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2025-07-01 16:25:28 Tue START TASK.01 future_1d future_daily
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2025-07-01 16:25:30,184 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 PS2507 20250623 31665.0 ... 31630.0 32140.0 PS
1 PS2508 20250623 31200.0 ... 30935.0 31660.0 PS
2 PS2509 20250623 30980.0 ... 30635.0 31450.0 PS
3 PS2510 20250623 30815.0 ... 30475.0 31385.0 PS
4 PS2511 20250623 30750.0 ... 30405.0 31185.0 PS
5 PS2512 20250623 32705.0 ... 32220.0 32860.0 PS
6 PS2601 20250623 32295.0 ... 31790.0 32535.0 PS
7 PS2602 20250623 32105.0 ... 31725.0 32400.0 PS
8 PS2603 20250623 31970.0 ... 31755.0 32350.0 PS
9 PS2604 20250623 32020.0 ... 31735.0 32445.0 PS
10 PS2605 20250623 32000.0 ... 31705.0 32300.0 PS
11 PS2606 20250623 32300.0 ... 32055.0 32605.0 PS
13 SI2507 20250623 7450.0 ... 7440.0 7475.0 SI
14 SI2508 20250623 7460.0 ... 7430.0 7460.0 SI
15 SI2509 20250623 7375.0 ... 7405.0 7435.0 SI
16 SI2510 20250623 7400.0 ... 7380.0 7405.0 SI
17 SI2511 20250623 7355.0 ... 7345.0 7385.0 SI
18 SI2512 20250623 7565.0 ... 7560.0 7595.0 SI
19 SI2601 20250623 7540.0 ... 7520.0 7550.0 SI
20 SI2602 20250623 7490.0 ... 7520.0 7550.0 SI
21 SI2603 20250623 7510.0 ... 7520.0 7550.0 SI
22 SI2604 20250623 7530.0 ... 7530.0 7510.0 SI
23 SI2605 20250623 7480.0 ... 7515.0 7525.0 SI
24 SI2606 20250623 7500.0 ... 7510.0 7505.0 SI
27 LC2507 20250623 60220.0 ... 59820.0 60200.0 LC
28 LC2508 20250623 59300.0 ... 59320.0 59860.0 LC
29 LC2509 20250623 58860.0 ... 58900.0 59580.0 LC
30 LC2510 20250623 58800.0 ... 58720.0 59500.0 LC
31 LC2511 20250623 58780.0 ... 58580.0 59420.0 LC
32 LC2512 20250623 59320.0 ... 58940.0 59740.0 LC
33 LC2601 20250623 59240.0 ... 58920.0 59780.0 LC
34 LC2602 20250623 59400.0 ... 58800.0 59780.0 LC
35 LC2603 20250623 59200.0 ... 58940.0 59860.0 LC
36 LC2604 20250623 59660.0 ... 59340.0 60140.0 LC
37 LC2605 20250623 60220.0 ... 59420.0 60220.0 LC
38 LC2606 20250623 59800.0 ... 59380.0 60160.0 LC
[36 rows x 12 columns]
2025-07-01 16:25:30,492 - future_1d - INFO - ak.get_gfex_daily('2025-06-23') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250623 ... 78330 78180 CU
1 1 CU2508 20250623 ... 78130 77940 CU
2 2 CU2509 20250623 ... 77920 77750 CU
3 3 CU2510 20250623 ... 77720 77500 CU
4 4 CU2511 20250623 ... 77530 77350 CU
5 5 CU2512 20250623 ... 77330 77160 CU
6 6 CU2601 20250623 ... 77160 77040 CU
7 7 CU2602 20250623 ... 77070 76940 CU
8 8 CU2603 20250623 ... 76990 76960 CU
9 9 CU2604 20250623 ... 77040 76910 CU
10 10 CU2605 20250623 ... 76950 76810 CU
11 11 CU2606 20250623 ... 76950 76800 CU
12 12 BC2507 20250623 ... 69610 69380 BC
13 13 BC2508 20250623 ... 69510 69310 BC
14 14 BC2509 20250623 ... 69330 69270 BC
15 15 BC2510 20250623 ... 69820 69820 BC
16 16 BC2511 20250623 ... 67140 67140 BC
17 17 BC2512 20250623 ... 69160 69160 BC
18 18 BC2601 20250623 ... 68900 68900 BC
19 19 BC2602 20250623 ... 67050 66990 BC
20 20 BC2603 20250623 ... 69290 69290 BC
21 21 BC2604 20250623 ... 67390 67390 BC
22 22 BC2605 20250623 ... 68610 68610 BC
23 23 BC2606 20250623 ... 68610 68610 BC
24 24 AL2507 20250623 ... 20515 20525 AL
25 25 AL2508 20250623 ... 20420 20415 AL
26 26 AL2509 20250623 ... 20310 20310 AL
27 27 AL2510 20250623 ... 20215 20220 AL
28 28 AL2511 20250623 ... 20110 20130 AL
29 29 AL2512 20250623 ... 19995 20045 AL
30 30 AL2601 20250623 ... 19950 19990 AL
31 31 AL2602 20250623 ... 19920 19995 AL
32 32 AL2603 20250623 ... 19930 19985 AL
33 33 AL2604 20250623 ... 19925 19965 AL
34 34 AL2605 20250623 ... 19930 19980 AL
35 35 AL2606 20250623 ... 19925 19995 AL
36 36 ZN2507 20250623 ... 21930 21905 ZN
37 37 ZN2508 20250623 ... 21735 21740 ZN
38 38 ZN2509 20250623 ... 21605 21620 ZN
39 39 ZN2510 20250623 ... 21520 21540 ZN
40 40 ZN2511 20250623 ... 21460 21475 ZN
41 41 ZN2512 20250623 ... 21375 21390 ZN
42 42 ZN2601 20250623 ... 21290 21310 ZN
43 43 ZN2602 20250623 ... 21200 21220 ZN
44 44 ZN2603 20250623 ... 21180 21195 ZN
45 45 ZN2604 20250623 ... 21155 21180 ZN
46 46 ZN2605 20250623 ... 21125 21140 ZN
47 47 ZN2606 20250623 ... 21125 21120 ZN
48 48 PB2507 20250623 ... 16870 16855 PB
49 49 PB2508 20250623 ... 16885 16865 PB
50 50 PB2509 20250623 ... 16895 16875 PB
51 51 PB2510 20250623 ... 16890 16870 PB
52 52 PB2511 20250623 ... 16875 16830 PB
53 53 PB2512 20250623 ... 16860 16805 PB
54 54 PB2601 20250623 ... 16890 16890 PB
55 55 PB2602 20250623 ... 16890 16825 PB
56 56 PB2603 20250623 ... 16905 16825 PB
57 57 PB2604 20250623 ... 16920 16825 PB
58 58 PB2605 20250623 ... 16915 16835 PB
59 59 PB2606 20250623 ... 16930 17000 PB
60 60 NI2507 20250623 ... 117970 118780 NI
61 61 NI2508 20250623 ... 118050 118930 NI
62 62 NI2509 20250623 ... 118280 119130 NI
63 63 NI2510 20250623 ... 118450 119300 NI
64 64 NI2511 20250623 ... 118410 119330 NI
65 65 NI2512 20250623 ... 118690 119620 NI
66 66 NI2601 20250623 ... 118920 119880 NI
67 67 NI2602 20250623 ... 119270 120190 NI
68 68 NI2603 20250623 ... 119600 120560 NI
69 69 NI2604 20250623 ... 120280 120730 NI
70 70 NI2605 20250623 ... 120430 120990 NI
71 71 NI2606 20250623 ... 119940 121190 NI
72 72 SN2507 20250623 ... 263020 260910 SN
73 73 SN2508 20250623 ... 262840 261010 SN
74 74 SN2509 20250623 ... 262580 260920 SN
75 75 SN2510 20250623 ... 262420 260890 SN
76 76 SN2511 20250623 ... 262090 260370 SN
77 77 SN2512 20250623 ... 262440 260050 SN
78 78 SN2601 20250623 ... 262120 260080 SN
79 79 SN2602 20250623 ... 262520 260270 SN
80 80 SN2603 20250623 ... 262110 260890 SN
81 81 SN2604 20250623 ... 262030 260720 SN
82 82 SN2605 20250623 ... 261780 260330 SN
83 83 SN2606 20250623 ... 260120 257800 SN
84 84 AO2507 20250623 ... 3003 2998 AO
85 85 AO2508 20250623 ... 2947 2934 AO
86 86 AO2509 20250623 ... 2907 2895 AO
87 87 AO2510 20250623 ... 2876 2867 AO
88 88 AO2511 20250623 ... 2872 2859 AO
89 89 AO2512 20250623 ... 2865 2848 AO
90 90 AO2601 20250623 ... 2852 2840 AO
91 91 AO2602 20250623 ... 2839 2841 AO
92 92 AO2603 20250623 ... 2848 2839 AO
93 93 AO2604 20250623 ... 2849 2830 AO
94 94 AO2605 20250623 ... 2844 2834 AO
95 95 AO2606 20250623 ... 2846 2835 AO
96 96 AD2511 20250623 ... 19695 19695 AD
97 97 AD2512 20250623 ... 19600 19605 AD
98 98 AD2601 20250623 ... 19500 19495 AD
99 99 AD2602 20250623 ... 19430 19390 AD
100 100 AD2603 20250623 ... 19355 19315 AD
101 101 AD2604 20250623 ... 19295 19250 AD
102 102 AD2605 20250623 ... 19305 19280 AD
103 103 AD2606 20250623 ... 19200 19200 AD
104 104 AU2507 20250623 ... 779.84 780.14 AU
105 105 AU2508 20250623 ... 781.74 781.08 AU
106 106 AU2509 20250623 ... 783.32 781.02 AU
107 107 AU2510 20250623 ... 783.52 782.96 AU
108 108 AU2512 20250623 ... 785.22 784.54 AU
109 109 AU2602 20250623 ... 787.28 787.08 AU
110 110 AU2604 20250623 ... 789.56 788.72 AU
111 111 AU2606 20250623 ... 791.5 789.04 AU
112 112 AG2507 20250623 ... 8725 8712 AG
113 113 AG2508 20250623 ... 8731 8739 AG
114 114 AG2509 20250623 ... 8743 8751 AG
115 115 AG2510 20250623 ... 8753 8760 AG
116 116 AG2511 20250623 ... 8761 8757 AG
117 117 AG2512 20250623 ... 8773 8767 AG
118 118 AG2601 20250623 ... 8787 8789 AG
119 119 AG2602 20250623 ... 8801 8797 AG
120 120 AG2603 20250623 ... 8808 8817 AG
121 121 AG2604 20250623 ... 8823 8830 AG
122 122 AG2605 20250623 ... 8835 8835 AG
123 123 AG2606 20250623 ... 8857 8882 AG
124 124 RB2507 20250623 ... 3018 3034 RB
125 125 RB2508 20250623 ... 2966 2966 RB
126 126 RB2509 20250623 ... 2964 2969 RB
127 127 RB2510 20250623 ... 2993 2994 RB
128 128 RB2511 20250623 ... 2994 2992 RB
129 129 RB2512 20250623 ... 2997 2997 RB
130 130 RB2601 20250623 ... 2987 2986 RB
131 131 RB2602 20250623 ... 2987 2988 RB
132 132 RB2603 20250623 ... 2992 2993 RB
133 133 RB2604 20250623 ... 3002 3000 RB
134 134 RB2605 20250623 ... 2988 2985 RB
135 135 RB2606 20250623 ... 2991 2983 RB
136 136 WR2507 20250623 ... 3338 3338 WR
137 137 WR2508 20250623 ... 3359 3359 WR
138 138 WR2509 20250623 ... 3241 3238 WR
139 139 WR2510 20250623 ... 3318 3316 WR
140 140 WR2511 20250623 ... 3361 3361 WR
141 141 WR2512 20250623 ... 3316 3316 WR
142 142 WR2601 20250623 ... 3324 3315 WR
143 143 WR2602 20250623 ... 3396 3396 WR
144 144 WR2603 20250623 ... 3387 3387 WR
145 145 WR2604 20250623 ... 3392 3392 WR
146 146 WR2605 20250623 ... 3369 3369 WR
147 147 WR2606 20250623 ... 3364 3355 WR
148 148 HC2507 20250623 ... 3143 3151 HC
149 149 HC2508 20250623 ... 3143 3147 HC
150 150 HC2509 20250623 ... 3128 3126 HC
151 151 HC2510 20250623 ... 3115 3117 HC
152 152 HC2511 20250623 ... 3112 3115 HC
153 153 HC2512 20250623 ... 3118 3120 HC
154 154 HC2601 20250623 ... 3111 3112 HC
155 155 HC2602 20250623 ... 3125 3114 HC
156 156 HC2603 20250623 ... 3122 3122 HC
157 157 HC2604 20250623 ... 3118 3118 HC
158 158 HC2605 20250623 ... 3105 3103 HC
159 159 HC2606 20250623 ... 3112 3102 HC
160 160 SS2507 20250623 ... 12440 12505 SS
161 161 SS2508 20250623 ... 12475 12535 SS
162 162 SS2509 20250623 ... 12425 12485 SS
163 163 SS2510 20250623 ... 12375 12445 SS
164 164 SS2511 20250623 ... 12380 12450 SS
165 165 SS2512 20250623 ... 12375 12460 SS
166 166 SS2601 20250623 ... 12445 12505 SS
167 167 SS2602 20250623 ... 12490 12525 SS
168 168 SS2603 20250623 ... 12490 12550 SS
169 169 SS2604 20250623 ... 12535 12580 SS
170 170 SS2605 20250623 ... 12565 12605 SS
171 171 SS2606 20250623 ... 12570 12635 SS
172 172 SC2507 20250623 ... 570.4 570.4 SC
173 173 SC2508 20250623 ... 569.9 572.8 SC
174 174 SC2509 20250623 ... 558.3 557.9 SC
175 175 SC2510 20250623 ... 547.1 545 SC
176 176 SC2511 20250623 ... 539.7 534.7 SC
177 177 SC2512 20250623 ... 533.5 527 SC
178 178 SC2601 20250623 ... 528.1 521.4 SC
179 179 SC2602 20250623 ... 524.2 516.8 SC
180 180 SC2603 20250623 ... 517.1 512.1 SC
181 181 SC2604 20250623 ... 514 509.5 SC
182 182 SC2605 20250623 ... 507.2 502.6 SC
183 183 SC2606 20250623 ... 509.8 504.9 SC
184 184 SC2609 20250623 ... 511.1 497.7 SC
185 185 SC2612 20250623 ... 502.5 498 SC
186 186 SC2703 20250623 ... 493 492.6 SC
187 187 SC2706 20250623 ... 496 489.4 SC
188 188 SC2709 20250623 ... 505 495.6 SC
189 189 SC2712 20250623 ... 501.8 493.8 SC
190 190 SC2803 20250623 ... 498.6 493.4 SC
191 191 SC2806 20250623 ... 495.6 491.8 SC
192 192 LU2507 20250623 ... 3964 4065 LU
193 193 LU2508 20250623 ... 3990 3980 LU
194 194 LU2509 20250623 ... 3936 3934 LU
195 195 LU2510 20250623 ... 3885 3891 LU
196 196 LU2511 20250623 ... 3827 3836 LU
197 197 LU2512 20250623 ... 3800 3792 LU
198 198 LU2601 20250623 ... 3782 3788 LU
199 199 LU2602 20250623 ... 3739 3756 LU
200 200 LU2603 20250623 ... 3729 3730 LU
201 201 LU2604 20250623 ... 3727 3727 LU
202 202 LU2605 20250623 ... 3701 3701 LU
203 203 LU2606 20250623 ... 3696 3696 LU
204 204 FU2507 20250623 ... 3357 3385 FU
205 205 FU2508 20250623 ... 3394 3403 FU
206 206 FU2509 20250623 ... 3369 3379 FU
207 207 FU2510 20250623 ... 3307 3315 FU
208 208 FU2511 20250623 ... 3253 3254 FU
209 209 FU2512 20250623 ... 3214 3202 FU
210 210 FU2601 20250623 ... 3163 3168 FU
211 211 FU2602 20250623 ... 3139 3140 FU
212 212 FU2603 20250623 ... 3113 3118 FU
213 213 FU2604 20250623 ... 3109 3099 FU
214 214 FU2605 20250623 ... 3090 3087 FU
215 215 FU2606 20250623 ... 3064 3059 FU
216 216 BU2507 20250623 ... 3784 3773 BU
217 217 BU2508 20250623 ... 3785 3765 BU
218 218 BU2509 20250623 ... 3769 3751 BU
219 219 BU2510 20250623 ... 3731 3708 BU
220 220 BU2511 20250623 ... 3677 3654 BU
221 221 BU2512 20250623 ... 3609 3583 BU
222 222 BU2601 20250623 ... 3567 3539 BU
223 223 BU2602 20250623 ... 3534 3503 BU
224 224 BU2603 20250623 ... 3513 3496 BU
225 225 BU2604 20250623 ... 3495 3471 BU
226 226 BU2605 20250623 ... 3464 3447 BU
227 227 BU2606 20250623 ... 3458 3457 BU
228 228 BU2609 20250623 ... 3485 3464 BU
229 229 BU2612 20250623 ... 3416 3411 BU
230 230 BU2703 20250623 ... 3426 3409 BU
231 231 BU2706 20250623 ... 3446 3414 BU
232 232 BR2507 20250623 ... 11585 11725 BR
233 233 BR2508 20250623 ... 11465 11590 BR
234 234 BR2509 20250623 ... 11375 11490 BR
235 235 BR2510 20250623 ... 11315 11440 BR
236 236 BR2511 20250623 ... 11310 11420 BR
237 237 BR2512 20250623 ... 11270 11380 BR
238 238 BR2601 20250623 ... 11240 11340 BR
239 239 BR2602 20250623 ... 11225 11280 BR
240 240 BR2603 20250623 ... 11280 11360 BR
241 241 BR2604 20250623 ... 11230 11390 BR
242 242 BR2605 20250623 ... 11185 11300 BR
243 243 BR2606 20250623 ... 11155 11325 BR
244 244 RU2507 20250623 ... 13860 13930 RU
245 245 RU2508 20250623 ... 13855 13950 RU
246 246 RU2509 20250623 ... 13885 13950 RU
247 247 RU2510 20250623 ... 13940 14000 RU
248 248 RU2511 20250623 ... 13900 13950 RU
249 249 RU2601 20250623 ... 14735 14795 RU
250 250 RU2603 20250623 ... 14655 14830 RU
251 251 RU2604 20250623 ... 14835 14800 RU
252 252 RU2605 20250623 ... 14775 14825 RU
253 253 RU2606 20250623 ... 14945 14945 RU
254 254 NR2507 20250623 ... 12005 12115 NR
255 255 NR2508 20250623 ... 11960 12070 NR
256 256 NR2509 20250623 ... 11940 12035 NR
257 257 NR2510 20250623 ... 11925 12005 NR
258 258 NR2511 20250623 ... 11925 12005 NR
259 259 NR2512 20250623 ... 11940 12015 NR
260 260 NR2601 20250623 ... 11955 12030 NR
261 261 NR2602 20250623 ... 11900 12035 NR
262 262 NR2603 20250623 ... 12180 12180 NR
263 263 NR2604 20250623 ... 12070 12070 NR
264 264 NR2605 20250623 ... 12110 12110 NR
265 265 NR2606 20250623 ... 12195 12195 NR
266 266 SP2507 20250623 ... 5300 5190 SP
267 267 SP2508 20250623 ... 5320 5182 SP
268 268 SP2509 20250623 ... 5328 5192 SP
269 269 SP2510 20250623 ... 5316 5158 SP
270 270 SP2511 20250623 ... 5290 5154 SP
271 271 SP2512 20250623 ... 5282 5130 SP
272 272 SP2601 20250623 ... 5466 5218 SP
273 273 SP2602 20250623 ... 5418 5158 SP
274 274 SP2603 20250623 ... 5382 5154 SP
275 275 SP2604 20250623 ... 5376 5170 SP
276 276 SP2605 20250623 ... 5372 5168 SP
277 277 SP2606 20250623 ... 5374 5182 SP
278 278 EC2506 20250623 ... 1885.1 1892.8 EC
279 279 EC2508 20250623 ... 1905.3 1966.9 EC
280 280 EC2510 20250623 ... 1380.9 1383.6 EC
281 281 EC2512 20250623 ... 1536.6 1564 EC
282 282 EC2602 20250623 ... 1384.3 1404.5 EC
283 283 EC2604 20250623 ... 1209.8 1213.8 EC
284 284 SC_TAS2508 20250623 ... SC_TAS
285 285 SC_TAS2509 20250623 ... SC_TAS
286 286 SC_TAS2510 20250623 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:25:30,632 - future_1d - INFO - ak.get_shfe_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 IC2507 20250623 5581.800 ... 5630.600 5590.200 IC
1 IC2508 20250623 5501.000 ... 5578.000 5590.200 IC
2 IC2509 20250623 5458.800 ... 5530.000 5485.800 IC
3 IC2512 20250623 5317.000 ... 5411.400 5369.200 IC
4 IF2507 20250623 3794.200 ... 3826.000 3803.000 IF
5 IF2508 20250623 3788.800 ... 3811.200 3803.000 IF
6 IF2509 20250623 3765.000 ... 3799.800 3771.600 IF
7 IF2512 20250623 3733.800 ... 3771.000 3744.400 IF
8 IH2507 20250623 2629.000 ... 2655.200 2634.600 IH
9 IH2508 20250623 2622.200 ... 2653.000 2634.600 IH
10 IH2509 20250623 2629.000 ... 2655.000 2633.400 IH
11 IH2512 20250623 2625.800 ... 2653.400 2631.600 IH
12 IM2507 20250623 5916.800 ... 6005.200 5941.600 IM
13 IM2508 20250623 5846.000 ... 5930.800 5941.600 IM
14 IM2509 20250623 5770.000 ... 5856.200 5792.800 IM
15 IM2512 20250623 5575.000 ... 5682.400 5626.000 IM
16 T2509 20250623 109.160 ... 109.140 109.165 T
17 T2512 20250623 109.180 ... 109.155 109.165 T
18 T2603 20250623 109.120 ... 109.085 109.080 T
19 TF2509 20250623 106.275 ... 106.255 106.275 TF
20 TF2512 20250623 106.340 ... 106.325 106.335 TF
21 TF2603 20250623 106.365 ... 106.350 106.355 TF
22 TL2509 20250623 121.500 ... 121.260 121.340 TL
23 TL2512 20250623 121.310 ... 121.120 121.180 TL
24 TL2603 20250623 121.120 ... 120.920 120.980 TL
25 TS2509 20250623 102.546 ... 102.526 102.542 TS
26 TS2512 20250623 102.684 ... 102.676 102.692 TS
27 TS2603 20250623 102.766 ... 102.766 102.778 TS
[28 rows x 12 columns]
2025-07-01 16:25:30,966 - future_1d - INFO - ak.get_cffex_daily('2025-06-23') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250623 7700.0 7700.0 ... 612839.27 7632.0 7727.0 AP
1 AP511 20250623 7519.0 7519.0 ... 2709.45 7485.0 7574.0 AP
2 AP512 20250623 7537.0 7537.0 ... 120.17 7510.0 7565.0 AP
3 AP601 20250623 7592.0 7592.0 ... 23406.94 7534.0 7605.0 AP
4 AP603 20250623 7582.0 7582.0 ... 67.99 7554.0 7618.0 AP
5 AP604 20250623 7680.0 7680.0 ... 22.91 7635.0 7702.0 AP
6 AP605 20250623 7715.0 7715.0 ... 107.52 7680.0 7733.0 AP
7 CF507 20250623 13260.0 13310.0 ... 18945.29 13250.0 13275.0 CF
8 CF509 20250623 13500.0 13540.0 ... 1246881.81 13480.0 13505.0 CF
9 CF511 20250623 13465.0 13520.0 ... 116696.78 13470.0 13475.0 CF
10 CF601 20250623 13520.0 13565.0 ... 240049.23 13510.0 13515.0 CF
11 CF603 20250623 13495.0 13535.0 ... 1831.11 13465.0 13485.0 CF
12 CF605 20250623 13500.0 13540.0 ... 7980.21 13490.0 13490.0 CF
13 CJ507 20250623 9240.0 9350.0 ... 1124.46 9295.0 9355.0 CJ
14 CJ509 20250623 9430.0 9520.0 ... 830965.40 9445.0 9470.0 CJ
15 CJ512 20250623 10220.0 10395.0 ... 15331.60 10295.0 10325.0 CJ
16 CJ601 20250623 10330.0 10475.0 ... 458812.21 10370.0 10365.0 CJ
17 CJ603 20250623 10345.0 10520.0 ... 5512.22 10410.0 10415.0 CJ
18 CJ605 20250623 10460.0 10710.0 ... 13677.50 10595.0 10565.0 CJ
19 CY507 20250623 19765.0 19805.0 ... 1667.50 19735.0 19795.0 CY
20 CY508 20250623 0.0 0.0 ... 0.00 19425.0 19425.0 CY
21 CY509 20250623 19740.0 19805.0 ... 51486.36 19730.0 19775.0 CY
22 CY510 20250623 0.0 0.0 ... 0.00 19360.0 19405.0 CY
23 CY511 20250623 0.0 0.0 ... 0.00 19705.0 19705.0 CY
24 CY512 20250623 0.0 0.0 ... 0.00 19635.0 19635.0 CY
25 CY601 20250623 0.0 0.0 ... 0.00 19765.0 19770.0 CY
26 CY602 20250623 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250623 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250623 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250623 0.0 0.0 ... 0.00 19735.0 19735.0 CY
30 CY606 20250623 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250623 963.0 966.0 ... 6063.93 959.0 965.0 FG
32 FG508 20250623 1022.0 1026.0 ... 25700.07 1017.0 1020.0 FG
33 FG509 20250623 1007.0 1013.0 ... 2444881.42 1004.0 1006.0 FG
34 FG510 20250623 1035.0 1039.0 ... 15751.10 1031.0 1033.0 FG
35 FG511 20250623 1023.0 1026.0 ... 24818.11 1018.0 1020.0 FG
36 FG512 20250623 1077.0 1080.0 ... 699.75 1073.0 1075.0 FG
37 FG601 20250623 1070.0 1070.0 ... 113923.92 1061.0 1063.0 FG
38 FG602 20250623 1097.0 1101.0 ... 129.19 1095.0 1101.0 FG
39 FG603 20250623 1090.0 1094.0 ... 204.63 1088.0 1092.0 FG
40 FG604 20250623 1120.0 1120.0 ... 234.16 1115.0 1119.0 FG
41 FG605 20250623 1107.0 1108.0 ... 1240.21 1101.0 1103.0 FG
42 FG606 20250623 1118.0 1123.0 ... 37.95 1116.0 1119.0 FG
43 JR507 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250623 2545.0 2596.0 ... 2135.83 2546.0 2561.0 MA
54 MA508 20250623 2541.0 2612.0 ... 77306.50 2540.0 2564.0 MA
55 MA509 20250623 2518.0 2588.0 ... 6272503.84 2512.0 2538.0 MA
56 MA510 20250623 2512.0 2575.0 ... 47765.18 2499.0 2523.0 MA
57 MA511 20250623 2506.0 2568.0 ... 56587.72 2497.0 2517.0 MA
58 MA512 20250623 2498.0 2550.0 ... 1401.26 2511.0 2517.0 MA
59 MA601 20250623 2504.0 2557.0 ... 406142.86 2499.0 2514.0 MA
60 MA602 20250623 2505.0 2505.0 ... 71.87 2478.0 2483.0 MA
61 MA603 20250623 2469.0 2521.0 ... 230.54 2479.0 2482.0 MA
62 MA604 20250623 2449.0 2490.0 ... 44.13 2452.0 2461.0 MA
63 MA605 20250623 2420.0 2464.0 ... 5275.93 2412.0 2424.0 MA
64 MA606 20250623 2420.0 2449.0 ... 43.87 2437.0 2422.0 MA
65 OI507 20250623 9804.0 9843.0 ... 12917.10 9778.0 9807.0 OI
66 OI509 20250623 9734.0 9790.0 ... 3671304.13 9721.0 9716.0 OI
67 OI511 20250623 9688.0 9756.0 ... 126703.33 9686.0 9679.0 OI
68 OI601 20250623 9613.0 9698.0 ... 452516.90 9623.0 9600.0 OI
69 OI603 20250623 9516.0 9598.0 ... 4309.20 9555.0 9501.0 OI
70 OI605 20250623 9388.0 9458.0 ... 2148.18 9422.0 9374.0 OI
71 PF507 20250623 6912.0 7006.0 ... 19515.87 6906.0 6904.0 PF
72 PF508 20250623 6800.0 6916.0 ... 608067.69 6808.0 6814.0 PF
73 PF509 20250623 6676.0 6788.0 ... 304878.42 6700.0 6714.0 PF
74 PF510 20250623 6684.0 6766.0 ... 67238.92 6700.0 6718.0 PF
75 PF511 20250623 6626.0 6700.0 ... 29928.24 6646.0 6668.0 PF
76 PF512 20250623 6580.0 6700.0 ... 922.30 6612.0 6636.0 PF
77 PF601 20250623 6582.0 6698.0 ... 1049.70 6624.0 6630.0 PF
78 PF602 20250623 6578.0 6618.0 ... 36.23 6588.0 6626.0 PF
79 PF603 20250623 0.0 0.0 ... 0.00 6624.0 6604.0 PF
80 PF604 20250623 0.0 0.0 ... 0.00 6614.0 6590.0 PF
81 PF605 20250623 6550.0 6550.0 ... 3.28 6550.0 6590.0 PF
82 PF606 20250623 0.0 0.0 ... 0.00 6494.0 6494.0 PF
83 PK510 20250623 8240.0 8264.0 ... 202142.74 8224.0 8248.0 PK
84 PK511 20250623 8048.0 8066.0 ... 58965.87 8022.0 8054.0 PK
85 PK512 20250623 8030.0 8044.0 ... 1045.24 8010.0 8032.0 PK
86 PK601 20250623 8048.0 8048.0 ... 3441.33 8022.0 8040.0 PK
87 PK603 20250623 8052.0 8052.0 ... 76.37 8040.0 8052.0 PK
88 PK604 20250623 8056.0 8060.0 ... 64.41 8052.0 8056.0 PK
89 PK605 20250623 8084.0 8084.0 ... 157.28 8066.0 8076.0 PK
90 PM507 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250623 6268.0 6344.0 ... 21060.62 6274.0 6284.0 PR
97 PR508 20250623 6230.0 6316.0 ... 123126.71 6242.0 6256.0 PR
98 PR509 20250623 6166.0 6260.0 ... 549119.90 6186.0 6204.0 PR
99 PR510 20250623 6136.0 6222.0 ... 95009.28 6158.0 6166.0 PR
100 PR511 20250623 6048.0 6126.0 ... 801.55 6072.0 6094.0 PR
101 PR512 20250623 5978.0 6116.0 ... 45.24 6032.0 6052.0 PR
102 PR601 20250623 5966.0 6098.0 ... 433.11 6016.0 6034.0 PR
103 PR602 20250623 5958.0 6054.0 ... 27.06 6014.0 6012.0 PR
104 PR603 20250623 5976.0 6052.0 ... 36.07 6012.0 6006.0 PR
105 PR604 20250623 5966.0 6044.0 ... 36.02 6004.0 5990.0 PR
106 PR605 20250623 5944.0 6060.0 ... 99.04 6002.0 5966.0 PR
107 PR606 20250623 0.0 0.0 ... 0.00 5962.0 5962.0 PR
108 PX507 20250623 7240.0 7360.0 ... 5487.84 7294.0 7300.0 PX
109 PX508 20250623 7200.0 7298.0 ... 40044.44 7214.0 7242.0 PX
110 PX509 20250623 7050.0 7182.0 ... 1238408.75 7084.0 7126.0 PX
111 PX510 20250623 6942.0 7064.0 ... 47464.92 6968.0 7020.0 PX
112 PX511 20250623 6904.0 7004.0 ... 102326.35 6904.0 6956.0 PX
113 PX512 20250623 0.0 0.0 ... 0.00 6916.0 6918.0 PX
114 PX601 20250623 6806.0 6918.0 ... 31876.33 6832.0 6862.0 PX
115 PX602 20250623 6808.0 6874.0 ... 6.84 6842.0 6826.0 PX
116 PX603 20250623 6814.0 6830.0 ... 23.86 6816.0 6818.0 PX
