PR
111  PR606  20250919      0.0      0.0  ...        0.00   5904.0      5936.0       PR
112  PR607  20250919      0.0      0.0  ...        0.00   5912.0      5952.0       PR
113  PR608  20250919      0.0      0.0  ...        0.00   5914.0      5958.0       PR
114  PR609  20250919      0.0      0.0  ...        0.00   5910.0      5932.0       PR
115  PX510  20250919   6754.0   6764.0  ...     1384.74   6690.0      6754.0       PX
116  PX511  20250919   6698.0   6718.0  ...   904148.53   6640.0      6764.0       PX
117  PX512  20250919   6690.0   6708.0  ...   338676.96   6644.0      6748.0       PX
118  PX601  20250919   6680.0   6694.0  ...   180923.08   6634.0      6728.0       PX
119  PX602  20250919   6666.0   6694.0  ...    29964.67   6644.0      6720.0       PX
120  PX603  20250919   6624.0   6624.0  ...        9.92   6614.0      6718.0       PX
121  PX604  20250919   6586.0   6586.0  ...        3.29   6586.0      6718.0       PX
122  PX605  20250919   6686.0   6690.0  ...     5504.77   6628.0      6710.0       PX
123  PX606  20250919   6606.0   6606.0  ...        3.30   6606.0      6686.0       PX
124  PX607  20250919   6596.0   6622.0  ...        9.92   6614.0      6734.0       PX
125  PX608  20250919   6622.0   6622.0  ...        3.31   6622.0      6694.0       PX
126  PX609  20250919   6652.0   6658.0  ...       16.63   6652.0      6724.0       PX
127  RI511  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250919   2508.0   2553.0  ...    26192.61   2527.0      2500.0       RM
134  RM601  20250919   2475.0   2530.0  ...   940248.65   2498.0      2469.0       RM
135  RM603  20250919   2378.0   2417.0  ...    12803.73   2402.0      2378.0       RM
136  RM605  20250919   2361.0   2389.0  ...   139688.21   2374.0      2362.0       RM
137  RM607  20250919   2349.0   2377.0  ...     6926.42   2362.0      2353.0       RM
138  RM608  20250919   2450.0   2470.0  ...     1160.23   2458.0      2457.0       RM
139  RM609  20250919   2436.0   2455.0  ...     3011.98   2447.0      2440.0       RM
140  RS511  20250919   5312.0   5372.0  ...       79.93   5329.0      5276.0       RS
141  RS607  20250919   5567.0   5628.0  ...      194.88   5568.0      5558.0       RS
142  RS608  20250919   5537.0   5638.0  ...      167.11   5570.0      5558.0       RS
143  RS609  20250919   5601.0   5601.0  ...       44.70   5588.0      5555.0       RS
144  SA510  20250919   1221.0   1232.0  ...     8151.28   1223.0      1227.0       SA
145  SA511  20250919   1227.0   1242.0  ...   431111.27   1233.0      1239.0       SA
146  SA512  20250919   1295.0   1309.0  ...   148028.64   1301.0      1303.0       SA
147  SA601  20250919   1305.0   1321.0  ...  2419891.75   1312.0      1317.0       SA
148  SA602  20250919   1338.0   1353.0  ...   291521.27   1344.0      1351.0       SA
149  SA603  20250919   1345.0   1359.0  ...     1823.16   1350.0      1352.0       SA
150  SA604  20250919   1394.0   1404.0  ...      438.40   1396.0      1397.0       SA
151  SA605  20250919   1397.0   1412.0  ...    84988.85   1403.0      1405.0       SA
152  SA606  20250919   1409.0   1424.0  ...      690.31   1415.0      1414.0       SA
153  SA607  20250919   1410.0   1425.0  ...      940.87   1417.0      1415.0       SA
154  SA608  20250919   1437.0   1449.0  ...      653.96   1440.0      1438.0       SA
155  SA609  20250919   1442.0   1456.0  ...     2965.37   1449.0      1446.0       SA
156  SF510  20250919   5598.0   5628.0  ...    17784.47   5594.0      5602.0       SF
157  SF511  20250919   5768.0   5810.0  ...   661962.22   5764.0      5780.0       SF
158  SF512  20250919   5746.0   5790.0  ...   229398.42   5746.0      5752.0       SF
159  SF601  20250919   5752.0   5792.0  ...   172968.35   5752.0      5760.0       SF
160  SF602  20250919   5714.0   5748.0  ...    31571.90   5710.0      5714.0       SF
161  SF603  20250919   5876.0   5876.0  ...      161.44   5870.0      5868.0       SF
162  SF604  20250919   5888.0   5888.0  ...        8.81   5876.0      5892.0       SF
163  SF605  20250919   5858.0   5894.0  ...     2341.56   5854.0      5860.0       SF
164  SF606  20250919   5854.0   5854.0  ...       29.10   5820.0      5834.0       SF
165  SF607  20250919   5986.0   5986.0  ...       71.64   5970.0      5966.0       SF
166  SF608  20250919   5938.0   5968.0  ...       17.86   5952.0      5954.0       SF
167  SF609  20250919   5958.0   5974.0  ...       41.68   5954.0      5954.0       SF
168  SH510  20250919   2512.0   2547.0  ...    26339.48   2523.0      2503.0       SH
169  SH511  20250919   2532.0   2596.0  ...   697787.08   2562.0      2538.0       SH
170  SH512  20250919   2585.0   2655.0  ...   318771.88   2618.0      2596.0       SH
171  SH601  20250919   2583.0   2657.0  ...  3758394.12   2623.0      2600.0       SH
172  SH602  20250919   2591.0   2676.0  ...   133977.83   2636.0      2623.0       SH
173  SH603  20250919   2621.0   2687.0  ...     2166.08   2655.0      2637.0       SH
174  SH604  20250919   2665.0   2727.0  ...      194.74   2705.0      2686.0       SH
175  SH605  20250919   2673.0   2737.0  ...    27644.74   2706.0      2689.0       SH
176  SH606  20250919   2723.0   2745.0  ...      171.79   2727.0      2705.0       SH
177  SH607  20250919   2723.0   2730.0  ...       57.30   2729.0      2687.0       SH
178  SH608  20250919   2720.0   2740.0  ...       81.89   2730.0      2686.0       SH
179  SH609  20250919   2704.0   2746.0  ...      212.73   2727.0      2710.0       SH
180  SM510  20250919   5920.0   5920.0  ...     7796.89   5880.0      5870.0       SM
181  SM511  20250919   5958.0   5988.0  ...   340828.24   5950.0      5946.0       SM
182  SM512  20250919   5958.0   5994.0  ...    68239.48   5966.0      5954.0       SM
183  SM601  20250919   5970.0   6012.0  ...   498718.17   5980.0      5976.0       SM
184  SM602  20250919   5976.0   6014.0  ...   247699.21   5978.0      5974.0       SM
185  SM603  20250919   5984.0   6026.0  ...      125.89   5996.0      5994.0       SM
186  SM604  20250919   5978.0   5978.0  ...        5.98   5978.0      5990.0       SM
187  SM605  20250919   6020.0   6050.0  ...     6701.37   6014.0      6010.0       SM
188  SM606  20250919   6004.0   6016.0  ...        9.01   6010.0      6020.0       SM
189  SM607  20250919   6024.0   6038.0  ...       18.09   6030.0      6042.0       SM
190  SM608  20250919      0.0      0.0  ...        0.00   6048.0      6048.0       SM
191  SM609  20250919   5996.0   6062.0  ...      592.73   6048.0      6038.0       SM
192  SR511  20250919   5494.0   5498.0  ...   129999.26   5483.0      5508.0       SR
193  SR601  20250919   5467.0   5475.0  ...  1231092.02   5460.0      5496.0       SR
194  SR603  20250919   5478.0   5627.0  ...     2518.62   5452.0      5484.0       SR
195  SR605  20250919   5454.0   5458.0  ...   123714.30   5443.0      5472.0       SR
196  SR607  20250919   5468.0   5468.0  ...     7015.44   5451.0      5481.0       SR
197  SR609  20250919   5482.0   5482.0  ...     3208.20   5465.0      5490.0       SR
198  TA510  20250919   4644.0   4652.0  ...    19846.93   4602.0      4674.0       TA
199  TA511  20250919   4660.0   4666.0  ...   337397.94   4620.0      4690.0       TA
200  TA512  20250919   4662.0   4678.0  ...   172696.00   4630.0      4706.0       TA
201  TA601  20250919   4674.0   4688.0  ...  1981431.35   4638.0      4708.0       TA
202  TA602  20250919   4684.0   4698.0  ...    29048.53   4648.0      4712.0       TA
203  TA603  20250919   4704.0   4704.0  ...       79.22   4660.0      4738.0       TA
204  TA604  20250919      0.0      0.0  ...        0.00   4644.0      4744.0       TA
205  TA605  20250919   4710.0   4726.0  ...    66900.31   4672.0      4740.0       TA
206  TA606  20250919   4722.0   4722.0  ...        7.05   4702.0      4730.0       TA
207  TA607  20250919   4708.0   4716.0  ...        7.06   4708.0      4760.0       TA
208  TA608  20250919      0.0      0.0  ...        0.00   4688.0      4746.0       TA
209  TA609  20250919   4752.0   4752.0  ...      159.95   4704.0      4760.0       TA
210  UR510  20250919   1580.0   1581.0  ...     2914.24   1574.0      1577.0       UR
211  UR511  20250919   1662.0   1662.0  ...    52488.70   1647.0      1653.0       UR
212  UR512  20250919   1663.0   1669.0  ...    16142.54   1657.0      1664.0       UR
213  UR601  20250919   1672.0   1676.0  ...   375626.62   1666.0      1671.0       UR
214  UR602  20250919   1679.0   1681.0  ...      672.08   1672.0      1677.0       UR
215  UR603  20250919   1724.0   1727.0  ...      106.45   1717.0      1722.0       UR
216  UR604  20250919   1727.0   1728.0  ...       17.24   1724.0      1725.0       UR
217  UR605  20250919   1725.0   1732.0  ...    25363.67   1724.0      1726.0       UR
218  UR606  20250919   1727.0   1730.0  ...      124.13   1724.0      1724.0       UR
219  UR607  20250919   1760.0   1763.0  ...       84.36   1758.0      1757.0       UR
220  UR608  20250919   1753.0   1753.0  ...        3.51   1753.0      1749.0       UR
221  UR609  20250919   1745.0   1752.0  ...      185.18   1747.0      1746.0       UR
222  WH511  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:38,495 - future_1d - INFO - ak.get_czce_daily('2025-09-19') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250919  ...   79840      79800      CU
1        1      CU2511  20250919  ...   79820      79780      CU
2        2      CU2512  20250919  ...   79810      79760      CU
3        3      CU2601  20250919  ...   79810      79800      CU
4        4      CU2602  20250919  ...   79800      79780      CU
5        5      CU2603  20250919  ...   79830      79840      CU
6        6      CU2604  20250919  ...   79860      79790      CU
7        7      CU2605  20250919  ...   79910      79820      CU
8        8      CU2606  20250919  ...   79850      79780      CU
9        9      CU2607  20250919  ...   79840      79720      CU
10      10      CU2608  20250919  ...   79800      79790      CU
11      11      CU2609  20250919  ...   79780      79830      CU
12      12      BC2510  20250919  ...   70760      70760      BC
13      13      BC2511  20250919  ...   70890      70820      BC
14      14      BC2512  20250919  ...   71670      71670      BC
15      15      BC2601  20250919  ...   71000      71000      BC
16      16      BC2602  20250919  ...   71100      71100      BC
17      17      BC2603  20250919  ...   71200      71200      BC
18      18      BC2604  20250919  ...   71300      71300      BC
19      19      BC2605  20250919  ...   71300      71300      BC
20      20      BC2606  20250919  ...   71400      71400      BC
21      21      BC2607  20250919  ...   71400      71400      BC
22      22      BC2608  20250919  ...   71400      71400      BC
23      23      BC2609  20250919  ...   71550      71550      BC
24      24      AL2510  20250919  ...   20805      20775      AL
25      25      AL2511  20250919  ...   20820      20795      AL
26      26      AL2512  20250919  ...   20820      20790      AL
27      27      AL2601  20250919  ...   20815      20790      AL
28      28      AL2602  20250919  ...   20815      20790      AL
29      29      AL2603  20250919  ...   20840      20810      AL
30      30      AL2604  20250919  ...   20855      20820      AL
31      31      AL2605  20250919  ...   20865      20825      AL
32      32      AL2606  20250919  ...   20850      20845      AL
33      33      AL2607  20250919  ...   20865      20825      AL
34      34      AL2608  20250919  ...   20885      20830      AL
35      35      AL2609  20250919  ...   20850      20835      AL
36      36      ZN2510  20250919  ...   22065      22075      ZN
37      37      ZN2511  20250919  ...   22060      22085      ZN
38      38      ZN2512  20250919  ...   22080      22115      ZN
39      39      ZN2601  20250919  ...   22100      22150      ZN
40      40      ZN2602  20250919  ...   22125      22180      ZN
41      41      ZN2603  20250919  ...   22160      22175      ZN
42      42      ZN2604  20250919  ...   22200      22225      ZN
43      43      ZN2605  20250919  ...   22230      22260      ZN
44      44      ZN2606  20250919  ...   22240      22265      ZN
45      45      ZN2607  20250919  ...   22260      22275      ZN
46      46      ZN2608  20250919  ...   22290      22295      ZN
47      47      ZN2609  20250919  ...   22305      22335      ZN
48      48      PB2510  20250919  ...   17140      17110      PB
49      49      PB2511  20250919  ...   17170      17130      PB
50      50      PB2512  20250919  ...   17175      17135      PB
51      51      PB2601  20250919  ...   17170      17135      PB
52      52      PB2602  20250919  ...   17175      17175      PB
53      53      PB2603  20250919  ...   17190      17190      PB
54      54      PB2604  20250919  ...   17235      17195      PB
55      55      PB2605  20250919  ...   17210      17180      PB