117 PX604 20250623 6808.0 6826.0 ... 6.82 6818.0 6832.0 PX
118 PX605 20250623 6860.0 6860.0 ... 203.52 6784.0 6820.0 PX
119 PX606 20250623 0.0 0.0 ... 0.00 6768.0 6760.0 PX
120 RI507 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250623 2601.0 2603.0 ... 32260.26 2567.0 2600.0 RM
127 RM508 20250623 2690.0 2696.0 ... 9575.80 2666.0 2690.0 RM
128 RM509 20250623 2686.0 2692.0 ... 704265.01 2662.0 2684.0 RM
129 RM511 20250623 2512.0 2515.0 ... 1985.72 2495.0 2519.0 RM
130 RM601 20250623 2401.0 2403.0 ... 107426.30 2385.0 2409.0 RM
131 RM603 20250623 2374.0 2378.0 ... 6335.16 2361.0 2380.0 RM
132 RM605 20250623 2390.0 2395.0 ... 5280.40 2384.0 2394.0 RM
133 RS507 20250623 5231.0 5273.0 ... 497.37 5127.0 5278.0 RS
134 RS508 20250623 5325.0 5325.0 ... 5.33 5325.0 5269.0 RS
135 RS509 20250623 5454.0 5454.0 ... 218.96 5340.0 5401.0 RS
136 RS511 20250623 5382.0 5382.0 ... 42.70 5338.0 5361.0 RS
137 SA507 20250623 1167.0 1169.0 ... 3558.50 1159.0 1173.0 SA
138 SA508 20250623 1178.0 1183.0 ... 6647.49 1174.0 1181.0 SA
139 SA509 20250623 1170.0 1179.0 ... 2465522.47 1168.0 1177.0 SA
140 SA510 20250623 1186.0 1191.0 ... 3714.51 1182.0 1190.0 SA
141 SA511 20250623 1180.0 1185.0 ... 2558.92 1176.0 1184.0 SA
142 SA512 20250623 1187.0 1193.0 ... 1490.23 1183.0 1193.0 SA
143 SA601 20250623 1162.0 1167.0 ... 298108.11 1158.0 1165.0 SA
144 SA602 20250623 1186.0 1191.0 ... 1762.71 1183.0 1192.0 SA
145 SA603 20250623 1190.0 1191.0 ... 1596.68 1183.0 1191.0 SA
146 SA604 20250623 1210.0 1217.0 ... 239.62 1210.0 1218.0 SA
147 SA605 20250623 1203.0 1210.0 ... 6041.52 1203.0 1208.0 SA
148 SA606 20250623 1217.0 1224.0 ... 63.40 1219.0 1223.0 SA
149 SF507 20250623 5466.0 5532.0 ... 16262.25 5496.0 5494.0 SF
150 SF508 20250623 5356.0 5384.0 ... 35757.96 5344.0 5366.0 SF
151 SF509 20250623 5312.0 5352.0 ... 313910.29 5316.0 5328.0 SF
152 SF510 20250623 5228.0 5262.0 ... 111618.74 5230.0 5238.0 SF
153 SF511 20250623 5352.0 5378.0 ... 163134.34 5346.0 5352.0 SF
154 SF512 20250623 0.0 0.0 ... 0.00 5310.0 5322.0 SF
155 SF601 20250623 5280.0 5316.0 ... 3292.85 5282.0 5292.0 SF
156 SF602 20250623 5216.0 5250.0 ... 317.95 5212.0 5216.0 SF
157 SF603 20250623 5322.0 5322.0 ... 2.66 5322.0 5314.0 SF
158 SF604 20250623 5306.0 5318.0 ... 10.63 5316.0 5340.0 SF
159 SF605 20250623 5296.0 5336.0 ... 74.32 5308.0 5324.0 SF
160 SF606 20250623 5270.0 5270.0 ... 21.01 5252.0 5266.0 SF
161 SH507 20250623 2340.0 2377.0 ... 21432.86 2354.0 2370.0 SH
162 SH508 20250623 2250.0 2274.0 ... 156740.85 2256.0 2271.0 SH
163 SH509 20250623 2249.0 2280.0 ... 2693676.53 2262.0 2265.0 SH
164 SH510 20250623 2276.0 2310.0 ... 304169.70 2289.0 2291.0 SH
165 SH511 20250623 2268.0 2301.0 ... 224119.01 2282.0 2284.0 SH
166 SH512 20250623 2278.0 2303.0 ... 2585.02 2292.0 2291.0 SH
167 SH601 20250623 2256.0 2274.0 ... 52798.27 2262.0 2265.0 SH
168 SH602 20250623 2278.0 2289.0 ... 150.40 2279.0 2285.0 SH
169 SH603 20250623 2283.0 2296.0 ... 102.92 2287.0 2293.0 SH
170 SH604 20250623 2323.0 2332.0 ... 20.96 2329.0 2336.0 SH
171 SH605 20250623 2323.0 2337.0 ... 621.91 2329.0 2330.0 SH
172 SH606 20250623 2351.0 2358.0 ... 14.13 2355.0 2357.0 SH
173 SM507 20250623 5628.0 5648.0 ... 4742.25 5602.0 5656.0 SM
174 SM508 20250623 5644.0 5660.0 ... 56879.07 5610.0 5648.0 SM
175 SM509 20250623 5650.0 5666.0 ... 573414.83 5618.0 5650.0 SM
176 SM510 20250623 5626.0 5634.0 ... 32478.52 5594.0 5616.0 SM
177 SM511 20250623 5700.0 5710.0 ... 53644.90 5666.0 5690.0 SM
178 SM512 20250623 5670.0 5670.0 ... 11.33 5666.0 5704.0 SM
179 SM601 20250623 5680.0 5692.0 ... 21467.66 5650.0 5672.0 SM
180 SM602 20250623 5670.0 5676.0 ... 11.34 5672.0 5676.0 SM
181 SM603 20250623 5678.0 5678.0 ... 2.84 5678.0 5698.0 SM
182 SM604 20250623 0.0 0.0 ... 0.00 5672.0 5686.0 SM
183 SM605 20250623 5690.0 5690.0 ... 53.85 5668.0 5692.0 SM
184 SM606 20250623 0.0 0.0 ... 0.00 5688.0 5718.0 SM
185 SR507 20250623 5770.0 5783.0 ... 13288.48 5750.0 5734.0 SR
186 SR509 20250623 5720.0 5743.0 ... 1099803.43 5726.0 5695.0 SR
187 SR511 20250623 5635.0 5643.0 ... 170905.11 5625.0 5604.0 SR
188 SR601 20250623 5574.0 5593.0 ... 125290.38 5582.0 5561.0 SR
189 SR603 20250623 5554.0 5567.0 ... 1561.74 5558.0 5529.0 SR
190 SR605 20250623 5519.0 5547.0 ... 7664.63 5538.0 5511.0 SR
191 TA507 20250623 5182.0 5272.0 ... 18813.98 5224.0 5238.0 TA
192 TA508 20250623 5092.0 5182.0 ... 133988.31 5112.0 5142.0 TA
193 TA509 20250623 4960.0 5044.0 ... 3592656.41 4984.0 5008.0 TA
194 TA510 20250623 4878.0 4942.0 ... 72351.61 4884.0 4910.0 TA
195 TA511 20250623 4828.0 4902.0 ... 54614.73 4844.0 4872.0 TA
196 TA512 20250623 4798.0 4862.0 ... 117.72 4806.0 4832.0 TA
197 TA601 20250623 4788.0 4856.0 ... 476778.32 4798.0 4810.0 TA
198 TA602 20250623 4780.0 4838.0 ... 71.93 4796.0 4812.0 TA
199 TA603 20250623 4770.0 4836.0 ... 141.41 4794.0 4814.0 TA
200 TA604 20250623 4772.0 4850.0 ... 64.81 4802.0 4814.0 TA
201 TA605 20250623 4746.0 4872.0 ... 1163.58 4808.0 4822.0 TA
202 TA606 20250623 4800.0 4854.0 ... 16.92 4834.0 4818.0 TA
203 UR507 20250623 1736.0 1739.0 ... 351.51 1723.0 1764.0 UR
204 UR508 20250623 1739.0 1746.0 ... 813.34 1723.0 1749.0 UR
205 UR509 20250623 1735.0 1741.0 ... 924872.01 1714.0 1746.0 UR
206 UR510 20250623 1728.0 1728.0 ... 1334.23 1702.0 1728.0 UR
207 UR511 20250623 1738.0 1738.0 ... 82.42 1717.0 1734.0 UR
208 UR512 20250623 1723.0 1723.0 ... 34.23 1712.0 1723.0 UR
209 UR601 20250623 1693.0 1703.0 ... 81373.92 1686.0 1701.0 UR
210 UR602 20250623 1694.0 1699.0 ... 730.03 1682.0 1697.0 UR
211 UR603 20250623 1726.0 1728.0 ... 168.10 1715.0 1726.0 UR
212 UR604 20250623 1720.0 1722.0 ... 120.06 1715.0 1718.0 UR
213 UR605 20250623 1715.0 1721.0 ... 2188.83 1707.0 1716.0 UR
214 UR606 20250623 1705.0 1706.0 ... 95.21 1700.0 1709.0 UR
215 WH507 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:25:31,325 - future_1d - INFO - ak.get_czce_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 a2507 20250623 4255.00 ... 4248.00 4239.00 A
1 a2509 20250623 4270.00 ... 4256.00 4251.00 A
2 a2511 20250623 4178.00 ... 4171.00 4166.00 A
3 a2601 20250623 4158.00 ... 4154.00 4152.00 A
4 a2603 20250623 4143.00 ... 4136.00 4131.00 A
5 a2605 20250623 4173.00 ... 4175.00 4165.00 A
6 b2507 20250623 3683.00 ... 3625.00 3675.00 B
7 b2508 20250623 3721.00 ... 3681.00 3714.00 B
8 b2509 20250623 3762.00 ... 3729.00 3759.00 B
9 b2510 20250623 3805.00 ... 3772.00 3805.00 B
10 b2511 20250623 3796.00 ... 3765.00 3797.00 B
11 b2512 20250623 3785.00 ... 3769.00 3787.00 B
12 b2601 20250623 3766.00 ... 3748.00 3767.00 B
13 b2602 20250623 3678.00 ... 3685.00 3704.00 B
14 b2603 20250623 3600.00 ... 3589.00 3603.00 B
15 b2604 20250623 3493.00 ... 3487.00 3497.00 B
16 b2605 20250623 3440.00 ... 3423.00 3436.00 B
17 b2606 20250623 3428.00 ... 3420.00 3435.00 B
18 bb2509 20250623 155.60 ... 155.70 156.75 BB
19 bb2511 20250623 152.65 ... 152.40 152.65 BB
20 bb2601 20250623 0.00 ... 169.65 169.90 BB
21 bb2603 20250623 0.00 ... 169.75 170.00 BB
22 bb2605 20250623 0.00 ... 169.75 170.00 BB
23 c2507 20250623 2377.00 ... 2376.00 2371.00 C
24 c2509 20250623 2411.00 ... 2412.00 2407.00 C
25 c2511 20250623 2331.00 ... 2336.00 2330.00 C
26 c2601 20250623 2288.00 ... 2291.00 2288.00 C
27 c2603 20250623 2283.00 ... 2286.00 2284.00 C
28 c2605 20250623 2319.00 ... 2317.00 2321.00 C
29 cs2507 20250623 2700.00 ... 2700.00 2698.00 CS
30 cs2509 20250623 2791.00 ... 2788.00 2788.00 CS
31 cs2511 20250623 2709.00 ... 2716.00 2706.00 CS
32 cs2601 20250623 2699.00 ... 2698.00 2695.00 CS
33 cs2603 20250623 2679.00 ... 2679.00 2677.00 CS
34 cs2605 20250623 2713.00 ... 2713.00 2709.00 CS
35 eb2506 20250623 0.00 ... 7820.00 7820.00 EB
36 eb2507 20250623 7694.00 ... 7708.00 7741.00 EB
37 eb2508 20250623 7592.00 ... 7595.00 7635.00 EB
38 eb2509 20250623 7517.00 ... 7522.00 7558.00 EB
39 eb2510 20250623 7450.00 ... 7447.00 7481.00 EB
40 eb2511 20250623 7356.00 ... 7370.00 7409.00 EB
41 eb2512 20250623 7312.00 ... 7343.00 7390.00 EB
42 eb2601 20250623 7279.00 ... 7312.00 7340.00 EB
43 eb2602 20250623 7278.00 ... 7323.00 7335.00 EB
44 eb2603 20250623 7265.00 ... 7313.00 7327.00 EB
45 eb2604 20250623 7268.00 ... 7282.00 7328.00 EB
46 eb2605 20250623 7273.00 ... 7295.00 7327.00 EB
47 eg2506 20250623 0.00 ... 4255.00 4255.00 EG
48 eg2507 20250623 4461.00 ... 4458.00 4486.00 EG
49 eg2508 20250623 4489.00 ... 4496.00 4508.00 EG
50 eg2509 20250623 4494.00 ... 4504.00 4518.00 EG
51 eg2510 20250623 4489.00 ... 4498.00 4528.00 EG
52 eg2511 20250623 4537.00 ... 4514.00 4506.00 EG
53 eg2512 20250623 4482.00 ... 4480.00 4511.00 EG
54 eg2601 20250623 4487.00 ... 4485.00 4503.00 EG
55 eg2602 20250623 4484.00 ... 4493.00 4513.00 EG
56 eg2603 20250623 4484.00 ... 4476.00 4521.00 EG
57 eg2604 20250623 0.00 ... 4452.00 4452.00 EG
58 eg2605 20250623 4486.00 ... 4508.00 4489.00 EG
59 fb2507 20250623 1349.50 ... 1331.50 1320.50 FB
60 fb2508 20250623 1308.00 ... 1307.00 1309.50 FB
61 fb2509 20250623 1298.00 ... 1299.50 1302.50 FB
62 fb2510 20250623 1325.00 ... 1326.00 1325.50 FB
63 fb2511 20250623 1325.00 ... 1325.00 1324.50 FB
64 fb2512 20250623 1327.50 ... 1322.50 1323.50 FB
65 fb2601 20250623 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250623 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250623 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250623 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250623 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250623 0.00 ... 1292.50 1292.50 FB
71 i2507 20250623 723.50 ... 727.00 723.50 I
72 i2508 20250623 714.50 ... 715.50 713.50 I
73 i2509 20250623 703.00 ... 706.00 702.50 I
74 i2510 20250623 697.00 ... 699.00 697.00 I
75 i2511 20250623 690.00 ... 691.50 690.00 I
76 i2512 20250623 683.50 ... 685.50 683.50 I
77 i2601 20250623 675.50 ... 677.00 675.50 I
78 i2602 20250623 673.00 ... 674.00 673.50 I
79 i2603 20250623 669.50 ... 670.50 669.50 I
80 i2604 20250623 665.00 ... 666.50 665.50 I
81 i2605 20250623 657.50 ... 659.00 658.00 I
82 i2606 20250623 652.50 ... 653.50 653.00 I
83 j2507 20250623 1336.50 ... 1328.50 1332.00 J
84 j2508 20250623 1360.00 ... 1353.50 1361.50 J
85 j2509 20250623 1379.50 ... 1379.50 1388.00 J
86 j2510 20250623 1400.50 ... 1401.50 1402.00 J
87 j2511 20250623 1408.00 ... 1412.50 1412.00 J
88 j2512 20250623 0.00 ... 1411.00 1397.00 J
89 j2601 20250623 1404.50 ... 1412.00 1413.00 J
90 j2602 20250623 0.00 ... 1425.00 1425.00 J
91 j2603 20250623 0.00 ... 1422.50 1422.50 J
92 j2604 20250623 0.00 ... 1410.00 1410.00 J
93 j2605 20250623 1428.00 ... 1439.00 1428.00 J
94 j2606 20250623 0.00 ... 1442.00 1429.50 J
95 jd2506 20250623 2700.00 ... 2694.00 2701.00 JD
96 jd2507 20250623 2902.00 ... 2881.00 2954.00 JD
97 jd2508 20250623 3593.00 ... 3579.00 3622.00 JD
98 jd2509 20250623 3645.00 ... 3637.00 3666.00 JD
99 jd2510 20250623 3380.00 ... 3370.00 3389.00 JD
100 jd2511 20250623 3422.00 ... 3418.00 3429.00 JD
101 jd2512 20250623 3550.00 ... 3553.00 3556.00 JD
102 jd2601 20250623 3588.00 ... 3598.00 3588.00 JD
103 jd2602 20250623 3170.00 ... 3175.00 3174.00 JD
104 jd2603 20250623 3185.00 ... 3189.00 3186.00 JD
105 jd2604 20250623 3317.00 ... 3318.00 3313.00 JD
106 jd2605 20250623 3390.00 ... 3392.00 3395.00 JD
107 jm2507 20250623 769.50 ... 772.50 772.50 JM
108 jm2508 20250623 779.00 ... 784.00 781.50 JM
109 jm2509 20250623 793.00 ... 799.50 797.00 JM
110 jm2510 20250623 804.00 ... 810.50 808.00 JM
111 jm2511 20250623 813.00 ... 821.50 814.00 JM
112 jm2512 20250623 815.00 ... 827.50 817.50 JM
113 jm2601 20250623 820.00 ... 830.50 820.50 JM
114 jm2602 20250623 828.50 ... 842.00 831.50 JM
115 jm2603 20250623 834.00 ... 849.00 837.50 JM
116 jm2604 20250623 839.00 ... 850.50 838.50 JM
117 jm2605 20250623 855.00 ... 853.50 845.00 JM
118 jm2606 20250623 859.50 ... 867.50 855.50 JM
119 l2507 20250623 7414.00 ... 7455.00 7466.00 L
120 l2508 20250623 7426.00 ... 7424.00 7446.00 L
121 l2509 20250623 7406.00 ... 7422.00 7446.00 L
122 l2510 20250623 7368.00 ... 7391.00 7412.00 L
123 l2511 20250623 7356.00 ... 7391.00 7400.00 L
124 l2512 20250623 7343.00 ... 7369.00 7390.00 L
125 l2601 20250623 7351.00 ... 7357.00 7381.00 L
126 l2602 20250623 7320.00 ... 7343.00 7385.00 L
127 l2603 20250623 7333.00 ... 7339.00 7389.00 L
128 l2604 20250623 7329.00 ... 7330.00 7412.00 L
129 l2605 20250623 7312.00 ... 7348.00 7372.00 L
130 l2606 20250623 7367.00 ... 7367.00 7386.00 L
131 lg2507 20250623 814.00 ... 818.50 804.00 LG
132 lg2509 20250623 800.00 ... 800.00 795.50 LG
133 lg2511 20250623 800.50 ... 795.00 793.50 LG
134 lg2601 20250623 799.50 ... 797.00 798.50 LG
135 lg2603 20250623 804.00 ... 798.50 802.50 LG
136 lg2605 20250623 802.00 ... 801.00 806.50 LG
137 lh2507 20250623 13445.00 ... 13440.00 13305.00 LH
138 lh2509 20250623 13995.00 ... 13960.00 13850.00 LH
139 lh2511 20250623 13455.00 ... 13465.00 13405.00 LH
140 lh2601 20250623 13565.00 ... 13595.00 13585.00 LH
141 lh2603 20250623 12800.00 ... 12775.00 12755.00 LH
142 lh2605 20250623 12995.00 ... 12985.00 12955.00 LH
143 m2507 20250623 2911.00 ... 2880.00 2907.00 M
144 m2508 20250623 3052.00 ... 3023.00 3052.00 M
145 m2509 20250623 3074.00 ... 3042.00 3070.00 M
146 m2511 20250623 3108.00 ... 3077.00 3107.00 M
147 m2512 20250623 3125.00 ... 3094.00 3123.00 M
148 m2601 20250623 3102.00 ... 3076.00 3100.00 M
149 m2603 20250623 2926.00 ... 2912.00 2927.00 M
150 m2605 20250623 2771.00 ... 2757.00 2768.00 M
151 p2507 20250623 8652.00 ... 8606.00 8652.00 P
152 p2508 20250623 8596.00 ... 8552.00 8608.00 P
153 p2509 20250623 8540.00 ... 8508.00 8548.00 P
154 p2510 20250623 8458.00 ... 8486.00 8506.00 P
155 p2511 20250623 8442.00 ... 8452.00 8478.00 P
156 p2512 20250623 8476.00 ... 8470.00 8512.00 P
157 p2601 20250623 8526.00 ... 8492.00 8512.00 P
158 p2602 20250623 8452.00 ... 8452.00 8474.00 P
159 p2603 20250623 8402.00 ... 8414.00 8440.00 P
160 p2604 20250623 8380.00 ... 8402.00 8392.00 P
161 p2605 20250623 8372.00 ... 8376.00 8398.00 P
162 p2606 20250623 0.00 ... 8344.00 8344.00 P
163 pg2506 20250623 0.00 ... 4574.00 4574.00 PG
164 pg2507 20250623 4528.00 ... 4547.00 4557.00 PG
165 pg2508 20250623 4521.00 ... 4528.00 4530.00 PG
166 pg2509 20250623 4444.00 ... 4442.00 4442.00 PG
167 pg2510 20250623 4744.00 ... 4773.00 4745.00 PG
168 pg2511 20250623 4631.00 ... 4668.00 4642.00 PG
169 pg2512 20250623 4546.00 ... 4589.00 4560.00 PG
170 pg2601 20250623 4448.00 ... 4503.00 4469.00 PG
171 pg2602 20250623 4366.00 ... 4477.00 4378.00 PG
172 pg2603 20250623 4264.00 ... 4317.00 4268.00 PG
173 pg2604 20250623 4576.00 ... 4578.00 4576.00 PG
174 pg2605 20250623 4476.00 ... 4486.00 4475.00 PG
175 pp2507 20250623 7249.00 ... 7249.00 7278.00 PP
176 pp2508 20250623 7252.00 ... 7246.00 7282.00 PP
177 pp2509 20250623 7235.00 ... 7237.00 7268.00 PP
178 pp2510 20250623 7202.00 ... 7206.00 7229.00 PP
179 pp2511 20250623 7198.00 ... 7206.00 7233.00 PP
180 pp2512 20250623 7184.00 ... 7203.00 7217.00 PP
181 pp2601 20250623 7191.00 ... 7193.00 7216.00 PP
182 pp2602 20250623 7130.00 ... 7178.00 7200.00 PP
183 pp2603 20250623 7150.00 ... 7165.00 7202.00 PP
184 pp2604 20250623 7171.00 ... 7179.00 7218.00 PP
185 pp2605 20250623 7169.00 ... 7185.00 7210.00 PP
186 pp2606 20250623 7176.00 ... 7176.00 7078.00 PP
187 rr2507 20250623 3613.00 ... 3616.00 3620.00 RR
188 rr2508 20250623 3619.00 ... 3605.00 3621.00 RR
189 rr2509 20250623 3617.00 ... 3615.00 3619.00 RR
190 rr2510 20250623 3603.00 ... 3604.00 3604.00 RR
191 rr2511 20250623 3609.00 ... 3602.00 3604.00 RR
192 rr2512 20250623 3598.00 ... 3602.00 3603.00 RR
193 rr2601 20250623 3611.00 ... 3610.00 3609.00 RR
194 rr2602 20250623 3610.00 ... 3610.00 3615.00 RR
195 rr2603 20250623 3608.00 ... 3609.00 3611.00 RR
196 rr2604 20250623 3615.00 ... 3614.00 3628.00 RR
197 rr2605 20250623 3628.00 ... 3628.00 3611.00 RR
198 rr2606 20250623 3629.00 ... 3628.00 3649.00 RR
199 v2507 20250623 4831.00 ... 4838.00 4838.00 V
200 v2508 20250623 4859.00 ... 4871.00 4875.00 V
201 v2509 20250623 4891.00 ... 4907.00 4910.00 V
202 v2510 20250623 4923.00 ... 4929.00 4930.00 V
203 v2511 20250623 4951.00 ... 4959.00 4960.00 V
204 v2512 20250623 4967.00 ... 4979.00 4979.00 V
205 v2601 20250623 4981.00 ... 4986.00 5001.00 V
206 v2602 20250623 5023.00 ... 5022.00 5015.00 V
207 v2603 20250623 5041.00 ... 5034.00 5034.00 V
208 v2604 20250623 5124.00 ... 5119.00 5126.00 V
209 v2605 20250623 5110.00 ... 5130.00 5122.00 V
210 v2606 20250623 5139.00 ... 5138.00 5126.00 V
211 y2507 20250623 8278.00 ... 8246.00 8278.00 Y
212 y2508 20250623 8230.00 ... 8196.00 8236.00 Y
213 y2509 20250623 8168.00 ... 8130.00 8162.00 Y
214 y2511 20250623 8136.00 ... 8088.00 8144.00 Y
215 y2512 20250623 8144.00 ... 8116.00 8152.00 Y
216 y2601 20250623 8094.00 ... 8064.00 8094.00 Y
217 y2603 20250623 7884.00 ... 7886.00 7876.00 Y
218 y2605 20250623 7736.00 ... 7738.00 7744.00 Y
[219 rows x 12 columns]
2025-07-01 16:25:32,000 - future_1d - INFO - ak.get_dce_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 SC2507 20250623 568.5 ... 570.4 570.4 SC
1 SC2508 20250623 562.8 ... 569.9 572.8 SC
2 SC2509 20250623 550 ... 558.3 557.9 SC
3 SC2510 20250623 538.6 ... 547.1 545 SC
4 SC2511 20250623 529 ... 539.7 534.7 SC
5 SC2512 20250623 522.1 ... 533.5 527 SC
6 SC2601 20250623 514.2 ... 528.1 521.4 SC
7 SC2602 20250623 509.7 ... 524.2 516.8 SC
8 SC2603 20250623 507.6 ... 517.1 512.1 SC
9 SC2604 20250623 506.1 ... 514 509.5 SC
10 SC2605 20250623 504.6 ... 507.2 502.6 SC
11 SC2606 20250623 501.3 ... 509.8 504.9 SC
12 SC2609 20250623 515 ... 511.1 497.7 SC
13 SC2612 20250623 502.5 ... 502.5 498 SC
14 SC2703 20250623 493 ... 493 492.6 SC
15 SC2706 20250623 ... 496 489.4 SC
16 SC2709 20250623 505 ... 505 495.6 SC
17 SC2712 20250623 503.4 ... 501.8 493.8 SC
18 SC2803 20250623 500 ... 498.6 493.4 SC
19 SC2806 20250623 499 ... 495.6 491.8 SC
21 LU2507 20250623 4055 ... 3964 4065 LU
22 LU2508 20250623 3949 ... 3990 3980 LU
23 LU2509 20250623 3908 ... 3936 3934 LU
24 LU2510 20250623 3858 ... 3885 3891 LU
25 LU2511 20250623 3825 ... 3827 3836 LU
26 LU2512 20250623 3761 ... 3800 3792 LU
27 LU2601 20250623 3744 ... 3782 3788 LU
28 LU2602 20250623 3721 ... 3739 3756 LU
29 LU2603 20250623 3691 ... 3729 3730 LU
30 LU2604 20250623 ... 3727 3727 LU
31 LU2605 20250623 ... 3701 3701 LU
32 LU2606 20250623 ... 3696 3696 LU
34 NR2507 20250623 12085 ... 12005 12115 NR
35 NR2508 20250623 12035 ... 11960 12070 NR
36 NR2509 20250623 11980 ... 11940 12035 NR
37 NR2510 20250623 11975 ... 11925 12005 NR
38 NR2511 20250623 11955 ... 11925 12005 NR
39 NR2512 20250623 11970 ... 11940 12015 NR
40 NR2601 20250623 11985 ... 11955 12030 NR
41 NR2602 20250623 11905 ... 11900 12035 NR
42 NR2603 20250623 ... 12180 12180 NR
43 NR2604 20250623 ... 12070 12070 NR
44 NR2605 20250623 ... 12110 12110 NR
45 NR2606 20250623 ... 12195 12195 NR
47 BC2507 20250623 69680 ... 69610 69380 BC
48 BC2508 20250623 69660 ... 69510 69310 BC
49 BC2509 20250623 69110 ... 69330 69270 BC
50 BC2510 20250623 ... 69820 69820 BC
51 BC2511 20250623 ... 67140 67140 BC
52 BC2512 20250623 ... 69160 69160 BC
53 BC2601 20250623 ... 68900 68900 BC
54 BC2602 20250623 ... 67050 66990 BC
55 BC2603 20250623 ... 69290 69290 BC
56 BC2604 20250623 ... 67390 67390 BC
57 BC2605 20250623 ... 68610 68610 BC
58 BC2606 20250623 ... 68610 68610 BC
60 EC2506 20250623 1875 ... 1885.1 1892.8 EC
61 EC2508 20250623 1950 ... 1905.3 1966.9 EC
62 EC2510 20250623 1400 ... 1380.9 1383.6 EC
63 EC2512 20250623 1575 ... 1536.6 1564 EC
64 EC2602 20250623 1402 ... 1384.3 1404.5 EC
65 EC2604 20250623 1220.1 ... 1209.8 1213.8 EC
68 SC_TAS2508 20250623 ... SC_TAS
69 SC_TAS2509 20250623 ... SC_TAS
70 SC_TAS2510 20250623 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:25:32,109 - future_1d - INFO - ak.get_ine_daily('2025-06-23') done
2025-07-01 16:25:33,845 - future_1d - INFO - save future_daily 2025-06-23 completed
symbol date open ... settle pre_settle variety
0 PS2507 20250624 31500.0 ... 31815.0 31630.0 PS
1 PS2508 20250624 30615.0 ... 31120.0 30935.0 PS
2 PS2509 20250624 30200.0 ... 30670.0 30635.0 PS
3 PS2510 20250624 30005.0 ... 30470.0 30475.0 PS
4 PS2511 20250624 30000.0 ... 30225.0 30405.0 PS
5 PS2512 20250624 31950.0 ... 32040.0 32220.0 PS
6 PS2601 20250624 31465.0 ... 31740.0 31790.0 PS
7 PS2602 20250624 31335.0 ... 31510.0 31725.0 PS
8 PS2603 20250624 31550.0 ... 31640.0 31755.0 PS
9 PS2604 20250624 31425.0 ... 31760.0 31735.0 PS
10 PS2605 20250624 31325.0 ... 31555.0 31705.0 PS
11 PS2606 20250624 31925.0 ... 32155.0 32055.0 PS
13 SI2507 20250624 7450.0 ... 7470.0 7440.0 SI
14 SI2508 20250624 7430.0 ... 7465.0 7430.0 SI
15 SI2509 20250624 7380.0 ... 7440.0 7405.0 SI
16 SI2510 20250624 7385.0 ... 7400.0 7380.0 SI
17 SI2511 20250624 7315.0 ... 7380.0 7345.0 SI
18 SI2512 20250624 7580.0 ... 7610.0 7560.0 SI
19 SI2601 20250624 7500.0 ... 7565.0 7520.0 SI
20 SI2602 20250624 7480.0 ... 7565.0 7520.0 SI
21 SI2603 20250624 7520.0 ... 7530.0 7520.0 SI
22 SI2604 20250624 7545.0 ... 7565.0 7530.0 SI
23 SI2605 20250624 7515.0 ... 7550.0 7515.0 SI
24 SI2606 20250624 7500.0 ... 7565.0 7510.0 SI
27 LC2507 20250624 60000.0 ... 60560.0 59820.0 LC
28 LC2508 20250624 59620.0 ... 60540.0 59320.0 LC
29 LC2509 20250624 58940.0 ... 60300.0 58900.0 LC
30 LC2510 20250624 58880.0 ... 60340.0 58720.0 LC
31 LC2511 20250624 58720.0 ... 60020.0 58580.0 LC
32 LC2512 20250624 59060.0 ... 60500.0 58940.0 LC
33 LC2601 20250624 59120.0 ... 60420.0 58920.0 LC
34 LC2602 20250624 58820.0 ... 60100.0 58800.0 LC
35 LC2603 20250624 58880.0 ... 59900.0 58940.0 LC
36 LC2604 20250624 59520.0 ... 60480.0 59340.0 LC
37 LC2605 20250624 59620.0 ... 60660.0 59420.0 LC
38 LC2606 20250624 59540.0 ... 60340.0 59380.0 LC
[36 rows x 12 columns]
2025-07-01 16:25:38,057 - future_1d - INFO - ak.get_gfex_daily('2025-06-24') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250624 ... 78440 78330 CU
1 1 CU2508 20250624 ... 78270 78130 CU
2 2 CU2509 20250624 ... 78060 77920 CU
3 3 CU2510 20250624 ... 77870 77720 CU
4 4 CU2511 20250624 ... 77680 77530 CU
5 5 CU2512 20250624 ... 77450 77330 CU
6 6 CU2601 20250624 ... 77370 77160 CU
7 7 CU2602 20250624 ... 77260 77070 CU
8 8 CU2603 20250624 ... 77250 76990 CU
9 9 CU2604 20250624 ... 77170 77040 CU
10 10 CU2605 20250624 ... 77140 76950 CU
11 11 CU2606 20250624 ... 77070 76950 CU