56      56      PB2606  20250919  ...   17145      17145      PB
57      57      PB2607  20250919  ...   17225      17185      PB
58      58      PB2608  20250919  ...   17245      17190      PB
59      59      PB2609  20250919  ...   17210      17220      PB
60      60      NI2510  20250919  ...  121320     121570      NI
61      61      NI2511  20250919  ...  121520     121700      NI
62      62      NI2512  20250919  ...  121810     121890      NI
63      63      NI2601  20250919  ...  121930     122100      NI
64      64      NI2602  20250919  ...  122110     122330      NI
65      65      NI2603  20250919  ...  122540     122460      NI
66      66      NI2604  20250919  ...  122710     122640      NI
67      67      NI2605  20250919  ...  122950     122910      NI
68      68      NI2606  20250919  ...  123120     123030      NI
69      69      NI2607  20250919  ...  123440     123210      NI
70      70      NI2608  20250919  ...  123490     123600      NI
71      71      NI2609  20250919  ...  123530     123850      NI
72      72      SN2510  20250919  ...  268470     270240      SN
73      73      SN2511  20250919  ...  268840     270460      SN
74      74      SN2512  20250919  ...  269060     270420      SN
75      75      SN2601  20250919  ...  269200     270430      SN
76      76      SN2602  20250919  ...  269420     270580      SN
77      77      SN2603  20250919  ...  269440     270650      SN
78      78      SN2604  20250919  ...  270080     271420      SN
79      79      SN2605  20250919  ...  269840     270780      SN
80      80      SN2606  20250919  ...  269920     271460      SN
81      81      SN2607  20250919  ...  270550     272240      SN
82      82      SN2608  20250919  ...  270360     272130      SN
83      83      SN2609  20250919  ...  271330     271810      SN
84      84      AO2510  20250919  ...    2915       2923      AO
85      85      AO2511  20250919  ...    2919       2927      AO
86      86      AO2512  20250919  ...    2927       2935      AO
87      87      AO2601  20250919  ...    2936       2948      AO
88      88      AO2602  20250919  ...    2947       2949      AO
89      89      AO2603  20250919  ...    3016       3019      AO
90      90      AO2604  20250919  ...    3023       3025      AO
91      91      AO2605  20250919  ...    3029       3032      AO
92      92      AO2606  20250919  ...    3032       3036      AO
93      93      AO2607  20250919  ...    3038       3043      AO
94      94      AO2608  20250919  ...    3048       3059      AO
95      95      AO2609  20250919  ...    3062       3081      AO
96      96      AD2511  20250919  ...   20320      20325      AD
97      97      AD2512  20250919  ...   20350      20355      AD
98      98      AD2601  20250919  ...   20380      20345      AD
99      99      AD2602  20250919  ...   20355      20365      AD
100    100      AD2603  20250919  ...   20415      20500      AD
101    101      AD2604  20250919  ...   20345      20485      AD
102    102      AD2605  20250919  ...   20355      20355      AD
103    103      AD2606  20250919  ...   20305      20305      AD
104    104      AD2607  20250919  ...   20510      20510      AD
105    105      AD2608  20250919  ...   20515      20515      AD
106    106      AD2609  20250919  ...   20515      20515      AD
107    107      AU2510  20250919  ...  826.86      831.8      AU
108    108      AU2511  20250919  ...   828.7     832.92      AU
109    109      AU2512  20250919  ...  829.78     833.96      AU
110    110      AU2602  20250919  ...  832.14     836.52      AU
111    111      AU2604  20250919  ...  834.24     838.64      AU
112    112      AU2606  20250919  ...  836.56     840.78      AU
113    113      AU2608  20250919  ...  839.52     843.44      AU
114    114      AU2610  20250919  ...   842.9     846.74      AU
115    115      AG2510  20250919  ...    9903       9882      AG
116    116      AG2511  20250919  ...    9928       9884      AG
117    117      AG2512  20250919  ...    9938       9908      AG
118    118      AG2601  20250919  ...    9951       9921      AG
119    119      AG2602  20250919  ...    9960       9934      AG
120    120      AG2603  20250919  ...    9983       9939      AG
121    121      AG2604  20250919  ...    9989       9961      AG
122    122      AG2605  20250919  ...   10006       9971      AG
123    123      AG2606  20250919  ...   10021       9976      AG
124    124      AG2607  20250919  ...   10032      10001      AG
125    125      AG2608  20250919  ...   10046      10003      AG
126    126      AG2609  20250919  ...   10059      10025      AG
127    127      RB2510  20250919  ...    3069       3057      RB
128    128      RB2511  20250919  ...    3083       3075      RB
129    129      RB2512  20250919  ...    3139       3131      RB
130    130      RB2601  20250919  ...    3158       3149      RB
131    131      RB2602  20250919  ...    3162       3155      RB
132    132      RB2603  20250919  ...    3184       3179      RB
133    133      RB2604  20250919  ...    3198       3217      RB
134    134      RB2605  20250919  ...    3218       3208      RB
135    135      RB2606  20250919  ...    3230       3227      RB
136    136      RB2607  20250919  ...    3241       3240      RB
137    137      RB2608  20250919  ...    3239       3238      RB
138    138      RB2609  20250919  ...    3253       3242      RB
139    139      WR2510  20250919  ...    3283       3279      WR
140    140      WR2511  20250919  ...    3302       3302      WR
141    141      WR2512  20250919  ...    3324       3324      WR
142    142      WR2601  20250919  ...    3349       3349      WR
143    143      WR2602  20250919  ...    3358       3358      WR
144    144      WR2603  20250919  ...    3399       3395      WR
145    145      WR2604  20250919  ...    3389       3389      WR
146    146      WR2605  20250919  ...    3414       3414      WR
147    147      WR2606  20250919  ...    3372       3372      WR
148    148      WR2607  20250919  ...    3390       3390      WR
149    149      WR2608  20250919  ...    3399       3399      WR
150    150      WR2609  20250919  ...    3466       3553      WR
151    151      HC2510  20250919  ...    3400       3403      HC
152    152      HC2511  20250919  ...    3382       3390      HC
153    153      HC2512  20250919  ...    3370       3383      HC
154    154      HC2601  20250919  ...    3362       3368      HC
155    155      HC2602  20250919  ...    3360       3374      HC
156    156      HC2603  20250919  ...    3365       3370      HC
157    157      HC2604  20250919  ...    3371       3373      HC
158    158      HC2605  20250919  ...    3372       3377      HC
159    159      HC2606  20250919  ...    3377       3395      HC
160    160      HC2607  20250919  ...    3384       3402      HC
161    161      HC2608  20250919  ...    3381       3385      HC
162    162      HC2609  20250919  ...    3401       3407      HC
163    163      SS2510  20250919  ...   12755      12790      SS
164    164      SS2511  20250919  ...   12870      12910      SS
165    165      SS2512  20250919  ...   12910      12950      SS
166    166      SS2601  20250919  ...   12970      13020      SS
167    167      SS2602  20250919  ...   13025      13095      SS
168    168      SS2603  20250919  ...   13105      13145      SS
169    169      SS2604  20250919  ...   13155      13205      SS
170    170      SS2605  20250919  ...   13225      13280      SS
171    171      SS2606  20250919  ...   13315      13315      SS
172    172      SS2607  20250919  ...   13350      13350      SS
173    173      SS2608  20250919  ...   13400      13415      SS
174    174      SS2609  20250919  ...   13475      13495      SS
175    175      SC2510  20250919  ...   492.1      495.5      SC
176    176      SC2511  20250919  ...   491.2      496.3      SC
177    177      SC2512  20250919  ...   489.8      493.5      SC
178    178      SC2601  20250919  ...   488.5      491.9      SC
179    179      SC2602  20250919  ...   486.6      490.4      SC
180    180      SC2603  20250919  ...     486      489.8      SC
181    181      SC2604  20250919  ...     486        488      SC
182    182      SC2605  20250919  ...   485.4      487.2      SC
183    183      SC2606  20250919  ...   485.8        487      SC
184    184      SC2607  20250919  ...   484.6      485.2      SC
185    185      SC2608  20250919  ...     483      483.9      SC
186    186      SC2609  20250919  ...   480.8      483.8      SC
187    187      SC2612  20250919  ...   477.1      482.5      SC
188    188      SC2703  20250919  ...   475.1      475.1      SC
189    189      SC2706  20250919  ...   469.2      476.8      SC
190    190      SC2709  20250919  ...   473.2      473.2      SC
191    191      SC2712  20250919  ...   472.9      474.1      SC
192    192      SC2803  20250919  ...     471      471.2      SC
193    193      SC2806  20250919  ...   467.5      472.5      SC
194    194      SC2809  20250919  ...   465.7      465.7      SC
195    195      LU2510  20250919  ...    3372       3418      LU
196    196      LU2511  20250919  ...    3405       3428      LU
197    197      LU2512  20250919  ...    3388       3410      LU
198    198      LU2601  20250919  ...    3382       3403      LU
199    199      LU2602  20250919  ...    3362       3389      LU
200    200      LU2603  20250919  ...    3362       3378      LU
201    201      LU2604  20250919  ...    3345       3365      LU
202    202      LU2605  20250919  ...    3346       3374      LU
203    203      LU2606  20250919  ...    3352       3360      LU
204    204      LU2607  20250919  ...    3350       3358      LU
205    205      LU2608  20250919  ...    3342       3346      LU
206    206      LU2609  20250919  ...    3329       3325      LU
207    207      FU2510  20250919  ...    2834       2811      FU
208    208      FU2511  20250919  ...    2850       2834      FU
209    209      FU2512  20250919  ...    2830       2821      FU
210    210      FU2601  20250919  ...    2818       2807      FU
211    211      FU2602  20250919  ...    2795       2788      FU
212    212      FU2603  20250919  ...    2788       2779      FU
213    213      FU2604  20250919  ...    2783       2773      FU
214    214      FU2605  20250919  ...    2772       2763      FU
215    215      FU2606  20250919  ...    2756       2749      FU
216    216      FU2607  20250919  ...    2737       2738      FU
217    217      FU2608  20250919  ...    2729       2727      FU
218    218      FU2609  20250919  ...    2711       2707      FU
219    219      BU2510  20250919  ...    3433       3443      BU
220    220      BU2511  20250919  ...    3425       3436      BU
221    221      BU2512  20250919  ...    3381       3393      BU
222    222      BU2601  20250919  ...    3361       3375      BU
223    223      BU2602  20250919  ...    3363       3377      BU
224    224      BU2603  20250919  ...    3364       3382      BU
225    225      BU2604  20250919  ...    3364       3367      BU
226    226      BU2605  20250919  ...    3347       3375      BU
227    227      BU2606  20250919  ...    3356       3371      BU
228    228      BU2607  20250919  ...    3348       3348      BU
229    229      BU2608  20250919  ...    3369       3369      BU
230    230      BU2609  20250919  ...    3349       3356      BU
231    231      BU2612  20250919  ...    3314       3314      BU
232    232      BU2703  20250919  ...    3312       3322      BU
233    233      BU2706  20250919  ...    3318       3331      BU
234    234      BU2709  20250919  ...    3342       3314      BU
235    235      BR2510  20250919  ...   11545      11510      BR
236    236      BR2511  20250919  ...   11470      11455      BR
237    237      BR2512  20250919  ...   11460      11450      BR
238    238      BR2601  20250919  ...   11470      11470      BR
239    239      BR2602  20250919  ...   11500      11460      BR
240    240      BR2603  20250919  ...   11475      11490      BR
241    241      BR2604  20250919  ...   11535      11560      BR
242    242      BR2605  20250919  ...   11525      11500      BR
243    243      BR2606  20250919  ...   11630      11635      BR
244    244      BR2607  20250919  ...   11715      11715      BR
245    245      BR2608  20250919  ...   11770      11780      BR
246    246      BR2609  20250919  ...   11645      11675      BR
247    247      RU2510  20250919  ...   14670      14740      RU
248    248      RU2511  20250919  ...   14645      14700      RU
249    249      RU2601  20250919  ...   15530      15630      RU
250    250      RU2603  20250919  ...   15525      15705      RU
251    251      RU2604  20250919  ...   15505      15650      RU
252    252      RU2605  20250919  ...   15515      15610      RU
253    253      RU2606  20250919  ...   15565      15670      RU
254    254      RU2607  20250919  ...   15585      15780      RU
255    255      RU2608  20250919  ...   15585      15660      RU
256    256      RU2609  20250919  ...   15570      15665      RU
257    257      NR2510  20250919  ...   12280      12305      NR
258    258      NR2511  20250919  ...   12290      12330      NR
259    259      NR2512  20250919  ...   12335      12355      NR
260    260      NR2601  20250919  ...   12370      12400      NR
261    261      NR2602  20250919  ...   12405      12455      NR
262    262      NR2603  20250919  ...   12375      12435      NR
263    263      NR2604  20250919  ...   12435      12405      NR
264    264      NR2605  20250919  ...   12470      12455      NR
265    265      NR2606  20250919  ...   12440      12440      NR
266    266      NR2607  20250919  ...   12650      12655      NR
267    267      NR2608  20250919  ...   12685      12685      NR
268    268      NR2609  20250919  ...   12510      12510      NR
269    269      SP2510  20250919  ...    4990       4986      SP
270    270      SP2511  20250919  ...    5020       5008      SP
271    271      SP2512  20250919  ...    5038       5026      SP
272    272      SP2601  20250919  ...    5320       5318      SP
273    273      SP2602  20250919  ...    5310       5316      SP
274    274      SP2603  20250919  ...    5324       5328      SP
275    275      SP2604  20250919  ...    5322       5318      SP
276    276      SP2605  20250919  ...    5338       5336      SP
277    277      SP2606  20250919  ...    5338       5342      SP
278    278      SP2607  20250919  ...    5346       5346      SP
279    279      SP2608  20250919  ...    5344       5338      SP
280    280      SP2609  20250919  ...    5354       5352      SP
281    281      OP2601  20250919  ...    4232       4232      OP
282    282      OP2602  20250919  ...    4232       4234      OP
283    283      OP2603  20250919  ...    4238       4228      OP
284    284      OP2604  20250919  ...    4260       4260      OP
285    285      OP2605  20250919  ...    4256       4256      OP
286    286      OP2606  20250919  ...    4242       4242      OP
287    287      OP2607  20250919  ...    4258       4262      OP
288    288      OP2608  20250919  ...    4244       4242      OP
289    289      OP2609  20250919  ...    4342       4256      OP
290    290      EC2510  20250919  ...  1072.3     1117.6      EC
291    291      EC2512  20250919  ...  1626.1       1663      EC
292    292      EC2602  20250919  ...  1552.7     1564.7      EC
293    293      EC2604  20250919  ...  1250.7     1271.7      EC
294    294      EC2606  20250919  ...  1438.3     1456.6      EC
295    295      EC2608  20250919  ...    1595     1615.3      EC
296    297  SC_TAS2511  20250919  ...                     SC_TAS
297    298  SC_TAS2512  20250919  ...                     SC_TAS
298    299  SC_TAS2601  20250919  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-22 18:26:38,597 - future_1d - INFO - ak.get_shfe_daily('2025-09-19') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250919   3906.00  ...   3906.00     3892.00        A
1     a2601  20250919   3901.00  ...   3903.00     3893.00        A
2     a2603  20250919   3907.00  ...   3909.00     3900.00        A
3     a2605  20250919   3943.00  ...   3948.00     3940.00        A
4     a2607  20250919   3950.00  ...   3952.00     3944.00        A
5     a2609  20250919   3960.00  ...   3961.00     3953.00        A
6     b2510  20250919   3661.00  ...   3687.00     3674.00        B
7     b2511  20250919   3659.00  ...   3685.00     3670.00        B
8     b2512  20250919   3700.00  ...   3719.00     3709.00        B
9     b2601  20250919   3690.00  ...   3715.00     3704.00        B
10    b2602  20250919   3691.00  ...   3706.00     3687.00        B
11    b2603  20250919   3648.00  ...   3658.00     3654.00        B
12    b2604  20250919   3543.00  ...   3558.00     3545.00        B
13    b2605  20250919   3472.00  ...   3489.00     3484.00        B
14    b2606  20250919   3448.00  ...   3465.00     3459.00        B
15    b2607  20250919   3462.00  ...   3464.00     3457.00        B
16    b2608  20250919   3350.00  ...   3521.00     3562.00        B
17    b2609  20250919   3565.00  ...   3578.00     3574.00        B
18   bb2511  20250919    141.85  ...    142.00      142.20       BB
19   bb2601  20250919      0.00  ...    146.65      146.65       BB
20   bb2603  20250919      0.00  ...    146.85      146.85       BB
21   bb2605  20250919      0.00  ...    141.45      141.60       BB
22   bb2607  20250919      0.00  ...    146.20      146.40       BB
23   bb2609  20250919      0.00  ...    146.20      146.40       BB
24   bz2603  20250919   5999.00  ...   5979.00     6021.00       BZ
25   bz2604  20250919   5964.00  ...   5947.00     5974.00       BZ
26   bz2605  20250919   5982.00  ...   5975.00     5981.00       BZ
27   bz2606  20250919      0.00  ...   5954.00     5954.00       BZ
28   bz2607  20250919      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250919      0.00  ...   5949.00     5955.00       BZ
30    c2511  20250919   2178.00  ...   2171.00     2170.00        C
31    c2601  20250919   2165.00  ...   2161.00     2162.00        C
32    c2603  20250919   2173.00  ...   2171.00     2171.00        C
33    c2605  20250919   2229.00  ...   2228.00     2229.00        C
34    c2607  20250919   2240.00  ...   2239.00     2241.00        C
35    c2609  20250919   2179.00  ...   2234.00     2254.00        C
36   cs2511  20250919   2472.00  ...   2468.00     2465.00       CS
37   cs2601  20250919   2489.00  ...   2483.00     2489.00       CS
38   cs2603  20250919   2492.00  ...   2489.00     2492.00       CS
39   cs2605  20250919   2576.00  ...   2570.00     2573.00       CS
40   cs2607  20250919   2573.00  ...   2573.00     2577.00       CS
41   cs2609  20250919   2597.00  ...   2597.00     2597.00       CS
42   eb2509  20250919      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250919   7072.00  ...   7021.00     7079.00       EB
44   eb2511  20250919   7080.00  ...   7024.00     7090.00       EB
45   eb2512  20250919   7080.00  ...   7033.00     7099.00       EB
46   eb2601  20250919   7120.00  ...   7070.00     7130.00       EB
47   eb2602  20250919   7122.00  ...   7104.00     7156.00       EB
48   eb2603  20250919   7154.00  ...   7131.00     7183.00       EB
49   eb2604  20250919   7181.00  ...   7171.00     7230.00       EB
50   eb2605  20250919   7220.00  ...   7185.00     7251.00       EB
51   eb2606  20250919      0.00  ...   7260.00     7260.00       EB
52   eb2607  20250919      0.00  ...   7276.00     7283.00       EB
53   eb2608  20250919      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250919      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250919   4297.00  ...   4282.00     4314.00       EG
56   eg2511  20250919   4281.00  ...   4247.00     4275.00       EG
57   eg2512  20250919   4236.00  ...   4240.00     4275.00       EG
58   eg2601  20250919   4276.00  ...   4259.00     4282.00       EG
59   eg2602  20250919   4265.00  ...   4265.00     4284.00       EG
60   eg2603  20250919   4270.00  ...   4266.00     4298.00       EG
61   eg2604  20250919   4316.00  ...   4314.00     4338.00       EG
62   eg2605  20250919   4328.00  ...   4314.00     4340.00       EG
63   eg2606  20250919   4317.00  ...   4311.00     4358.00       EG
64   eg2607  20250919   4320.00  ...   4321.00     4343.00       EG
65   eg2608  20250919      0.00  ...   4399.00     4399.00       EG
66   fb2510  20250919   1255.00  ...   1259.50     1259.50       FB
67   fb2511  20250919   1254.00  ...   1254.00     1252.00       FB
68   fb2512  20250919   1257.50  ...   1255.00     1256.00       FB
69   fb2601  20250919   1255.50  ...   1253.50     1252.00       FB
70   fb2602  20250919   1255.00  ...   1254.00     1250.50       FB
71   fb2603  20250919   1247.00  ...   1247.00     1246.00       FB
72   fb2604  20250919      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250919      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250919   1303.50  ...   1298.00     1322.50       FB
75   fb2607  20250919      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250919   1269.50  ...   1270.00     1281.00       FB
77   fb2609  20250919      0.00  ...   1296.00     1296.00       FB
78    i2510  20250919    822.00  ...    823.50      820.50        I
79    i2511  20250919    815.00  ...    819.00      814.50        I
80    i2512  20250919    809.50  ...    813.00      809.00        I
81    i2601  20250919    802.50  ...    805.50      801.00        I
82    i2602  20250919    796.50  ...    801.00      795.50        I
83    i2603  20250919    791.50  ...    795.50      790.50        I
84    i2604  20250919    790.00  ...    790.50      786.50        I
85    i2605  20250919    779.00  ...    784.00      780.00        I
86    i2606  20250919    775.50  ...    778.50      775.00        I
87    i2607  20250919    770.00  ...    773.50      770.50        I
88    i2608  20250919    765.00  ...    768.50      765.50        I
89    i2609  20250919    760.50  ...    762.50      761.00        I
90    j2510  20250919   1623.00  ...   1624.00     1626.50        J
91    j2511  20250919   1641.50  ...   1657.50     1655.00        J
92    j2512  20250919   1700.00  ...   1700.00     1691.00        J
93    j2601  20250919   1709.00  ...   1725.50     1725.50        J
94    j2602  20250919      0.00  ...   1754.00     1754.00        J
95    j2603  20250919      0.00  ...   1763.50     1763.50        J
96    j2604  20250919      0.00  ...   1814.00     1814.00        J
97    j2605  20250919   1854.50  ...   1866.50     1853.50        J
98    j2606  20250919   1866.50  ...   1866.50     1879.50        J
99    j2607  20250919      0.00  ...   1878.50     1878.50        J
100   j2608  20250919   1884.50  ...   1891.00     1906.00        J
101   j2609  20250919   1901.00  ...   1923.50     1902.00        J
102  jd2509  20250919      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250919   3043.00  ...   3038.00     3041.00       JD
104  jd2511  20250919   3130.00  ...   3122.00     3119.00       JD
105  jd2512  20250919   3260.00  ...   3259.00     3242.00       JD
106  jd2601  20250919   3421.00  ...   3423.00     3396.00       JD
107  jd2602  20250919   3138.00  ...   3160.00     3131.00       JD
108  jd2603  20250919   3161.00  ...   3183.00     3148.00       JD
109  jd2604  20250919   3313.00  ...   3349.00     3318.00       JD
110  jd2605  20250919   3448.00  ...   3466.00     3432.00       JD
111  jd2606  20250919   3259.00  ...   3274.00     3245.00       JD
112  jd2607  20250919   3491.00  ...   3504.00     3484.00       JD
113  jd2608  20250919   3919.00  ...   3927.00     3916.00       JD
114  jm2510  20250919   1022.00  ...   1029.50     1034.00       JM
115  jm2511  20250919   1079.00  ...   1078.00     1082.00       JM
116  jm2512  20250919   1150.00  ...   1148.50     1148.50       JM
117  jm2601  20250919   1203.00  ...   1216.00     1215.50       JM
118  jm2602  20250919   1228.00  ...   1244.50     1237.00       JM
119  jm2603  20250919   1257.00  ...   1271.00     1258.50       JM
120  jm2604  20250919   1277.00  ...   1293.50     1281.00       JM
121  jm2605  20250919   1298.00  ...   1312.50     1302.50       JM
122  jm2606  20250919   1312.00  ...   1328.50     1316.00       JM
123  jm2607  20250919   1325.00  ...   1341.50     1326.00       JM
124  jm2608  20250919   1341.00  ...   1357.00     1339.00       JM
125  jm2609  20250919   1365.00  ...   1380.50     1360.50       JM
126   l2510  20250919   7107.00  ...   7095.00     7142.00        L
127   l2511  20250919   7159.00  ...   7128.00     7159.00        L
128   l2512  20250919   7163.00  ...   7158.00     7188.00        L
129   l2601  20250919   7202.00  ...   7181.00     7219.00        L
130   l2602  20250919   7186.00  ...   7177.00     7211.00        L
131   l2603  20250919   7203.00  ...   7193.00     7238.00        L
132   l2604  20250919   7238.00  ...   7233.00     7281.00        L
133   l2605  20250919   7250.00  ...   7228.00     7265.00        L
134   l2606  20250919   7216.00  ...   7225.00     7247.00        L
135   l2607  20250919   7241.00  ...   7238.00     7284.00        L
136   l2608  20250919   7255.00  ...   7256.00     7282.00        L
137   l2609  20250919   7272.00  ...   7264.00     7296.00        L
138  lg2509  20250919    780.00  ...    778.00      770.00       LG
139  lg2511  20250919    800.00  ...    804.00      806.00       LG
140  lg2601  20250919    817.00  ...    818.00      819.50       LG
141  lg2603  20250919    825.50  ...    824.50      824.50       LG
142  lg2605  20250919    830.50  ...    828.50      828.50       LG
143  lg2607  20250919    830.50  ...    828.50      830.50       LG
144  lh2509  20250919      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250919  12815.00  ...  12835.00    12885.00       LH