12 12 BC2507 20250624 ... 69780 69610 BC
13 13 BC2508 20250624 ... 69640 69510 BC
14 14 BC2509 20250624 ... 69470 69330 BC
15 15 BC2510 20250624 ... 69820 69820 BC
16 16 BC2511 20250624 ... 69510 67140 BC
17 17 BC2512 20250624 ... 69160 69160 BC
18 18 BC2601 20250624 ... 68900 68900 BC
19 19 BC2602 20250624 ... 69410 67050 BC
20 20 BC2603 20250624 ... 69290 69290 BC
21 21 BC2604 20250624 ... 69760 67390 BC
22 22 BC2605 20250624 ... 68610 68610 BC
23 23 BC2606 20250624 ... 68610 68610 BC
24 24 AL2507 20250624 ... 20410 20515 AL
25 25 AL2508 20250624 ... 20330 20420 AL
26 26 AL2509 20250624 ... 20250 20310 AL
27 27 AL2510 20250624 ... 20150 20215 AL
28 28 AL2511 20250624 ... 20055 20110 AL
29 29 AL2512 20250624 ... 19970 19995 AL
30 30 AL2601 20250624 ... 19905 19950 AL
31 31 AL2602 20250624 ... 19880 19920 AL
32 32 AL2603 20250624 ... 19880 19930 AL
33 33 AL2604 20250624 ... 19890 19925 AL
34 34 AL2605 20250624 ... 19925 19930 AL
35 35 AL2606 20250624 ... 19935 19925 AL
36 36 ZN2507 20250624 ... 22080 21930 ZN
37 37 ZN2508 20250624 ... 21920 21735 ZN
38 38 ZN2509 20250624 ... 21795 21605 ZN
39 39 ZN2510 20250624 ... 21730 21520 ZN
40 40 ZN2511 20250624 ... 21635 21460 ZN
41 41 ZN2512 20250624 ... 21595 21375 ZN
42 42 ZN2601 20250624 ... 21490 21290 ZN
43 43 ZN2602 20250624 ... 21440 21200 ZN
44 44 ZN2603 20250624 ... 21360 21180 ZN
45 45 ZN2604 20250624 ... 21315 21155 ZN
46 46 ZN2605 20250624 ... 21290 21125 ZN
47 47 ZN2606 20250624 ... 21225 21125 ZN
48 48 PB2507 20250624 ... 16930 16870 PB
49 49 PB2508 20250624 ... 16940 16885 PB
50 50 PB2509 20250624 ... 16935 16895 PB
51 51 PB2510 20250624 ... 16945 16890 PB
52 52 PB2511 20250624 ... 16905 16875 PB
53 53 PB2512 20250624 ... 16900 16860 PB
54 54 PB2601 20250624 ... 16890 16890 PB
55 55 PB2602 20250624 ... 16920 16890 PB
56 56 PB2603 20250624 ... 16915 16905 PB
57 57 PB2604 20250624 ... 16930 16920 PB
58 58 PB2605 20250624 ... 16930 16915 PB
59 59 PB2606 20250624 ... 16970 16930 PB
60 60 NI2507 20250624 ... 117230 117970 NI
61 61 NI2508 20250624 ... 117360 118050 NI
62 62 NI2509 20250624 ... 117580 118280 NI
63 63 NI2510 20250624 ... 117750 118450 NI
64 64 NI2511 20250624 ... 117960 118410 NI
65 65 NI2512 20250624 ... 118110 118690 NI
66 66 NI2601 20250624 ... 118380 118920 NI
67 67 NI2602 20250624 ... 118580 119270 NI
68 68 NI2603 20250624 ... 118790 119600 NI
69 69 NI2604 20250624 ... 119200 120280 NI
70 70 NI2605 20250624 ... 119230 120430 NI
71 71 NI2606 20250624 ... 119210 119940 NI
72 72 SN2507 20250624 ... 263190 263020 SN
73 73 SN2508 20250624 ... 263140 262840 SN
74 74 SN2509 20250624 ... 262950 262580 SN
75 75 SN2510 20250624 ... 262870 262420 SN
76 76 SN2511 20250624 ... 262490 262090 SN
77 77 SN2512 20250624 ... 262530 262440 SN
78 78 SN2601 20250624 ... 262720 262120 SN
79 79 SN2602 20250624 ... 262600 262520 SN
80 80 SN2603 20250624 ... 263000 262110 SN
81 81 SN2604 20250624 ... 262830 262030 SN
82 82 SN2605 20250624 ... 262930 261780 SN
83 83 SN2606 20250624 ... 262250 260120 SN
84 84 AO2507 20250624 ... 3002 3003 AO
85 85 AO2508 20250624 ... 2947 2947 AO
86 86 AO2509 20250624 ... 2911 2907 AO
87 87 AO2510 20250624 ... 2883 2876 AO
88 88 AO2511 20250624 ... 2874 2872 AO
89 89 AO2512 20250624 ... 2867 2865 AO
90 90 AO2601 20250624 ... 2859 2852 AO
91 91 AO2602 20250624 ... 2860 2839 AO
92 92 AO2603 20250624 ... 2861 2848 AO
93 93 AO2604 20250624 ... 2852 2849 AO
94 94 AO2605 20250624 ... 2851 2844 AO
95 95 AO2606 20250624 ... 2849 2846 AO
96 96 AD2511 20250624 ... 19625 19695 AD
97 97 AD2512 20250624 ... 19515 19600 AD
98 98 AD2601 20250624 ... 19425 19500 AD
99 99 AD2602 20250624 ... 19350 19430 AD
100 100 AD2603 20250624 ... 19355 19355 AD
101 101 AD2604 20250624 ... 19295 19295 AD
102 102 AD2605 20250624 ... 19275 19305 AD
103 103 AD2606 20250624 ... 19200 19200 AD
104 104 AU2507 20250624 ... 777.58 779.84 AU
105 105 AU2508 20250624 ... 779.78 781.74 AU
106 106 AU2509 20250624 ... 780.68 783.32 AU
107 107 AU2510 20250624 ... 782.06 783.52 AU
108 108 AU2512 20250624 ... 782.32 785.22 AU
109 109 AU2602 20250624 ... 783.74 787.28 AU
110 110 AU2604 20250624 ... 784.84 789.56 AU
111 111 AU2606 20250624 ... 785.12 791.5 AU
112 112 AG2507 20250624 ... 8747 8725 AG
113 113 AG2508 20250624 ... 8765 8731 AG
114 114 AG2509 20250624 ... 8775 8743 AG
115 115 AG2510 20250624 ... 8784 8753 AG
116 116 AG2511 20250624 ... 8791 8761 AG
117 117 AG2512 20250624 ... 8800 8773 AG
118 118 AG2601 20250624 ... 8817 8787 AG
119 119 AG2602 20250624 ... 8823 8801 AG
120 120 AG2603 20250624 ... 8836 8808 AG
121 121 AG2604 20250624 ... 8850 8823 AG
122 122 AG2605 20250624 ... 8859 8835 AG
123 123 AG2606 20250624 ... 8874 8857 AG
124 124 RB2507 20250624 ... 3013 3018 RB
125 125 RB2508 20250624 ... 2960 2966 RB
126 126 RB2509 20250624 ... 2952 2964 RB
127 127 RB2510 20250624 ... 2986 2993 RB
128 128 RB2511 20250624 ... 2991 2994 RB
129 129 RB2512 20250624 ... 2994 2997 RB
130 130 RB2601 20250624 ... 2987 2987 RB
131 131 RB2602 20250624 ... 2987 2987 RB
132 132 RB2603 20250624 ... 2988 2992 RB
133 133 RB2604 20250624 ... 2998 3002 RB
134 134 RB2605 20250624 ... 2988 2988 RB
135 135 RB2606 20250624 ... 2988 2991 RB
136 136 WR2507 20250624 ... 3338 3338 WR
137 137 WR2508 20250624 ... 3359 3359 WR
138 138 WR2509 20250624 ... 3241 3241 WR
139 139 WR2510 20250624 ... 3290 3318 WR
140 140 WR2511 20250624 ... 3361 3361 WR
141 141 WR2512 20250624 ... 3316 3316 WR
142 142 WR2601 20250624 ... 3339 3324 WR
143 143 WR2602 20250624 ... 3396 3396 WR
144 144 WR2603 20250624 ... 3387 3387 WR
145 145 WR2604 20250624 ... 3392 3392 WR
146 146 WR2605 20250624 ... 3369 3369 WR
147 147 WR2606 20250624 ... 3379 3364 WR
148 148 HC2507 20250624 ... 3132 3143 HC
149 149 HC2508 20250624 ... 3133 3143 HC
150 150 HC2509 20250624 ... 3118 3128 HC
151 151 HC2510 20250624 ... 3106 3115 HC
152 152 HC2511 20250624 ... 3107 3112 HC
153 153 HC2512 20250624 ... 3115 3118 HC
154 154 HC2601 20250624 ... 3105 3111 HC
155 155 HC2602 20250624 ... 3110 3125 HC
156 156 HC2603 20250624 ... 3110 3122 HC
157 157 HC2604 20250624 ... 3119 3118 HC
158 158 HC2605 20250624 ... 3100 3105 HC
159 159 HC2606 20250624 ... 3112 3112 HC
160 160 SS2507 20250624 ... 12335 12440 SS
161 161 SS2508 20250624 ... 12385 12475 SS
162 162 SS2509 20250624 ... 12330 12425 SS
163 163 SS2510 20250624 ... 12275 12375 SS
164 164 SS2511 20250624 ... 12295 12380 SS
165 165 SS2512 20250624 ... 12305 12375 SS
166 166 SS2601 20250624 ... 12350 12445 SS
167 167 SS2602 20250624 ... 12425 12490 SS
168 168 SS2603 20250624 ... 12440 12490 SS
169 169 SS2604 20250624 ... 12485 12535 SS
170 170 SS2605 20250624 ... 12525 12565 SS
171 171 SS2606 20250624 ... 12565 12570 SS
172 172 SC2507 20250624 ... 566.8 570.4 SC
173 173 SC2508 20250624 ... 553.6 569.9 SC
174 174 SC2509 20250624 ... 532.1 558.3 SC
175 175 SC2510 20250624 ... 520.2 547.1 SC
176 176 SC2511 20250624 ... 507.8 539.7 SC
177 177 SC2512 20250624 ... 500.4 533.5 SC
178 178 SC2601 20250624 ... 496.8 528.1 SC
179 179 SC2602 20250624 ... 489 524.2 SC
180 180 SC2603 20250624 ... 483.7 517.1 SC
181 181 SC2604 20250624 ... 484.6 514 SC
182 182 SC2605 20250624 ... 479.1 507.2 SC
183 183 SC2606 20250624 ... 482 509.8 SC
184 184 SC2609 20250624 ... 481.8 511.1 SC
185 185 SC2612 20250624 ... 480.4 502.5 SC
186 186 SC2703 20250624 ... 470 493 SC
187 187 SC2706 20250624 ... 485 496 SC
188 188 SC2709 20250624 ... 499.3 505 SC
189 189 SC2712 20250624 ... 470.7 501.8 SC
190 190 SC2803 20250624 ... 469.6 498.6 SC
191 191 SC2806 20250624 ... 477.4 495.6 SC
192 192 LU2507 20250624 ... 4198 3964 LU
193 193 LU2508 20250624 ... 3825 3990 LU
194 194 LU2509 20250624 ... 3756 3936 LU
195 195 LU2510 20250624 ... 3724 3885 LU
196 196 LU2511 20250624 ... 3639 3827 LU
197 197 LU2512 20250624 ... 3560 3800 LU
198 198 LU2601 20250624 ... 3549 3782 LU
199 199 LU2602 20250624 ... 3563 3739 LU
200 200 LU2603 20250624 ... 3482 3729 LU
201 201 LU2604 20250624 ... 3445 3727 LU
202 202 LU2605 20250624 ... 3439 3701 LU
203 203 LU2606 20250624 ... 3423 3696 LU
204 204 FU2507 20250624 ... 3234 3357 FU
205 205 FU2508 20250624 ... 3225 3394 FU
206 206 FU2509 20250624 ... 3206 3369 FU
207 207 FU2510 20250624 ... 3155 3307 FU
208 208 FU2511 20250624 ... 3100 3253 FU
209 209 FU2512 20250624 ... 3019 3214 FU
210 210 FU2601 20250624 ... 2973 3163 FU
211 211 FU2602 20250624 ... 2940 3139 FU
212 212 FU2603 20250624 ... 2925 3113 FU
213 213 FU2604 20250624 ... 2904 3109 FU
214 214 FU2605 20250624 ... 2919 3090 FU
215 215 FU2606 20250624 ... 2890 3064 FU
216 216 BU2507 20250624 ... 3655 3784 BU
217 217 BU2508 20250624 ... 3647 3785 BU
218 218 BU2509 20250624 ... 3643 3769 BU
219 219 BU2510 20250624 ... 3610 3731 BU
220 220 BU2511 20250624 ... 3549 3677 BU
221 221 BU2512 20250624 ... 3459 3609 BU
222 222 BU2601 20250624 ... 3422 3567 BU
223 223 BU2602 20250624 ... 3389 3534 BU
224 224 BU2603 20250624 ... 3346 3513 BU
225 225 BU2604 20250624 ... 3330 3495 BU
226 226 BU2605 20250624 ... 3310 3464 BU
227 227 BU2606 20250624 ... 3311 3458 BU
228 228 BU2609 20250624 ... 3330 3485 BU
229 229 BU2612 20250624 ... 3300 3416 BU
230 230 BU2703 20250624 ... 3322 3426 BU
231 231 BU2706 20250624 ... 3345 3446 BU
232 232 BR2507 20250624 ... 11330 11585 BR
233 233 BR2508 20250624 ... 11190 11465 BR
234 234 BR2509 20250624 ... 11105 11375 BR
235 235 BR2510 20250624 ... 11060 11315 BR
236 236 BR2511 20250624 ... 11015 11310 BR
237 237 BR2512 20250624 ... 11025 11270 BR
238 238 BR2601 20250624 ... 10985 11240 BR
239 239 BR2602 20250624 ... 10975 11225 BR
240 240 BR2603 20250624 ... 10955 11280 BR
241 241 BR2604 20250624 ... 10980 11230 BR
242 242 BR2605 20250624 ... 10945 11185 BR
243 243 BR2606 20250624 ... 10850 11155 BR
244 244 RU2507 20250624 ... 13720 13860 RU
245 245 RU2508 20250624 ... 13735 13855 RU
246 246 RU2509 20250624 ... 13775 13885 RU
247 247 RU2510 20250624 ... 13760 13940 RU
248 248 RU2511 20250624 ... 13780 13900 RU
249 249 RU2601 20250624 ... 14630 14735 RU
250 250 RU2603 20250624 ... 14615 14655 RU
251 251 RU2604 20250624 ... 14565 14835 RU
252 252 RU2605 20250624 ... 14645 14775 RU
253 253 RU2606 20250624 ... 14915 14945 RU
254 254 NR2507 20250624 ... 11900 12005 NR
255 255 NR2508 20250624 ... 11890 11960 NR
256 256 NR2509 20250624 ... 11885 11940 NR
257 257 NR2510 20250624 ... 11865 11925 NR
258 258 NR2511 20250624 ... 11890 11925 NR
259 259 NR2512 20250624 ... 11965 11940 NR
260 260 NR2601 20250624 ... 11920 11955 NR
261 261 NR2602 20250624 ... 11910 11900 NR
262 262 NR2603 20250624 ... 11970 12180 NR
263 263 NR2604 20250624 ... 12070 12070 NR
264 264 NR2605 20250624 ... 11960 12110 NR
265 265 NR2606 20250624 ... 12195 12195 NR
266 266 SP2507 20250624 ... 5166 5300 SP
267 267 SP2508 20250624 ... 5170 5320 SP
268 268 SP2509 20250624 ... 5174 5328 SP
269 269 SP2510 20250624 ... 5172 5316 SP
270 270 SP2511 20250624 ... 5164 5290 SP
271 271 SP2512 20250624 ... 5160 5282 SP
272 272 SP2601 20250624 ... 5388 5466 SP
273 273 SP2602 20250624 ... 5358 5418 SP
274 274 SP2603 20250624 ... 5338 5382 SP
275 275 SP2604 20250624 ... 5336 5376 SP
276 276 SP2605 20250624 ... 5320 5372 SP
277 277 SP2606 20250624 ... 5334 5374 SP
278 278 EC2506 20250624 ... 1889.3 1885.1 EC
279 279 EC2508 20250624 ... 1795.3 1905.3 EC
280 280 EC2510 20250624 ... 1323.4 1380.9 EC
281 281 EC2512 20250624 ... 1484.4 1536.6 EC
282 282 EC2602 20250624 ... 1327.1 1384.3 EC
283 283 EC2604 20250624 ... 1174 1209.8 EC
284 285 SC_TAS2508 20250624 ... SC_TAS
285 286 SC_TAS2509 20250624 ... SC_TAS
286 287 SC_TAS2510 20250624 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:25:38,175 - future_1d - INFO - ak.get_shfe_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 IC2507 20250624 5638.200 ... 5719.800 5630.600 IC
1 IC2508 20250624 5590.200 ... 5671.800 5578.000 IC
2 IC2509 20250624 5537.400 ... 5626.200 5530.000 IC
3 IC2512 20250624 5416.200 ... 5507.200 5411.400 IC
4 IF2507 20250624 3829.600 ... 3870.000 3826.000 IF
5 IF2508 20250624 3816.000 ... 3856.000 3811.200 IF
6 IF2509 20250624 3804.600 ... 3848.600 3799.800 IF
7 IF2512 20250624 3776.000 ... 3816.600 3771.000 IF
8 IH2507 20250624 2655.200 ... 2682.000 2655.200 IH
9 IH2508 20250624 2655.400 ... 2679.600 2653.000 IH
10 IH2509 20250624 2654.000 ... 2680.000 2655.000 IH
11 IH2512 20250624 2657.000 ... 2680.000 2653.400 IH
12 IM2507 20250624 6021.000 ... 6128.000 6005.200 IM
13 IM2508 20250624 5939.800 ... 6059.800 5930.800 IM
14 IM2509 20250624 5869.000 ... 5988.600 5856.200 IM
15 IM2512 20250624 5689.800 ... 5811.200 5682.400 IM
16 T2509 20250624 109.150 ... 109.035 109.140 T
17 T2512 20250624 109.160 ... 109.060 109.155 T
18 T2603 20250624 109.080 ... 109.025 109.085 T
19 TF2509 20250624 106.275 ... 106.190 106.255 TF
20 TF2512 20250624 106.335 ... 106.260 106.325 TF
21 TF2603 20250624 106.350 ... 106.300 106.350 TF
22 TL2509 20250624 121.230 ... 120.940 121.260 TL
23 TL2512 20250624 121.050 ... 120.810 121.120 TL
24 TL2603 20250624 120.870 ... 120.620 120.920 TL
25 TS2509 20250624 102.510 ... 102.500 102.526 TS
26 TS2512 20250624 102.680 ... 102.644 102.676 TS
27 TS2603 20250624 102.732 ... 102.732 102.766 TS
[28 rows x 12 columns]
2025-07-01 16:25:38,504 - future_1d - INFO - ak.get_cffex_daily('2025-06-24') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250624 7650.0 7719.0 ... 403382.59 7683.0 7632.0 AP
1 AP511 20250624 7519.0 7560.0 ... 2417.21 7530.0 7485.0 AP
2 AP512 20250624 7560.0 7570.0 ... 158.75 7559.0 7510.0 AP
3 AP601 20250624 7564.0 7613.0 ... 14689.82 7580.0 7534.0 AP
4 AP603 20250624 7610.0 7610.0 ... 129.31 7606.0 7554.0 AP
5 AP604 20250624 7653.0 7662.0 ... 38.30 7660.0 7635.0 AP
6 AP605 20250624 7731.0 7732.0 ... 177.35 7711.0 7680.0 AP
7 CF507 20250624 13215.0 13405.0 ... 24504.88 13280.0 13250.0 CF
8 CF509 20250624 13460.0 13640.0 ... 1657149.63 13535.0 13480.0 CF
9 CF511 20250624 13460.0 13565.0 ... 135480.18 13475.0 13470.0 CF
10 CF601 20250624 13475.0 13620.0 ... 358214.80 13545.0 13510.0 CF
11 CF603 20250624 13460.0 13570.0 ... 1552.74 13500.0 13465.0 CF
12 CF605 20250624 13470.0 13585.0 ... 4577.39 13505.0 13490.0 CF
13 CJ507 20250624 9325.0 9430.0 ... 694.80 9325.0 9295.0 CJ
14 CJ509 20250624 9395.0 9605.0 ... 859131.83 9485.0 9445.0 CJ
15 CJ512 20250624 10295.0 10465.0 ... 14522.59 10315.0 10295.0 CJ
16 CJ601 20250624 10335.0 10545.0 ... 440423.46 10395.0 10370.0 CJ
17 CJ603 20250624 10400.0 10590.0 ... 6219.29 10460.0 10410.0 CJ
18 CJ605 20250624 10600.0 10780.0 ... 22319.58 10665.0 10595.0 CJ
19 CY507 20250624 19690.0 19820.0 ... 2584.54 19730.0 19735.0 CY
20 CY508 20250624 0.0 0.0 ... 0.00 19435.0 19425.0 CY
21 CY509 20250624 19700.0 19935.0 ... 77208.01 19780.0 19730.0 CY
22 CY510 20250624 0.0 0.0 ... 0.00 19410.0 19360.0 CY
23 CY511 20250624 0.0 0.0 ... 0.00 19730.0 19705.0 CY
24 CY512 20250624 0.0 0.0 ... 0.00 19635.0 19635.0 CY
25 CY601 20250624 19820.0 19870.0 ... 39.69 19845.0 19765.0 CY
26 CY602 20250624 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250624 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250624 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250624 0.0 0.0 ... 0.00 19870.0 19735.0 CY
30 CY606 20250624 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250624 957.0 968.0 ... 10567.47 963.0 959.0 FG
32 FG508 20250624 1018.0 1036.0 ... 36488.82 1026.0 1017.0 FG
33 FG509 20250624 1004.0 1025.0 ... 3965022.01 1014.0 1004.0 FG
34 FG510 20250624 1034.0 1046.0 ... 24286.10 1038.0 1031.0 FG
35 FG511 20250624 1021.0 1035.0 ... 33728.24 1027.0 1018.0 FG
36 FG512 20250624 1075.0 1088.0 ... 1146.14 1081.0 1073.0 FG
37 FG601 20250624 1061.0 1075.0 ... 219217.89 1067.0 1061.0 FG
38 FG602 20250624 1095.0 1105.0 ... 202.45 1100.0 1095.0 FG
39 FG603 20250624 1088.0 1100.0 ... 312.78 1094.0 1088.0 FG
40 FG604 20250624 1116.0 1125.0 ... 340.46 1120.0 1115.0 FG
41 FG605 20250624 1102.0 1114.0 ... 3214.41 1106.0 1101.0 FG
42 FG606 20250624 1119.0 1126.0 ... 80.75 1122.0 1116.0 FG
43 JR507 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250624 2526.0 2526.0 ... 3704.82 2421.0 2546.0 MA
54 MA508 20250624 2524.0 2524.0 ... 121624.91 2423.0 2540.0 MA
55 MA509 20250624 2488.0 2495.0 ... 6980720.44 2414.0 2512.0 MA
56 MA510 20250624 2489.0 2490.0 ... 63349.35 2420.0 2499.0 MA
57 MA511 20250624 2484.0 2488.0 ... 91260.11 2421.0 2497.0 MA
58 MA512 20250624 2487.0 2493.0 ... 1238.65 2429.0 2511.0 MA
59 MA601 20250624 2480.0 2491.0 ... 587241.56 2428.0 2499.0 MA
60 MA602 20250624 2461.0 2461.0 ... 148.26 2391.0 2478.0 MA
61 MA603 20250624 2459.0 2459.0 ... 268.05 2393.0 2479.0 MA
62 MA604 20250624 2430.0 2434.0 ... 149.03 2366.0 2452.0 MA
63 MA605 20250624 2403.0 2407.0 ... 10842.52 2357.0 2412.0 MA
64 MA606 20250624 2408.0 2410.0 ... 132.63 2368.0 2437.0 MA
65 OI507 20250624 9767.0 9768.0 ... 10874.58 9684.0 9778.0 OI
66 OI509 20250624 9718.0 9718.0 ... 3972048.18 9607.0 9721.0 OI
67 OI511 20250624 9685.0 9686.0 ... 128257.84 9574.0 9686.0 OI
68 OI601 20250624 9633.0 9633.0 ... 434054.25 9515.0 9623.0 OI
69 OI603 20250624 9565.0 9570.0 ... 4020.55 9460.0 9555.0 OI
70 OI605 20250624 9439.0 9439.0 ... 1465.83 9336.0 9422.0 OI
71 PF507 20250624 6890.0 6904.0 ... 12402.08 6732.0 6906.0 PF
72 PF508 20250624 6800.0 6818.0 ... 692708.30 6672.0 6808.0 PF
73 PF509 20250624 6700.0 6716.0 ... 354589.12 6536.0 6700.0 PF
74 PF510 20250624 6694.0 6716.0 ... 96232.20 6530.0 6700.0 PF
75 PF511 20250624 6644.0 6664.0 ... 60110.49 6480.0 6646.0 PF
76 PF512 20250624 6614.0 6620.0 ... 1653.23 6434.0 6612.0 PF
77 PF601 20250624 6616.0 6616.0 ... 1762.14 6456.0 6624.0 PF
78 PF602 20250624 6392.0 6460.0 ... 25.72 6430.0 6588.0 PF
79 PF603 20250624 6440.0 6462.0 ... 51.37 6422.0 6624.0 PF
80 PF604 20250624 6604.0 6604.0 ... 44.96 6424.0 6614.0 PF
81 PF605 20250624 6606.0 6606.0 ... 188.92 6404.0 6550.0 PF
82 PF606 20250624 0.0 0.0 ... 0.00 6416.0 6494.0 PF
83 PK510 20250624 8202.0 8238.0 ... 164157.98 8218.0 8224.0 PK
84 PK511 20250624 7992.0 8028.0 ... 46420.87 8004.0 8022.0 PK
85 PK512 20250624 7982.0 8016.0 ... 769.67 7976.0 8010.0 PK
86 PK601 20250624 8006.0 8044.0 ... 4997.93 8004.0 8022.0 PK
87 PK603 20250624 8036.0 8054.0 ... 280.44 8014.0 8040.0 PK
88 PK604 20250624 8028.0 8046.0 ... 452.31 8006.0 8052.0 PK
89 PK605 20250624 8040.0 8060.0 ... 925.41 8012.0 8066.0 PK
90 PM507 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250624 6274.0 6280.0 ... 22914.38 6126.0 6274.0 PR
97 PR508 20250624 6240.0 6260.0 ... 184395.76 6108.0 6242.0 PR
98 PR509 20250624 6186.0 6198.0 ... 779684.19 6038.0 6186.0 PR
99 PR510 20250624 6146.0 6162.0 ... 143941.37 6046.0 6158.0 PR
100 PR511 20250624 6050.0 6064.0 ... 566.20 5898.0 6072.0 PR
101 PR512 20250624 6024.0 6024.0 ... 237.45 5864.0 6032.0 PR
102 PR601 20250624 6004.0 6034.0 ... 485.38 5884.0 6016.0 PR
103 PR602 20250624 6022.0 6042.0 ... 18.10 6032.0 6014.0 PR
104 PR603 20250624 6044.0 6044.0 ... 44.68 5958.0 6012.0 PR
105 PR604 20250624 6038.0 6038.0 ... 17.86 5954.0 6004.0 PR
106 PR605 20250624 6022.0 6022.0 ... 61.82 5888.0 6002.0 PR
107 PR606 20250624 0.0 0.0 ... 0.00 5928.0 5962.0 PR
108 PX507 20250624 7328.0 7342.0 ... 2499.02 7100.0 7294.0 PX
109 PX508 20250624 7262.0 7262.0 ... 63991.35 6960.0 7214.0 PX
110 PX509 20250624 7080.0 7124.0 ... 1548727.38 6868.0 7084.0 PX
111 PX510 20250624 6980.0 7008.0 ... 74731.95 6774.0 6968.0 PX
112 PX511 20250624 6916.0 6946.0 ... 158294.64 6720.0 6904.0 PX
113 PX512 20250624 0.0 0.0 ... 0.00 6572.0 6916.0 PX
114 PX601 20250624 6844.0 6858.0 ... 55497.38 6622.0 6832.0 PX
115 PX602 20250624 6556.0 6556.0 ... 13.05 6524.0 6842.0 PX
116 PX603 20250624 6834.0 6834.0 ... 16.73 6690.0 6816.0 PX
117 PX604 20250624 6476.0 6546.0 ... 19.48 6494.0 6818.0 PX
118 PX605 20250624 6794.0 6794.0 ... 312.00 6500.0 6784.0 PX
119 PX606 20250624 6482.0 6482.0 ... 3.24 6482.0 6768.0 PX
120 RI507 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250624 2560.0 2560.0 ... 21466.16 2548.0 2567.0 RM
127 RM508 20250624 2654.0 2675.0 ... 8201.69 2659.0 2666.0 RM
128 RM509 20250624 2650.0 2669.0 ... 624069.93 2653.0 2662.0 RM
129 RM511 20250624 2487.0 2487.0 ... 27594.20 2469.0 2495.0 RM
130 RM601 20250624 2375.0 2381.0 ... 125598.77 2369.0 2385.0 RM
131 RM603 20250624 2357.0 2360.0 ... 8466.88 2352.0 2361.0 RM
132 RM605 20250624 2382.0 2382.0 ... 4509.22 2377.0 2384.0 RM
133 RS507 20250624 5023.0 5224.0 ... 238.24 5069.0 5127.0 RS
134 RS508 20250624 0.0 0.0 ... 0.00 5253.0 5325.0 RS
135 RS509 20250624 5175.0 5235.0 ... 124.60 5192.0 5340.0 RS
136 RS511 20250624 0.0 0.0 ... 0.00 5329.0 5338.0 RS
137 SA507 20250624 1162.0 1162.0 ... 3612.52 1154.0 1159.0 SA
138 SA508 20250624 1175.0 1181.0 ... 8705.00 1168.0 1174.0 SA
139 SA509 20250624 1169.0 1177.0 ... 3507793.21 1165.0 1168.0 SA
140 SA510 20250624 1184.0 1191.0 ... 5246.27 1180.0 1182.0 SA
141 SA511 20250624 1177.0 1185.0 ... 5645.06 1175.0 1176.0 SA
142 SA512 20250624 1185.0 1192.0 ... 1975.04 1183.0 1183.0 SA
143 SA601 20250624 1160.0 1167.0 ... 491690.54 1157.0 1158.0 SA
144 SA602 20250624 1183.0 1192.0 ... 1529.71 1182.0 1183.0 SA
145 SA603 20250624 1182.0 1191.0 ... 1759.49 1181.0 1183.0 SA
146 SA604 20250624 1210.0 1217.0 ... 718.70 1206.0 1210.0 SA
147 SA605 20250624 1207.0 1210.0 ... 10763.06 1201.0 1203.0 SA
148 SA606 20250624 1219.0 1224.0 ... 246.98 1211.0 1219.0 SA
149 SF507 20250624 5486.0 5508.0 ... 13911.57 5484.0 5496.0 SF
150 SF508 20250624 5320.0 5342.0 ... 33316.02 5306.0 5344.0 SF
151 SF509 20250624 5290.0 5308.0 ... 398780.84 5276.0 5316.0 SF
152 SF510 20250624 5200.0 5218.0 ... 64909.36 5184.0 5230.0 SF
153 SF511 20250624 5324.0 5330.0 ... 108195.23 5296.0 5346.0 SF
154 SF512 20250624 5244.0 5274.0 ... 28.88 5252.0 5310.0 SF
155 SF601 20250624 5260.0 5268.0 ... 6427.26 5228.0 5282.0 SF
156 SF602 20250624 5216.0 5216.0 ... 480.15 5164.0 5212.0 SF
157 SF603 20250624 5312.0 5324.0 ... 5.32 5318.0 5322.0 SF
158 SF604 20250624 0.0 0.0 ... 0.00 5312.0 5316.0 SF
159 SF605 20250624 5306.0 5306.0 ... 102.68 5266.0 5308.0 SF
160 SF606 20250624 5246.0 5248.0 ... 49.47 5208.0 5252.0 SF
161 SH507 20250624 2355.0 2370.0 ... 13534.38 2351.0 2354.0 SH
162 SH508 20250624 2267.0 2281.0 ... 169475.84 2267.0 2256.0 SH
163 SH509 20250624 2270.0 2294.0 ... 2878368.17 2277.0 2262.0 SH