146  lh2601  20250919  13330.00  ...  13340.00    13395.00       LH
147  lh2603  20250919  12850.00  ...  12850.00    12915.00       LH
148  lh2605  20250919  13395.00  ...  13380.00    13460.00       LH
149  lh2607  20250919  14130.00  ...  14135.00    14215.00       LH
150   m2511  20250919   2968.00  ...   2975.00     2968.00        M
151   m2512  20250919   3011.00  ...   3024.00     3015.00        M
152   m2601  20250919   2995.00  ...   3004.00     3001.00        M
153   m2603  20250919   2932.00  ...   2949.00     2942.00        M
154   m2605  20250919   2768.00  ...   2777.00     2775.00        M
155   m2607  20250919   2754.00  ...   2768.00     2760.00        M
156   m2608  20250919   2874.00  ...   2885.00     2886.00        M
157   m2609  20250919   2882.00  ...   2889.00     2889.00        M
158   p2510  20250919   9186.00  ...   9242.00     9254.00        P
159   p2511  20250919   9256.00  ...   9292.00     9286.00        P
160   p2512  20250919   9292.00  ...   9318.00     9320.00        P
161   p2601  20250919   9314.00  ...   9340.00     9344.00        P
162   p2602  20250919   9300.00  ...   9318.00     9312.00        P
163   p2603  20250919   9248.00  ...   9280.00     9318.00        P
164   p2604  20250919   9214.00  ...   9230.00     9246.00        P
165   p2605  20250919   9118.00  ...   9138.00     9138.00        P
166   p2606  20250919   9032.00  ...   9032.00     9042.00        P
167   p2607  20250919   8932.00  ...   8930.00     8922.00        P
168   p2608  20250919   8864.00  ...   8864.00     8872.00        P
169   p2609  20250919   8814.00  ...   8812.00     8844.00        P
170  pg2509  20250919   3810.00  ...   3801.00     3805.00       PG
171  pg2510  20250919   4461.00  ...   4439.00     4466.00       PG
172  pg2511  20250919   4393.00  ...   4368.00     4400.00       PG
173  pg2512  20250919   4336.00  ...   4307.00     4336.00       PG
174  pg2601  20250919   4271.00  ...   4241.00     4270.00       PG
175  pg2602  20250919   4193.00  ...   4176.00     4209.00       PG
176  pg2603  20250919   4110.00  ...   4090.00     4123.00       PG
177  pg2604  20250919   4429.00  ...   4418.00     4451.00       PG
178  pg2605  20250919   4348.00  ...   4341.00     4379.00       PG
179  pg2606  20250919   4283.00  ...   4283.00     4297.00       PG
180  pg2607  20250919      0.00  ...   4247.00     4247.00       PG
181  pg2608  20250919      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250919   6825.00  ...   6816.00     6862.00       PP
183  pp2511  20250919   6878.00  ...   6846.00     6886.00       PP
184  pp2512  20250919   6895.00  ...   6883.00     6921.00       PP
185  pp2601  20250919   6930.00  ...   6917.00     6955.00       PP
186  pp2602  20250919   6901.00  ...   6900.00     6930.00       PP
187  pp2603  20250919   6898.00  ...   6899.00     6953.00       PP
188  pp2604  20250919   6934.00  ...   6927.00     6961.00       PP
189  pp2605  20250919   6970.00  ...   6959.00     6993.00       PP
190  pp2606  20250919   6917.00  ...   6921.00     6951.00       PP
191  pp2607  20250919   6902.00  ...   6890.00     6941.00       PP
192  pp2608  20250919   6902.00  ...   6900.00     6950.00       PP
193  pp2609  20250919   6931.00  ...   6926.00     6966.00       PP
194  rr2510  20250919   3608.00  ...   3608.00     3603.00       RR
195  rr2511  20250919   3610.00  ...   3614.00     3605.00       RR
196  rr2512  20250919   3600.00  ...   3605.00     3597.00       RR
197  rr2601  20250919   3621.00  ...   3620.00     3617.00       RR
198  rr2602  20250919   3602.00  ...   3603.00     3599.00       RR
199  rr2603  20250919      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250919   3616.00  ...   3616.00     3611.00       RR
201  rr2605  20250919      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250919      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250919      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250919      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250919      0.00  ...   3614.00     3614.00       RR
206   v2510  20250919   4810.00  ...   4834.00     4828.00        V
207   v2511  20250919   4844.00  ...   4867.00     4848.00        V
208   v2512  20250919   4887.00  ...   4908.00     4895.00        V
209   v2601  20250919   4927.00  ...   4949.00     4939.00        V
210   v2602  20250919   4967.00  ...   4984.00     4973.00        V
211   v2603  20250919   4999.00  ...   5016.00     5003.00        V
212   v2604  20250919   5203.00  ...   5222.00     5206.00        V
213   v2605  20250919   5229.00  ...   5252.00     5241.00        V
214   v2606  20250919   5280.00  ...   5286.00     5269.00        V
215   v2607  20250919   5301.00  ...   5314.00     5301.00        V
216   v2608  20250919   5332.00  ...   5342.00     5337.00        V
217   v2609  20250919   5347.00  ...   5374.00     5370.00        V
218   y2511  20250919   8294.00  ...   8350.00     8308.00        Y
219   y2512  20250919   8344.00  ...   8390.00     8346.00        Y
220   y2601  20250919   8298.00  ...   8336.00     8306.00        Y
221   y2603  20250919   8228.00  ...   8276.00     8276.00        Y
222   y2605  20250919   8034.00  ...   8060.00     8052.00        Y
223   y2607  20250919   7990.00  ...   8014.00     7998.00        Y
224   y2608  20250919   8008.00  ...   8024.00     8016.00        Y
225   y2609  20250919   7974.00  ...   7992.00     7988.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:39,210 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250919   492.4     497  ...     79529.8   492.1      495.5      SC
1       SC2511  20250919     496   496.8  ...  5350084.38   491.2      496.3      SC
2       SC2512  20250919   492.5   495.2  ...   691817.35   489.8      493.5      SC
3       SC2601  20250919   491.4     494  ...   197806.98   488.5      491.9      SC
4       SC2602  20250919   490.2     492  ...    26665.74   486.6      490.4      SC
5       SC2603  20250919   489.5   491.1  ...    17934.02     486      489.8      SC
6       SC2604  20250919   489.4   490.2  ...    12977.04     486        488      SC
7       SC2605  20250919   487.4   488.9  ...     3203.87   485.4      487.2      SC
8       SC2606  20250919   486.1   488.8  ...    10883.51   485.8        487      SC
9       SC2607  20250919   486.3   486.3  ...      484.66   484.6      485.2      SC
10      SC2608  20250919   483.8   483.8  ...        96.6     483      483.9      SC
11      SC2609  20250919   480.2   482.1  ...      144.25   480.8      483.8      SC
12      SC2612  20250919   477.9   477.9  ...       95.42   477.1      482.5      SC
13      SC2703  20250919                  ...           0   475.1      475.1      SC
14      SC2706  20250919   469.2   469.2  ...       93.84   469.2      476.8      SC
15      SC2709  20250919                  ...           0   473.2      473.2      SC
16      SC2712  20250919   475.8   475.8  ...      331.07   472.9      474.1      SC
17      SC2803  20250919                  ...           0     471      471.2      SC
18      SC2806  20250919   466.3   470.4  ...      280.52   467.5      472.5      SC
19      SC2809  20250919                  ...           0   465.7      465.7      SC
21      LU2510  20250919    3386    3403  ...    1433.485    3372       3418      LU
22      LU2511  20250919    3423    3435  ...  264241.092    3405       3428      LU
23      LU2512  20250919    3406    3423  ...  124304.829    3388       3410      LU
24      LU2601  20250919    3402    3415  ...   30635.477    3382       3403      LU
25      LU2602  20250919    3384    3400  ...    1701.261    3362       3389      LU
26      LU2603  20250919    3412    3412  ...      43.712    3362       3378      LU
27      LU2604  20250919    3345    3345  ...       3.345    3345       3365      LU
28      LU2605  20250919    3352    3352  ...      10.038    3346       3374      LU
29      LU2606  20250919    3375    3375  ...      13.411    3352       3360      LU
30      LU2607  20250919    3371    3371  ...      10.051    3350       3358      LU
31      LU2608  20250919    3356    3356  ...        23.4    3342       3346      LU
32      LU2609  20250919    3335    3351  ...      43.282    3329       3325      LU
34      NR2510  20250919   12305   12350  ...   45954.425   12280      12305      NR
35      NR2511  20250919   12350   12365  ...  1022204.27   12290      12330      NR
36      NR2512  20250919   12380   12410  ...   203639.26   12335      12355      NR
37      NR2601  20250919   12425   12445  ...  177399.435   12370      12400      NR
38      NR2602  20250919   12440   12440  ...     2394.74   12405      12455      NR
39      NR2603  20250919   12405   12405  ...      136.14   12375      12435      NR
40      NR2604  20250919   12500   12500  ...      410.47   12435      12405      NR
41      NR2605  20250919   12480   12480  ...      24.945   12470      12455      NR
42      NR2606  20250919                  ...           0   12440      12440      NR
43      NR2607  20250919                  ...           0   12650      12655      NR
44      NR2608  20250919                  ...           0   12685      12685      NR
45      NR2609  20250919                  ...           0   12510      12510      NR
47      BC2510  20250919   70680   71010  ...   115551.94   70760      70760      BC
48      BC2511  20250919   70700   71080  ...   29847.295   70890      70820      BC
49      BC2512  20250919                  ...           0   71670      71670      BC
50      BC2601  20250919                  ...           0   71000      71000      BC
51      BC2602  20250919                  ...           0   71100      71100      BC
52      BC2603  20250919                  ...           0   71200      71200      BC
53      BC2604  20250919                  ...           0   71300      71300      BC
54      BC2605  20250919                  ...           0   71300      71300      BC
55      BC2606  20250919                  ...           0   71400      71400      BC
56      BC2607  20250919                  ...           0   71400      71400      BC
57      BC2608  20250919                  ...           0   71400      71400      BC
58      BC2609  20250919                  ...           0   71550      71550      BC
60      EC2510  20250919    1105    1106  ...  177534.134  1072.3     1117.6      EC
61      EC2512  20250919  1666.1  1666.1  ...  94181.2335  1626.1       1663      EC
62      EC2602  20250919  1564.5    1565  ...   17841.469  1552.7     1564.7      EC
63      EC2604  20250919  1260.5  1262.7  ...   8086.0645  1250.7     1271.7      EC
64      EC2606  20250919  1437.7  1451.6  ...     949.307  1438.3     1456.6      EC
65      EC2608  20250919  1601.2  1606.5  ...     925.154    1595     1615.3      EC
68  SC_TAS2511  20250919                  ...                                 SC_TAS
69  SC_TAS2512  20250919                  ...                                 SC_TAS
70  SC_TAS2601  20250919                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-22 18:26:39,274 - future_1d - INFO - ak.get_ine_daily('2025-09-19') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250919  7177.200  ...  7182.620    7164.600       IC
1   IC2510  20250919  7120.000  ...  7117.800    7090.800       IC
2   IC2512  20250919  6995.600  ...  6999.000    6960.200       IC
3   IC2603  20250919  6833.000  ...  6831.000    6793.600       IC
4   IF2509  20250919  4493.000  ...  4509.780    4483.400       IF
5   IF2510  20250919  4478.000  ...  4495.000    4470.200       IF
6   IF2512  20250919  4455.000  ...  4470.400    4440.000       IF
7   IF2603  20250919  4425.000  ...  4446.600    4416.400       IF
8   IH2509  20250919  2911.600  ...  2918.050    2907.800       IH
9   IH2510  20250919  2912.400  ...  2917.400    2904.200       IH
10  IH2512  20250919  2917.400  ...  2917.400    2903.400       IH
11  IH2603  20250919  2916.000  ...  2919.600    2906.000       IH
12  IM2509  20250919  7461.400  ...  7448.680    7449.200       IM
13  IM2510  20250919  7380.000  ...  7361.000    7366.800       IM
14  IM2512  20250919  7224.000  ...  7202.200    7206.200       IM
15  IM2603  20250919  7003.400  ...  6994.000    7001.800       IM
16   T2512  20250919   108.080  ...   107.755     108.065        T
17   T2603  20250919   107.715  ...   107.420     107.735        T
18   T2606  20250919   107.590  ...   107.285     107.565        T
19  TF2512  20250919   105.820  ...   105.630     105.815       TF
20  TF2603  20250919   105.695  ...   105.510     105.685       TF
21  TF2606  20250919   105.570  ...   105.420     105.590       TF
22  TL2512  20250919   115.640  ...   114.880     115.680       TL
23  TL2603  20250919   115.320  ...   114.570     115.360       TL
24  TL2606  20250919   115.330  ...   114.540     115.310       TL
25  TS2512  20250919   102.420  ...   102.358     102.414       TS
26  TS2603  20250919   102.330  ...   102.292     102.340       TS
27  TS2606  20250919   102.288  ...   102.274     102.302       TS

[28 rows x 12 columns]
2025-09-22 18:26:39,572 - future_1d - INFO - ak.get_cffex_daily('2025-09-19') done
2025-09-22 18:26:41,331 - future_1d - INFO - save future_daily 2025-09-19 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-22 18:26:50,991 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250922   8479.0   8495.0  ...    35108.28   8448.0      8437.0       AP
1    AP511  20250922   8237.0   8285.0  ...     9132.05   8220.0      8233.0       AP
2    AP512  20250922   8216.0   8278.0  ...     1033.84   8205.0      8225.0       AP
3    AP601  20250922   8273.0   8350.0  ...   699317.95   8256.0      8290.0       AP
4    AP603  20250922   8166.0   8225.0  ...      931.58   8172.0      8183.0       AP
5    AP604  20250922   8107.0   8206.0  ...      326.76   8169.0      8194.0       AP
6    AP605  20250922   8240.0   8242.0  ...     7842.30   8195.0      8252.0       AP
7    CF511  20250922  13615.0  13640.0  ...   333313.68  13520.0     13625.0       CF
8    CF601  20250922  13740.0  13755.0  ...  2286431.97  13635.0     13745.0       CF
9    CF603  20250922  13700.0  13725.0  ...     4414.14  13605.0     13705.0       CF
10   CF605  20250922  13715.0  13745.0  ...   300977.45  13640.0     13715.0       CF
11   CF607  20250922  13735.0  13760.0  ...     2381.47  13645.0     13740.0       CF
12   CF609  20250922  13900.0  13920.0  ...      746.54  13825.0     13900.0       CF
13   CJ512  20250922  10680.0  10815.0  ...     6882.28  10695.0     10650.0       CJ
14   CJ601  20250922  10680.0  10835.0  ...   696790.67  10710.0     10680.0       CJ
15   CJ603  20250922  10620.0  10790.0  ...    17190.45  10665.0     10655.0       CJ
16   CJ605  20250922  10710.0  10825.0  ...   149851.15  10680.0     10725.0       CJ
17   CJ607  20250922  10795.0  10935.0  ...     5888.40  10785.0     10850.0       CJ
18   CJ609  20250922  10865.0  11020.0  ...      998.03  10905.0     10950.0       CJ
19   CY510  20250922      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250922  19765.0  19815.0  ...   120128.69  19665.0     19775.0       CY
21   CY512  20250922      0.0      0.0  ...        0.00  19590.0     19690.0       CY
22   CY601  20250922  19765.0  19825.0  ...     1182.01  19700.0     19800.0       CY
23   CY602  20250922      0.0      0.0  ...        0.00  19790.0     19810.0       CY
24   CY603  20250922  19705.0  19705.0  ...        9.85  19705.0     20160.0       CY
25   CY604  20250922      0.0      0.0  ...        0.00  19790.0     19945.0       CY
26   CY605  20250922      0.0      0.0  ...        0.00  19910.0     19990.0       CY
27   CY606  20250922      0.0      0.0  ...        0.00  19845.0     19975.0       CY
28   CY607  20250922      0.0      0.0  ...        0.00  20150.0     20290.0       CY
29   CY608  20250922      0.0      0.0  ...        0.00  19810.0     19935.0       CY
30   CY609  20250922  19945.0  20120.0  ...       60.10  20035.0     20240.0       CY
31   FG510  20250922   1101.0   1106.0  ...     6999.80   1089.0      1093.0       FG
32   FG511  20250922   1102.0   1107.0  ...   226888.15   1087.0      1095.0       FG
33   FG512  20250922   1216.0   1230.0  ...   123497.19   1211.0      1214.0       FG
34   FG601  20250922   1220.0   1230.0  ...  4208149.81   1212.0      1212.0       FG
35   FG602  20250922   1276.0   1285.0  ...    73961.48   1263.0      1268.0       FG
36   FG603  20250922   1285.0   1290.0  ...     1857.36   1274.0      1268.0       FG
37   FG604  20250922   1346.0   1351.0  ...      695.16   1332.0      1329.0       FG
38   FG605  20250922   1350.0   1355.0  ...   151749.60   1339.0      1337.0       FG
39   FG606  20250922   1376.0   1383.0  ...      614.91   1366.0      1365.0       FG
40   FG607  20250922   1375.0   1382.0  ...     2511.37   1366.0      1363.0       FG
41   FG608  20250922   1408.0   1415.0  ...     1299.50   1400.0      1395.0       FG
42   FG609  20250922   1405.0   1417.0  ...     5698.48   1405.0      1397.0       FG
43   JR511  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250922   2270.0   2274.0  ...     2445.91   2263.0      2264.0       MA
52   MA511  20250922   2296.0   2303.0  ...   166979.42   2291.0      2289.0       MA
53   MA512  20250922   2339.0   2341.0  ...   146417.13   2330.0      2333.0       MA
54   MA601  20250922   2364.0   2366.0  ...  1077703.27   2353.0      2356.0       MA
55   MA602  20250922   2380.0   2386.0  ...    30610.13   2374.0      2373.0       MA
56   MA603  20250922   2396.0   2405.0  ...      812.80   2398.0      2398.0       MA
57   MA604  20250922   2391.0   2400.0  ...       16.75   2393.0      2393.0       MA
58   MA605  20250922   2382.0   2390.0  ...    71305.63   2379.0      2382.0       MA
59   MA606  20250922   2392.0   2392.0  ...       14.31   2386.0      2385.0       MA
60   MA607  20250922   2368.0   2377.0  ...       68.64   2367.0      2373.0       MA
61   MA608  20250922   2355.0   2366.0  ...       61.36   2360.0      2368.0       MA
62   MA609  20250922   2351.0   2351.0  ...     2101.01   2337.0      2353.0       MA
63   OI511  20250922  10252.0  10327.0  ...   539379.81  10272.0     10221.0       OI
64   OI601  20250922  10079.0  10161.0  ...  2782367.67  10102.0     10046.0       OI
65   OI603  20250922   9814.0   9890.0  ...     4088.33   9851.0      9788.0       OI
66   OI605  20250922   9561.0   9647.0  ...   111614.49   9607.0      9558.0       OI
67   OI607  20250922   9552.0   9589.0  ...     1253.45   9568.0      9505.0       OI
68   OI609  20250922   9518.0   9546.0  ...     1058.11   9532.0      9482.0       OI
69   PF510  20250922   6306.0   6318.0  ...     6396.85   6296.0      6322.0       PF
70   PF511  20250922   6288.0   6306.0  ...   628345.90   6278.0      6320.0       PF
71   PF512  20250922   6266.0   6276.0  ...   347956.60   6244.0      6304.0       PF
72   PF601  20250922   6300.0   6322.0  ...    37718.83   6298.0      6340.0       PF
73   PF602  20250922   6310.0   6328.0  ...    64821.82   6300.0      6358.0       PF
74   PF603  20250922   6318.0   6330.0  ...       75.75   6314.0      6346.0       PF
75   PF604  20250922   6372.0   6372.0  ...       12.73   6366.0      6406.0       PF
76   PF605  20250922   6396.0   6396.0  ...       60.58   6378.0      6416.0       PF
77   PF606  20250922   6378.0   6378.0  ...       25.50   6376.0      6418.0       PF
78   PF607  20250922   6412.0   6412.0  ...        3.21   6412.0      6442.0       PF
79   PF608  20250922      0.0      0.0  ...        0.00   6420.0      6450.0       PF
80   PF609  20250922   6424.0   6452.0  ...        9.64   6428.0      6480.0       PF
81   PK510  20250922   7848.0   7856.0  ...     3608.19   7818.0      7868.0       PK
82   PK511  20250922   7834.0   7858.0  ...   322471.80   7820.0      7876.0       PK
83   PK512  20250922   7844.0   7862.0  ...   138594.65   7828.0      7872.0       PK
84   PK601  20250922   7858.0   7862.0  ...    37393.92   7832.0      7872.0       PK
85   PK603  20250922   7860.0   7872.0  ...      129.55   7852.0      7882.0       PK
86   PK604  20250922   7852.0   7864.0  ...       43.17   7850.0      7884.0       PK
87   PK605  20250922   7888.0   7890.0  ...     4625.97   7862.0      7890.0       PK
88   PL601  20250922   6384.0   6405.0  ...    69680.17   6373.0      6411.0       PL
89   PL602  20250922   6436.0   6438.0  ...     1102.88   6412.0      6454.0       PL
90   PL603  20250922   6421.0   6421.0  ...       25.68   6421.0      6445.0       PL
91   PL604  20250922   6415.0   6415.0  ...       25.63   6407.0      6463.0       PL
92   PL605  20250922   6350.0   6373.0  ...      101.51   6345.0      6385.0       PL
93   PL606  20250922   6384.0   6384.0  ...       12.77   6384.0      6424.0       PL
94   PL607  20250922      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250922   5810.0   5810.0  ...     2621.53   5788.0      5812.0       PR
104  PR511  20250922   5762.0   5778.0  ...   301092.80   5756.0      5794.0       PR
105  PR512  20250922   5768.0   5784.0  ...   334515.65   5760.0      5806.0       PR
106  PR601  20250922   5774.0   5782.0  ...   281542.36   5760.0      5802.0       PR
107  PR602  20250922   5796.0   5806.0  ...     3078.01   5780.0      5838.0       PR
108  PR603  20250922   5810.0   5818.0  ...      139.45   5810.0      5834.0       PR
109  PR604  20250922   5818.0   5828.0  ...       43.65   5820.0      5832.0       PR
110  PR605  20250922   5826.0   5828.0  ...       17.48   5828.0      5840.0       PR
111  PR606  20250922      0.0      0.0  ...        0.00   5904.0      5904.0       PR
112  PR607  20250922      0.0      0.0  ...        0.00   5912.0      5912.0       PR
113  PR608  20250922      0.0      0.0  ...        0.00   5914.0      5914.0       PR
114  PR609  20250922      0.0      0.0  ...        0.00   5888.0      5910.0       PR
115  PX510  20250922   6644.0   6678.0  ...      916.44   6666.0      6690.0       PX
116  PX511  20250922   6602.0   6654.0  ...   643956.64   6602.0      6640.0       PX
117  PX512  20250922   6598.0   6642.0  ...   277519.72   6594.0      6644.0       PX
118  PX601  20250922   6608.0   6628.0  ...   115700.73   6588.0      6634.0       PX
119  PX602  20250922   6608.0   6630.0  ...     9627.42   6590.0      6644.0       PX
120  PX603  20250922      0.0      0.0  ...        0.00   6584.0      6614.0       PX
121  PX604  20250922   6600.0   6600.0  ...        9.90   6600.0      6586.0       PX
122  PX605  20250922   6594.0   6624.0  ...     1867.18   6586.0      6628.0       PX
123  PX606  20250922   6620.0   6620.0  ...        3.31   6620.0      6606.0       PX
124  PX607  20250922   6588.0   6588.0  ...        9.88   6586.0      6614.0       PX
125  PX608  20250922   6602.0   6602.0  ...        6.60   6602.0      6622.0       PX
126  PX609  20250922   6644.0   6644.0  ...        6.63   6634.0      6652.0       PX
127  RI511  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250922   2541.0   2568.0  ...    18961.48   2553.0      2527.0       RM
134  RM601  20250922   2519.0   2552.0  ...   860518.75   2533.0      2498.0       RM
135  RM603  20250922   2414.0   2437.0  ...    20569.69   2423.0      2402.0       RM
136  RM605  20250922   2383.0   2397.0  ...   165640.91   2384.0      2374.0       RM
137  RM607  20250922   2375.0   2385.0  ...     7696.50   2373.0      2362.0       RM
138  RM608  20250922   2471.0   2480.0  ...      872.04   2470.0      2458.0       RM
139  RM609  20250922   2454.0   2469.0  ...     6114.84   2458.0      2447.0       RM
140  RS511  20250922   5329.0   5376.0  ...       58.80   5346.0      5329.0       RS
141  RS607  20250922   5595.0   5595.0  ...      155.95   5570.0      5568.0       RS
142  RS608  20250922   5595.0   5624.0  ...      150.64   5579.0      5570.0       RS
143  RS609  20250922      0.0      0.0  ...        0.00   5588.0      5588.0       RS
144  SA510  20250922   1235.0   1236.0  ...    11478.60   1219.0      1223.0       SA
145  SA511  20250922   1241.0   1247.0  ...   576015.20   1233.0      1233.0       SA
146  SA512  20250922   1308.0   1314.0  ...   250273.00   1298.0      1301.0       SA
147  SA601  20250922   1320.0   1326.0  ...  3524980.07   1307.0      1312.0       SA
148  SA602  20250922   1352.0   1357.0  ...   308874.09   1344.0      1344.0       SA
149  SA603  20250922   1357.0   1363.0  ...     3483.28   1345.0      1350.0       SA
150  SA604  20250922   1410.0   1410.0  ...      504.79   1387.0      1396.0       SA
151  SA605  20250922   1408.0   1416.0  ...   104701.84   1397.0      1403.0       SA
152  SA606  20250922   1421.0   1427.0  ...      966.83   1409.0      1415.0       SA
153  SA607  20250922   1423.0   1428.0  ...     3353.40   1411.0      1417.0       SA
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-22 18:26:51,275 - future_1d - INFO - ak.get_czce_daily('2025-09-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250922  ...   80130      79840      CU
1        1      CU2511  20250922  ...   80120      79820      CU
2        2      CU2512  20250922  ...   80120      79810      CU
3        3      CU2601  20250922  ...   80110      79810      CU
4        4      CU2602  20250922  ...   80100      79800      CU
5        5      CU2603  20250922  ...   80130      79830      CU
6        6      CU2604  20250922  ...   80170      79860      CU
7        7      CU2605  20250922  ...   80280      79910      CU
8        8      CU2606  20250922  ...   80260      79850      CU
9        9      CU2607  20250922  ...   80290      79840      CU
10      10      CU2608  20250922  ...   80210      79800      CU
11      11      CU2609  20250922  ...   80220      79780      CU
12      12      BC2510  20250922  ...   71050      70760      BC
13      13      BC2511  20250922  ...   71120      70890      BC