164 SH510 20250624 2294.0 2325.0 ... 210446.03 2306.0 2289.0 SH
165 SH511 20250624 2287.0 2314.0 ... 153849.74 2296.0 2282.0 SH
166 SH512 20250624 2294.0 2315.0 ... 2331.56 2306.0 2292.0 SH
167 SH601 20250624 2265.0 2282.0 ... 43051.59 2272.0 2262.0 SH
168 SH602 20250624 2287.0 2300.0 ... 192.47 2291.0 2279.0 SH
169 SH603 20250624 2290.0 2306.0 ... 199.97 2299.0 2287.0 SH
170 SH604 20250624 2340.0 2348.0 ... 77.27 2342.0 2329.0 SH
171 SH605 20250624 2323.0 2347.0 ... 1066.56 2339.0 2329.0 SH
172 SH606 20250624 2350.0 2374.0 ... 63.80 2363.0 2355.0 SH
173 SM507 20250624 5562.0 5604.0 ... 4734.92 5562.0 5602.0 SM
174 SM508 20250624 5600.0 5614.0 ... 77171.61 5550.0 5610.0 SM
175 SM509 20250624 5590.0 5620.0 ... 1012493.82 5554.0 5618.0 SM
176 SM510 20250624 5564.0 5594.0 ... 40929.78 5530.0 5594.0 SM
177 SM511 20250624 5662.0 5668.0 ... 72006.20 5612.0 5666.0 SM
178 SM512 20250624 5634.0 5652.0 ... 22.56 5640.0 5666.0 SM
179 SM601 20250624 5632.0 5652.0 ... 40061.22 5592.0 5650.0 SM
180 SM602 20250624 5628.0 5638.0 ... 44.88 5610.0 5672.0 SM
181 SM603 20250624 0.0 0.0 ... 0.00 5638.0 5678.0 SM
182 SM604 20250624 5598.0 5652.0 ... 8.44 5630.0 5672.0 SM
183 SM605 20250624 5648.0 5662.0 ... 409.77 5614.0 5668.0 SM
184 SM606 20250624 5652.0 5652.0 ... 2.83 5652.0 5688.0 SM
185 SR507 20250624 5750.0 5756.0 ... 10425.70 5738.0 5750.0 SR
186 SR509 20250624 5724.0 5736.0 ... 982588.24 5717.0 5726.0 SR
187 SR511 20250624 5628.0 5631.0 ... 126131.89 5611.0 5625.0 SR
188 SR601 20250624 5575.0 5587.0 ... 104377.23 5566.0 5582.0 SR
189 SR603 20250624 5551.0 5560.0 ... 1279.79 5540.0 5558.0 SR
190 SR605 20250624 5531.0 5537.0 ... 6926.22 5519.0 5538.0 SR
191 TA507 20250624 5212.0 5234.0 ... 20791.05 5060.0 5224.0 TA
192 TA508 20250624 5112.0 5134.0 ... 179043.44 4948.0 5112.0 TA
193 TA509 20250624 4982.0 5012.0 ... 4759586.54 4834.0 4984.0 TA
194 TA510 20250624 4892.0 4906.0 ... 89463.59 4762.0 4884.0 TA
195 TA511 20250624 4848.0 4866.0 ... 67558.00 4736.0 4844.0 TA
196 TA512 20250624 4794.0 4802.0 ... 148.09 4628.0 4806.0 TA
197 TA601 20250624 4796.0 4814.0 ... 616440.95 4632.0 4798.0 TA
198 TA602 20250624 4728.0 4728.0 ... 121.97 4604.0 4796.0 TA
199 TA603 20250624 4800.0 4800.0 ... 152.57 4624.0 4794.0 TA
200 TA604 20250624 4780.0 4784.0 ... 83.08 4616.0 4802.0 TA
201 TA605 20250624 4806.0 4820.0 ... 2982.52 4624.0 4808.0 TA
202 TA606 20250624 4798.0 4798.0 ... 67.15 4632.0 4834.0 TA
203 UR507 20250624 1708.0 1753.0 ... 1341.49 1715.0 1723.0 UR
204 UR508 20250624 1691.0 1735.0 ... 1306.26 1705.0 1723.0 UR
205 UR509 20250624 1679.0 1726.0 ... 1493083.96 1698.0 1714.0 UR
206 UR510 20250624 1690.0 1712.0 ... 1332.33 1686.0 1702.0 UR
207 UR511 20250624 1686.0 1717.0 ... 230.51 1695.0 1717.0 UR
208 UR512 20250624 1682.0 1705.0 ... 47.36 1692.0 1712.0 UR
209 UR601 20250624 1663.0 1697.0 ... 138145.59 1673.0 1686.0 UR
210 UR602 20250624 1668.0 1693.0 ... 1518.09 1672.0 1682.0 UR
211 UR603 20250624 1694.0 1717.0 ... 590.60 1707.0 1715.0 UR
212 UR604 20250624 1692.0 1709.0 ... 666.11 1699.0 1715.0 UR
213 UR605 20250624 1691.0 1700.0 ... 6581.16 1693.0 1707.0 UR
214 UR606 20250624 1688.0 1693.0 ... 134.80 1685.0 1700.0 UR
215 WH507 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:25:38,797 - future_1d - INFO - ak.get_czce_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 a2507 20250624 4240.00 ... 4235.00 4248.00 A
1 a2509 20250624 4236.00 ... 4235.00 4256.00 A
2 a2511 20250624 4162.00 ... 4148.00 4171.00 A
3 a2601 20250624 4149.00 ... 4133.00 4154.00 A
4 a2603 20250624 4130.00 ... 4113.00 4136.00 A
5 a2605 20250624 4164.00 ... 4145.00 4175.00 A
6 b2507 20250624 3605.00 ... 3580.00 3625.00 B
7 b2508 20250624 3677.00 ... 3643.00 3681.00 B
8 b2509 20250624 3708.00 ... 3686.00 3729.00 B
9 b2510 20250624 3769.00 ... 3730.00 3772.00 B
10 b2511 20250624 3748.00 ... 3725.00 3765.00 B
11 b2512 20250624 3754.00 ... 3726.00 3769.00 B
12 b2601 20250624 3738.00 ... 3715.00 3748.00 B
13 b2602 20250624 3683.00 ... 3660.00 3685.00 B
14 b2603 20250624 3572.00 ... 3559.00 3589.00 B
15 b2604 20250624 3476.00 ... 3466.00 3487.00 B
16 b2605 20250624 3415.00 ... 3409.00 3423.00 B
17 b2606 20250624 3419.00 ... 3411.00 3420.00 B
18 bb2509 20250624 154.35 ... 154.45 155.70 BB
19 bb2511 20250624 151.85 ... 151.50 152.40 BB
20 bb2601 20250624 0.00 ... 168.65 169.65 BB
21 bb2603 20250624 0.00 ... 168.75 169.75 BB
22 bb2605 20250624 0.00 ... 168.75 169.75 BB
23 c2507 20250624 2372.00 ... 2360.00 2376.00 C
24 c2509 20250624 2407.00 ... 2393.00 2412.00 C
25 c2511 20250624 2334.00 ... 2325.00 2336.00 C
26 c2601 20250624 2290.00 ... 2282.00 2291.00 C
27 c2603 20250624 2287.00 ... 2278.00 2286.00 C
28 c2605 20250624 2318.00 ... 2312.00 2317.00 C
29 cs2507 20250624 2696.00 ... 2677.00 2700.00 CS
30 cs2509 20250624 2784.00 ... 2761.00 2788.00 CS
31 cs2511 20250624 2714.00 ... 2692.00 2716.00 CS
32 cs2601 20250624 2699.00 ... 2684.00 2698.00 CS
33 cs2603 20250624 2677.00 ... 2665.00 2679.00 CS
34 cs2605 20250624 2703.00 ... 2697.00 2713.00 CS
35 eb2506 20250624 7575.00 ... 7411.00 7820.00 EB
36 eb2507 20250624 7626.00 ... 7477.00 7708.00 EB
37 eb2508 20250624 7545.00 ... 7339.00 7595.00 EB
38 eb2509 20250624 7476.00 ... 7256.00 7522.00 EB
39 eb2510 20250624 7399.00 ... 7181.00 7447.00 EB
40 eb2511 20250624 7332.00 ... 7110.00 7370.00 EB
41 eb2512 20250624 7291.00 ... 7081.00 7343.00 EB
42 eb2601 20250624 7318.00 ... 7041.00 7312.00 EB
43 eb2602 20250624 7254.00 ... 7026.00 7323.00 EB
44 eb2603 20250624 7219.00 ... 7020.00 7313.00 EB
45 eb2604 20250624 7238.00 ... 7077.00 7282.00 EB
46 eb2605 20250624 7240.00 ... 7071.00 7295.00 EB
47 eg2506 20250624 4288.00 ... 4288.00 4255.00 EG
48 eg2507 20250624 4451.00 ... 4332.00 4458.00 EG
49 eg2508 20250624 4473.00 ... 4377.00 4496.00 EG
50 eg2509 20250624 4479.00 ... 4375.00 4504.00 EG
51 eg2510 20250624 4468.00 ... 4343.00 4498.00 EG
52 eg2511 20250624 4449.00 ... 4326.00 4514.00 EG
53 eg2512 20250624 4321.00 ... 4330.00 4480.00 EG
54 eg2601 20250624 4473.00 ... 4377.00 4485.00 EG
55 eg2602 20250624 4445.00 ... 4357.00 4493.00 EG
56 eg2603 20250624 4352.00 ... 4371.00 4476.00 EG
57 eg2604 20250624 4454.00 ... 4353.00 4452.00 EG
58 eg2605 20250624 4458.00 ... 4387.00 4508.00 EG
59 fb2507 20250624 1339.50 ... 1339.50 1331.50 FB
60 fb2508 20250624 1306.00 ... 1305.50 1307.00 FB
61 fb2509 20250624 1301.50 ... 1298.50 1299.50 FB
62 fb2510 20250624 1328.50 ... 1324.00 1326.00 FB
63 fb2511 20250624 1323.50 ... 1320.50 1325.00 FB
64 fb2512 20250624 1321.00 ... 1320.00 1322.50 FB
65 fb2601 20250624 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250624 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250624 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250624 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250624 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250624 0.00 ... 1292.50 1292.50 FB
71 i2507 20250624 726.00 ... 727.00 727.00 I
72 i2508 20250624 716.00 ... 715.00 715.50 I
73 i2509 20250624 705.50 ... 705.50 706.00 I
74 i2510 20250624 699.00 ... 699.00 699.00 I
75 i2511 20250624 692.50 ... 692.00 691.50 I
76 i2512 20250624 685.50 ... 686.50 685.50 I
77 i2601 20250624 679.00 ... 678.00 677.00 I
78 i2602 20250624 674.00 ... 675.00 674.00 I
79 i2603 20250624 671.50 ... 672.00 670.50 I
80 i2604 20250624 667.50 ... 668.50 666.50 I
81 i2605 20250624 661.00 ... 661.00 659.00 I
82 i2606 20250624 655.00 ... 655.00 653.50 I
83 j2507 20250624 1288.00 ... 1315.50 1328.50 J
84 j2508 20250624 1355.00 ... 1344.50 1353.50 J
85 j2509 20250624 1385.00 ... 1367.50 1379.50 J
86 j2510 20250624 1400.50 ... 1384.50 1401.50 J
87 j2511 20250624 1413.50 ... 1403.00 1412.50 J
88 j2512 20250624 1424.50 ... 1412.50 1411.00 J
89 j2601 20250624 1415.50 ... 1411.00 1412.00 J
90 j2602 20250624 0.00 ... 1425.00 1425.00 J
91 j2603 20250624 0.00 ... 1422.50 1422.50 J
92 j2604 20250624 0.00 ... 1410.00 1410.00 J
93 j2605 20250624 1450.00 ... 1441.50 1439.00 J
94 j2606 20250624 1432.00 ... 1432.00 1442.00 J
95 jd2506 20250624 0.00 ... 2694.00 2694.00 JD
96 jd2507 20250624 2837.00 ... 2833.00 2881.00 JD
97 jd2508 20250624 3543.00 ... 3555.00 3579.00 JD
98 jd2509 20250624 3622.00 ... 3636.00 3637.00 JD
99 jd2510 20250624 3360.00 ... 3365.00 3370.00 JD
100 jd2511 20250624 3408.00 ... 3421.00 3418.00 JD
101 jd2512 20250624 3560.00 ... 3564.00 3553.00 JD
102 jd2601 20250624 3601.00 ... 3606.00 3598.00 JD
103 jd2602 20250624 3175.00 ... 3180.00 3175.00 JD
104 jd2603 20250624 3185.00 ... 3188.00 3189.00 JD
105 jd2604 20250624 3323.00 ... 3318.00 3318.00 JD
106 jd2605 20250624 3391.00 ... 3397.00 3392.00 JD
107 jm2507 20250624 782.50 ... 765.00 772.50 JM
108 jm2508 20250624 785.50 ... 779.50 784.00 JM
109 jm2509 20250624 806.50 ... 798.50 799.50 JM
110 jm2510 20250624 817.00 ... 812.50 810.50 JM
111 jm2511 20250624 830.50 ... 824.50 821.50 JM
112 jm2512 20250624 839.50 ... 834.50 827.50 JM
113 jm2601 20250624 843.50 ... 839.00 830.50 JM
114 jm2602 20250624 855.50 ... 849.50 842.00 JM
115 jm2603 20250624 856.50 ... 857.00 849.00 JM
116 jm2604 20250624 858.50 ... 857.00 850.50 JM
117 jm2605 20250624 866.00 ... 860.00 853.50 JM
118 jm2606 20250624 883.50 ... 871.00 867.50 JM
119 l2507 20250624 7425.00 ... 7306.00 7455.00 L
120 l2508 20250624 7424.00 ... 7311.00 7424.00 L
121 l2509 20250624 7421.00 ... 7291.00 7422.00 L
122 l2510 20250624 7402.00 ... 7249.00 7391.00 L
123 l2511 20250624 7395.00 ... 7255.00 7391.00 L
124 l2512 20250624 7384.00 ... 7230.00 7369.00 L
125 l2601 20250624 7352.00 ... 7234.00 7357.00 L
126 l2602 20250624 7334.00 ... 7189.00 7343.00 L
127 l2603 20250624 7146.00 ... 7212.00 7339.00 L
128 l2604 20250624 7299.00 ... 7239.00 7330.00 L
129 l2605 20250624 7350.00 ... 7198.00 7348.00 L
130 l2606 20250624 7205.00 ... 7175.00 7367.00 L
131 lg2507 20250624 816.00 ... 810.00 818.50 LG
132 lg2509 20250624 797.00 ... 797.00 800.00 LG
133 lg2511 20250624 793.00 ... 794.00 795.00 LG
134 lg2601 20250624 795.50 ... 794.50 797.00 LG
135 lg2603 20250624 798.00 ... 796.50 798.50 LG
136 lg2605 20250624 804.00 ... 800.00 801.00 LG
137 lh2507 20250624 13460.00 ... 13500.00 13440.00 LH
138 lh2509 20250624 13980.00 ... 13975.00 13960.00 LH
139 lh2511 20250624 13480.00 ... 13460.00 13465.00 LH
140 lh2601 20250624 13595.00 ... 13570.00 13595.00 LH
141 lh2603 20250624 12785.00 ... 12770.00 12775.00 LH
142 lh2605 20250624 12990.00 ... 12965.00 12985.00 LH
143 m2507 20250624 2852.00 ... 2864.00 2880.00 M
144 m2508 20250624 3010.00 ... 3012.00 3023.00 M
145 m2509 20250624 3033.00 ... 3029.00 3042.00 M
146 m2511 20250624 3068.00 ... 3067.00 3077.00 M
147 m2512 20250624 3087.00 ... 3082.00 3094.00 M
148 m2601 20250624 3074.00 ... 3064.00 3076.00 M
149 m2603 20250624 2906.00 ... 2897.00 2912.00 M
150 m2605 20250624 2753.00 ... 2743.00 2757.00 M
151 p2507 20250624 8606.00 ... 8488.00 8606.00 P
152 p2508 20250624 8556.00 ... 8418.00 8552.00 P
153 p2509 20250624 8496.00 ... 8374.00 8508.00 P
154 p2510 20250624 8422.00 ... 8312.00 8486.00 P
155 p2511 20250624 8436.00 ... 8334.00 8452.00 P
156 p2512 20250624 8466.00 ... 8364.00 8470.00 P
157 p2601 20250624 8506.00 ... 8360.00 8492.00 P
158 p2602 20250624 8430.00 ... 8326.00 8452.00 P
159 p2603 20250624 8374.00 ... 8288.00 8414.00 P
160 p2604 20250624 8318.00 ... 8276.00 8402.00 P
161 p2605 20250624 8380.00 ... 8248.00 8376.00 P
162 p2606 20250624 8208.00 ... 8188.00 8344.00 P
163 pg2506 20250624 0.00 ... 4574.00 4574.00 PG
164 pg2507 20250624 4502.00 ... 4393.00 4547.00 PG
165 pg2508 20250624 4495.00 ... 4351.00 4528.00 PG
166 pg2509 20250624 4400.00 ... 4263.00 4442.00 PG
167 pg2510 20250624 4758.00 ... 4597.00 4773.00 PG
168 pg2511 20250624 4664.00 ... 4523.00 4668.00 PG
169 pg2512 20250624 4581.00 ... 4407.00 4589.00 PG
170 pg2601 20250624 4490.00 ... 4329.00 4503.00 PG
171 pg2602 20250624 4381.00 ... 4288.00 4477.00 PG
172 pg2603 20250624 4265.00 ... 4173.00 4317.00 PG
173 pg2604 20250624 4563.00 ... 4505.00 4578.00 PG
174 pg2605 20250624 4461.00 ... 4434.00 4486.00 PG
175 pp2507 20250624 7255.00 ... 7145.00 7249.00 PP
176 pp2508 20250624 7243.00 ... 7149.00 7246.00 PP
177 pp2509 20250624 7238.00 ... 7114.00 7237.00 PP
178 pp2510 20250624 7209.00 ... 7104.00 7206.00 PP
179 pp2511 20250624 7203.00 ... 7092.00 7206.00 PP
180 pp2512 20250624 7193.00 ... 7065.00 7203.00 PP
181 pp2601 20250624 7183.00 ... 7053.00 7193.00 PP
182 pp2602 20250624 7115.00 ... 7009.00 7178.00 PP
183 pp2603 20250624 7113.00 ... 7019.00 7165.00 PP
184 pp2604 20250624 7029.00 ... 7006.00 7179.00 PP
185 pp2605 20250624 7164.00 ... 7033.00 7185.00 PP
186 pp2606 20250624 0.00 ... 7173.00 7176.00 PP
187 rr2507 20250624 3624.00 ... 3630.00 3616.00 RR
188 rr2508 20250624 3598.00 ... 3595.00 3605.00 RR
189 rr2509 20250624 3609.00 ... 3608.00 3615.00 RR
190 rr2510 20250624 3597.00 ... 3595.00 3604.00 RR
191 rr2511 20250624 3601.00 ... 3598.00 3602.00 RR
192 rr2512 20250624 3603.00 ... 3602.00 3602.00 RR
193 rr2601 20250624 3598.00 ... 3605.00 3610.00 RR
194 rr2602 20250624 3611.00 ... 3607.00 3610.00 RR
195 rr2603 20250624 3605.00 ... 3605.00 3609.00 RR
196 rr2604 20250624 3622.00 ... 3617.00 3614.00 RR
197 rr2605 20250624 3620.00 ... 3619.00 3628.00 RR
198 rr2606 20250624 3612.00 ... 3612.00 3628.00 RR
199 v2507 20250624 4824.00 ... 4769.00 4838.00 V
200 v2508 20250624 4850.00 ... 4806.00 4871.00 V
201 v2509 20250624 4881.00 ... 4842.00 4907.00 V
202 v2510 20250624 4907.00 ... 4866.00 4929.00 V
203 v2511 20250624 4922.00 ... 4891.00 4959.00 V
204 v2512 20250624 4940.00 ... 4907.00 4979.00 V
205 v2601 20250624 4962.00 ... 4913.00 4986.00 V
206 v2602 20250624 4991.00 ... 4931.00 5022.00 V
207 v2603 20250624 5011.00 ... 4951.00 5034.00 V
208 v2604 20250624 5083.00 ... 5041.00 5119.00 V
209 v2605 20250624 5096.00 ... 5053.00 5130.00 V
210 v2606 20250624 5120.00 ... 5089.00 5138.00 V
211 y2507 20250624 8212.00 ... 8110.00 8246.00 Y
212 y2508 20250624 8172.00 ... 8072.00 8196.00 Y
213 y2509 20250624 8100.00 ... 8004.00 8130.00 Y
214 y2511 20250624 8084.00 ... 7988.00 8088.00 Y
215 y2512 20250624 8098.00 ... 8000.00 8116.00 Y
216 y2601 20250624 8044.00 ... 7940.00 8064.00 Y
217 y2603 20250624 7858.00 ... 7788.00 7886.00 Y
218 y2605 20250624 7720.00 ... 7648.00 7738.00 Y
[219 rows x 12 columns]
2025-07-01 16:25:39,517 - future_1d - INFO - ak.get_dce_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 SC2507 20250624 569.6 ... 566.8 570.4 SC
1 SC2508 20250624 566.9 ... 553.6 569.9 SC
2 SC2509 20250624 555 ... 532.1 558.3 SC
3 SC2510 20250624 543.3 ... 520.2 547.1 SC
4 SC2511 20250624 535.8 ... 507.8 539.7 SC
5 SC2512 20250624 528 ... 500.4 533.5 SC
6 SC2601 20250624 524.4 ... 496.8 528.1 SC
7 SC2602 20250624 519.5 ... 489 524.2 SC
8 SC2603 20250624 519.8 ... 483.7 517.1 SC
9 SC2604 20250624 514.9 ... 484.6 514 SC
10 SC2605 20250624 500.1 ... 479.1 507.2 SC
11 SC2606 20250624 511.5 ... 482 509.8 SC
12 SC2609 20250624 506.2 ... 481.8 511.1 SC
13 SC2612 20250624 502.3 ... 480.4 502.5 SC
14 SC2703 20250624 470 ... 470 493 SC
15 SC2706 20250624 ... 485 496 SC
16 SC2709 20250624 499.3 ... 499.3 505 SC
17 SC2712 20250624 477.4 ... 470.7 501.8 SC
18 SC2803 20250624 467 ... 469.6 498.6 SC
19 SC2806 20250624 501.2 ... 477.4 495.6 SC
21 LU2507 20250624 4210 ... 4198 3964 LU
22 LU2508 20250624 3982 ... 3825 3990 LU
23 LU2509 20250624 3940 ... 3756 3936 LU
24 LU2510 20250624 3890 ... 3724 3885 LU
25 LU2511 20250624 3838 ... 3639 3827 LU
26 LU2512 20250624 3781 ... 3560 3800 LU
27 LU2601 20250624 3789 ... 3549 3782 LU
28 LU2602 20250624 3759 ... 3563 3739 LU
29 LU2603 20250624 3727 ... 3482 3729 LU
30 LU2604 20250624 3442 ... 3445 3727 LU
31 LU2605 20250624 3467 ... 3439 3701 LU
32 LU2606 20250624 3432 ... 3423 3696 LU
34 NR2507 20250624 12055 ... 11900 12005 NR
35 NR2508 20250624 12000 ... 11890 11960 NR
36 NR2509 20250624 11995 ... 11885 11940 NR
37 NR2510 20250624 11970 ... 11865 11925 NR
38 NR2511 20250624 11910 ... 11890 11925 NR
39 NR2512 20250624 11940 ... 11965 11940 NR
40 NR2601 20250624 11980 ... 11920 11955 NR
41 NR2602 20250624 11970 ... 11910 11900 NR
42 NR2603 20250624 11970 ... 11970 12180 NR
43 NR2604 20250624 ... 12070 12070 NR
44 NR2605 20250624 11975 ... 11960 12110 NR
45 NR2606 20250624 ... 12195 12195 NR
47 BC2507 20250624 69720 ... 69780 69610 BC
48 BC2508 20250624 69510 ... 69640 69510 BC
49 BC2509 20250624 69400 ... 69470 69330 BC
50 BC2510 20250624 ... 69820 69820 BC
51 BC2511 20250624 69510 ... 69510 67140 BC
52 BC2512 20250624 ... 69160 69160 BC
53 BC2601 20250624 ... 68900 68900 BC
54 BC2602 20250624 ... 69410 67050 BC
55 BC2603 20250624 ... 69290 69290 BC
56 BC2604 20250624 ... 69760 67390 BC
57 BC2605 20250624 ... 68610 68610 BC
58 BC2606 20250624 ... 68610 68610 BC
60 EC2506 20250624 1880 ... 1889.3 1885.1 EC
61 EC2508 20250624 1825 ... 1795.3 1905.3 EC
62 EC2510 20250624 1349.8 ... 1323.4 1380.9 EC
63 EC2512 20250624 1490.2 ... 1484.4 1536.6 EC
64 EC2602 20250624 1370 ... 1327.1 1384.3 EC
65 EC2604 20250624 1180 ... 1174 1209.8 EC
68 SC_TAS2508 20250624 ... SC_TAS
69 SC_TAS2509 20250624 ... SC_TAS
70 SC_TAS2510 20250624 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:25:39,591 - future_1d - INFO - ak.get_ine_daily('2025-06-24') done
2025-07-01 16:25:41,309 - future_1d - INFO - save future_daily 2025-06-24 completed
symbol date open ... settle pre_settle variety
0 PS2507 20250625 32175.0 ... 31560.0 31815.0 PS
1 PS2508 20250625 31000.0 ... 30655.0 31120.0 PS
2 PS2509 20250625 30700.0 ... 30290.0 30670.0 PS
3 PS2510 20250625 30360.0 ... 30165.0 30470.0 PS
4 PS2511 20250625 30180.0 ... 29970.0 30225.0 PS
5 PS2512 20250625 32000.0 ... 31885.0 32040.0 PS
6 PS2601 20250625 31720.0 ... 31600.0 31740.0 PS
7 PS2602 20250625 31705.0 ... 31530.0 31510.0 PS
8 PS2603 20250625 31660.0 ... 31525.0 31640.0 PS
9 PS2604 20250625 31640.0 ... 31505.0 31760.0 PS
10 PS2605 20250625 31580.0 ... 31390.0 31555.0 PS
11 PS2606 20250625 32000.0 ... 32090.0 32155.0 PS
13 SI2507 20250625 7605.0 ... 7540.0 7470.0 SI
14 SI2508 20250625 7480.0 ... 7540.0 7465.0 SI
15 SI2509 20250625 7450.0 ... 7520.0 7440.0 SI
16 SI2510 20250625 7445.0 ... 7500.0 7400.0 SI
17 SI2511 20250625 7435.0 ... 7455.0 7380.0 SI
18 SI2512 20250625 7665.0 ... 7710.0 7610.0 SI
19 SI2601 20250625 7615.0 ... 7665.0 7565.0 SI
20 SI2602 20250625 7630.0 ... 7655.0 7565.0 SI
21 SI2603 20250625 7615.0 ... 7645.0 7530.0 SI
22 SI2604 20250625 7640.0 ... 7630.0 7565.0 SI
23 SI2605 20250625 7565.0 ... 7625.0 7550.0 SI
24 SI2606 20250625 7620.0 ... 7630.0 7565.0 SI
27 LC2507 20250625 61200.0 ... 61180.0 60560.0 LC
28 LC2508 20250625 61000.0 ... 61060.0 60540.0 LC
29 LC2509 20250625 60700.0 ... 60800.0 60300.0 LC
30 LC2510 20250625 60660.0 ... 60720.0 60340.0 LC
31 LC2511 20250625 60500.0 ... 60600.0 60020.0 LC
32 LC2512 20250625 60840.0 ... 60920.0 60500.0 LC
33 LC2601 20250625 60780.0 ... 61020.0 60420.0 LC
34 LC2602 20250625 60900.0 ... 60960.0 60100.0 LC
35 LC2603 20250625 60800.0 ... 60960.0 59900.0 LC
36 LC2604 20250625 61040.0 ... 61380.0 60480.0 LC
37 LC2605 20250625 61080.0 ... 61480.0 60660.0 LC
38 LC2606 20250625 61340.0 ... 61540.0 60340.0 LC
[36 rows x 12 columns]
2025-07-01 16:25:46,795 - future_1d - INFO - ak.get_gfex_daily('2025-06-25') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250625 ... 78550 78440 CU
1 1 CU2508 20250625 ... 78440 78270 CU
2 2 CU2509 20250625 ... 78260 78060 CU
3 3 CU2510 20250625 ... 78090 77870 CU
4 4 CU2511 20250625 ... 77940 77680 CU
5 5 CU2512 20250625 ... 77660 77450 CU
6 6 CU2601 20250625 ... 77580 77370 CU
7 7 CU2602 20250625 ... 77450 77260 CU
8 8 CU2603 20250625 ... 77350 77250 CU
9 9 CU2604 20250625 ... 77330 77170 CU
10 10 CU2605 20250625 ... 77270 77140 CU
11 11 CU2606 20250625 ... 77230 77070 CU
12 12 BC2507 20250625 ... 69940 69780 BC
13 13 BC2508 20250625 ... 69740 69640 BC
14 14 BC2509 20250625 ... 69620 69470 BC
15 15 BC2510 20250625 ... 69820 69820 BC
16 16 BC2511 20250625 ... 69510 69510 BC
17 17 BC2512 20250625 ... 69160 69160 BC
18 18 BC2601 20250625 ... 69020 68900 BC
19 19 BC2602 20250625 ... 69410 69410 BC
20 20 BC2603 20250625 ... 69290 69290 BC
21 21 BC2604 20250625 ... 69760 69760 BC
22 22 BC2605 20250625 ... 68610 68610 BC
23 23 BC2606 20250625 ... 68610 68610 BC
24 24 AL2507 20250625 ... 20395 20410 AL
25 25 AL2508 20250625 ... 20295 20330 AL
26 26 AL2509 20250625 ... 20230 20250 AL
27 27 AL2510 20250625 ... 20145 20150 AL
28 28 AL2511 20250625 ... 20050 20055 AL
29 29 AL2512 20250625 ... 19940 19970 AL
30 30 AL2601 20250625 ... 19900 19905 AL
31 31 AL2602 20250625 ... 19885 19880 AL
32 32 AL2603 20250625 ... 19855 19880 AL
33 33 AL2604 20250625 ... 19890 19890 AL
34 34 AL2605 20250625 ... 19895 19925 AL
35 35 AL2606 20250625 ... 19895 19935 AL
36 36 ZN2507 20250625 ... 22125 22080 ZN
37 37 ZN2508 20250625 ... 21965 21920 ZN
38 38 ZN2509 20250625 ... 21870 21795 ZN
39 39 ZN2510 20250625 ... 21800 21730 ZN
40 40 ZN2511 20250625 ... 21740 21635 ZN
41 41 ZN2512 20250625 ... 21660 21595 ZN
42 42 ZN2601 20250625 ... 21585 21490 ZN
43 43 ZN2602 20250625 ... 21505 21440 ZN
44 44 ZN2603 20250625 ... 21485 21360 ZN
45 45 ZN2604 20250625 ... 21470 21315 ZN
46 46 ZN2605 20250625 ... 21455 21290 ZN
47 47 ZN2606 20250625 ... 21395 21225 ZN
48 48 PB2507 20250625 ... 17105 16930 PB
49 49 PB2508 20250625 ... 17120 16940 PB
50 50 PB2509 20250625 ... 17125 16935 PB
51 51 PB2510 20250625 ... 17110 16945 PB
52 52 PB2511 20250625 ... 17090 16905 PB
53 53 PB2512 20250625 ... 17100 16900 PB
54 54 PB2601 20250625 ... 17090 16890 PB
55 55 PB2602 20250625 ... 17110 16920 PB
56 56 PB2603 20250625 ... 17090 16915 PB
57 57 PB2604 20250625 ... 17140 16930 PB
58 58 PB2605 20250625 ... 16930 16930 PB
59 59 PB2606 20250625 ... 17105 16970 PB
60 60 NI2507 20250625 ... 117940 117230 NI
61 61 NI2508 20250625 ... 118080 117360 NI
62 62 NI2509 20250625 ... 118270 117580 NI
63 63 NI2510 20250625 ... 118430 117750 NI
64 64 NI2511 20250625 ... 118800 117960 NI
65 65 NI2512 20250625 ... 118940 118110 NI
66 66 NI2601 20250625 ... 119160 118380 NI
67 67 NI2602 20250625 ... 119150 118580 NI
68 68 NI2603 20250625 ... 119530 118790 NI
69 69 NI2604 20250625 ... 119690 119200 NI
70 70 NI2605 20250625 ... 120000 119230 NI
71 71 NI2606 20250625 ... 119750 119210 NI