14      14      BC2512  20250922  ...   71490      71670      BC
15      15      BC2601  20250922  ...   71300      71000      BC
16      16      BC2602  20250922  ...   71100      71100      BC
17      17      BC2603  20250922  ...   71210      71200      BC
18      18      BC2604  20250922  ...   71300      71300      BC
19      19      BC2605  20250922  ...   71300      71300      BC
20      20      BC2606  20250922  ...   71400      71400      BC
21      21      BC2607  20250922  ...   71400      71400      BC
22      22      BC2608  20250922  ...   71400      71400      BC
23      23      BC2609  20250922  ...   71550      71550      BC
24      24      AL2510  20250922  ...   20760      20805      AL
25      25      AL2511  20250922  ...   20770      20820      AL
26      26      AL2512  20250922  ...   20765      20820      AL
27      27      AL2601  20250922  ...   20760      20815      AL
28      28      AL2602  20250922  ...   20765      20815      AL
29      29      AL2603  20250922  ...   20785      20840      AL
30      30      AL2604  20250922  ...   20840      20855      AL
31      31      AL2605  20250922  ...   20820      20865      AL
32      32      AL2606  20250922  ...   20820      20850      AL
33      33      AL2607  20250922  ...   20840      20865      AL
34      34      AL2608  20250922  ...   20830      20885      AL
35      35      AL2609  20250922  ...   20830      20850      AL
36      36      ZN2510  20250922  ...   21995      22065      ZN
37      37      ZN2511  20250922  ...   21995      22060      ZN
38      38      ZN2512  20250922  ...   22015      22080      ZN
39      39      ZN2601  20250922  ...   22035      22100      ZN
40      40      ZN2602  20250922  ...   22055      22125      ZN
41      41      ZN2603  20250922  ...   22070      22160      ZN
42      42      ZN2604  20250922  ...   22095      22200      ZN
43      43      ZN2605  20250922  ...   22145      22230      ZN
44      44      ZN2606  20250922  ...   22185      22240      ZN
45      45      ZN2607  20250922  ...   22205      22260      ZN
46      46      ZN2608  20250922  ...   22240      22290      ZN
47      47      ZN2609  20250922  ...   22305      22305      ZN
48      48      PB2510  20250922  ...   17120      17140      PB
49      49      PB2511  20250922  ...   17160      17170      PB
50      50      PB2512  20250922  ...   17170      17175      PB
51      51      PB2601  20250922  ...   17160      17170      PB
52      52      PB2602  20250922  ...   17175      17175      PB
53      53      PB2603  20250922  ...   17185      17190      PB
54      54      PB2604  20250922  ...   17185      17235      PB
55      55      PB2605  20250922  ...   17185      17210      PB
56      56      PB2606  20250922  ...   17195      17145      PB
57      57      PB2607  20250922  ...   17215      17225      PB
58      58      PB2608  20250922  ...   17220      17245      PB
59      59      PB2609  20250922  ...   17210      17210      PB
60      60      NI2510  20250922  ...  121440     121320      NI
61      61      NI2511  20250922  ...  121630     121520      NI
62      62      NI2512  20250922  ...  121810     121810      NI
63      63      NI2601  20250922  ...  122020     121930      NI
64      64      NI2602  20250922  ...  122170     122110      NI
65      65      NI2603  20250922  ...  122400     122540      NI
66      66      NI2604  20250922  ...  122780     122710      NI
67      67      NI2605  20250922  ...  122960     122950      NI
68      68      NI2606  20250922  ...  123530     123120      NI
69      69      NI2607  20250922  ...  123500     123440      NI
70      70      NI2608  20250922  ...  123810     123490      NI
71      71      NI2609  20250922  ...  123880     123530      NI
72      72      SN2510  20250922  ...  271360     268470      SN
73      73      SN2511  20250922  ...  271840     268840      SN
74      74      SN2512  20250922  ...  272050     269060      SN
75      75      SN2601  20250922  ...  272270     269200      SN
76      76      SN2602  20250922  ...  271620     269420      SN
77      77      SN2603  20250922  ...  271420     269440      SN
78      78      SN2604  20250922  ...  271610     270080      SN
79      79      SN2605  20250922  ...  272210     269840      SN
80      80      SN2606  20250922  ...  272850     269920      SN
81      81      SN2607  20250922  ...  272590     270550      SN
82      82      SN2608  20250922  ...  271030     270360      SN
83      83      SN2609  20250922  ...  274160     271330      SN
84      84      AO2510  20250922  ...    2915       2915      AO
85      85      AO2511  20250922  ...    2914       2919      AO
86      86      AO2512  20250922  ...    2924       2927      AO
87      87      AO2601  20250922  ...    2934       2936      AO
88      88      AO2602  20250922  ...    2938       2947      AO
89      89      AO2603  20250922  ...    3008       3016      AO
90      90      AO2604  20250922  ...    3016       3023      AO
91      91      AO2605  20250922  ...    3026       3029      AO
92      92      AO2606  20250922  ...    3031       3032      AO
93      93      AO2607  20250922  ...    3040       3038      AO
94      94      AO2608  20250922  ...    3044       3048      AO
95      95      AO2609  20250922  ...    3076       3062      AO
96      96      AD2511  20250922  ...   20315      20320      AD
97      97      AD2512  20250922  ...   20340      20350      AD
98      98      AD2601  20250922  ...   20355      20380      AD
99      99      AD2602  20250922  ...   20355      20355      AD
100    100      AD2603  20250922  ...   20415      20415      AD
101    101      AD2604  20250922  ...   20345      20345      AD
102    102      AD2605  20250922  ...   20340      20355      AD
103    103      AD2606  20250922  ...   20305      20305      AD
104    104      AD2607  20250922  ...   20510      20510      AD
105    105      AD2608  20250922  ...   20515      20515      AD
106    106      AD2609  20250922  ...   20515      20515      AD
107    107      AU2510  20250922  ...  835.38     826.86      AU
108    108      AU2511  20250922  ...  839.18      828.7      AU
109    109      AU2512  20250922  ...  838.74     829.78      AU
110    110      AU2602  20250922  ...   841.9     832.14      AU
111    111      AU2604  20250922  ...  844.64     834.24      AU
112    112      AU2606  20250922  ...   845.2     836.56      AU
113    113      AU2608  20250922  ...  848.34     839.52      AU
114    114      AU2610  20250922  ...  850.26      842.9      AU
115    115      AG2510  20250922  ...   10136       9903      AG
116    116      AG2511  20250922  ...   10147       9928      AG
117    117      AG2512  20250922  ...   10168       9938      AG
118    118      AG2601  20250922  ...   10181       9951      AG
119    119      AG2602  20250922  ...   10181       9960      AG
120    120      AG2603  20250922  ...   10236       9983      AG
121    121      AG2604  20250922  ...   10233       9989      AG
122    122      AG2605  20250922  ...   10242      10006      AG
123    123      AG2606  20250922  ...   10262      10021      AG
124    124      AG2607  20250922  ...   10281      10032      AG
125    125      AG2608  20250922  ...   10291      10046      AG
126    126      AG2609  20250922  ...   10322      10059      AG
127    127      RB2510  20250922  ...    3093       3069      RB
128    128      RB2511  20250922  ...    3109       3083      RB
129    129      RB2512  20250922  ...    3161       3139      RB
130    130      RB2601  20250922  ...    3187       3158      RB
131    131      RB2602  20250922  ...    3188       3162      RB
132    132      RB2603  20250922  ...    3210       3184      RB
133    133      RB2604  20250922  ...    3222       3198      RB
134    134      RB2605  20250922  ...    3245       3218      RB
135    135      RB2606  20250922  ...    3257       3230      RB
136    136      RB2607  20250922  ...    3272       3241      RB
137    137      RB2608  20250922  ...    3266       3239      RB
138    138      RB2609  20250922  ...    3274       3253      RB
139    139      WR2510  20250922  ...    3289       3283      WR
140    140      WR2511  20250922  ...    3302       3302      WR
141    141      WR2512  20250922  ...    3324       3324      WR
142    142      WR2601  20250922  ...    3349       3349      WR
143    143      WR2602  20250922  ...    3358       3358      WR
144    144      WR2603  20250922  ...    3399       3399      WR
145    145      WR2604  20250922  ...    3389       3389      WR
146    146      WR2605  20250922  ...    3414       3414      WR
147    147      WR2606  20250922  ...    3372       3372      WR
148    148      WR2607  20250922  ...    3390       3390      WR
149    149      WR2608  20250922  ...    3399       3399      WR
150    150      WR2609  20250922  ...    3466       3466      WR
151    151      HC2510  20250922  ...    3424       3400      HC
152    152      HC2511  20250922  ...    3408       3382      HC
153    153      HC2512  20250922  ...    3392       3370      HC
154    154      HC2601  20250922  ...    3385       3362      HC
155    155      HC2602  20250922  ...    3383       3360      HC
156    156      HC2603  20250922  ...    3385       3365      HC
157    157      HC2604  20250922  ...    3388       3371      HC
158    158      HC2605  20250922  ...    3393       3372      HC
159    159      HC2606  20250922  ...    3399       3377      HC
160    160      HC2607  20250922  ...    3405       3384      HC
161    161      HC2608  20250922  ...    3392       3381      HC
162    162      HC2609  20250922  ...    3396       3401      HC
163    163      SS2510  20250922  ...   12795      12755      SS
164    164      SS2511  20250922  ...   12910      12870      SS
165    165      SS2512  20250922  ...   12945      12910      SS
166    166      SS2601  20250922  ...   13015      12970      SS
167    167      SS2602  20250922  ...   13075      13025      SS
168    168      SS2603  20250922  ...   13140      13105      SS
169    169      SS2604  20250922  ...   13195      13155      SS
170    170      SS2605  20250922  ...   13265      13225      SS
171    171      SS2606  20250922  ...   13310      13315      SS
172    172      SS2607  20250922  ...   13360      13350      SS
173    173      SS2608  20250922  ...   13395      13400      SS
174    174      SS2609  20250922  ...   13475      13475      SS
175    175      SC2510  20250922  ...   485.5      492.1      SC
176    176      SC2511  20250922  ...   484.2      491.2      SC
177    177      SC2512  20250922  ...   483.6      489.8      SC
178    178      SC2601  20250922  ...   482.9      488.5      SC
179    179      SC2602  20250922  ...   481.8      486.6      SC
180    180      SC2603  20250922  ...   481.1        486      SC
181    181      SC2604  20250922  ...   481.3        486      SC
182    182      SC2605  20250922  ...   480.9      485.4      SC
183    183      SC2606  20250922  ...   480.2      485.8      SC
184    184      SC2607  20250922  ...   480.4      484.6      SC
185    185      SC2608  20250922  ...     478        483      SC
186    186      SC2609  20250922  ...   477.7      480.8      SC
187    187      SC2612  20250922  ...   473.9      477.1      SC
188    188      SC2703  20250922  ...   475.1      475.1      SC
189    189      SC2706  20250922  ...   469.2      469.2      SC
190    190      SC2709  20250922  ...   473.2      473.2      SC
191    191      SC2712  20250922  ...   466.3      472.9      SC
192    192      SC2803  20250922  ...     470        471      SC
193    193      SC2806  20250922  ...   462.8      467.5      SC
194    194      SC2809  20250922  ...   465.7      465.7      SC
195    195      LU2510  20250922  ...    3351       3372      LU
196    196      LU2511  20250922  ...    3373       3405      LU
197    197      LU2512  20250922  ...    3354       3388      LU
198    198      LU2601  20250922  ...    3342       3382      LU
199    199      LU2602  20250922  ...    3334       3362      LU
200    200      LU2603  20250922  ...    3326       3362      LU
201    201      LU2604  20250922  ...    3323       3345      LU
202    202      LU2605  20250922  ...    3326       3346      LU
203    203      LU2606  20250922  ...    3319       3352      LU
204    204      LU2607  20250922  ...    3307       3350      LU
205    205      LU2608  20250922  ...    3306       3342      LU
206    206      LU2609  20250922  ...    3292       3329      LU
207    207      FU2510  20250922  ...    2803       2834      FU
208    208      FU2511  20250922  ...    2818       2850      FU
209    209      FU2512  20250922  ...    2796       2830      FU
210    210      FU2601  20250922  ...    2778       2818      FU
211    211      FU2602  20250922  ...    2761       2795      FU
212    212      FU2603  20250922  ...    2754       2788      FU
213    213      FU2604  20250922  ...    2749       2783      FU
214    214      FU2605  20250922  ...    2739       2772      FU
215    215      FU2606  20250922  ...    2732       2756      FU
216    216      FU2607  20250922  ...    2713       2737      FU
217    217      FU2608  20250922  ...    2708       2729      FU
218    218      FU2609  20250922  ...    2695       2711      FU
219    219      BU2510  20250922  ...    3421       3433      BU
220    220      BU2511  20250922  ...    3414       3425      BU
221    221      BU2512  20250922  ...    3364       3381      BU
222    222      BU2601  20250922  ...    3336       3361      BU
223    223      BU2602  20250922  ...    3340       3363      BU
224    224      BU2603  20250922  ...    3342       3364      BU
225    225      BU2604  20250922  ...    3346       3364      BU
226    226      BU2605  20250922  ...    3346       3347      BU
227    227      BU2606  20250922  ...    3337       3356      BU
228    228      BU2607  20250922  ...    3330       3348      BU
229    229      BU2608  20250922  ...    3337       3369      BU
230    230      BU2609  20250922  ...    3332       3349      BU
231    231      BU2612  20250922  ...    3297       3314      BU
232    232      BU2703  20250922  ...    3312       3312      BU
233    233      BU2706  20250922  ...    3308       3318      BU
234    234      BU2709  20250922  ...    3337       3342      BU
235    235      BR2510  20250922  ...   11565      11545      BR
236    236      BR2511  20250922  ...   11495      11470      BR
237    237      BR2512  20250922  ...   11475      11460      BR
238    238      BR2601  20250922  ...   11475      11470      BR
239    239      BR2602  20250922  ...   11485      11500      BR
240    240      BR2603  20250922  ...   11470      11475      BR
241    241      BR2604  20250922  ...   11535      11535      BR
242    242      BR2605  20250922  ...   11545      11525      BR
243    243      BR2606  20250922  ...   11630      11630      BR
244    244      BR2607  20250922  ...   11730      11715      BR
245    245      BR2608  20250922  ...   11715      11770      BR
246    246      BR2609  20250922  ...   11675      11645      BR
247    247      RU2510  20250922  ...   14745      14670      RU
248    248      RU2511  20250922  ...   14675      14645      RU
249    249      RU2601  20250922  ...   15560      15530      RU
250    250      RU2603  20250922  ...   15560      15525      RU
251    251      RU2604  20250922  ...   15550      15505      RU
252    252      RU2605  20250922  ...   15540      15515      RU
253    253      RU2606  20250922  ...   15580      15565      RU
254    254      RU2607  20250922  ...   15580      15585      RU
255    255      RU2608  20250922  ...   15735      15585      RU
256    256      RU2609  20250922  ...   15610      15570      RU
257    257      NR2510  20250922  ...   12340      12280      NR
258    258      NR2511  20250922  ...   12365      12290      NR
259    259      NR2512  20250922  ...   12385      12335      NR
260    260      NR2601  20250922  ...   12405      12370      NR
261    261      NR2602  20250922  ...   12420      12405      NR
262    262      NR2603  20250922  ...   12385      12375      NR
263    263      NR2604  20250922  ...   12440      12435      NR
264    264      NR2605  20250922  ...   12485      12470      NR
265    265      NR2606  20250922  ...   12495      12440      NR
266    266      NR2607  20250922  ...   12650      12650      NR
267    267      NR2608  20250922  ...   12685      12685      NR
268    268      NR2609  20250922  ...   12510      12510      NR
269    269      SP2510  20250922  ...    4980       4990      SP
270    270      SP2511  20250922  ...    5006       5020      SP
271    271      SP2512  20250922  ...    5024       5038      SP
272    272      SP2601  20250922  ...    5298       5320      SP
273    273      SP2602  20250922  ...    5286       5310      SP
274    274      SP2603  20250922  ...    5304       5324      SP
275    275      SP2604  20250922  ...    5320       5322      SP
276    276      SP2605  20250922  ...    5316       5338      SP
277    277      SP2606  20250922  ...    5320       5338      SP
278    278      SP2607  20250922  ...    5322       5346      SP
279    279      SP2608  20250922  ...    5330       5344      SP
280    280      SP2609  20250922  ...    5340       5354      SP
281    281      OP2601  20250922  ...    4238       4232      OP
282    282      OP2602  20250922  ...    4232       4232      OP
283    283      OP2603  20250922  ...    4258       4238      OP
284    284      OP2604  20250922  ...    4270       4260      OP
285    285      OP2605  20250922  ...    4286       4256      OP
286    286      OP2606  20250922  ...    4242       4242      OP
287    287      OP2607  20250922  ...    4258       4258      OP
288    288      OP2608  20250922  ...    4260       4244      OP
289    289      OP2609  20250922  ...    4342       4342      OP
290    290      EC2510  20250922  ...    1102     1072.3      EC
291    291      EC2512  20250922  ...  1669.2     1626.1      EC
292    292      EC2602  20250922  ...  1586.4     1552.7      EC
293    293      EC2604  20250922  ...  1274.4     1250.7      EC
294    294      EC2606  20250922  ...  1454.8     1438.3      EC
295    295      EC2608  20250922  ...  1606.8       1595      EC
296    296  SC_TAS2511  20250922  ...                     SC_TAS
297    297  SC_TAS2512  20250922  ...                     SC_TAS
298    298  SC_TAS2601  20250922  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-22 18:26:51,384 - future_1d - INFO - ak.get_shfe_daily('2025-09-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250922   3908.00  ...   3911.00     3906.00        A
1     a2601  20250922   3902.00  ...   3908.00     3903.00        A
2     a2603  20250922   3903.00  ...   3912.00     3909.00        A
3     a2605  20250922   3947.00  ...   3949.00     3948.00        A
4     a2607  20250922   3953.00  ...   3954.00     3952.00        A
5     a2609  20250922   3960.00  ...   3961.00     3961.00        A
6     b2510  20250922   3678.00  ...   3686.00     3687.00        B
7     b2511  20250922   3694.00  ...   3716.00     3685.00        B
8     b2512  20250922   3726.00  ...   3746.00     3719.00        B
9     b2601  20250922   3723.00  ...   3733.00     3715.00        B
10    b2602  20250922   3723.00  ...   3727.00     3706.00        B
11    b2603  20250922   3671.00  ...   3683.00     3658.00        B
12    b2604  20250922   3569.00  ...   3573.00     3558.00        B
13    b2605  20250922   3497.00  ...   3496.00     3489.00        B
14    b2606  20250922   3475.00  ...   3475.00     3465.00        B
15    b2607  20250922   3471.00  ...   3475.00     3464.00        B
16    b2608  20250922   3563.00  ...   3566.00     3521.00        B
17    b2609  20250922   3582.00  ...   3583.00     3578.00        B
18   bb2511  20250922    142.05  ...    142.05      142.00       BB
19   bb2601  20250922    146.05  ...    146.50      146.65       BB
20   bb2603  20250922    147.05  ...    146.80      146.85       BB
21   bb2605  20250922      0.00  ...    141.45      141.45       BB
22   bb2607  20250922      0.00  ...    146.20      146.20       BB
23   bb2609  20250922      0.00  ...    146.20      146.20       BB
24   bz2603  20250922   5977.00  ...   5922.00     5979.00       BZ
25   bz2604  20250922   5949.00  ...   5904.00     5947.00       BZ
26   bz2605  20250922   5953.00  ...   5927.00     5975.00       BZ
27   bz2606  20250922   5936.00  ...   5936.00     5954.00       BZ
28   bz2607  20250922   5935.00  ...   5935.00     5980.00       BZ
29   bz2608  20250922      0.00  ...   5884.00     5949.00       BZ
30    c2511  20250922   2169.00  ...   2163.00     2171.00        C
31    c2601  20250922   2158.00  ...   2148.00     2161.00        C
32    c2603  20250922   2166.00  ...   2159.00     2171.00        C
33    c2605  20250922   2225.00  ...   2218.00     2228.00        C
34    c2607  20250922   2237.00  ...   2231.00     2239.00        C
35    c2609  20250922   2251.00  ...   2247.00     2234.00        C
36   cs2511  20250922   2463.00  ...   2453.00     2468.00       CS
37   cs2601  20250922   2480.00  ...   2467.00     2483.00       CS
38   cs2603  20250922   2483.00  ...   2473.00     2489.00       CS
39   cs2605  20250922   2562.00  ...   2554.00     2570.00       CS
40   cs2607  20250922   2574.00  ...   2562.00     2573.00       CS
41   cs2609  20250922   2597.00  ...   2591.00     2597.00       CS
42   eb2509  20250922      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250922   7000.00  ...   6947.00     7021.00       EB
44   eb2511  20250922   6992.00  ...   6952.00     7024.00       EB
45   eb2512  20250922   7013.00  ...   6970.00     7033.00       EB
46   eb2601  20250922   7050.00  ...   7012.00     7070.00       EB
47   eb2602  20250922   7095.00  ...   7058.00     7104.00       EB
48   eb2603  20250922   7127.00  ...   7095.00     7131.00       EB
49   eb2604  20250922   7149.00  ...   7110.00     7171.00       EB
50   eb2605  20250922   7174.00  ...   7145.00     7185.00       EB
51   eb2606  20250922   7182.00  ...   7173.00     7260.00       EB
52   eb2607  20250922   7137.00  ...   7137.00     7276.00       EB
53   eb2608  20250922      0.00  ...   7243.00     7246.00       EB
54   eg2509  20250922      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250922   4298.00  ...   4279.00     4282.00       EG
56   eg2511  20250922   4234.00  ...   4234.00     4247.00       EG
57   eg2512  20250922   4236.00  ...   4246.00     4240.00       EG
58   eg2601  20250922   4260.00  ...   4249.00     4259.00       EG
59   eg2602  20250922   4241.00  ...   4241.00     4265.00       EG
60   eg2603  20250922   4265.00  ...   4271.00     4266.00       EG
61   eg2604  20250922   4296.00  ...   4294.00     4314.00       EG
62   eg2605  20250922   4326.00  ...   4305.00     4314.00       EG
63   eg2606  20250922   4315.00  ...   4311.00     4311.00       EG
64   eg2607  20250922   4316.00  ...   4321.00     4321.00       EG
65   eg2608  20250922      0.00  ...   4378.00     4399.00       EG
66   fb2510  20250922   1258.50  ...   1259.00     1259.50       FB
67   fb2511  20250922   1255.50  ...   1254.00     1254.00       FB
68   fb2512  20250922   1253.50  ...   1254.50     1255.00       FB
69   fb2601  20250922   1254.50  ...   1255.50     1253.50       FB
70   fb2602  20250922   1256.00  ...   1255.50     1254.00       FB
71   fb2603  20250922   1249.00  ...   1247.50     1247.00       FB
72   fb2604  20250922      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250922      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250922      0.00  ...   1294.50     1298.00       FB
75   fb2607  20250922      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250922   1308.50  ...   1308.00     1270.00       FB
77   fb2609  20250922      0.00  ...   1296.00     1296.00       FB
78    i2510  20250922    827.00  ...    828.50      823.50        I
79    i2511  20250922    822.00  ...    824.50      819.00        I
80    i2512  20250922    817.00  ...    819.00      813.00        I
81    i2601  20250922    811.00  ...    812.50      805.50        I
82    i2602  20250922    806.00  ...    808.00      801.00        I
83    i2603  20250922    800.50  ...    802.00      795.50        I
84    i2604  20250922    796.00  ...    796.50      790.50        I
85    i2605  20250922    787.00  ...    790.00      784.00        I
86    i2606  20250922    783.00  ...    784.00      778.50        I
87    i2607  20250922    777.50  ...    779.50      773.50        I
88    i2608  20250922    772.50  ...    774.50      768.50        I
89    i2609  20250922    766.00  ...    768.50      762.50        I
90    j2510  20250922   1622.50  ...   1621.50     1624.00        J
91    j2511  20250922   1668.50  ...   1653.00     1657.50        J
92    j2512  20250922   1701.50  ...   1698.00     1700.00        J
93    j2601  20250922   1740.00  ...   1729.00     1725.50        J
94    j2602  20250922   1761.00  ...   1760.00     1754.00        J
95    j2603  20250922   1782.50  ...   1783.00     1763.50        J
96    j2604  20250922      0.00  ...   1814.00     1814.00        J
97    j2605  20250922   1875.00  ...   1868.50     1866.50        J
98    j2606  20250922   1899.00  ...   1899.50     1866.50        J
99    j2607  20250922   1910.00  ...   1902.50     1878.50        J
100   j2608  20250922   1931.00  ...   1931.50     1891.00        J
101   j2609  20250922   1954.00  ...   1948.00     1923.50        J
102  jd2509  20250922      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250922   3038.00  ...   3003.00     3038.00       JD
104  jd2511  20250922   3124.00  ...   3096.00     3122.00       JD