72 72 SN2507 20250625 ... 262150 263190 SN
73 73 SN2508 20250625 ... 262240 263140 SN
74 74 SN2509 20250625 ... 262250 262950 SN
75 75 SN2510 20250625 ... 262160 262870 SN
76 76 SN2511 20250625 ... 262030 262490 SN
77 77 SN2512 20250625 ... 261760 262530 SN
78 78 SN2601 20250625 ... 262210 262720 SN
79 79 SN2602 20250625 ... 262600 262600 SN
80 80 SN2603 20250625 ... 263000 263000 SN
81 81 SN2604 20250625 ... 262830 262830 SN
82 82 SN2605 20250625 ... 261950 262930 SN
83 83 SN2606 20250625 ... 262250 262250 SN
84 84 AO2507 20250625 ... 3001 3002 AO
85 85 AO2508 20250625 ... 2942 2947 AO
86 86 AO2509 20250625 ... 2906 2911 AO
87 87 AO2510 20250625 ... 2879 2883 AO
88 88 AO2511 20250625 ... 2872 2874 AO
89 89 AO2512 20250625 ... 2864 2867 AO
90 90 AO2601 20250625 ... 2854 2859 AO
91 91 AO2602 20250625 ... 2847 2860 AO
92 92 AO2603 20250625 ... 2853 2861 AO
93 93 AO2604 20250625 ... 2853 2852 AO
94 94 AO2605 20250625 ... 2844 2851 AO
95 95 AO2606 20250625 ... 2841 2849 AO
96 96 AD2511 20250625 ... 19600 19625 AD
97 97 AD2512 20250625 ... 19495 19515 AD
98 98 AD2601 20250625 ... 19435 19425 AD
99 99 AD2602 20250625 ... 19315 19350 AD
100 100 AD2603 20250625 ... 19295 19355 AD
101 101 AD2604 20250625 ... 19265 19295 AD
102 102 AD2605 20250625 ... 19235 19275 AD
103 103 AD2606 20250625 ... 19200 19200 AD
104 104 AU2507 20250625 ... 769.34 777.58 AU
105 105 AU2508 20250625 ... 769.98 779.78 AU
106 106 AU2509 20250625 ... 775.02 780.68 AU
107 107 AU2510 20250625 ... 771.82 782.06 AU
108 108 AU2512 20250625 ... 774.52 782.32 AU
109 109 AU2602 20250625 ... 777.5 783.74 AU
110 110 AU2604 20250625 ... 780.36 784.84 AU
111 111 AU2606 20250625 ... 782 785.12 AU
112 112 AG2507 20250625 ... 8669 8747 AG
113 113 AG2508 20250625 ... 8649 8765 AG
114 114 AG2509 20250625 ... 8657 8775 AG
115 115 AG2510 20250625 ... 8670 8784 AG
116 116 AG2511 20250625 ... 8671 8791 AG
117 117 AG2512 20250625 ... 8690 8800 AG
118 118 AG2601 20250625 ... 8704 8817 AG
119 119 AG2602 20250625 ... 8717 8823 AG
120 120 AG2603 20250625 ... 8716 8836 AG
121 121 AG2604 20250625 ... 8728 8850 AG
122 122 AG2605 20250625 ... 8746 8859 AG
123 123 AG2606 20250625 ... 8766 8874 AG
124 124 RB2507 20250625 ... 2987 3013 RB
125 125 RB2508 20250625 ... 2941 2960 RB
126 126 RB2509 20250625 ... 2939 2952 RB
127 127 RB2510 20250625 ... 2970 2986 RB
128 128 RB2511 20250625 ... 2974 2991 RB
129 129 RB2512 20250625 ... 2980 2994 RB
130 130 RB2601 20250625 ... 2973 2987 RB
131 131 RB2602 20250625 ... 2978 2987 RB
132 132 RB2603 20250625 ... 2976 2988 RB
133 133 RB2604 20250625 ... 2985 2998 RB
134 134 RB2605 20250625 ... 2970 2988 RB
135 135 RB2606 20250625 ... 2975 2988 RB
136 136 WR2507 20250625 ... 3338 3338 WR
137 137 WR2508 20250625 ... 3359 3359 WR
138 138 WR2509 20250625 ... 3241 3241 WR
139 139 WR2510 20250625 ... 3273 3290 WR
140 140 WR2511 20250625 ... 3361 3361 WR
141 141 WR2512 20250625 ... 3316 3316 WR
142 142 WR2601 20250625 ... 3339 3339 WR
143 143 WR2602 20250625 ... 3396 3396 WR
144 144 WR2603 20250625 ... 3387 3387 WR
145 145 WR2604 20250625 ... 3392 3392 WR
146 146 WR2605 20250625 ... 3369 3369 WR
147 147 WR2606 20250625 ... 3379 3379 WR
148 148 HC2507 20250625 ... 3121 3132 HC
149 149 HC2508 20250625 ... 3119 3133 HC
150 150 HC2509 20250625 ... 3099 3118 HC
151 151 HC2510 20250625 ... 3091 3106 HC
152 152 HC2511 20250625 ... 3092 3107 HC
153 153 HC2512 20250625 ... 3100 3115 HC
154 154 HC2601 20250625 ... 3092 3105 HC
155 155 HC2602 20250625 ... 3103 3110 HC
156 156 HC2603 20250625 ... 3110 3110 HC
157 157 HC2604 20250625 ... 3106 3119 HC
158 158 HC2605 20250625 ... 3086 3100 HC
159 159 HC2606 20250625 ... 3096 3112 HC
160 160 SS2507 20250625 ... 12435 12335 SS
161 161 SS2508 20250625 ... 12490 12385 SS
162 162 SS2509 20250625 ... 12430 12330 SS
163 163 SS2510 20250625 ... 12360 12275 SS
164 164 SS2511 20250625 ... 12360 12295 SS
165 165 SS2512 20250625 ... 12375 12305 SS
166 166 SS2601 20250625 ... 12420 12350 SS
167 167 SS2602 20250625 ... 12475 12425 SS
168 168 SS2603 20250625 ... 12505 12440 SS
169 169 SS2604 20250625 ... 12520 12485 SS
170 170 SS2605 20250625 ... 12565 12525 SS
171 171 SS2606 20250625 ... 12615 12565 SS
172 172 SC2507 20250625 ... 517.2 566.8 SC
173 173 SC2508 20250625 ... 508.7 553.6 SC
174 174 SC2509 20250625 ... 499.4 532.1 SC
175 175 SC2510 20250625 ... 493.3 520.2 SC
176 176 SC2511 20250625 ... 488.7 507.8 SC
177 177 SC2512 20250625 ... 485.4 500.4 SC
178 178 SC2601 20250625 ... 485.6 496.8 SC
179 179 SC2602 20250625 ... 481 489 SC
180 180 SC2603 20250625 ... 477.3 483.7 SC
181 181 SC2604 20250625 ... 474.2 484.6 SC
182 182 SC2605 20250625 ... 477.9 479.1 SC
183 183 SC2606 20250625 ... 476.9 482 SC
184 184 SC2609 20250625 ... 472.4 481.8 SC
185 185 SC2612 20250625 ... 475 480.4 SC
186 186 SC2703 20250625 ... 470 470 SC
187 187 SC2706 20250625 ... 478 485 SC
188 188 SC2709 20250625 ... 466.6 499.3 SC
189 189 SC2712 20250625 ... 467.7 470.7 SC
190 190 SC2803 20250625 ... 468.9 469.6 SC
191 191 SC2806 20250625 ... 468.1 477.4 SC
192 192 LU2507 20250625 ... 3833 4198 LU
193 193 LU2508 20250625 ... 3686 3825 LU
194 194 LU2509 20250625 ... 3623 3756 LU
195 195 LU2510 20250625 ... 3584 3724 LU
196 196 LU2511 20250625 ... 3550 3639 LU
197 197 LU2512 20250625 ... 3517 3560 LU
198 198 LU2601 20250625 ... 3480 3549 LU
199 199 LU2602 20250625 ... 3458 3563 LU
200 200 LU2603 20250625 ... 3445 3482 LU
201 201 LU2604 20250625 ... 3386 3445 LU
202 202 LU2605 20250625 ... 3420 3439 LU
203 203 LU2606 20250625 ... 3405 3423 LU
204 204 FU2507 20250625 ... 2951 3234 FU
205 205 FU2508 20250625 ... 3011 3225 FU
206 206 FU2509 20250625 ... 3020 3206 FU
207 207 FU2510 20250625 ... 2971 3155 FU
208 208 FU2511 20250625 ... 2926 3100 FU
209 209 FU2512 20250625 ... 2901 3019 FU
210 210 FU2601 20250625 ... 2874 2973 FU
211 211 FU2602 20250625 ... 2854 2940 FU
212 212 FU2603 20250625 ... 2844 2925 FU
213 213 FU2604 20250625 ... 2829 2904 FU
214 214 FU2605 20250625 ... 2821 2919 FU
215 215 FU2606 20250625 ... 2808 2890 FU
216 216 BU2507 20250625 ... 3563 3655 BU
217 217 BU2508 20250625 ... 3567 3647 BU
218 218 BU2509 20250625 ... 3556 3643 BU
219 219 BU2510 20250625 ... 3516 3610 BU
220 220 BU2511 20250625 ... 3463 3549 BU
221 221 BU2512 20250625 ... 3393 3459 BU
222 222 BU2601 20250625 ... 3361 3422 BU
223 223 BU2602 20250625 ... 3345 3389 BU
224 224 BU2603 20250625 ... 3313 3346 BU
225 225 BU2604 20250625 ... 3300 3330 BU
226 226 BU2605 20250625 ... 3299 3310 BU
227 227 BU2606 20250625 ... 3272 3311 BU
228 228 BU2609 20250625 ... 3288 3330 BU
229 229 BU2612 20250625 ... 3252 3300 BU
230 230 BU2703 20250625 ... 3268 3322 BU
231 231 BU2706 20250625 ... 3259 3345 BU
232 232 BR2507 20250625 ... 11245 11330 BR
233 233 BR2508 20250625 ... 11065 11190 BR
234 234 BR2509 20250625 ... 10980 11105 BR
235 235 BR2510 20250625 ... 10935 11060 BR
236 236 BR2511 20250625 ... 10955 11015 BR
237 237 BR2512 20250625 ... 10955 11025 BR
238 238 BR2601 20250625 ... 10895 10985 BR
239 239 BR2602 20250625 ... 10895 10975 BR
240 240 BR2603 20250625 ... 10895 10955 BR
241 241 BR2604 20250625 ... 10885 10980 BR
242 242 BR2605 20250625 ... 10875 10945 BR
243 243 BR2606 20250625 ... 10945 10850 BR
244 244 RU2507 20250625 ... 13690 13720 RU
245 245 RU2508 20250625 ... 13720 13735 RU
246 246 RU2509 20250625 ... 13750 13775 RU
247 247 RU2510 20250625 ... 13765 13760 RU
248 248 RU2511 20250625 ... 13765 13780 RU
249 249 RU2601 20250625 ... 14605 14630 RU
250 250 RU2603 20250625 ... 14630 14615 RU
251 251 RU2604 20250625 ... 14615 14565 RU
252 252 RU2605 20250625 ... 14640 14645 RU
253 253 RU2606 20250625 ... 14915 14915 RU
254 254 NR2507 20250625 ... 11825 11900 NR
255 255 NR2508 20250625 ... 11840 11890 NR
256 256 NR2509 20250625 ... 11850 11885 NR
257 257 NR2510 20250625 ... 11850 11865 NR
258 258 NR2511 20250625 ... 11870 11890 NR
259 259 NR2512 20250625 ... 11890 11965 NR
260 260 NR2601 20250625 ... 11905 11920 NR
261 261 NR2602 20250625 ... 11920 11910 NR
262 262 NR2603 20250625 ... 11935 11970 NR
263 263 NR2604 20250625 ... 12070 12070 NR
264 264 NR2605 20250625 ... 11975 11960 NR
265 265 NR2606 20250625 ... 12025 12195 NR
266 266 SP2507 20250625 ... 5074 5166 SP
267 267 SP2508 20250625 ... 5086 5170 SP
268 268 SP2509 20250625 ... 5080 5174 SP
269 269 SP2510 20250625 ... 5088 5172 SP
270 270 SP2511 20250625 ... 5064 5164 SP
271 271 SP2512 20250625 ... 5070 5160 SP
272 272 SP2601 20250625 ... 5302 5388 SP
273 273 SP2602 20250625 ... 5252 5358 SP
274 274 SP2603 20250625 ... 5240 5338 SP
275 275 SP2604 20250625 ... 5248 5336 SP
276 276 SP2605 20250625 ... 5258 5320 SP
277 277 SP2606 20250625 ... 5274 5334 SP
278 278 EC2506 20250625 ... 1887.1 1889.3 EC
279 279 EC2508 20250625 ... 1738.3 1795.3 EC
280 280 EC2510 20250625 ... 1288.5 1323.4 EC
281 281 EC2512 20250625 ... 1430.2 1484.4 EC
282 282 EC2602 20250625 ... 1271.6 1327.1 EC
283 283 EC2604 20250625 ... 1131 1174 EC
284 284 SC_TAS2508 20250625 ... SC_TAS
285 285 SC_TAS2509 20250625 ... SC_TAS
286 286 SC_TAS2510 20250625 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:25:46,910 - future_1d - INFO - ak.get_shfe_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 IC2507 20250625 5736.400 ... 5826.000 5719.800 IC
1 IC2508 20250625 5687.200 ... 5789.400 5671.800 IC
2 IC2509 20250625 5634.000 ... 5742.000 5626.200 IC
3 IC2512 20250625 5529.800 ... 5625.800 5507.200 IC
4 IF2507 20250625 3875.000 ... 3928.600 3870.000 IF
5 IF2508 20250625 3862.000 ... 3918.600 3856.000 IF
6 IF2509 20250625 3856.000 ... 3913.200 3848.600 IF
7 IF2512 20250625 3824.000 ... 3882.000 3816.600 IF
8 IH2507 20250625 2681.000 ... 2716.800 2682.000 IH
9 IH2508 20250625 2680.200 ... 2714.600 2679.600 IH
10 IH2509 20250625 2678.200 ... 2715.400 2680.000 IH
11 IH2512 20250625 2682.000 ... 2715.200 2680.000 IH
12 IM2507 20250625 6140.000 ... 6227.800 6128.000 IM
13 IM2508 20250625 6068.600 ... 6170.600 6059.800 IM
14 IM2509 20250625 5995.000 ... 6101.400 5988.600 IM
15 IM2512 20250625 5829.000 ... 5930.800 5811.200 IM
16 T2509 20250625 109.040 ... 108.975 109.035 T
17 T2512 20250625 109.035 ... 109.005 109.060 T
18 T2603 20250625 109.035 ... 108.975 109.025 T
19 TF2509 20250625 106.195 ... 106.175 106.190 TF
20 TF2512 20250625 106.285 ... 106.250 106.260 TF
21 TF2603 20250625 106.340 ... 106.285 106.300 TF
22 TL2509 20250625 120.940 ... 120.600 120.940 TL
23 TL2512 20250625 120.790 ... 120.480 120.810 TL
24 TL2603 20250625 120.600 ... 120.300 120.620 TL
25 TS2509 20250625 102.510 ... 102.506 102.500 TS
26 TS2512 20250625 102.658 ... 102.644 102.644 TS
27 TS2603 20250625 102.750 ... 102.738 102.732 TS
[28 rows x 12 columns]
2025-07-01 16:25:47,233 - future_1d - INFO - ak.get_cffex_daily('2025-06-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250625 7675.0 7708.0 ... 309556.31 7677.0 7683.0 AP
1 AP511 20250625 7527.0 7540.0 ... 654.24 7520.0 7530.0 AP
2 AP512 20250625 7559.0 7562.0 ... 83.07 7552.0 7559.0 AP
3 AP601 20250625 7570.0 7598.0 ... 10138.48 7572.0 7580.0 AP
4 AP603 20250625 7603.0 7603.0 ... 38.00 7599.0 7606.0 AP
5 AP604 20250625 7644.0 7651.0 ... 22.94 7647.0 7660.0 AP
6 AP605 20250625 7703.0 7703.0 ... 69.26 7695.0 7711.0 AP
7 CF507 20250625 13385.0 13445.0 ... 16408.31 13385.0 13280.0 CF
8 CF509 20250625 13610.0 13665.0 ... 1599446.64 13615.0 13535.0 CF
9 CF511 20250625 13545.0 13575.0 ... 114432.05 13530.0 13475.0 CF
10 CF601 20250625 13590.0 13650.0 ... 324731.33 13610.0 13545.0 CF
11 CF603 20250625 13560.0 13615.0 ... 1065.53 13575.0 13500.0 CF
12 CF605 20250625 13555.0 13625.0 ... 6399.15 13570.0 13505.0 CF
13 CJ507 20250625 9430.0 9535.0 ... 2332.50 9425.0 9325.0 CJ
14 CJ509 20250625 9570.0 9705.0 ... 902969.13 9570.0 9485.0 CJ
15 CJ512 20250625 10455.0 10615.0 ... 18551.61 10450.0 10315.0 CJ
16 CJ601 20250625 10540.0 10735.0 ... 520014.70 10550.0 10395.0 CJ
17 CJ603 20250625 11000.0 11000.0 ... 10735.37 10650.0 10460.0 CJ
18 CJ605 20250625 10740.0 11100.0 ... 32178.24 10855.0 10665.0 CJ
19 CY507 20250625 19810.0 19945.0 ... 1210.78 19850.0 19730.0 CY
20 CY508 20250625 0.0 0.0 ... 0.00 19555.0 19435.0 CY
21 CY509 20250625 19925.0 20050.0 ... 91389.97 19935.0 19780.0 CY
22 CY510 20250625 0.0 0.0 ... 0.00 19560.0 19410.0 CY
23 CY511 20250625 19830.0 19830.0 ... 9.92 19830.0 19730.0 CY
24 CY512 20250625 19785.0 19785.0 ... 9.89 19785.0 19635.0 CY
25 CY601 20250625 19830.0 19990.0 ... 129.57 19935.0 19845.0 CY
26 CY602 20250625 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250625 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250625 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250625 20055.0 20055.0 ... 10.03 20055.0 19870.0 CY
30 CY606 20250625 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250625 962.0 965.0 ... 2575.12 959.0 963.0 FG
32 FG508 20250625 1027.0 1029.0 ... 31056.93 1024.0 1026.0 FG
33 FG509 20250625 1015.0 1019.0 ... 2153652.13 1012.0 1014.0 FG
34 FG510 20250625 1040.0 1042.0 ... 20952.58 1037.0 1038.0 FG
35 FG511 20250625 1030.0 1031.0 ... 29559.67 1025.0 1027.0 FG
36 FG512 20250625 1081.0 1084.0 ... 722.96 1076.0 1081.0 FG
37 FG601 20250625 1064.0 1069.0 ... 132374.04 1063.0 1067.0 FG
38 FG602 20250625 1101.0 1102.0 ... 219.19 1096.0 1100.0 FG
39 FG603 20250625 1093.0 1096.0 ... 337.65 1089.0 1094.0 FG
40 FG604 20250625 1121.0 1122.0 ... 165.41 1118.0 1120.0 FG
41 FG605 20250625 1106.0 1110.0 ... 1533.63 1103.0 1106.0 FG
42 FG606 20250625 1116.0 1121.0 ... 46.93 1117.0 1122.0 FG
43 JR507 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250625 2435.0 2449.0 ... 1505.04 2431.0 2421.0 MA
54 MA508 20250625 2393.0 2422.0 ... 49469.03 2405.0 2423.0 MA
55 MA509 20250625 2383.0 2400.0 ... 2513787.39 2388.0 2414.0 MA
56 MA510 20250625 2388.0 2405.0 ... 26763.68 2395.0 2420.0 MA
57 MA511 20250625 2393.0 2408.0 ... 40501.57 2398.0 2421.0 MA
58 MA512 20250625 2409.0 2424.0 ... 256.29 2418.0 2429.0 MA
59 MA601 20250625 2401.0 2425.0 ... 193859.29 2412.0 2428.0 MA
60 MA602 20250625 2381.0 2394.0 ... 42.96 2387.0 2391.0 MA
61 MA603 20250625 2383.0 2390.0 ... 45.32 2385.0 2393.0 MA
62 MA604 20250625 2362.0 2365.0 ... 30.68 2360.0 2366.0 MA
63 MA605 20250625 2322.0 2330.0 ... 2775.94 2323.0 2357.0 MA
64 MA606 20250625 2338.0 2342.0 ... 16.37 2338.0 2368.0 MA
65 OI507 20250625 9675.0 9675.0 ... 5870.35 9624.0 9684.0 OI
66 OI509 20250625 9563.0 9575.0 ... 3718674.33 9510.0 9607.0 OI
67 OI511 20250625 9540.0 9542.0 ... 124789.39 9485.0 9574.0 OI
68 OI601 20250625 9477.0 9480.0 ... 360591.85 9423.0 9515.0 OI
69 OI603 20250625 9415.0 9417.0 ... 1854.87 9368.0 9460.0 OI
70 OI605 20250625 9310.0 9310.0 ... 1194.16 9257.0 9336.0 OI
71 PF507 20250625 6712.0 6712.0 ... 6769.21 6686.0 6732.0 PF
72 PF508 20250625 6610.0 6614.0 ... 417467.69 6592.0 6672.0 PF
73 PF509 20250625 6488.0 6496.0 ... 173899.31 6476.0 6536.0 PF
74 PF510 20250625 6484.0 6500.0 ... 39696.80 6482.0 6530.0 PF
75 PF511 20250625 6448.0 6456.0 ... 23695.10 6438.0 6480.0 PF
76 PF512 20250625 6414.0 6430.0 ... 1131.08 6408.0 6434.0 PF
77 PF601 20250625 6440.0 6444.0 ... 1039.88 6420.0 6456.0 PF
78 PF602 20250625 6418.0 6418.0 ... 16.03 6412.0 6430.0 PF
79 PF603 20250625 6416.0 6426.0 ... 22.45 6414.0 6422.0 PF
80 PF604 20250625 6412.0 6424.0 ... 16.04 6418.0 6424.0 PF
81 PF605 20250625 6420.0 6420.0 ... 9.63 6420.0 6404.0 PF
82 PF606 20250625 0.0 0.0 ... 0.00 6412.0 6416.0 PF
83 PK510 20250625 8220.0 8268.0 ... 156371.01 8246.0 8218.0 PK
84 PK511 20250625 7998.0 8040.0 ... 61024.98 8020.0 8004.0 PK
85 PK512 20250625 7990.0 8014.0 ... 296.07 8002.0 7976.0 PK
86 PK601 20250625 8000.0 8022.0 ... 4513.85 8010.0 8004.0 PK
87 PK603 20250625 8002.0 8016.0 ... 88.10 8010.0 8014.0 PK
88 PK604 20250625 8004.0 8012.0 ... 32.02 8006.0 8006.0 PK
89 PK605 20250625 8018.0 8018.0 ... 288.20 8006.0 8012.0 PK
90 PM507 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250625 6046.0 6060.0 ... 6689.89 6044.0 6126.0 PR
97 PR508 20250625 6018.0 6044.0 ... 77623.28 6026.0 6108.0 PR
98 PR509 20250625 5954.0 5970.0 ... 411041.65 5954.0 6038.0 PR
99 PR510 20250625 5922.0 5940.0 ... 145930.17 5916.0 6046.0 PR
100 PR511 20250625 5862.0 5886.0 ... 492.23 5860.0 5898.0 PR
101 PR512 20250625 5846.0 5874.0 ... 149.16 5850.0 5864.0 PR
102 PR601 20250625 5852.0 5860.0 ... 2077.33 5844.0 5884.0 PR
103 PR602 20250625 5876.0 5890.0 ... 17.65 5884.0 6032.0 PR
104 PR603 20250625 5878.0 5892.0 ... 17.66 5886.0 5958.0 PR
105 PR604 20250625 0.0 0.0 ... 0.00 5902.0 5954.0 PR
106 PR605 20250625 5862.0 5880.0 ... 44.03 5872.0 5888.0 PR
107 PR606 20250625 5824.0 5824.0 ... 8.74 5824.0 5928.0 PR
108 PX507 20250625 6982.0 6984.0 ... 6842.95 6952.0 7100.0 PX
109 PX508 20250625 6864.0 6888.0 ... 38990.80 6850.0 6960.0 PX
110 PX509 20250625 6754.0 6784.0 ... 760179.52 6752.0 6868.0 PX
111 PX510 20250625 6670.0 6688.0 ... 39791.17 6660.0 6774.0 PX
112 PX511 20250625 6610.0 6630.0 ... 84802.13 6604.0 6720.0 PX
113 PX512 20250625 0.0 0.0 ... 0.00 6574.0 6572.0 PX
114 PX601 20250625 6522.0 6556.0 ... 20896.99 6534.0 6622.0 PX
115 PX602 20250625 6508.0 6508.0 ... 3.25 6508.0 6524.0 PX
116 PX603 20250625 6502.0 6502.0 ... 3.25 6502.0 6690.0 PX
117 PX604 20250625 6478.0 6484.0 ... 9.72 6482.0 6494.0 PX
118 PX605 20250625 6474.0 6492.0 ... 32.41 6482.0 6500.0 PX
119 PX606 20250625 0.0 0.0 ... 0.00 6482.0 6482.0 PX
120 RI507 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250625 2548.0 2560.0 ... 35031.91 2514.0 2548.0 RM
127 RM508 20250625 2663.0 2679.0 ... 22874.98 2625.0 2659.0 RM
128 RM509 20250625 2658.0 2674.0 ... 1370215.32 2620.0 2653.0 RM
129 RM511 20250625 2473.0 2481.0 ... 6646.31 2448.0 2469.0 RM
130 RM601 20250625 2372.0 2376.0 ... 212622.67 2341.0 2369.0 RM
131 RM603 20250625 2353.0 2353.0 ... 12804.89 2326.0 2352.0 RM
132 RM605 20250625 2373.0 2376.0 ... 14190.38 2352.0 2377.0 RM
133 RS507 20250625 5035.0 5065.0 ... 259.45 4989.0 5069.0 RS
134 RS508 20250625 5102.0 5102.0 ... 5.10 5102.0 5253.0 RS
135 RS509 20250625 5151.0 5246.0 ... 175.62 5165.0 5192.0 RS
136 RS511 20250625 5260.0 5260.0 ... 5.26 5260.0 5329.0 RS
137 SA507 20250625 1150.0 1160.0 ... 2543.28 1152.0 1154.0 SA
138 SA508 20250625 1166.0 1173.0 ... 6189.32 1166.0 1168.0 SA
139 SA509 20250625 1158.0 1168.0 ... 2211464.87 1160.0 1165.0 SA
140 SA510 20250625 1176.0 1182.0 ... 4630.73 1177.0 1180.0 SA
141 SA511 20250625 1171.0 1177.0 ... 2921.65 1171.0 1175.0 SA
142 SA512 20250625 1178.0 1184.0 ... 1619.68 1179.0 1183.0 SA
143 SA601 20250625 1150.0 1160.0 ... 290321.64 1154.0 1157.0 SA
144 SA602 20250625 1178.0 1187.0 ... 1231.93 1180.0 1182.0 SA
145 SA603 20250625 1175.0 1185.0 ... 1535.32 1179.0 1181.0 SA
146 SA604 20250625 1203.0 1210.0 ... 412.60 1206.0 1206.0 SA
147 SA605 20250625 1197.0 1201.0 ... 6135.47 1197.0 1201.0 SA
148 SA606 20250625 1205.0 1211.0 ... 142.29 1206.0 1211.0 SA
149 SF507 20250625 5478.0 5576.0 ... 15072.88 5524.0 5484.0 SF
150 SF508 20250625 5314.0 5410.0 ... 56670.68 5368.0 5306.0 SF
151 SF509 20250625 5272.0 5374.0 ... 475567.95 5332.0 5276.0 SF
152 SF510 20250625 5194.0 5288.0 ... 81784.76 5238.0 5184.0 SF
153 SF511 20250625 5296.0 5416.0 ... 139340.63 5360.0 5296.0 SF
154 SF512 20250625 5278.0 5328.0 ... 215.38 5318.0 5252.0 SF
155 SF601 20250625 5218.0 5334.0 ... 7418.41 5290.0 5228.0 SF
156 SF602 20250625 5176.0 5264.0 ... 336.13 5212.0 5164.0 SF
157 SF603 20250625 5310.0 5392.0 ... 8.03 5352.0 5318.0 SF
158 SF604 20250625 5336.0 5336.0 ... 2.67 5336.0 5312.0 SF
159 SF605 20250625 5264.0 5358.0 ... 69.32 5332.0 5266.0 SF
160 SF606 20250625 5236.0 5284.0 ... 28.84 5244.0 5208.0 SF
161 SH507 20250625 2351.0 2361.0 ... 7293.68 2344.0 2351.0 SH
162 SH508 20250625 2258.0 2270.0 ... 158918.81 2255.0 2267.0 SH
163 SH509 20250625 2269.0 2284.0 ... 2519208.00 2272.0 2277.0 SH
164 SH510 20250625 2302.0 2323.0 ... 255791.41 2311.0 2306.0 SH
165 SH511 20250625 2303.0 2312.0 ... 171292.61 2303.0 2296.0 SH
166 SH512 20250625 2295.0 2315.0 ... 2359.12 2306.0 2306.0 SH
167 SH601 20250625 2271.0 2279.0 ... 38448.01 2269.0 2272.0 SH
168 SH602 20250625 2285.0 2296.0 ... 267.89 2290.0 2291.0 SH
169 SH603 20250625 2288.0 2310.0 ... 186.19 2299.0 2299.0 SH
170 SH604 20250625 2329.0 2351.0 ... 112.35 2341.0 2342.0 SH
171 SH605 20250625 2330.0 2342.0 ... 1304.34 2338.0 2339.0 SH
172 SH606 20250625 2351.0 2361.0 ... 35.37 2358.0 2363.0 SH
173 SM507 20250625 5542.0 5654.0 ... 6665.39 5600.0 5562.0 SM
174 SM508 20250625 5560.0 5664.0 ... 80292.32 5614.0 5550.0 SM
175 SM509 20250625 5566.0 5670.0 ... 921224.30 5622.0 5554.0 SM
176 SM510 20250625 5540.0 5636.0 ... 43531.11 5584.0 5530.0 SM
177 SM511 20250625 5624.0 5722.0 ... 72039.61 5674.0 5612.0 SM
178 SM512 20250625 5616.0 5702.0 ... 36.77 5656.0 5640.0 SM
179 SM601 20250625 5598.0 5698.0 ... 26541.53 5650.0 5592.0 SM
180 SM602 20250625 5620.0 5696.0 ... 53.61 5644.0 5610.0 SM
181 SM603 20250625 5628.0 5678.0 ... 45.13 5642.0 5638.0 SM
182 SM604 20250625 5632.0 5682.0 ... 62.13 5648.0 5630.0 SM
183 SM605 20250625 5622.0 5710.0 ... 258.30 5678.0 5614.0 SM
184 SM606 20250625 5670.0 5716.0 ... 14.24 5694.0 5652.0 SM
185 SR507 20250625 5730.0 5766.0 ... 4878.89 5747.0 5738.0 SR
186 SR509 20250625 5696.0 5757.0 ... 1291779.41 5727.0 5717.0 SR
187 SR511 20250625 5589.0 5637.0 ... 126783.08 5607.0 5611.0 SR
188 SR601 20250625 5530.0 5585.0 ... 130731.30 5561.0 5566.0 SR
189 SR603 20250625 5522.0 5560.0 ... 1679.52 5543.0 5540.0 SR
190 SR605 20250625 5517.0 5531.0 ... 16584.44 5512.0 5519.0 SR
191 TA507 20250625 5026.0 5036.0 ... 26494.86 5014.0 5060.0 TA
192 TA508 20250625 4912.0 4926.0 ... 86452.40 4912.0 4948.0 TA
193 TA509 20250625 4784.0 4796.0 ... 2155318.07 4780.0 4834.0 TA
194 TA510 20250625 4688.0 4700.0 ... 61639.05 4684.0 4762.0 TA
195 TA511 20250625 4644.0 4664.0 ... 51474.64 4648.0 4736.0 TA
196 TA512 20250625 4622.0 4626.0 ... 25.42 4622.0 4628.0 TA
197 TA601 20250625 4586.0 4618.0 ... 324770.16 4602.0 4632.0 TA
198 TA602 20250625 4606.0 4614.0 ... 69.08 4606.0 4604.0 TA
199 TA603 20250625 4594.0 4618.0 ... 87.51 4606.0 4624.0 TA
200 TA604 20250625 4606.0 4622.0 ... 27.69 4616.0 4616.0 TA
201 TA605 20250625 4604.0 4630.0 ... 579.35 4616.0 4624.0 TA
202 TA606 20250625 4614.0 4614.0 ... 4.61 4614.0 4632.0 TA
203 UR507 20250625 1715.0 1763.0 ... 751.57 1748.0 1715.0 UR