105  jd2512  20250922   3256.00  ...   3224.00     3259.00       JD
106  jd2601  20250922   3415.00  ...   3381.00     3423.00       JD
107  jd2602  20250922   3160.00  ...   3135.00     3160.00       JD
108  jd2603  20250922   3181.00  ...   3156.00     3183.00       JD
109  jd2604  20250922   3352.00  ...   3324.00     3349.00       JD
110  jd2605  20250922   3478.00  ...   3443.00     3466.00       JD
111  jd2606  20250922   3276.00  ...   3254.00     3274.00       JD
112  jd2607  20250922   3508.00  ...   3492.00     3504.00       JD
113  jd2608  20250922   3928.00  ...   3924.00     3927.00       JD
114  jm2510  20250922   1040.50  ...   1036.00     1029.50       JM
115  jm2511  20250922   1091.00  ...   1085.50     1078.00       JM
116  jm2512  20250922   1165.00  ...   1155.50     1148.50       JM
117  jm2601  20250922   1236.50  ...   1229.00     1216.00       JM
118  jm2602  20250922   1259.50  ...   1251.00     1244.50       JM
119  jm2603  20250922   1282.50  ...   1277.50     1271.00       JM
120  jm2604  20250922   1308.00  ...   1304.00     1293.50       JM
121  jm2605  20250922   1339.00  ...   1323.00     1312.50       JM
122  jm2606  20250922   1359.00  ...   1347.50     1328.50       JM
123  jm2607  20250922   1367.00  ...   1361.00     1341.50       JM
124  jm2608  20250922   1378.00  ...   1370.00     1357.00       JM
125  jm2609  20250922   1398.00  ...   1389.50     1380.50       JM
126   l2510  20250922   7104.00  ...   7074.00     7095.00        L
127   l2511  20250922   7105.00  ...   7107.00     7128.00        L
128   l2512  20250922   7155.00  ...   7133.00     7158.00        L
129   l2601  20250922   7169.00  ...   7153.00     7181.00        L
130   l2602  20250922   7165.00  ...   7155.00     7177.00        L
131   l2603  20250922   7191.00  ...   7167.00     7193.00        L
132   l2604  20250922   7218.00  ...   7216.00     7233.00        L
133   l2605  20250922   7231.00  ...   7204.00     7228.00        L
134   l2606  20250922   7224.00  ...   7195.00     7225.00        L
135   l2607  20250922   7241.00  ...   7206.00     7238.00        L
136   l2608  20250922   7240.00  ...   7223.00     7256.00        L
137   l2609  20250922   7266.00  ...   7237.00     7264.00        L
138  lg2509  20250922    780.00  ...    780.00      778.00       LG
139  lg2511  20250922    805.00  ...    808.00      804.00       LG
140  lg2601  20250922    818.00  ...    821.00      818.00       LG
141  lg2603  20250922    826.50  ...    826.50      824.50       LG
142  lg2605  20250922    829.00  ...    830.50      828.50       LG
143  lg2607  20250922    829.50  ...    832.50      828.50       LG
144  lh2509  20250922  12600.00  ...  12600.00    12985.00       LH
145  lh2511  20250922  12835.00  ...  12855.00    12835.00       LH
146  lh2601  20250922  13350.00  ...  13405.00    13340.00       LH
147  lh2603  20250922  12850.00  ...  12815.00    12850.00       LH
148  lh2605  20250922  13385.00  ...  13315.00    13380.00       LH
149  lh2607  20250922  14150.00  ...  13990.00    14135.00       LH
150   m2511  20250922   2981.00  ...   3003.00     2975.00        M
151   m2512  20250922   3032.00  ...   3048.00     3024.00        M
152   m2601  20250922   3014.00  ...   3030.00     3004.00        M
153   m2603  20250922   2959.00  ...   2968.00     2949.00        M
154   m2605  20250922   2787.00  ...   2784.00     2777.00        M
155   m2607  20250922   2774.00  ...   2776.00     2768.00        M
156   m2608  20250922   2893.00  ...   2887.00     2885.00        M
157   m2609  20250922   2897.00  ...   2893.00     2889.00        M
158   p2510  20250922   9214.00  ...   9244.00     9242.00        P
159   p2511  20250922   9264.00  ...   9278.00     9292.00        P
160   p2512  20250922   9294.00  ...   9292.00     9318.00        P
161   p2601  20250922   9322.00  ...   9326.00     9340.00        P
162   p2602  20250922   9300.00  ...   9276.00     9318.00        P
163   p2603  20250922   9280.00  ...   9276.00     9280.00        P
164   p2604  20250922   9200.00  ...   9216.00     9230.00        P
165   p2605  20250922   9126.00  ...   9120.00     9138.00        P
166   p2606  20250922   9008.00  ...   9002.00     9032.00        P
167   p2607  20250922   8894.00  ...   8894.00     8930.00        P
168   p2608  20250922   8842.00  ...   8834.00     8864.00        P
169   p2609  20250922   8786.00  ...   8768.00     8812.00        P
170  pg2509  20250922   3830.00  ...   3810.00     3801.00       PG
171  pg2510  20250922   4425.00  ...   4366.00     4439.00       PG
172  pg2511  20250922   4359.00  ...   4293.00     4368.00       PG
173  pg2512  20250922   4295.00  ...   4232.00     4307.00       PG
174  pg2601  20250922   4237.00  ...   4171.00     4241.00       PG
175  pg2602  20250922   4153.00  ...   4100.00     4176.00       PG
176  pg2603  20250922   4070.00  ...   4020.00     4090.00       PG
177  pg2604  20250922   4413.00  ...   4366.00     4418.00       PG
178  pg2605  20250922   4321.00  ...   4281.00     4341.00       PG
179  pg2606  20250922   4196.00  ...   4195.00     4283.00       PG
180  pg2607  20250922   4161.00  ...   4159.00     4247.00       PG
181  pg2608  20250922   4100.00  ...   4095.00     4204.00       PG
182  pp2510  20250922   6819.00  ...   6785.00     6816.00       PP
183  pp2511  20250922   6827.00  ...   6821.00     6846.00       PP
184  pp2512  20250922   6882.00  ...   6857.00     6883.00       PP
185  pp2601  20250922   6917.00  ...   6895.00     6917.00       PP
186  pp2602  20250922   6900.00  ...   6882.00     6900.00       PP
187  pp2603  20250922   6905.00  ...   6870.00     6899.00       PP
188  pp2604  20250922   6941.00  ...   6911.00     6927.00       PP
189  pp2605  20250922   6967.00  ...   6942.00     6959.00       PP
190  pp2606  20250922   6904.00  ...   6903.00     6921.00       PP
191  pp2607  20250922   6906.00  ...   6878.00     6890.00       PP
192  pp2608  20250922   6922.00  ...   6894.00     6900.00       PP
193  pp2609  20250922   6944.00  ...   6931.00     6926.00       PP
194  rr2510  20250922   3609.00  ...   3610.00     3608.00       RR
195  rr2511  20250922   3613.00  ...   3615.00     3614.00       RR
196  rr2512  20250922   3602.00  ...   3613.00     3605.00       RR
197  rr2601  20250922   3616.00  ...   3624.00     3620.00       RR
198  rr2602  20250922   3607.00  ...   3608.00     3603.00       RR
199  rr2603  20250922   3611.00  ...   3611.00     3608.00       RR
200  rr2604  20250922      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250922      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250922      0.00  ...   3600.00     3597.00       RR
203  rr2607  20250922      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250922      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250922      0.00  ...   3614.00     3614.00       RR
206   v2510  20250922   4841.00  ...   4837.00     4834.00        V
207   v2511  20250922   4870.00  ...   4867.00     4867.00        V
208   v2512  20250922   4926.00  ...   4903.00     4908.00        V
209   v2601  20250922   4955.00  ...   4955.00     4949.00        V
210   v2602  20250922   5017.00  ...   5001.00     4984.00        V
211   v2603  20250922   5040.00  ...   5035.00     5016.00        V
212   v2604  20250922   5241.00  ...   5246.00     5222.00        V
213   v2605  20250922   5259.00  ...   5259.00     5252.00        V
214   v2606  20250922   5305.00  ...   5286.00     5286.00        V
215   v2607  20250922   5338.00  ...   5318.00     5314.00        V
216   v2608  20250922   5383.00  ...   5347.00     5342.00        V
217   v2609  20250922   5391.00  ...   5385.00     5374.00        V
218   y2511  20250922   8334.00  ...   8376.00     8350.00        Y
219   y2512  20250922   8380.00  ...   8402.00     8390.00        Y
220   y2601  20250922   8320.00  ...   8348.00     8336.00        Y
221   y2603  20250922   8258.00  ...   8282.00     8276.00        Y
222   y2605  20250922   8048.00  ...   8066.00     8060.00        Y
223   y2607  20250922   8008.00  ...   8026.00     8014.00        Y
224   y2608  20250922   8000.00  ...   8036.00     8024.00        Y
225   y2609  20250922   7988.00  ...   8000.00     7992.00        Y

[226 rows x 12 columns]
2025-09-22 18:26:51,902 - future_1d - INFO - ak.get_dce_daily('2025-09-22') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250922     490  ...   485.5      492.1      SC
1       SC2511  20250922   485.2  ...   484.2      491.2      SC
2       SC2512  20250922   485.9  ...   483.6      489.8      SC
3       SC2601  20250922   484.3  ...   482.9      488.5      SC
4       SC2602  20250922   482.6  ...   481.8      486.6      SC
5       SC2603  20250922     482  ...   481.1        486      SC
6       SC2604  20250922   481.2  ...   481.3        486      SC
7       SC2605  20250922   481.2  ...   480.9      485.4      SC
8       SC2606  20250922   481.7  ...   480.2      485.8      SC
9       SC2607  20250922     480  ...   480.4      484.6      SC
10      SC2608  20250922   478.5  ...     478        483      SC
11      SC2609  20250922   477.6  ...   477.7      480.8      SC
12      SC2612  20250922   473.9  ...   473.9      477.1      SC
13      SC2703  20250922          ...   475.1      475.1      SC
14      SC2706  20250922          ...   469.2      469.2      SC
15      SC2709  20250922          ...   473.2      473.2      SC
16      SC2712  20250922   466.3  ...   466.3      472.9      SC
17      SC2803  20250922          ...     470        471      SC
18      SC2806  20250922   462.7  ...   462.8      467.5      SC
19      SC2809  20250922          ...   465.7      465.7      SC
21      LU2510  20250922    3368  ...    3351       3372      LU
22      LU2511  20250922    3392  ...    3373       3405      LU
23      LU2512  20250922    3363  ...    3354       3388      LU
24      LU2601  20250922    3360  ...    3342       3382      LU
25      LU2602  20250922    3335  ...    3334       3362      LU
26      LU2603  20250922    3331  ...    3326       3362      LU
27      LU2604  20250922    3323  ...    3323       3345      LU
28      LU2605  20250922    3320  ...    3326       3346      LU
29      LU2606  20250922    3309  ...    3319       3352      LU
30      LU2607  20250922    3304  ...    3307       3350      LU
31      LU2608  20250922    3305  ...    3306       3342      LU
32      LU2609  20250922    3292  ...    3292       3329      LU
34      NR2510  20250922   12300  ...   12340      12280      NR
35      NR2511  20250922   12340  ...   12365      12290      NR
36      NR2512  20250922   12340  ...   12385      12335      NR
37      NR2601  20250922   12395  ...   12405      12370      NR
38      NR2602  20250922   12425  ...   12420      12405      NR
39      NR2603  20250922   12405  ...   12385      12375      NR
40      NR2604  20250922   12465  ...   12440      12435      NR
41      NR2605  20250922   12485  ...   12485      12470      NR
42      NR2606  20250922   12510  ...   12495      12440      NR
43      NR2607  20250922          ...   12650      12650      NR
44      NR2608  20250922          ...   12685      12685      NR
45      NR2609  20250922          ...   12510      12510      NR
47      BC2510  20250922   70780  ...   71050      70760      BC
48      BC2511  20250922   70970  ...   71120      70890      BC
49      BC2512  20250922          ...   71490      71670      BC
50      BC2601  20250922   71300  ...   71300      71000      BC
51      BC2602  20250922          ...   71100      71100      BC
52      BC2603  20250922          ...   71210      71200      BC
53      BC2604  20250922          ...   71300      71300      BC
54      BC2605  20250922          ...   71300      71300      BC
55      BC2606  20250922          ...   71400      71400      BC
56      BC2607  20250922          ...   71400      71400      BC
57      BC2608  20250922          ...   71400      71400      BC
58      BC2609  20250922          ...   71550      71550      BC
60      EC2510  20250922    1067  ...    1102     1072.3      EC
61      EC2512  20250922  1651.1  ...  1669.2     1626.1      EC
62      EC2602  20250922  1601.7  ...  1586.4     1552.7      EC
63      EC2604  20250922    1265  ...  1274.4     1250.7      EC
64      EC2606  20250922  1449.5  ...  1454.8     1438.3      EC
65      EC2608  20250922    1599  ...  1606.8       1595      EC
68  SC_TAS2511  20250922          ...                     SC_TAS
69  SC_TAS2512  20250922          ...                     SC_TAS
70  SC_TAS2601  20250922          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-22 18:26:51,973 - future_1d - INFO - ak.get_ine_daily('2025-09-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-22 18:26:52,272 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
2025-09-22 18:26:54,038 - future_1d - INFO - save future_daily 2025-09-22 completed