204 UR508 20250625 1707.0 1757.0 ... 1628.09 1739.0 1705.0 UR
205 UR509 20250625 1692.0 1743.0 ... 1898223.12 1721.0 1698.0 UR
206 UR510 20250625 1689.0 1728.0 ... 1556.62 1711.0 1686.0 UR
207 UR511 20250625 1693.0 1732.0 ... 226.79 1718.0 1695.0 UR
208 UR512 20250625 1708.0 1723.0 ... 51.44 1715.0 1692.0 UR
209 UR601 20250625 1665.0 1699.0 ... 95526.99 1678.0 1673.0 UR
210 UR602 20250625 1660.0 1696.0 ... 2564.17 1678.0 1672.0 UR
211 UR603 20250625 1685.0 1724.0 ... 581.78 1711.0 1707.0 UR
212 UR604 20250625 1684.0 1716.0 ... 447.52 1708.0 1699.0 UR
213 UR605 20250625 1685.0 1707.0 ... 4589.83 1695.0 1693.0 UR
214 UR606 20250625 1678.0 1699.0 ... 148.61 1689.0 1685.0 UR
215 WH507 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:25:47,506 - future_1d - INFO - ak.get_czce_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 a2507 20250625 4232.00 ... 4208.00 4235.00 A
1 a2509 20250625 4227.00 ... 4186.00 4235.00 A
2 a2511 20250625 4142.00 ... 4114.00 4148.00 A
3 a2601 20250625 4125.00 ... 4094.00 4133.00 A
4 a2603 20250625 4109.00 ... 4080.00 4113.00 A
5 a2605 20250625 4132.00 ... 4113.00 4145.00 A
6 b2507 20250625 3573.00 ... 3549.00 3580.00 B
7 b2508 20250625 3636.00 ... 3614.00 3643.00 B
8 b2509 20250625 3682.00 ... 3661.00 3686.00 B
9 b2510 20250625 3730.00 ... 3702.00 3730.00 B
10 b2511 20250625 3719.00 ... 3705.00 3725.00 B
11 b2512 20250625 3730.00 ... 3709.00 3726.00 B
12 b2601 20250625 3709.00 ... 3694.00 3715.00 B
13 b2602 20250625 3647.00 ... 3642.00 3660.00 B
14 b2603 20250625 3540.00 ... 3545.00 3559.00 B
15 b2604 20250625 3450.00 ... 3445.00 3466.00 B
16 b2605 20250625 3407.00 ... 3393.00 3409.00 B
17 b2606 20250625 3401.00 ... 3392.00 3411.00 B
18 bb2509 20250625 154.00 ... 153.15 154.45 BB
19 bb2511 20250625 151.35 ... 151.25 151.50 BB
20 bb2601 20250625 0.00 ... 168.40 168.65 BB
21 bb2603 20250625 0.00 ... 168.50 168.75 BB
22 bb2605 20250625 0.00 ... 168.50 168.75 BB
23 c2507 20250625 2363.00 ... 2353.00 2360.00 C
24 c2509 20250625 2388.00 ... 2381.00 2393.00 C
25 c2511 20250625 2328.00 ... 2316.00 2325.00 C
26 c2601 20250625 2280.00 ... 2273.00 2282.00 C
27 c2603 20250625 2277.00 ... 2269.00 2278.00 C
28 c2605 20250625 2313.00 ... 2301.00 2312.00 C
29 cs2507 20250625 2681.00 ... 2687.00 2677.00 CS
30 cs2509 20250625 2744.00 ... 2737.00 2761.00 CS
31 cs2511 20250625 2685.00 ... 2674.00 2692.00 CS
32 cs2601 20250625 2681.00 ... 2670.00 2684.00 CS
33 cs2603 20250625 2660.00 ... 2653.00 2665.00 CS
34 cs2605 20250625 2688.00 ... 2688.00 2697.00 CS
35 eb2506 20250625 7450.00 ... 7642.00 7411.00 EB
36 eb2507 20250625 7369.00 ... 7365.00 7477.00 EB
37 eb2508 20250625 7249.00 ... 7248.00 7339.00 EB
38 eb2509 20250625 7140.00 ... 7172.00 7256.00 EB
39 eb2510 20250625 7091.00 ... 7105.00 7181.00 EB
40 eb2511 20250625 7026.00 ... 7043.00 7110.00 EB
41 eb2512 20250625 7000.00 ... 7017.00 7081.00 EB
42 eb2601 20250625 7015.00 ... 7002.00 7041.00 EB
43 eb2602 20250625 6992.00 ... 7000.00 7026.00 EB
44 eb2603 20250625 6977.00 ... 6997.00 7020.00 EB
45 eb2604 20250625 6986.00 ... 6987.00 7077.00 EB
46 eb2605 20250625 7000.00 ... 7001.00 7071.00 EB
47 eg2506 20250625 0.00 ... 4288.00 4288.00 EG
48 eg2507 20250625 4279.00 ... 4272.00 4332.00 EG
49 eg2508 20250625 4319.00 ... 4304.00 4377.00 EG
50 eg2509 20250625 4321.00 ... 4319.00 4375.00 EG
51 eg2510 20250625 4326.00 ... 4317.00 4343.00 EG
52 eg2511 20250625 4316.00 ... 4311.00 4326.00 EG
53 eg2512 20250625 4323.00 ... 4317.00 4330.00 EG
54 eg2601 20250625 4318.00 ... 4331.00 4377.00 EG
55 eg2602 20250625 4335.00 ... 4336.00 4357.00 EG
56 eg2603 20250625 4340.00 ... 4339.00 4371.00 EG
57 eg2604 20250625 4348.00 ... 4348.00 4353.00 EG
58 eg2605 20250625 4337.00 ... 4337.00 4387.00 EG
59 fb2507 20250625 1314.00 ... 1313.50 1339.50 FB
60 fb2508 20250625 1306.50 ... 1304.50 1305.50 FB
61 fb2509 20250625 1299.00 ... 1300.50 1298.50 FB
62 fb2510 20250625 1323.50 ... 1324.00 1324.00 FB
63 fb2511 20250625 1321.50 ... 1320.50 1320.50 FB
64 fb2512 20250625 1314.00 ... 1319.50 1320.00 FB
65 fb2601 20250625 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250625 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250625 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250625 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250625 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250625 0.00 ... 1292.50 1292.50 FB
71 i2507 20250625 725.00 ... 719.50 727.00 I
72 i2508 20250625 711.00 ... 709.50 715.00 I
73 i2509 20250625 701.00 ... 701.00 705.50 I
74 i2510 20250625 696.50 ... 695.00 699.00 I
75 i2511 20250625 689.50 ... 688.50 692.00 I
76 i2512 20250625 683.00 ... 682.50 686.50 I
77 i2601 20250625 675.50 ... 674.50 678.00 I
78 i2602 20250625 672.00 ... 671.00 675.00 I
79 i2603 20250625 669.00 ... 669.00 672.00 I
80 i2604 20250625 666.50 ... 665.50 668.50 I
81 i2605 20250625 659.00 ... 658.50 661.00 I
82 i2606 20250625 652.50 ... 652.50 655.00 I
83 j2507 20250625 1359.00 ... 1296.00 1315.50 J
84 j2508 20250625 1317.50 ... 1341.50 1344.50 J
85 j2509 20250625 1352.00 ... 1370.00 1367.50 J
86 j2510 20250625 1383.00 ... 1393.50 1384.50 J
87 j2511 20250625 1377.50 ... 1398.00 1403.00 J
88 j2512 20250625 1420.50 ... 1415.50 1412.50 J
89 j2601 20250625 1402.00 ... 1410.00 1411.00 J
90 j2602 20250625 0.00 ... 1425.00 1425.00 J
91 j2603 20250625 0.00 ... 1422.50 1422.50 J
92 j2604 20250625 1417.50 ... 1417.50 1410.00 J
93 j2605 20250625 1425.00 ... 1440.50 1441.50 J
94 j2606 20250625 0.00 ... 1431.50 1432.00 J
95 jd2506 20250625 0.00 ... 2664.00 2694.00 JD
96 jd2507 20250625 2825.00 ... 2847.00 2833.00 JD
97 jd2508 20250625 3553.00 ... 3565.00 3555.00 JD
98 jd2509 20250625 3650.00 ... 3654.00 3636.00 JD
99 jd2510 20250625 3366.00 ... 3365.00 3365.00 JD
100 jd2511 20250625 3425.00 ... 3419.00 3421.00 JD
101 jd2512 20250625 3569.00 ... 3569.00 3564.00 JD
102 jd2601 20250625 3608.00 ... 3619.00 3606.00 JD
103 jd2602 20250625 3185.00 ... 3187.00 3180.00 JD
104 jd2603 20250625 3189.00 ... 3190.00 3188.00 JD
105 jd2604 20250625 3324.00 ... 3321.00 3318.00 JD
106 jd2605 20250625 3399.00 ... 3396.00 3397.00 JD
107 jm2507 20250625 760.00 ... 777.50 765.00 JM
108 jm2508 20250625 765.00 ... 774.50 779.50 JM
109 jm2509 20250625 784.00 ... 791.00 798.50 JM
110 jm2510 20250625 800.00 ... 805.50 812.50 JM
111 jm2511 20250625 809.00 ... 813.50 824.50 JM
112 jm2512 20250625 821.00 ... 823.50 834.50 JM
113 jm2601 20250625 822.50 ... 832.50 839.00 JM
114 jm2602 20250625 830.00 ... 841.00 849.50 JM
115 jm2603 20250625 846.50 ... 851.50 857.00 JM
116 jm2604 20250625 846.00 ... 857.50 857.00 JM
117 jm2605 20250625 851.50 ... 858.50 860.00 JM
118 jm2606 20250625 859.50 ... 869.00 871.00 JM
119 l2507 20250625 7258.00 ... 7288.00 7306.00 L
120 l2508 20250625 7279.00 ... 7254.00 7311.00 L
121 l2509 20250625 7240.00 ... 7248.00 7291.00 L
122 l2510 20250625 7211.00 ... 7213.00 7249.00 L
123 l2511 20250625 7207.00 ... 7208.00 7255.00 L
124 l2512 20250625 7201.00 ... 7206.00 7230.00 L
125 l2601 20250625 7186.00 ... 7196.00 7234.00 L
126 l2602 20250625 7165.00 ... 7181.00 7189.00 L
127 l2603 20250625 7162.00 ... 7172.00 7212.00 L
128 l2604 20250625 7181.00 ... 7193.00 7239.00 L
129 l2605 20250625 7158.00 ... 7175.00 7198.00 L
130 l2606 20250625 7206.00 ... 7185.00 7175.00 L
131 lg2507 20250625 806.50 ... 806.50 810.00 LG
132 lg2509 20250625 799.00 ... 795.00 797.00 LG
133 lg2511 20250625 795.00 ... 794.00 794.00 LG
134 lg2601 20250625 794.50 ... 794.50 794.50 LG
135 lg2603 20250625 793.50 ... 794.00 796.50 LG
136 lg2605 20250625 803.00 ... 796.50 800.00 LG
137 lh2507 20250625 13530.00 ... 13605.00 13500.00 LH
138 lh2509 20250625 13935.00 ... 13980.00 13975.00 LH
139 lh2511 20250625 13450.00 ... 13465.00 13460.00 LH
140 lh2601 20250625 13560.00 ... 13565.00 13570.00 LH
141 lh2603 20250625 12760.00 ... 12780.00 12770.00 LH
142 lh2605 20250625 12980.00 ... 12975.00 12965.00 LH
143 m2507 20250625 2869.00 ... 2851.00 2864.00 M
144 m2508 20250625 3019.00 ... 2991.00 3012.00 M
145 m2509 20250625 3031.00 ... 3009.00 3029.00 M
146 m2511 20250625 3068.00 ... 3043.00 3067.00 M
147 m2512 20250625 3085.00 ... 3060.00 3082.00 M
148 m2601 20250625 3063.00 ... 3045.00 3064.00 M
149 m2603 20250625 2897.00 ... 2881.00 2897.00 M
150 m2605 20250625 2744.00 ... 2729.00 2743.00 M
151 p2507 20250625 8464.00 ... 8440.00 8488.00 P
152 p2508 20250625 8358.00 ... 8366.00 8418.00 P
153 p2509 20250625 8310.00 ... 8324.00 8374.00 P
154 p2510 20250625 8294.00 ... 8300.00 8312.00 P
155 p2511 20250625 8286.00 ... 8298.00 8334.00 P
156 p2512 20250625 8302.00 ... 8300.00 8364.00 P
157 p2601 20250625 8318.00 ... 8322.00 8360.00 P
158 p2602 20250625 8296.00 ... 8296.00 8326.00 P
159 p2603 20250625 8268.00 ... 8256.00 8288.00 P
160 p2604 20250625 8230.00 ... 8244.00 8276.00 P
161 p2605 20250625 8202.00 ... 8212.00 8248.00 P
162 p2606 20250625 8160.00 ... 8186.00 8188.00 P
163 pg2506 20250625 0.00 ... 4379.00 4574.00 PG
164 pg2507 20250625 4270.00 ... 4237.00 4393.00 PG
165 pg2508 20250625 4244.00 ... 4209.00 4351.00 PG
166 pg2509 20250625 4167.00 ... 4129.00 4263.00 PG
167 pg2510 20250625 4520.00 ... 4501.00 4597.00 PG
168 pg2511 20250625 4429.00 ... 4406.00 4523.00 PG
169 pg2512 20250625 4311.00 ... 4335.00 4407.00 PG
170 pg2601 20250625 4229.00 ... 4254.00 4329.00 PG
171 pg2602 20250625 4168.00 ... 4176.00 4288.00 PG
172 pg2603 20250625 4118.00 ... 4081.00 4173.00 PG
173 pg2604 20250625 4344.00 ... 4388.00 4505.00 PG
174 pg2605 20250625 4239.00 ... 4286.00 4434.00 PG
175 pp2507 20250625 7096.00 ... 7098.00 7145.00 PP
176 pp2508 20250625 7108.00 ... 7081.00 7149.00 PP
177 pp2509 20250625 7080.00 ... 7070.00 7114.00 PP
178 pp2510 20250625 7054.00 ... 7033.00 7104.00 PP
179 pp2511 20250625 7050.00 ... 7028.00 7092.00 PP
180 pp2512 20250625 7031.00 ... 7024.00 7065.00 PP
181 pp2601 20250625 7013.00 ... 7016.00 7053.00 PP
182 pp2602 20250625 6993.00 ... 6993.00 7009.00 PP
183 pp2603 20250625 6988.00 ... 6988.00 7019.00 PP
184 pp2604 20250625 7000.00 ... 6991.00 7006.00 PP
185 pp2605 20250625 7006.00 ... 7000.00 7033.00 PP
186 pp2606 20250625 0.00 ... 7079.00 7173.00 PP
187 rr2507 20250625 3622.00 ... 3622.00 3630.00 RR
188 rr2508 20250625 3583.00 ... 3576.00 3595.00 RR
189 rr2509 20250625 3601.00 ... 3594.00 3608.00 RR
190 rr2510 20250625 3590.00 ... 3584.00 3595.00 RR
191 rr2511 20250625 3592.00 ... 3587.00 3598.00 RR
192 rr2512 20250625 3590.00 ... 3591.00 3602.00 RR
193 rr2601 20250625 3596.00 ... 3590.00 3605.00 RR
194 rr2602 20250625 3601.00 ... 3599.00 3607.00 RR
195 rr2603 20250625 3596.00 ... 3595.00 3605.00 RR
196 rr2604 20250625 3594.00 ... 3603.00 3617.00 RR
197 rr2605 20250625 3609.00 ... 3596.00 3619.00 RR
198 rr2606 20250625 3611.00 ... 3606.00 3612.00 RR
199 v2507 20250625 4776.00 ... 4782.00 4769.00 V
200 v2508 20250625 4807.00 ... 4817.00 4806.00 V
201 v2509 20250625 4836.00 ... 4850.00 4842.00 V
202 v2510 20250625 4864.00 ... 4874.00 4866.00 V
203 v2511 20250625 4885.00 ... 4887.00 4891.00 V
204 v2512 20250625 4900.00 ... 4913.00 4907.00 V
205 v2601 20250625 4914.00 ... 4924.00 4913.00 V
206 v2602 20250625 4935.00 ... 4939.00 4931.00 V
207 v2603 20250625 4948.00 ... 4954.00 4951.00 V
208 v2604 20250625 5048.00 ... 5048.00 5041.00 V
209 v2605 20250625 5061.00 ... 5067.00 5053.00 V
210 v2606 20250625 5081.00 ... 5080.00 5089.00 V
211 y2507 20250625 8062.00 ... 8076.00 8110.00 Y
212 y2508 20250625 8020.00 ... 8020.00 8072.00 Y
213 y2509 20250625 7948.00 ... 7954.00 8004.00 Y
214 y2511 20250625 7950.00 ... 7962.00 7988.00 Y
215 y2512 20250625 7966.00 ... 7978.00 8000.00 Y
216 y2601 20250625 7880.00 ... 7906.00 7940.00 Y
217 y2603 20250625 7748.00 ... 7770.00 7788.00 Y
218 y2605 20250625 7606.00 ... 7614.00 7648.00 Y
[219 rows x 12 columns]
2025-07-01 16:25:48,015 - future_1d - INFO - ak.get_dce_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 SC2507 20250625 520.9 ... 517.2 566.8 SC
1 SC2508 20250625 513 ... 508.7 553.6 SC
2 SC2509 20250625 500 ... 499.4 532.1 SC
3 SC2510 20250625 497.7 ... 493.3 520.2 SC
4 SC2511 20250625 491.9 ... 488.7 507.8 SC
5 SC2512 20250625 486.1 ... 485.4 500.4 SC
6 SC2601 20250625 480.5 ... 485.6 496.8 SC
7 SC2602 20250625 480.3 ... 481 489 SC
8 SC2603 20250625 481.5 ... 477.3 483.7 SC
9 SC2604 20250625 478.3 ... 474.2 484.6 SC
10 SC2605 20250625 476.5 ... 477.9 479.1 SC
11 SC2606 20250625 472.5 ... 476.9 482 SC
12 SC2609 20250625 469.1 ... 472.4 481.8 SC
13 SC2612 20250625 475 ... 475 480.4 SC
14 SC2703 20250625 ... 470 470 SC
15 SC2706 20250625 ... 478 485 SC
16 SC2709 20250625 463.1 ... 466.6 499.3 SC
17 SC2712 20250625 467.5 ... 467.7 470.7 SC
18 SC2803 20250625 469 ... 468.9 469.6 SC
19 SC2806 20250625 462 ... 468.1 477.4 SC
21 LU2507 20250625 3850 ... 3833 4198 LU
22 LU2508 20250625 3689 ... 3686 3825 LU
23 LU2509 20250625 3640 ... 3623 3756 LU
24 LU2510 20250625 3595 ... 3584 3724 LU
25 LU2511 20250625 3572 ... 3550 3639 LU
26 LU2512 20250625 3531 ... 3517 3560 LU
27 LU2601 20250625 3504 ... 3480 3549 LU
28 LU2602 20250625 3461 ... 3458 3563 LU
29 LU2603 20250625 3446 ... 3445 3482 LU
30 LU2604 20250625 3386 ... 3386 3445 LU
31 LU2605 20250625 3420 ... 3420 3439 LU
32 LU2606 20250625 3411 ... 3405 3423 LU
34 NR2507 20250625 11840 ... 11825 11900 NR
35 NR2508 20250625 11845 ... 11840 11890 NR
36 NR2509 20250625 11810 ... 11850 11885 NR
37 NR2510 20250625 11830 ... 11850 11865 NR
38 NR2511 20250625 11870 ... 11870 11890 NR
39 NR2512 20250625 11905 ... 11890 11965 NR
40 NR2601 20250625 11900 ... 11905 11920 NR
41 NR2602 20250625 11920 ... 11920 11910 NR
42 NR2603 20250625 11935 ... 11935 11970 NR
43 NR2604 20250625 ... 12070 12070 NR
44 NR2605 20250625 11985 ... 11975 11960 NR
45 NR2606 20250625 ... 12025 12195 NR
47 BC2507 20250625 69720 ... 69940 69780 BC
48 BC2508 20250625 69750 ... 69740 69640 BC
49 BC2509 20250625 69560 ... 69620 69470 BC
50 BC2510 20250625 ... 69820 69820 BC
51 BC2511 20250625 ... 69510 69510 BC
52 BC2512 20250625 ... 69160 69160 BC
53 BC2601 20250625 ... 69020 68900 BC
54 BC2602 20250625 ... 69410 69410 BC
55 BC2603 20250625 ... 69290 69290 BC
56 BC2604 20250625 ... 69760 69760 BC
57 BC2605 20250625 ... 68610 68610 BC
58 BC2606 20250625 ... 68610 68610 BC
60 EC2506 20250625 1881.1 ... 1887.1 1889.3 EC
61 EC2508 20250625 1780 ... 1738.3 1795.3 EC
62 EC2510 20250625 1288 ... 1288.5 1323.4 EC
63 EC2512 20250625 1448 ... 1430.2 1484.4 EC
64 EC2602 20250625 1300 ... 1271.6 1327.1 EC
65 EC2604 20250625 1140.5 ... 1131 1174 EC
68 SC_TAS2508 20250625 ... SC_TAS
69 SC_TAS2509 20250625 ... SC_TAS
70 SC_TAS2510 20250625 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:25:48,078 - future_1d - INFO - ak.get_ine_daily('2025-06-25') done
2025-07-01 16:25:49,837 - future_1d - INFO - save future_daily 2025-06-25 completed
symbol date open ... settle pre_settle variety
0 PS2507 20250626 31225.0 ... 32035.0 31560.0 PS
1 PS2508 20250626 30745.0 ... 31425.0 30655.0 PS
2 PS2509 20250626 30220.0 ... 30900.0 30290.0 PS
3 PS2510 20250626 30245.0 ... 30725.0 30165.0 PS
4 PS2511 20250626 29980.0 ... 30505.0 29970.0 PS
5 PS2512 20250626 31960.0 ... 32480.0 31885.0 PS
6 PS2601 20250626 31750.0 ... 32225.0 31600.0 PS
7 PS2602 20250626 31660.0 ... 32070.0 31530.0 PS
8 PS2603 20250626 31760.0 ... 32020.0 31525.0 PS
9 PS2604 20250626 31700.0 ... 32060.0 31505.0 PS
10 PS2605 20250626 31600.0 ... 32020.0 31390.0 PS
11 PS2606 20250626 32525.0 ... 33625.0 32090.0 PS
13 SI2507 20250626 7575.0 ... 7730.0 7540.0 SI
14 SI2508 20250626 7555.0 ... 7720.0 7540.0 SI
15 SI2509 20250626 7600.0 ... 7720.0 7520.0 SI
16 SI2510 20250626 7575.0 ... 7670.0 7500.0 SI
17 SI2511 20250626 7550.0 ... 7660.0 7455.0 SI
18 SI2512 20250626 7785.0 ... 7890.0 7710.0 SI
19 SI2601 20250626 7760.0 ... 7835.0 7665.0 SI
20 SI2602 20250626 7775.0 ... 7815.0 7655.0 SI
21 SI2603 20250626 7690.0 ... 7795.0 7645.0 SI
22 SI2604 20250626 7735.0 ... 7780.0 7630.0 SI
23 SI2605 20250626 7690.0 ... 7765.0 7625.0 SI
24 SI2606 20250626 7675.0 ... 7780.0 7630.0 SI
27 LC2507 20250626 60580.0 ... 61380.0 61180.0 LC
28 LC2508 20250626 60660.0 ... 61460.0 61060.0 LC
29 LC2509 20250626 60680.0 ... 61260.0 60800.0 LC
30 LC2510 20250626 60820.0 ... 61220.0 60720.0 LC
31 LC2511 20250626 60700.0 ... 61100.0 60600.0 LC
32 LC2512 20250626 61060.0 ... 61400.0 60920.0 LC
33 LC2601 20250626 61200.0 ... 61440.0 61020.0 LC
34 LC2602 20250626 61060.0 ... 61400.0 60960.0 LC
35 LC2603 20250626 60920.0 ... 61440.0 60960.0 LC
36 LC2604 20250626 61500.0 ... 61960.0 61380.0 LC
37 LC2605 20250626 61460.0 ... 62060.0 61480.0 LC
38 LC2606 20250626 61580.0 ... 62060.0 61540.0 LC
[36 rows x 12 columns]
2025-07-01 16:25:58,995 - future_1d - INFO - ak.get_gfex_daily('2025-06-26') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250626 ... 78860 78550 CU
1 1 CU2508 20250626 ... 78740 78440 CU
2 2 CU2509 20250626 ... 78560 78260 CU
3 3 CU2510 20250626 ... 78380 78090 CU
4 4 CU2511 20250626 ... 78220 77940 CU
5 5 CU2512 20250626 ... 77950 77660 CU
6 6 CU2601 20250626 ... 77820 77580 CU
7 7 CU2602 20250626 ... 77640 77450 CU
8 8 CU2603 20250626 ... 77510 77350 CU
9 9 CU2604 20250626 ... 77440 77330 CU
10 10 CU2605 20250626 ... 77420 77270 CU
11 11 CU2606 20250626 ... 77380 77230 CU
12 12 BC2507 20250626 ... 70280 69940 BC
13 13 BC2508 20250626 ... 70120 69740 BC
14 14 BC2509 20250626 ... 69910 69620 BC
15 15 BC2510 20250626 ... 69820 69820 BC
16 16 BC2511 20250626 ... 69510 69510 BC
17 17 BC2512 20250626 ... 69450 69160 BC
18 18 BC2601 20250626 ... 69570 69020 BC
19 19 BC2602 20250626 ... 69410 69410 BC
20 20 BC2603 20250626 ... 69290 69290 BC
21 21 BC2604 20250626 ... 69760 69760 BC
22 22 BC2605 20250626 ... 68610 68610 BC
23 23 BC2606 20250626 ... 68610 68610 BC
24 24 AL2507 20250626 ... 20510 20395 AL
25 25 AL2508 20250626 ... 20380 20295 AL
26 26 AL2509 20250626 ... 20305 20230 AL
27 27 AL2510 20250626 ... 20210 20145 AL
28 28 AL2511 20250626 ... 20110 20050 AL
29 29 AL2512 20250626 ... 20000 19940 AL
30 30 AL2601 20250626 ... 19940 19900 AL
31 31 AL2602 20250626 ... 19945 19885 AL
32 32 AL2603 20250626 ... 19935 19855 AL
33 33 AL2604 20250626 ... 19940 19890 AL
34 34 AL2605 20250626 ... 19935 19895 AL
35 35 AL2606 20250626 ... 19950 19895 AL
36 36 ZN2507 20250626 ... 22265 22125 ZN
37 37 ZN2508 20250626 ... 22155 21965 ZN
38 38 ZN2509 20250626 ... 22055 21870 ZN
39 39 ZN2510 20250626 ... 22000 21800 ZN
40 40 ZN2511 20250626 ... 21950 21740 ZN
41 41 ZN2512 20250626 ... 21905 21660 ZN
42 42 ZN2601 20250626 ... 21830 21585 ZN
43 43 ZN2602 20250626 ... 21795 21505 ZN
44 44 ZN2603 20250626 ... 21715 21485 ZN
45 45 ZN2604 20250626 ... 21630 21470 ZN
46 46 ZN2605 20250626 ... 21575 21455 ZN
47 47 ZN2606 20250626 ... 21625 21395 ZN
48 48 PB2507 20250626 ... 17185 17105 PB
49 49 PB2508 20250626 ... 17205 17120 PB
50 50 PB2509 20250626 ... 17215 17125 PB
51 51 PB2510 20250626 ... 17205 17110 PB
52 52 PB2511 20250626 ... 17180 17090 PB
53 53 PB2512 20250626 ... 17175 17100 PB
54 54 PB2601 20250626 ... 17175 17090 PB
55 55 PB2602 20250626 ... 17185 17110 PB
56 56 PB2603 20250626 ... 17175 17090 PB
57 57 PB2604 20250626 ... 17195 17140 PB
58 58 PB2605 20250626 ... 17155 16930 PB
59 59 PB2606 20250626 ... 17185 17105 PB
60 60 NI2507 20250626 ... 119540 117940 NI
61 61 NI2508 20250626 ... 119780 118080 NI
62 62 NI2509 20250626 ... 120030 118270 NI
63 63 NI2510 20250626 ... 120090 118430 NI
64 64 NI2511 20250626 ... 120320 118800 NI
65 65 NI2512 20250626 ... 120890 118940 NI
66 66 NI2601 20250626 ... 120790 119160 NI
67 67 NI2602 20250626 ... 120910 119150 NI
68 68 NI2603 20250626 ... 121070 119530 NI
69 69 NI2604 20250626 ... 121530 119690 NI
70 70 NI2605 20250626 ... 121700 120000 NI
71 71 NI2606 20250626 ... 121980 119750 NI
72 72 SN2507 20250626 ... 266610 262150 SN
73 73 SN2508 20250626 ... 266690 262240 SN
74 74 SN2509 20250626 ... 266570 262250 SN
75 75 SN2510 20250626 ... 266380 262160 SN
76 76 SN2511 20250626 ... 266380 262030 SN
77 77 SN2512 20250626 ... 266170 261760 SN
78 78 SN2601 20250626 ... 266410 262210 SN
79 79 SN2602 20250626 ... 266240 262600 SN
80 80 SN2603 20250626 ... 266410 263000 SN
81 81 SN2604 20250626 ... 266320 262830 SN
82 82 SN2605 20250626 ... 266480 261950 SN
83 83 SN2606 20250626 ... 265260 262250 SN
84 84 AO2507 20250626 ... 3028 3001 AO
85 85 AO2508 20250626 ... 2973 2942 AO
86 86 AO2509 20250626 ... 2935 2906 AO
87 87 AO2510 20250626 ... 2907 2879 AO
88 88 AO2511 20250626 ... 2899 2872 AO
89 89 AO2512 20250626 ... 2894 2864 AO
90 90 AO2601 20250626 ... 2883 2854 AO
91 91 AO2602 20250626 ... 2879 2847 AO
92 92 AO2603 20250626 ... 2868 2853 AO
93 93 AO2604 20250626 ... 2874 2853 AO
94 94 AO2605 20250626 ... 2869 2844 AO
95 95 AO2606 20250626 ... 2868 2841 AO
96 96 AD2511 20250626 ... 19690 19600 AD
97 97 AD2512 20250626 ... 19575 19495 AD
98 98 AD2601 20250626 ... 19465 19435 AD
99 99 AD2602 20250626 ... 19360 19315 AD
100 100 AD2603 20250626 ... 19310 19295 AD
101 101 AD2604 20250626 ... 19295 19265 AD
102 102 AD2605 20250626 ... 19300 19235 AD
103 103 AD2606 20250626 ... 19200 19200 AD
104 104 AU2507 20250626 ... 772.22 769.34 AU
105 105 AU2508 20250626 ... 773.16 769.98 AU
106 106 AU2509 20250626 ... 774.36 775.02 AU
107 107 AU2510 20250626 ... 775.18 771.82 AU
108 108 AU2512 20250626 ... 777 774.52 AU
109 109 AU2602 20250626 ... 779.46 777.5 AU
110 110 AU2604 20250626 ... 781.84 780.36 AU
111 111 AU2606 20250626 ... 783.32 782 AU
112 112 AG2507 20250626 ... 8742 8669 AG
113 113 AG2508 20250626 ... 8744 8649 AG
114 114 AG2509 20250626 ... 8756 8657 AG
115 115 AG2510 20250626 ... 8766 8670 AG
116 116 AG2511 20250626 ... 8782 8671 AG
117 117 AG2512 20250626 ... 8789 8690 AG
118 118 AG2601 20250626 ... 8806 8704 AG
119 119 AG2602 20250626 ... 8819 8717 AG
120 120 AG2603 20250626 ... 8825 8716 AG
121 121 AG2604 20250626 ... 8844 8728 AG
122 122 AG2605 20250626 ... 8853 8746 AG
123 123 AG2606 20250626 ... 8887 8766 AG
124 124 RB2507 20250626 ... 2985 2987 RB
125 125 RB2508 20250626 ... 2942 2941 RB
126 126 RB2509 20250626 ... 2937 2939 RB
127 127 RB2510 20250626 ... 2966 2970 RB
128 128 RB2511 20250626 ... 2970 2974 RB
129 129 RB2512 20250626 ... 2980 2980 RB
130 130 RB2601 20250626 ... 2971 2973 RB
131 131 RB2602 20250626 ... 2972 2978 RB
132 132 RB2603 20250626 ... 2971 2976 RB
133 133 RB2604 20250626 ... 2986 2985 RB
134 134 RB2605 20250626 ... 2973 2970 RB
135 135 RB2606 20250626 ... 2978 2975 RB
136 136 WR2507 20250626 ... 3338 3338 WR
137 137 WR2508 20250626 ... 3359 3359 WR
138 138 WR2509 20250626 ... 3241 3241 WR
139 139 WR2510 20250626 ... 3272 3273 WR
140 140 WR2511 20250626 ... 3361 3361 WR
141 141 WR2512 20250626 ... 3316 3316 WR
142 142 WR2601 20250626 ... 3327 3339 WR
143 143 WR2602 20250626 ... 3396 3396 WR
144 144 WR2603 20250626 ... 3387 3387 WR
145 145 WR2604 20250626 ... 3392 3392 WR
146 146 WR2605 20250626 ... 3369 3369 WR
147 147 WR2606 20250626 ... 3366 3379 WR
148 148 HC2507 20250626 ... 3126 3121 HC
149 149 HC2508 20250626 ... 3119 3119 HC
150 150 HC2509 20250626 ... 3103 3099 HC
151 151 HC2510 20250626 ... 3092 3091 HC
152 152 HC2511 20250626 ... 3091 3092 HC
153 153 HC2512 20250626 ... 3093 3100 HC
154 154 HC2601 20250626 ... 3092 3092 HC
155 155 HC2602 20250626 ... 3094 3103 HC
156 156 HC2603 20250626 ... 3103 3110 HC
157 157 HC2604 20250626 ... 3103 3106 HC
158 158 HC2605 20250626 ... 3087 3086 HC
159 159 HC2606 20250626 ... 3096 3096 HC
160 160 SS2507 20250626 ... 12570 12435 SS
161 161 SS2508 20250626 ... 12625 12490 SS
162 162 SS2509 20250626 ... 12570 12430 SS
163 163 SS2510 20250626 ... 12520 12360 SS
164 164 SS2511 20250626 ... 12520 12360 SS
165 165 SS2512 20250626 ... 12535 12375 SS
166 166 SS2601 20250626 ... 12555 12420 SS
167 167 SS2602 20250626 ... 12575 12475 SS
168 168 SS2603 20250626 ... 12615 12505 SS
169 169 SS2604 20250626 ... 12670 12520 SS
170 170 SS2605 20250626 ... 12685 12565 SS
171 171 SS2606 20250626 ... 12740 12615 SS
172 172 SC2507 20250626 ... 504.7 517.2 SC
173 173 SC2508 20250626 ... 505.4 508.7 SC
174 174 SC2509 20250626 ... 495.1 499.4 SC
175 175 SC2510 20250626 ... 489.4 493.3 SC
176 176 SC2511 20250626 ... 485.3 488.7 SC
177 177 SC2512 20250626 ... 482 485.4 SC
178 178 SC2601 20250626 ... 480.2 485.6 SC
179 179 SC2602 20250626 ... 479.6 481 SC
180 180 SC2603 20250626 ... 477.6 477.3 SC
181 181 SC2604 20250626 ... 479 474.2 SC
182 182 SC2605 20250626 ... 476.1 477.9 SC
183 183 SC2606 20250626 ... 475.7 476.9 SC
184 184 SC2609 20250626 ... 472.5 472.4 SC
185 185 SC2612 20250626 ... 470.6 475 SC
186 186 SC2703 20250626 ... 468.4 470 SC
187 187 SC2706 20250626 ... 474 478 SC
188 188 SC2709 20250626 ... 469.1 466.6 SC
189 189 SC2712 20250626 ... 465.8 467.7 SC
190 190 SC2803 20250626 ... 467.2 468.9 SC
191 191 SC2806 20250626 ... 465.6 468.1 SC
192 192 LU2507 20250626 ... 3774 3833 LU
193 193 LU2508 20250626 ... 3694 3686 LU
194 194 LU2509 20250626 ... 3623 3623 LU
195 195 LU2510 20250626 ... 3582 3584 LU
196 196 LU2511 20250626 ... 3553 3550 LU
197 197 LU2512 20250626 ... 3503 3517 LU
198 198 LU2601 20250626 ... 3497 3480 LU
199 199 LU2602 20250626 ... 3492 3458 LU
200 200 LU2603 20250626 ... 3458 3445 LU
201 201 LU2604 20250626 ... 3398 3386 LU
202 202 LU2605 20250626 ... 3428 3420 LU
203 203 LU2606 20250626 ... 3405 3405 LU
204 204 FU2507 20250626 ... 2967 2951 FU
205 205 FU2508 20250626 ... 2991 3011 FU
206 206 FU2509 20250626 ... 3004 3020 FU
207 207 FU2510 20250626 ... 2953 2971 FU
208 208 FU2511 20250626 ... 2911 2926 FU
209 209 FU2512 20250626 ... 2883 2901 FU
210 210 FU2601 20250626 ... 2856 2874 FU
211 211 FU2602 20250626 ... 2837 2854 FU
212 212 FU2603 20250626 ... 2826 2844 FU
213 213 FU2604 20250626 ... 2814 2829 FU
214 214 FU2605 20250626 ... 2802 2821 FU
215 215 FU2606 20250626 ... 2789 2808 FU
216 216 BU2507 20250626 ... 3569 3563 BU
217 217 BU2508 20250626 ... 3570 3567 BU
218 218 BU2509 20250626 ... 3562 3556 BU
219 219 BU2510 20250626 ... 3522 3516 BU
220 220 BU2511 20250626 ... 3466 3463 BU
221 221 BU2512 20250626 ... 3394 3393 BU
222 222 BU2601 20250626 ... 3361 3361 BU
223 223 BU2602 20250626 ... 3341 3345 BU
224 224 BU2603 20250626 ... 3320 3313 BU
225 225 BU2604 20250626 ... 3307 3300 BU
226 226 BU2605 20250626 ... 3304 3299 BU
227 227 BU2606 20250626 ... 3286 3272 BU
228 228 BU2609 20250626 ... 3295 3288 BU
229 229 BU2612 20250626 ... 3254 3252 BU
230 230 BU2703 20250626 ... 3243 3268 BU
231 231 BU2706 20250626 ... 3269 3259 BU
232 232 BR2507 20250626 ... 11225 11245 BR
233 233 BR2508 20250626 ... 11090 11065 BR
234 234 BR2509 20250626 ... 11020 10980 BR
235 235 BR2510 20250626 ... 10985 10935 BR
236 236 BR2511 20250626 ... 10930 10955 BR
237 237 BR2512 20250626 ... 10940 10955 BR
238 238 BR2601 20250626 ... 10925 10895 BR
239 239 BR2602 20250626 ... 10960 10895 BR
240 240 BR2603 20250626 ... 10925 10895 BR
241 241 BR2604 20250626 ... 10960 10885 BR
242 242 BR2605 20250626 ... 10945 10875 BR
243 243 BR2606 20250626 ... 10940 10945 BR
244 244 RU2507 20250626 ... 13835 13690 RU
245 245 RU2508 20250626 ... 13910 13720 RU
246 246 RU2509 20250626 ... 13885 13750 RU
247 247 RU2510 20250626 ... 13910 13765 RU
248 248 RU2511 20250626 ... 13920 13765 RU
249 249 RU2601 20250626 ... 14735 14605 RU
250 250 RU2603 20250626 ... 14705 14630 RU
251 251 RU2604 20250626 ... 14890 14615 RU
252 252 RU2605 20250626 ... 14765 14640 RU
253 253 RU2606 20250626 ... 14915 14915 RU
254 254 NR2507 20250626 ... 11935 11825 NR
255 255 NR2508 20250626 ... 11980 11840 NR
256 256 NR2509 20250626 ... 11975 11850 NR
257 257 NR2510 20250626 ... 11980 11850 NR
258 258 NR2511 20250626 ... 12040 11870 NR
259 259 NR2512 20250626 ... 12015 11890 NR
260 260 NR2601 20250626 ... 11990 11905 NR
261 261 NR2602 20250626 ... 12105 11920 NR
262 262 NR2603 20250626 ... 12135 11935 NR
263 263 NR2604 20250626 ... 12055 12070 NR
264 264 NR2605 20250626 ... 12210 11975 NR
265 265 NR2606 20250626 ... 12260 12025 NR
266 266 SP2507 20250626 ... 5062 5074 SP
267 267 SP2508 20250626 ... 5062 5086 SP
268 268 SP2509 20250626 ... 5070 5080 SP
269 269 SP2510 20250626 ... 5072 5088 SP
270 270 SP2511 20250626 ... 5058 5064 SP
271 271 SP2512 20250626 ... 5062 5070 SP
272 272 SP2601 20250626 ... 5284 5302 SP
273 273 SP2602 20250626 ... 5234 5252 SP
274 274 SP2603 20250626 ... 5236 5240 SP
275 275 SP2604 20250626 ... 5238 5248 SP
276 276 SP2605 20250626 ... 5236 5258 SP
277 277 SP2606 20250626 ... 5248 5274 SP
278 278 EC2506 20250626 ... 1885.8 1887.1 EC
279 279 EC2508 20250626 ... 1763.9 1738.3 EC
280 280 EC2510 20250626 ... 1314.5 1288.5 EC
281 281 EC2512 20250626 ... 1469.6 1430.2 EC
282 282 EC2602 20250626 ... 1296 1271.6 EC
283 283 EC2604 20250626 ... 1156.7 1131 EC
284 285 SC_TAS2508 20250626 ... SC_TAS
285 286 SC_TAS2509 20250626 ... SC_TAS
286 287 SC_TAS2510 20250626 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:25:59,140 - future_1d - INFO - ak.get_shfe_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 IC2507 20250626 5827.000 ... 5813.400 5826.000 IC
1 IC2508 20250626 5797.200 ... 5774.000 5789.400 IC
2 IC2509 20250626 5749.800 ... 5731.800 5742.000 IC
3 IC2512 20250626 5632.600 ... 5618.800 5625.800 IC
4 IF2507 20250626 3928.600 ... 3923.000 3928.600 IF
5 IF2508 20250626 3919.200 ... 3910.600 3918.600 IF
6 IF2509 20250626 3915.200 ... 3905.600 3913.200 IF
7 IF2512 20250626 3889.800 ... 3874.200 3882.000 IF
8 IH2507 20250626 2720.400 ... 2715.200 2716.800 IH
9 IH2508 20250626 2715.200 ... 2710.800 2714.600 IH
10 IH2509 20250626 2716.000 ... 2711.800 2715.400 IH
11 IH2512 20250626 2717.400 ... 2712.200 2715.200 IH
12 IM2507 20250626 6227.200 ... 6218.000 6227.800 IM
13 IM2508 20250626 6165.400 ... 6163.800 6170.600 IM
14 IM2509 20250626 6105.000 ... 6104.800 6101.400 IM
15 IM2512 20250626 5948.200 ... 5941.600 5930.800 IM
16 T2509 20250626 108.995 ... 108.950 108.975 T
17 T2512 20250626 108.995 ... 108.975 109.005 T
18 T2603 20250626 108.985 ... 108.950 108.975 T
19 TF2509 20250626 106.205 ... 106.160 106.175 TF
20 TF2512 20250626 106.295 ... 106.240 106.250 TF
21 TF2603 20250626 106.315 ... 106.265 106.285 TF
22 TL2509 20250626 120.750 ... 120.680 120.600 TL
23 TL2512 20250626 120.620 ... 120.530 120.480 TL
24 TL2603 20250626 120.450 ... 120.340 120.300 TL
25 TS2509 20250626 102.510 ... 102.508 102.506 TS
26 TS2512 20250626 102.654 ... 102.644 102.644 TS
27 TS2603 20250626 102.742 ... 102.736 102.738 TS
[28 rows x 12 columns]
2025-07-01 16:25:59,458 - future_1d - INFO - ak.get_cffex_daily('2025-06-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250626 7691.0 7749.0 ... 358350.16 7728.0 7677.0 AP
1 AP511 20250626 7577.0 7584.0 ... 1052.08 7569.0 7520.0 AP
2 AP512 20250626 7594.0 7598.0 ... 197.22 7586.0 7552.0 AP
3 AP601 20250626 7580.0 7635.0 ... 12498.15 7616.0 7572.0 AP
4 AP603 20250626 7648.0 7648.0 ... 335.76 7631.0 7599.0 AP
5 AP604 20250626 7693.0 7693.0 ... 38.42 7684.0 7647.0 AP
6 AP605 20250626 7736.0 7763.0 ... 123.90 7744.0 7695.0 AP
7 CF507 20250626 13435.0 13505.0 ... 16299.83 13465.0 13385.0 CF
8 CF509 20250626 13635.0 13730.0 ... 1315653.53 13685.0 13615.0 CF
9 CF511 20250626 13570.0 13635.0 ... 104440.74 13590.0 13530.0 CF
10 CF601 20250626 13615.0 13695.0 ... 278558.06 13660.0 13610.0 CF
11 CF603 20250626 13595.0 13660.0 ... 1655.79 13630.0 13575.0 CF
12 CF605 20250626 13600.0 13670.0 ... 5071.59 13635.0 13570.0 CF
13 CJ507 20250626 9550.0 9610.0 ... 1875.64 9545.0 9425.0 CJ
14 CJ509 20250626 9690.0 9780.0 ... 1152276.16 9690.0 9570.0 CJ
15 CJ512 20250626 10630.0 10685.0 ... 23381.16 10585.0 10450.0 CJ
16 CJ601 20250626 10725.0 10815.0 ... 602265.75 10705.0 10550.0 CJ
17 CJ603 20250626 10895.0 10920.0 ... 9277.66 10840.0 10650.0 CJ
18 CJ605 20250626 11045.0 11100.0 ... 35144.75 11005.0 10855.0 CJ
19 CY507 20250626 19970.0 20005.0 ... 978.40 19965.0 19850.0 CY
20 CY508 20250626 0.0 0.0 ... 0.00 19555.0 19555.0 CY
21 CY509 20250626 20000.0 20135.0 ... 103466.43 20080.0 19935.0 CY
22 CY510 20250626 0.0 0.0 ... 0.00 19700.0 19560.0 CY
23 CY511 20250626 19900.0 19900.0 ... 29.85 19900.0 19830.0 CY
24 CY512 20250626 0.0 0.0 ... 0.00 19785.0 19785.0 CY
25 CY601 20250626 20040.0 20070.0 ... 90.15 20035.0 19935.0 CY
26 CY602 20250626 0.0 0.0 ... 0.00 19505.0 19455.0 CY
27 CY603 20250626 0.0 0.0 ... 0.00 19970.0 19845.0 CY
28 CY604 20250626 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250626 20050.0 20050.0 ... 10.03 20050.0 20055.0 CY
30 CY606 20250626 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250626 960.0 962.0 ... 6940.97 951.0 959.0 FG
32 FG508 20250626 1026.0 1033.0 ... 29287.82 1024.0 1024.0 FG
33 FG509 20250626 1015.0 1023.0 ... 2253256.67 1014.0 1012.0 FG
34 FG510 20250626 1039.0 1047.0 ... 21507.53 1040.0 1037.0 FG
35 FG511 20250626 1029.0 1035.0 ... 33695.67 1028.0 1025.0 FG
36 FG512 20250626 1082.0 1087.0 ... 1287.12 1082.0 1076.0 FG
37 FG601 20250626 1065.0 1074.0 ... 136489.63 1068.0 1063.0 FG
38 FG602 20250626 1097.0 1105.0 ... 283.98 1101.0 1096.0 FG
39 FG603 20250626 1095.0 1100.0 ... 331.27 1097.0 1089.0 FG
40 FG604 20250626 1115.0 1126.0 ... 266.61 1120.0 1118.0 FG
41 FG605 20250626 1107.0 1116.0 ... 1941.76 1111.0 1103.0 FG
42 FG606 20250626 1129.0 1131.0 ... 83.34 1126.0 1117.0 FG
43 JR507 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250626 2437.0 2460.0 ... 1002.59 2439.0 2431.0 MA
54 MA508 20250626 2404.0 2446.0 ... 69225.07 2423.0 2405.0 MA
55 MA509 20250626 2384.0 2429.0 ... 3893299.10 2402.0 2388.0 MA
56 MA510 20250626 2396.0 2433.0 ... 39181.64 2407.0 2395.0 MA
57 MA511 20250626 2399.0 2435.0 ... 50267.84 2411.0 2398.0 MA
58 MA512 20250626 2416.0 2442.0 ... 220.50 2423.0 2418.0 MA
59 MA601 20250626 2410.0 2440.0 ... 253429.26 2424.0 2412.0 MA
60 MA602 20250626 2390.0 2405.0 ... 26.33 2394.0 2387.0 MA
61 MA603 20250626 2375.0 2417.0 ... 55.03 2393.0 2385.0 MA
62 MA604 20250626 2361.0 2390.0 ... 23.71 2371.0 2360.0 MA
63 MA605 20250626 2325.0 2342.0 ... 3679.70 2327.0 2323.0 MA
64 MA606 20250626 2345.0 2348.0 ... 145.25 2343.0 2338.0 MA
65 OI507 20250626 9576.0 9614.0 ... 6703.04 9576.0 9624.0 OI
66 OI509 20250626 9450.0 9492.0 ... 2847106.69 9458.0 9510.0 OI
67 OI511 20250626 9446.0 9468.0 ... 98790.05 9434.0 9485.0 OI
68 OI601 20250626 9378.0 9419.0 ... 206910.18 9382.0 9423.0 OI
69 OI603 20250626 9319.0 9367.0 ... 1687.56 9324.0 9368.0 OI
70 OI605 20250626 9217.0 9272.0 ... 2214.62 9228.0 9257.0 OI
71 PF507 20250626 6700.0 6712.0 ... 6898.76 6670.0 6686.0 PF
72 PF508 20250626 6588.0 6618.0 ... 411622.26 6576.0 6592.0 PF
73 PF509 20250626 6468.0 6496.0 ... 182260.93 6460.0 6476.0 PF
74 PF510 20250626 6486.0 6494.0 ... 46526.82 6460.0 6482.0 PF
75 PF511 20250626 6440.0 6444.0 ... 32487.49 6410.0 6438.0 PF
76 PF512 20250626 6386.0 6408.0 ... 973.01 6380.0 6408.0 PF
77 PF601 20250626 6424.0 6424.0 ... 868.94 6390.0 6420.0 PF
78 PF602 20250626 6422.0 6422.0 ... 28.76 6390.0 6412.0 PF
79 PF603 20250626 6386.0 6404.0 ... 19.16 6388.0 6414.0 PF
80 PF604 20250626 6388.0 6388.0 ... 3.19 6388.0 6418.0 PF
81 PF605 20250626 6384.0 6404.0 ... 15.98 6392.0 6420.0 PF
82 PF606 20250626 0.0 0.0 ... 0.00 6384.0 6412.0 PF
83 PK510 20250626 8238.0 8238.0 ... 241626.37 8180.0 8246.0 PK
84 PK511 20250626 8018.0 8018.0 ... 77791.61 7948.0 8020.0 PK
85 PK512 20250626 7968.0 7974.0 ... 1759.24 7960.0 8002.0 PK
86 PK601 20250626 7996.0 7996.0 ... 6963.14 7968.0 8010.0 PK
87 PK603 20250626 7976.0 7990.0 ... 223.24 7974.0 8010.0 PK
88 PK604 20250626 7982.0 7982.0 ... 398.50 7970.0 8006.0 PK
89 PK605 20250626 7990.0 7990.0 ... 1040.30 7972.0 8006.0 PK
90 PM507 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250626 6034.0 6054.0 ... 9747.83 6024.0 6044.0 PR
97 PR508 20250626 6026.0 6040.0 ... 104522.36 6006.0 6026.0 PR
98 PR509 20250626 5948.0 5968.0 ... 540214.73 5936.0 5954.0 PR
99 PR510 20250626 5912.0 5926.0 ... 223336.02 5894.0 5916.0 PR
100 PR511 20250626 5854.0 5876.0 ... 1423.34 5858.0 5860.0 PR
101 PR512 20250626 5846.0 5860.0 ... 78.95 5848.0 5850.0 PR
102 PR601 20250626 5844.0 5860.0 ... 3274.31 5838.0 5844.0 PR
103 PR602 20250626 0.0 0.0 ... 0.00 5876.0 5884.0 PR
104 PR603 20250626 5870.0 5870.0 ... 8.81 5870.0 5886.0 PR
105 PR604 20250626 0.0 0.0 ... 0.00 5876.0 5902.0 PR
106 PR605 20250626 5870.0 5870.0 ... 26.40 5868.0 5872.0 PR
107 PR606 20250626 5848.0 5848.0 ... 8.77 5848.0 5824.0 PR
108 PX507 20250626 6878.0 6904.0 ... 3550.03 6848.0 6952.0 PX
109 PX508 20250626 6856.0 6920.0 ... 158452.84 6802.0 6850.0 PX
110 PX509 20250626 6716.0 6748.0 ... 973999.17 6710.0 6752.0 PX
111 PX510 20250626 6648.0 6664.0 ... 68787.59 6626.0 6660.0 PX
112 PX511 20250626 6582.0 6620.0 ... 107568.07 6580.0 6604.0 PX
113 PX512 20250626 0.0 0.0 ... 0.00 6568.0 6574.0 PX
114 PX601 20250626 6528.0 6556.0 ... 64639.41 6512.0 6534.0 PX
115 PX602 20250626 6482.0 6482.0 ... 9.72 6482.0 6508.0 PX
116 PX603 20250626 0.0 0.0 ... 0.00 6502.0 6502.0 PX
117 PX604 20250626 0.0 0.0 ... 0.00 6482.0 6482.0 PX
118 PX605 20250626 6466.0 6506.0 ... 67.93 6470.0 6482.0 PX
119 PX606 20250626 6460.0 6460.0 ... 6.45 6454.0 6482.0 PX
120 RI507 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250626 2472.0 2472.0 ... 40815.02 2440.0 2514.0 RM
127 RM508 20250626 2596.0 2598.0 ... 25942.60 2556.0 2625.0 RM
128 RM509 20250626 2586.0 2588.0 ... 1746127.11 2548.0 2620.0 RM
129 RM511 20250626 2424.0 2437.0 ... 11924.38 2417.0 2448.0 RM
130 RM601 20250626 2327.0 2331.0 ... 259737.76 2308.0 2341.0 RM
131 RM603 20250626 2314.0 2314.0 ... 30450.00 2293.0 2326.0 RM
132 RM605 20250626 2344.0 2344.0 ... 25020.62 2327.0 2352.0 RM
133 RS507 20250626 4995.0 5000.0 ... 153.96 4967.0 4989.0 RS
134 RS508 20250626 5191.0 5191.0 ... 10.38 5191.0 5102.0 RS
135 RS509 20250626 5177.0 5230.0 ... 114.65 5211.0 5165.0 RS
136 RS511 20250626 0.0 0.0 ... 0.00 5260.0 5260.0 RS
137 SA507 20250626 1159.0 1165.0 ... 4257.47 1162.0 1152.0 SA
138 SA508 20250626 1170.0 1182.0 ... 9398.88 1177.0 1166.0 SA
139 SA509 20250626 1164.0 1180.0 ... 2590049.22 1172.0 1160.0 SA
140 SA510 20250626 1179.0 1191.0 ... 5382.62 1188.0 1177.0 SA
141 SA511 20250626 1178.0 1186.0 ... 3516.09 1181.0 1171.0 SA
142 SA512 20250626 1184.0 1195.0 ... 2136.56 1191.0 1179.0 SA
143 SA601 20250626 1160.0 1172.0 ... 376143.80 1166.0 1154.0 SA
144 SA602 20250626 1186.0 1197.0 ... 1030.00 1192.0 1180.0 SA
145 SA603 20250626 1182.0 1196.0 ... 1286.34 1189.0 1179.0 SA
146 SA604 20250626 1207.0 1217.0 ... 608.43 1212.0 1206.0 SA
147 SA605 20250626 1196.0 1208.0 ... 8130.60 1202.0 1197.0 SA
148 SA606 20250626 1210.0 1218.0 ... 189.45 1214.0 1206.0 SA
149 SF507 20250626 5544.0 5618.0 ... 20188.03 5550.0 5524.0 SF
150 SF508 20250626 5404.0 5442.0 ... 65039.75 5412.0 5368.0 SF
151 SF509 20250626 5366.0 5410.0 ... 532018.97 5380.0 5332.0 SF
152 SF510 20250626 5292.0 5324.0 ... 82720.57 5292.0 5238.0 SF
153 SF511 20250626 5392.0 5450.0 ... 117956.04 5416.0 5360.0 SF
154 SF512 20250626 5364.0 5396.0 ... 77.75 5362.0 5318.0 SF
155 SF601 20250626 5344.0 5368.0 ... 7088.96 5344.0 5290.0 SF
156 SF602 20250626 5266.0 5300.0 ... 321.90 5278.0 5212.0 SF
157 SF603 20250626 5390.0 5392.0 ... 8.08 5386.0 5352.0 SF
158 SF604 20250626 5376.0 5376.0 ... 5.37 5374.0 5336.0 SF
159 SF605 20250626 5358.0 5388.0 ... 83.11 5362.0 5332.0 SF
160 SF606 20250626 5294.0 5320.0 ... 23.84 5298.0 5244.0 SF
161 SH507 20250626 2345.0 2394.0 ... 7476.57 2380.0 2344.0 SH
162 SH508 20250626 2260.0 2296.0 ... 198267.41 2280.0 2255.0 SH
163 SH509 20250626 2276.0 2315.0 ... 2971881.55 2299.0 2272.0 SH
164 SH510 20250626 2316.0 2356.0 ... 215865.59 2340.0 2311.0 SH
165 SH511 20250626 2304.0 2343.0 ... 165376.03 2329.0 2303.0 SH
166 SH512 20250626 2319.0 2340.0 ... 3102.79 2329.0 2306.0 SH
167 SH601 20250626 2275.0 2302.0 ... 61503.47 2291.0 2269.0 SH
168 SH602 20250626 2308.0 2314.0 ... 297.24 2304.0 2290.0 SH
169 SH603 20250626 2314.0 2319.0 ... 291.32 2312.0 2299.0 SH
170 SH604 20250626 2354.0 2362.0 ... 134.09 2352.0 2341.0 SH
171 SH605 20250626 2341.0 2363.0 ... 2713.13 2349.0 2338.0 SH
172 SH606 20250626 2348.0 2371.0 ... 113.39 2362.0 2358.0 SH
173 SM507 20250626 5632.0 5690.0 ... 3817.10 5642.0 5600.0 SM
174 SM508 20250626 5652.0 5700.0 ... 67673.27 5658.0 5614.0 SM
175 SM509 20250626 5660.0 5704.0 ... 755129.86 5664.0 5622.0 SM
176 SM510 20250626 5590.0 5668.0 ... 32125.33 5628.0 5584.0 SM
177 SM511 20250626 5716.0 5750.0 ... 54438.87 5712.0 5674.0 SM
178 SM512 20250626 5702.0 5736.0 ... 51.39 5710.0 5656.0 SM
179 SM601 20250626 5678.0 5722.0 ... 29900.14 5694.0 5650.0 SM
180 SM602 20250626 5708.0 5726.0 ... 105.39 5698.0 5644.0 SM
181 SM603 20250626 5724.0 5730.0 ... 25.75 5722.0 5642.0 SM
182 SM604 20250626 5730.0 5732.0 ... 45.77 5722.0 5648.0 SM
183 SM605 20250626 5702.0 5734.0 ... 162.58 5704.0 5678.0 SM
184 SM606 20250626 5702.0 5714.0 ... 19.99 5710.0 5694.0 SM
185 SR507 20250626 5782.0 5802.0 ... 6635.80 5790.0 5747.0 SR
186 SR509 20250626 5760.0 5796.0 ... 1265557.21 5779.0 5727.0 SR
187 SR511 20250626 5633.0 5676.0 ... 111541.92 5656.0 5607.0 SR
188 SR601 20250626 5580.0 5608.0 ... 152174.70 5595.0 5561.0 SR
189 SR603 20250626 5563.0 5583.0 ... 1487.12 5570.0 5543.0 SR
190 SR605 20250626 5538.0 5563.0 ... 9271.23 5552.0 5512.0 SR
191 TA507 20250626 5012.0 5016.0 ... 18627.72 4974.0 5014.0 TA
192 TA508 20250626 4902.0 4918.0 ... 97327.93 4884.0 4912.0 TA
193 TA509 20250626 4774.0 4794.0 ... 2524428.88 4762.0 4780.0 TA
194 TA510 20250626 4676.0 4700.0 ... 61567.57 4676.0 4684.0 TA
195 TA511 20250626 4652.0 4660.0 ... 49187.93 4640.0 4648.0 TA
196 TA512 20250626 4614.0 4628.0 ... 62.20 4608.0 4622.0 TA
197 TA601 20250626 4600.0 4614.0 ... 409166.87 4588.0 4602.0 TA
198 TA602 20250626 4580.0 4612.0 ... 73.50 4594.0 4606.0 TA
199 TA603 20250626 4592.0 4610.0 ... 80.39 4594.0 4606.0 TA
200 TA604 20250626 4592.0 4612.0 ... 13.82 4606.0 4616.0 TA
201 TA605 20250626 4620.0 4624.0 ... 1401.92 4604.0 4616.0 TA
202 TA606 20250626 4602.0 4602.0 ... 4.60 4598.0 4614.0 TA
203 UR507 20250626 1781.0 1781.0 ... 150.66 1752.0 1748.0 UR
204 UR508 20250626 1753.0 1753.0 ... 1286.65 1739.0 1739.0 UR
205 UR509 20250626 1738.0 1741.0 ... 1853143.17 1720.0 1721.0 UR
206 UR510 20250626 1724.0 1724.0 ... 1252.20 1706.0 1711.0 UR
207 UR511 20250626 1719.0 1729.0 ... 92.49 1713.0 1718.0 UR
208 UR512 20250626 1705.0 1717.0 ... 13.63 1704.0 1715.0 UR
209 UR601 20250626 1693.0 1697.0 ... 104446.29 1683.0 1678.0 UR
210 UR602 20250626 1693.0 1693.0 ... 1204.91 1678.0 1678.0 UR
211 UR603 20250626 1706.0 1719.0 ... 102.28 1705.0 1711.0 UR
212 UR604 20250626 1699.0 1709.0 ... 149.52 1699.0 1708.0 UR
213 UR605 20250626 1705.0 1705.0 ... 4102.15 1692.0 1695.0 UR
214 UR606 20250626 1691.0 1692.0 ... 80.83 1684.0 1689.0 UR
215 WH507 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:25:59,748 - future_1d - INFO - ak.get_czce_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 a2507 20250626 4195.0 ... 4188.00 4208.00 A
1 a2509 20250626 4169.0 ... 4152.00 4186.00 A
2 a2511 20250626 4105.0 ... 4085.00 4114.00 A
3 a2601 20250626 4084.0 ... 4069.00 4094.00 A
4 a2603 20250626 4069.0 ... 4056.00 4080.00 A
5 a2605 20250626 4090.0 ... 4088.00 4113.00 A
6 b2507 20250626 3541.0 ... 3523.00 3549.00 B
7 b2508 20250626 3597.0 ... 3576.00 3614.00 B
8 b2509 20250626 3640.0 ... 3616.00 3661.00 B
9 b2510 20250626 3695.0 ... 3661.00 3702.00 B
10 b2511 20250626 3687.0 ... 3661.00 3705.00 B
11 b2512 20250626 3705.0 ... 3678.00 3709.00 B
12 b2601 20250626 3679.0 ... 3663.00 3694.00 B
13 b2602 20250626 3625.0 ... 3600.00 3642.00 B
14 b2603 20250626 3531.0 ... 3514.00 3545.00 B
15 b2604 20250626 3435.0 ... 3423.00 3445.00 B
16 b2605 20250626 3380.0 ... 3371.00 3393.00 B
17 b2606 20250626 3380.0 ... 3375.00 3392.00 B
18 bb2509 20250626 151.9 ... 152.75 153.15 BB
19 bb2511 20250626 152.0 ... 152.10 151.25 BB
20 bb2601 20250626 0.0 ... 169.30 168.40 BB
21 bb2603 20250626 0.0 ... 169.40 168.50 BB
22 bb2605 20250626 0.0 ... 169.40 168.50 BB
23 c2507 20250626 2356.0 ... 2355.00 2353.00 C
24 c2509 20250626 2377.0 ... 2379.00 2381.00 C
25 c2511 20250626 2311.0 ... 2318.00 2316.00 C
26 c2601 20250626 2270.0 ... 2273.00 2273.00 C
27 c2603 20250626 2268.0 ... 2266.00 2269.00 C
28 c2605 20250626 2300.0 ... 2298.00 2301.00 C
29 cs2507 20250626 2685.0 ... 2702.00 2687.00 CS
30 cs2509 20250626 2733.0 ... 2732.00 2737.00 CS
31 cs2511 20250626 2670.0 ... 2674.00 2674.00 CS
32 cs2601 20250626 2666.0 ... 2670.00 2670.00 CS
33 cs2603 20250626 2647.0 ... 2652.00 2653.00 CS
34 cs2605 20250626 2686.0 ... 2686.00 2688.00 CS
35 eb2507 20250626 7416.0 ... 7425.00 7365.00 EB
36 eb2508 20250626 7265.0 ... 7299.00 7248.00 EB
37 eb2509 20250626 7196.0 ... 7216.00 7172.00 EB
38 eb2510 20250626 7116.0 ... 7131.00 7105.00 EB
39 eb2511 20250626 7041.0 ... 7057.00 7043.00 EB
40 eb2512 20250626 7014.0 ... 7024.00 7017.00 EB
41 eb2601 20250626 7041.0 ... 7023.00 7002.00 EB
42 eb2602 20250626 7040.0 ... 7075.00 7000.00 EB
43 eb2603 20250626 7045.0 ... 7131.00 6997.00 EB
44 eb2604 20250626 7117.0 ... 7010.00 6987.00 EB
45 eb2605 20250626 7029.0 ... 7025.00 7001.00 EB
46 eb2606 20250626 6847.0 ... 6898.00 7001.00 EB
47 eg2507 20250626 4300.0 ... 4261.00 4272.00 EG
48 eg2508 20250626 4295.0 ... 4287.00 4304.00 EG
49 eg2509 20250626 4314.0 ... 4302.00 4319.00 EG
50 eg2510 20250626 4328.0 ... 4298.00 4317.00 EG
51 eg2511 20250626 4317.0 ... 4292.00 4311.00 EG
52 eg2512 20250626 4320.0 ... 4301.00 4317.00 EG
53 eg2601 20250626 4331.0 ... 4321.00 4331.00 EG
54 eg2602 20250626 4310.0 ... 4312.00 4336.00 EG
55 eg2603 20250626 4339.0 ... 4327.00 4339.00 EG
56 eg2604 20250626 4345.0 ... 4347.00 4348.00 EG
57 eg2605 20250626 4344.0 ... 4344.00 4337.00 EG
58 eg2606 20250626 0.0 ... 4337.00 4337.00 EG
59 fb2507 20250626 0.0 ... 1313.50 1313.50 FB
60 fb2508 20250626 1309.0 ... 1307.00 1304.50 FB
61 fb2509 20250626 1300.0 ... 1302.00 1300.50 FB
62 fb2510 20250626 1325.0 ... 1326.50 1324.00 FB
63 fb2511 20250626 1320.0 ... 1324.50 1320.50 FB
64 fb2512 20250626 1318.0 ... 1321.50 1319.50 FB
65 fb2601 20250626 0.0 ... 1309.00 1309.00 FB
66 fb2602 20250626 0.0 ... 1295.50 1295.50 FB
67 fb2603 20250626 0.0 ... 1313.50 1313.50 FB
68 fb2604 20250626 0.0 ... 1310.50 1310.50 FB
69 fb2605 20250626 0.0 ... 1292.50 1292.50 FB
70 fb2606 20250626 0.0 ... 1292.50 1292.50 FB
71 i2507 20250626 720.5 ... 720.50 719.50 I
72 i2508 20250626 711.0 ... 711.00 709.50 I
73 i2509 20250626 702.5 ... 702.50 701.00 I
74 i2510 20250626 696.5 ... 697.00 695.00 I
75 i2511 20250626 690.5 ... 691.00 688.50 I
76 i2512 20250626 684.0 ... 684.50 682.50 I
77 i2601 20250626 675.5 ... 677.00 674.50 I
78 i2602 20250626 674.0 ... 674.50 671.00 I
79 i2603 20250626 671.0 ... 673.00 669.00 I
80 i2604 20250626 667.5 ... 668.50 665.50 I
81 i2605 20250626 659.5 ... 660.00 658.50 I
82 i2606 20250626 654.5 ... 654.50 652.50 I
83 j2507 20250626 1322.5 ... 1322.50 1296.00 J
84 j2508 20250626 1351.5 ... 1355.00 1341.50 J
85 j2509 20250626 1387.0 ... 1386.50 1370.00 J
86 j2510 20250626 1405.5 ... 1405.00 1393.50 J
87 j2511 20250626 1417.0 ... 1419.00 1398.00 J
88 j2512 20250626 1423.5 ... 1425.50 1415.50 J
89 j2601 20250626 1427.0 ... 1425.00 1410.00 J
90 j2602 20250626 1427.5 ... 1430.50 1425.00 J
91 j2603 20250626 1429.5 ... 1433.00 1422.50 J
92 j2604 20250626 0.0 ... 1427.50 1417.50 J
93 j2605 20250626 1451.0 ... 1453.50 1440.50 J
94 j2606 20250626 0.0 ... 1444.00 1431.50 J
95 jd2507 20250626 2820.0 ... 2828.00 2847.00 JD
96 jd2508 20250626 3550.0 ... 3555.00 3565.00 JD
97 jd2509 20250626 3653.0 ... 3657.00 3654.00 JD
98 jd2510 20250626 3360.0 ... 3356.00 3365.00 JD
99 jd2511 20250626 3409.0 ... 3406.00 3419.00 JD
100 jd2512 20250626 3566.0 ... 3573.00 3569.00 JD
101 jd2601 20250626 3628.0 ... 3638.00 3619.00 JD
102 jd2602 20250626 3188.0 ... 3195.00 3187.00 JD
103 jd2603 20250626 3194.0 ... 3195.00 3190.00 JD
104 jd2604 20250626 3326.0 ... 3328.00 3321.00 JD
105 jd2605 20250626 3396.0 ... 3400.00 3396.00 JD
106 jd2606 20250626 3275.0 ... 3228.00 3396.00 JD
107 jm2507 20250626 792.5 ... 800.00 777.50 JM
108 jm2508 20250626 784.0 ... 788.00 774.50 JM
109 jm2509 20250626 804.0 ... 808.00 791.00 JM
110 jm2510 20250626 817.5 ... 820.50 805.50 JM
111 jm2511 20250626 828.0 ... 829.50 813.50 JM
112 jm2512 20250626 838.5 ... 840.50 823.50 JM
113 jm2601 20250626 845.0 ... 848.00 832.50 JM
114 jm2602 20250626 849.5 ... 852.00 841.00 JM
115 jm2603 20250626 858.0 ... 858.00 851.50 JM
116 jm2604 20250626 864.0 ... 864.50 857.50 JM
117 jm2605 20250626 873.5 ... 873.00 858.50 JM
118 jm2606 20250626 876.5 ... 886.50 869.00 JM
119 l2507 20250626 7327.0 ... 7349.00 7288.00 L
120 l2508 20250626 7254.0 ... 7296.00 7254.00 L
121 l2509 20250626 7261.0 ... 7289.00 7248.00 L
122 l2510 20250626 7232.0 ... 7252.00 7213.00 L
123 l2511 20250626 7229.0 ... 7250.00 7208.00 L
124 l2512 20250626 7227.0 ... 7245.00 7206.00 L
125 l2601 20250626 7219.0 ... 7245.00 7196.00 L
126 l2602 20250626 7212.0 ... 7212.00 7181.00 L
127 l2603 20250626 0.0 ... 7208.00 7172.00 L
128 l2604 20250626 7265.0 ... 7265.00 7193.00 L
129 l2605 20250626 7199.0 ... 7228.00 7175.00 L
130 l2606 20250626 7192.0 ... 7194.00 7185.00 L
131 lg2507 20250626 807.0 ... 816.00 806.50 LG
132 lg2509 20250626 799.0 ... 794.00 795.00 LG
133 lg2511 20250626 793.5 ... 790.50 794.00 LG
134 lg2601 20250626 794.5 ... 792.50 794.50 LG
135 lg2603 20250626 795.5 ... 795.00 794.00 LG
136 lg2605 20250626 0.0 ... 796.50 796.50 LG
137 lh2507 20250626 13620.0 ... 13630.00 13605.00 LH
138 lh2509 20250626 14010.0 ... 14025.00 13980.00 LH
139 lh2511 20250626 13470.0 ... 13470.00 13465.00 LH
140 lh2601 20250626 13560.0 ... 13560.00 13565.00 LH
141 lh2603 20250626 12780.0 ... 12775.00 12780.00 LH
142 lh2605 20250626 12995.0 ... 12975.00 12975.00 LH
143 m2507 20250626 2825.0 ... 2804.00 2851.00 M
144 m2508 20250626 2970.0 ... 2936.00 2991.00 M
145 m2509 20250626 2986.0 ... 2951.00 3009.00 M
146 m2511 20250626 3025.0 ... 2985.00 3043.00 M
147 m2512 20250626 3046.0 ... 3022.00 3060.00 M
148 m2601 20250626 3025.0 ... 2997.00 3045.00 M
149 m2603 20250626 2869.0 ... 2847.00 2881.00 M
150 m2605 20250626 2720.0 ... 2706.00 2729.00 M
151 p2507 20250626 8440.0 ... 8426.00 8440.00 P
152 p2508 20250626 8366.0 ... 8388.00 8366.00 P
153 p2509 20250626 8308.0 ... 8348.00 8324.00 P
154 p2510 20250626 8314.0 ... 8338.00 8300.00 P
155 p2511 20250626 8274.0 ... 8336.00 8298.00 P
156 p2512 20250626 8322.0 ... 8340.00 8300.00 P
157 p2601 20250626 8308.0 ... 8356.00 8322.00 P
158 p2602 20250626 8338.0 ... 8322.00 8296.00 P
159 p2603 20250626 8250.0 ... 8300.00 8256.00 P
160 p2604 20250626 8218.0 ... 8226.00 8244.00 P
161 p2605 20250626 8230.0 ... 8240.00 8212.00 P
162 p2606 20250626 8172.0 ... 8196.00 8186.00 P
163 pg2507 20250626 4237.0 ... 4265.00 4237.00 PG
164 pg2508 20250626 4225.0 ... 4253.00 4209.00 PG
165 pg2509 20250626 4139.0 ... 4148.00 4129.00 PG
166 pg2510 20250626 4515.0 ... 4514.00 4501.00 PG
167 pg2511 20250626 4423.0 ... 4423.00 4406.00 PG
168 pg2512 20250626 4341.0 ... 4344.00 4335.00 PG
169 pg2601 20250626 4247.0 ... 4267.00 4254.00 PG
170 pg2602 20250626 4170.0 ... 4191.00 4176.00 PG
171 pg2603 20250626 4066.0 ... 4079.00 4081.00 PG
172 pg2604 20250626 4372.0 ... 4376.00 4388.00 PG
173 pg2605 20250626 4280.0 ... 4283.00 4286.00 PG
174 pg2606 20250626 0.0 ... 4255.00 4286.00 PG
175 pp2507 20250626 7098.0 ... 7116.00 7098.00 PP
176 pp2508 20250626 7095.0 ... 7100.00 7081.00 PP
177 pp2509 20250626 7084.0 ... 7087.00 7070.00 PP
178 pp2510 20250626 7039.0 ... 7044.00 7033.00 PP
179 pp2511 20250626 7031.0 ... 7038.00 7028.00 PP
180 pp2512 20250626 7027.0 ... 7029.00 7024.00 PP
181 pp2601 20250626 7025.0 ... 7030.00 7016.00 PP
182 pp2602 20250626 6994.0 ... 6998.00 6993.00 PP
183 pp2603 20250626 6993.0 ... 6999.00 6988.00 PP
184 pp2604 20250626 7006.0 ... 7011.00 6991.00 PP
185 pp2605 20250626 7000.0 ... 7031.00 7000.00 PP
186 pp2606 20250626 0.0 ... 7079.00 7079.00 PP
187 rr2507 20250626 3636.0 ... 3593.00 3622.00 RR
188 rr2508 20250626 3576.0 ... 3587.00 3576.00 RR
189 rr2509 20250626 3589.0 ... 3596.00 3594.00 RR
190 rr2510 20250626 3586.0 ... 3590.00 3584.00 RR
191 rr2511 20250626 3588.0 ... 3589.00 3587.00 RR
192 rr2512 20250626 3598.0 ... 3601.00 3591.00 RR
193 rr2601 20250626 3595.0 ... 3604.00 3590.00 RR
194 rr2602 20250626 3605.0 ... 3605.00 3599.00 RR
195 rr2603 20250626 3600.0 ... 3600.00 3595.00 RR
196 rr2604 20250626 0.0 ... 3603.00 3603.00 RR
197 rr2605 20250626 3593.0 ... 3597.00 3596.00 RR
198 rr2606 20250626 3606.0 ... 3606.00 3606.00 RR
199 v2507 20250626 4782.0 ... 4794.00 4782.00 V
200 v2508 20250626 4827.0 ... 4829.00 4817.00 V
201 v2509 20250626 4853.0 ... 4863.00 4850.00 V
202 v2510 20250626 4886.0 ... 4886.00 4874.00 V
203 v2511 20250626 4906.0 ... 4902.00 4887.00 V
204 v2512 20250626 4922.0 ... 4920.00 4913.00 V
205 v2601 20250626 4944.0 ... 4938.00 4924.00 V
206 v2602 20250626 4967.0 ... 4955.00 4939.00 V
207 v2603 20250626 4973.0 ... 4965.00 4954.00 V
208 v2604 20250626 5072.0 ... 5045.00 5048.00 V
209 v2605 20250626 5080.0 ... 5073.00 5067.00 V
210 v2606 20250626 5096.0 ... 5087.00 5080.00 V
211 y2507 20250626 8076.0 ... 8104.00 8076.00 Y
212 y2508 20250626 8022.0 ... 8044.00 8020.00 Y
213 y2509 20250626 7956.0 ... 7982.00 7954.00 Y
214 y2511 20250626 7976.0 ... 7986.00 7962.00 Y
215 y2512 20250626 7982.0 ... 8012.00 7978.00 Y
216 y2601 20250626 7916.0 ... 7930.00 7906.00 Y
217 y2603 20250626 7776.0 ... 7778.00 7770.00 Y
218 y2605 20250626 7606.0 ... 7594.00 7614.00 Y
[219 rows x 12 columns]
2025-07-01 16:26:00,468 - future_1d - INFO - ak.get_dce_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 SC2507 20250626 505 ... 504.7 517.2 SC
1 SC2508 20250626 506.7 ... 505.4 508.7 SC
2 SC2509 20250626 498 ... 495.1 499.4 SC
3 SC2510 20250626 491.5 ... 489.4 493.3 SC
4 SC2511 20250626 488.2 ... 485.3 488.7 SC
5 SC2512 20250626 485.1 ... 482 485.4 SC
6 SC2601 20250626 485.2 ... 480.2 485.6 SC
7 SC2602 20250626 480.3 ... 479.6 481 SC
8 SC2603 20250626 479.2 ... 477.6 477.3 SC
9 SC2604 20250626 477.1 ... 479 474.2 SC
10 SC2605 20250626 475.7 ... 476.1 477.9 SC
11 SC2606 20250626 484.3 ... 475.7 476.9 SC
12 SC2609 20250626 473.7 ... 472.5 472.4 SC
13 SC2612 20250626 470.7 ... 470.6 475 SC
14 SC2703 20250626 465 ... 468.4 470 SC
15 SC2706 20250626 ... 474 478 SC
16 SC2709 20250626 471 ... 469.1 466.6 SC
17 SC2712 20250626 465.8 ... 465.8 467.7 SC
18 SC2803 20250626 467.2 ... 467.2 468.9 SC
19 SC2806 20250626 465.1 ... 465.6 468.1 SC
21 LU2507 20250626 3832 ... 3774 3833 LU
22 LU2508 20250626 3697 ... 3694 3686 LU
23 LU2509 20250626 3624 ... 3623 3623 LU
24 LU2510 20250626 3596 ... 3582 3584 LU
25 LU2511 20250626 3558 ... 3553 3550 LU
26 LU2512 20250626 3515 ... 3503 3517 LU
27 LU2601 20250626 3492 ... 3497 3480 LU
28 LU2602 20250626 3492 ... 3492 3458 LU
29 LU2603 20250626 3466 ... 3458 3445 LU
30 LU2604 20250626 ... 3398 3386 LU
31 LU2605 20250626 3441 ... 3428 3420 LU
32 LU2606 20250626 ... 3405 3405 LU
34 NR2507 20250626 11775 ... 11935 11825 NR
35 NR2508 20250626 11810 ... 11980 11840 NR
36 NR2509 20250626 11870 ... 11975 11850 NR
37 NR2510 20250626 11835 ... 11980 11850 NR
38 NR2511 20250626 11835 ... 12040 11870 NR
39 NR2512 20250626 11890 ... 12015 11890 NR
40 NR2601 20250626 11875 ... 11990 11905 NR
41 NR2602 20250626 12090 ... 12105 11920 NR
42 NR2603 20250626 11930 ... 12135 11935 NR
43 NR2604 20250626 11945 ... 12055 12070 NR
44 NR2605 20250626 12210 ... 12210 11975 NR
45 NR2606 20250626 ... 12260 12025 NR
47 BC2507 20250626 70200 ... 70280 69940 BC
48 BC2508 20250626 70060 ... 70120 69740 BC
49 BC2509 20250626 69790 ... 69910 69620 BC
50 BC2510 20250626 ... 69820 69820 BC
51 BC2511 20250626 ... 69510 69510 BC
52 BC2512 20250626 ... 69450 69160 BC
53 BC2601 20250626 69570 ... 69570 69020 BC
54 BC2602 20250626 ... 69410 69410 BC
55 BC2603 20250626 ... 69290 69290 BC
56 BC2604 20250626 ... 69760 69760 BC
57 BC2605 20250626 ... 68610 68610 BC
58 BC2606 20250626 ... 68610 68610 BC
60 EC2506 20250626 1885 ... 1885.8 1887.1 EC
61 EC2508 20250626 1720 ... 1763.9 1738.3 EC
62 EC2510 20250626 1307.4 ... 1314.5 1288.5 EC
63 EC2512 20250626 1413 ... 1469.6 1430.2 EC
64 EC2602 20250626 1260 ... 1296 1271.6 EC
65 EC2604 20250626 1126.4 ... 1156.7 1131 EC
69 SC_TAS2508 20250626 ... SC_TAS
70 SC_TAS2509 20250626 ... SC_TAS
71 SC_TAS2510 20250626 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:26:00,553 - future_1d - INFO - ak.get_ine_daily('2025-06-26') done
2025-07-01 16:26:02,382 - future_1d - INFO - save future_daily 2025-06-26 completed
symbol date open ... settle pre_settle variety
0 PS2507 20250627 32600.0 ... 32500.0 32035.0 PS
1 PS2508 20250627 32000.0 ... 32075.0 31425.0 PS
2 PS2509 20250627 31320.0 ... 31520.0 30900.0 PS
3 PS2510 20250627 31190.0 ... 31575.0 30725.0 PS
4 PS2511 20250627 31200.0 ... 31300.0 30505.0 PS
5 PS2512 20250627 32665.0 ... 33145.0 32480.0 PS
6 PS2601 20250627 32655.0 ... 32920.0 32225.0 PS
7 PS2602 20250627 32950.0 ... 32555.0 32070.0 PS
8 PS2603 20250627 32865.0 ... 32895.0 32020.0 PS
9 PS2604 20250627 32875.0 ... 32725.0 32060.0 PS
10 PS2605 20250627 32340.0 ... 32545.0 32020.0 PS
11 PS2606 20250627 34460.0 ... 34115.0 33625.0 PS
13 SI2507 20250627 7760.0 ... 7830.0 7730.0 SI
14 SI2508 20250627 7840.0 ... 7810.0 7720.0 SI
15 SI2509 20250627 7780.0 ... 7830.0 7720.0 SI
16 SI2510 20250627 7800.0 ... 7755.0 7670.0 SI
17 SI2511 20250627 7750.0 ... 7770.0 7660.0 SI
18 SI2512 20250627 7980.0 ... 8010.0 7890.0 SI
19 SI2601 20250627 7865.0 ... 7950.0 7835.0 SI
20 SI2602 20250627 7885.0 ... 7955.0 7815.0 SI
21 SI2603 20250627 7860.0 ... 7935.0 7795.0 SI
22 SI2604 20250627 7885.0 ... 7910.0 7780.0 SI
23 SI2605 20250627 7865.0 ... 7910.0 7765.0 SI
24 SI2606 20250627 7880.0 ... 7895.0 7780.0 SI
27 LC2507 20250627 62380.0 ... 62620.0 61380.0 LC
28 LC2508 20250627 62240.0 ... 62820.0 61460.0 LC
29 LC2509 20250627 62000.0 ... 62740.0 61260.0 LC
30 LC2510 20250627 61960.0 ... 62640.0 61220.0 LC
31 LC2511 20250627 61980.0 ... 62460.0 61100.0 LC
32 LC2512 20250627 61840.0 ... 62840.0 61400.0 LC
33 LC2601 20250627 61960.0 ... 62940.0 61440.0 LC
34 LC2602 20250627 61980.0 ... 62900.0 61400.0 LC
35 LC2603 20250627 62000.0 ... 62880.0 61440.0 LC
36 LC2604 20250627 62800.0 ... 63480.0 61960.0 LC
37 LC2605 20250627 62860.0 ... 63600.0 62060.0 LC
38 LC2606 20250627 62900.0 ... 63780.0 62060.0 LC
[36 rows x 12 columns]
2025-07-01 16:26:12,311 - future_1d - INFO - ak.get_gfex_daily('2025-06-27') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250627 ... 79890 78860 CU
1 1 CU2508 20250627 ... 79740 78740 CU
2 2 CU2509 20250627 ... 79590 78560 CU
3 3 CU2510 20250627 ... 79370 78380 CU
4 4 CU2511 20250627 ... 79190 78220 CU
5 5 CU2512 20250627 ... 78940 77950 CU
6 6 CU2601 20250627 ... 78750 77820 CU
7 7 CU2602 20250627 ... 78640 77640 CU
8 8 CU2603 20250627 ... 78480 77510 CU
9 9 CU2604 20250627 ... 78380 77440 CU
10 10 CU2605 20250627 ... 78320 77420 CU
11 11 CU2606 20250627 ... 78260 77380 CU
12 12 BC2507 20250627 ... 71170 70280 BC
13 13 BC2508 20250627 ... 71090 70120 BC
14 14 BC2509 20250627 ... 70850 69910 BC
15 15 BC2510 20250627 ... 70600 69820 BC
16 16 BC2511 20250627 ... 69510 69510 BC
17 17 BC2512 20250627 ... 69450 69450 BC
18 18 BC2601 20250627 ... 69570 69570 BC
19 19 BC2602 20250627 ... 69410 69410 BC
20 20 BC2603 20250627 ... 69290 69290 BC
21 21 BC2604 20250627 ... 69760 69760 BC
22 22 BC2605 20250627 ... 68610 68610 BC
23 23 BC2606 20250627 ... 68610 68610 BC
24 24 AL2507 20250627 ... 20740 20510 AL
25 25 AL2508 20250627 ... 20575 20380 AL
26 26 AL2509 20250627 ... 20485 20305 AL
27 27 AL2510 20250627 ... 20400 20210 AL
28 28 AL2511 20250627 ... 20275 20110 AL
29 29 AL2512 20250627 ... 20145 20000 AL
30 30 AL2601 20250627 ... 20090 19940 AL
31 31 AL2602 20250627 ... 20070 19945 AL
32 32 AL2603 20250627 ... 20055 19935 AL
33 33 AL2604 20250627 ... 20050 19940 AL
34 34 AL2605 20250627 ... 20070 19935 AL
35 35 AL2606 20250627 ... 20055 19950 AL
36 36 ZN2507 20250627 ... 22510 22265 ZN
37 37 ZN2508 20250627 ... 22425 22155 ZN
38 38 ZN2509 20250627 ... 22345 22055 ZN
39 39 ZN2510 20250627 ... 22285 22000 ZN
40 40 ZN2511 20250627 ... 22200 21950 ZN
41 41 ZN2512 20250627 ... 22110 21905 ZN
42 42 ZN2601 20250627 ... 22045 21830 ZN
43 43 ZN2602 20250627 ... 21985 21795 ZN
44 44 ZN2603 20250627 ... 21970 21715 ZN
45 45 ZN2604 20250627 ... 21965 21630 ZN
46 46 ZN2605 20250627 ... 21940 21575 ZN
47 47 ZN2606 20250627 ... 21885 21625 ZN
48 48 PB2507 20250627 ... 17155 17185 PB
49 49 PB2508 20250627 ... 17195 17205 PB
50 50 PB2509 20250627 ... 17210 17215 PB
51 51 PB2510 20250627 ... 17225 17205 PB
52 52 PB2511 20250627 ... 17205 17180 PB
53 53 PB2512 20250627 ... 17210 17175 PB
54 54 PB2601 20250627 ... 17195 17175 PB
55 55 PB2602 20250627 ... 17200 17185 PB
56 56 PB2603 20250627 ... 17225 17175 PB
57 57 PB2604 20250627 ... 17165 17195 PB
58 58 PB2605 20250627 ... 17155 17155 PB
59 59 PB2606 20250627 ... 17185 17185 PB
60 60 NI2507 20250627 ... 120500 119540 NI
61 61 NI2508 20250627 ... 120630 119780 NI
62 62 NI2509 20250627 ... 120740 120030 NI
63 63 NI2510 20250627 ... 120850 120090 NI
64 64 NI2511 20250627 ... 121070 120320 NI
65 65 NI2512 20250627 ... 121260 120890 NI
66 66 NI2601 20250627 ... 121460 120790 NI
67 67 NI2602 20250627 ... 121640 120910 NI
68 68 NI2603 20250627 ... 121870 121070 NI
69 69 NI2604 20250627 ... 122200 121530 NI
70 70 NI2605 20250627 ... 122300 121700 NI
71 71 NI2606 20250627 ... 122640 121980 NI
72 72 SN2507 20250627 ... 269490 266610 SN
73 73 SN2508 20250627 ... 269730 266690 SN
74 74 SN2509 20250627 ... 269500 266570 SN
75 75 SN2510 20250627 ... 269350 266380 SN
76 76 SN2511 20250627 ... 269020 266380 SN
77 77 SN2512 20250627 ... 267930 266170 SN
78 78 SN2601 20250627 ... 269060 266410 SN
79 79 SN2602 20250627 ... 269180 266240 SN
80 80 SN2603 20250627 ... 269160 266410 SN
81 81 SN2604 20250627 ... 268950 266320 SN
82 82 SN2605 20250627 ... 268090 266480 SN
83 83 SN2606 20250627 ... 267450 265260 SN
84 84 AO2507 20250627 ... 3075 3028 AO
85 85 AO2508 20250627 ... 3010 2973 AO
86 86 AO2509 20250627 ... 2978 2935 AO
87 87 AO2510 20250627 ... 2951 2907 AO
88 88 AO2511 20250627 ... 2942 2899 AO
89 89 AO2512 20250627 ... 2935 2894 AO
90 90 AO2601 20250627 ... 2924 2883 AO
91 91 AO2602 20250627 ... 2928 2879 AO
92 92 AO2603 20250627 ... 2906 2868 AO
93 93 AO2604 20250627 ... 2906 2874 AO
94 94 AO2605 20250627 ... 2909 2869 AO
95 95 AO2606 20250627 ... 2903 2868 AO
96 96 AD2511 20250627 ... 19805 19690 AD
97 97 AD2512 20250627 ... 19700 19575 AD
98 98 AD2601 20250627 ... 19610 19465 AD
99 99 AD2602 20250627 ... 19535 19360 AD
100 100 AD2603 20250627 ... 19435 19310 AD
101 101 AD2604 20250627 ... 19360 19295 AD
102 102 AD2605 20250627 ... 19425 19300 AD
103 103 AD2606 20250627 ... 19415 19200 AD
104 104 AU2507 20250627 ... 769.52 772.22 AU
105 105 AU2508 20250627 ... 770.14 773.16 AU
106 106 AU2509 20250627 ... 771.26 774.36 AU
107 107 AU2510 20250627 ... 772.44 775.18 AU
108 108 AU2512 20250627 ... 773.94 777 AU
109 109 AU2602 20250627 ... 775.9 779.46 AU
110 110 AU2604 20250627 ... 778.04 781.84 AU
111 111 AU2606 20250627 ... 779.02 783.32 AU
112 112 AG2507 20250627 ... 8799 8742 AG
113 113 AG2508 20250627 ... 8810 8744 AG
114 114 AG2509 20250627 ... 8820 8756 AG
115 115 AG2510 20250627 ... 8831 8766 AG
116 116 AG2511 20250627 ... 8838 8782 AG
117 117 AG2512 20250627 ... 8849 8789 AG
118 118 AG2601 20250627 ... 8861 8806 AG
119 119 AG2602 20250627 ... 8873 8819 AG
120 120 AG2603 20250627 ... 8884 8825 AG
121 121 AG2604 20250627 ... 8897 8844 AG
122 122 AG2605 20250627 ... 8910 8853 AG
123 123 AG2606 20250627 ... 8926 8887 AG
124 124 RB2507 20250627 ... 2994 2985 RB
125 125 RB2508 20250627 ... 2958 2942 RB
126 126 RB2509 20250627 ... 2958 2937 RB
127 127 RB2510 20250627 ... 2990 2966 RB
128 128 RB2511 20250627 ... 2996 2970 RB
129 129 RB2512 20250627 ... 3007 2980 RB
130 130 RB2601 20250627 ... 2997 2971 RB
131 131 RB2602 20250627 ... 2990 2972 RB
132 132 RB2603 20250627 ... 2991 2971 RB
133 133 RB2604 20250627 ... 3010 2986 RB
134 134 RB2605 20250627 ... 3001 2973 RB
135 135 RB2606 20250627 ... 2997 2978 RB
136 136 WR2507 20250627 ... 3338 3338 WR
137 137 WR2508 20250627 ... 3359 3359 WR
138 138 WR2509 20250627 ... 3241 3241 WR
139 139 WR2510 20250627 ... 3322 3272 WR
140 140 WR2511 20250627 ... 3361 3361 WR
141 141 WR2512 20250627 ... 3316 3316 WR
142 142 WR2601 20250627 ... 3330 3327 WR
143 143 WR2602 20250627 ... 3396 3396 WR
144 144 WR2603 20250627 ... 3387 3387 WR
145 145 WR2604 20250627 ... 3392 3392 WR
146 146 WR2605 20250627 ... 3369 3369 WR
147 147 WR2606 20250627 ... 3366 3366 WR
148 148 HC2507 20250627 ... 3143 3126 HC
149 149 HC2508 20250627 ... 3139 3119 HC
150 150 HC2509 20250627 ... 3128 3103 HC
151 151 HC2510 20250627 ... 3119 3092 HC
152 152 HC2511 20250627 ... 3122 3091 HC
153 153 HC2512 20250627 ... 3134 3093 HC
154 154 HC2601 20250627 ... 3121 3092 HC
155 155 HC2602 20250627 ... 3130 3094 HC
156 156 HC2603 20250627 ... 3135 3103 HC
157 157 HC2604 20250627 ... 3136 3103 HC
158 158 HC2605 20250627 ... 3122 3087 HC
159 159 HC2606 20250627 ... 3129 3096 HC
160 160 SS2507 20250627 ... 12530 12570 SS
161 161 SS2508 20250627 ... 12590 12625 SS
162 162 SS2509 20250627 ... 12555 12570 SS
163 163 SS2510 20250627 ... 12515 12520 SS
164 164 SS2511 20250627 ... 12515 12520 SS
165 165 SS2512 20250627 ... 12530 12535 SS
166 166 SS2601 20250627 ... 12570 12555 SS
167 167 SS2602 20250627 ... 12620 12575 SS
168 168 SS2603 20250627 ... 12670 12615 SS
169 169 SS2604 20250627 ... 12665 12670 SS
170 170 SS2605 20250627 ... 12705 12685 SS
171 171 SS2606 20250627 ... 12720 12740 SS
172 172 SC2507 20250627 ... 496.6 504.7 SC
173 173 SC2508 20250627 ... 502.2 505.4 SC
174 174 SC2509 20250627 ... 492.7 495.1 SC
175 175 SC2510 20250627 ... 487.6 489.4 SC
176 176 SC2511 20250627 ... 485.8 485.3 SC
177 177 SC2512 20250627 ... 483.3 482 SC
178 178 SC2601 20250627 ... 481.8 480.2 SC
179 179 SC2602 20250627 ... 480.4 479.6 SC
180 180 SC2603 20250627 ... 478.5 477.6 SC
181 181 SC2604 20250627 ... 477.2 479 SC
182 182 SC2605 20250627 ... 476.5 476.1 SC
183 183 SC2606 20250627 ... 474.3 475.7 SC
184 184 SC2609 20250627 ... 472.5 472.5 SC
185 185 SC2612 20250627 ... 470.6 470.6 SC
186 186 SC2703 20250627 ... 468.4 468.4 SC
187 187 SC2706 20250627 ... 474 474 SC
188 188 SC2709 20250627 ... 465.7 469.1 SC
189 189 SC2712 20250627 ... 465.8 465.8 SC
190 190 SC2803 20250627 ... 466.5 467.2 SC
191 191 SC2806 20250627 ... 465.6 465.6 SC
192 192 LU2507 20250627 ... 3557 3774 LU
193 193 LU2508 20250627 ... 3655 3694 LU
194 194 LU2509 20250627 ... 3603 3623 LU
195 195 LU2510 20250627 ... 3568 3582 LU
196 196 LU2511 20250627 ... 3539 3553 LU
197 197 LU2512 20250627 ... 3504 3503 LU
198 198 LU2601 20250627 ... 3509 3497 LU
199 199 LU2602 20250627 ... 3476 3492 LU
200 200 LU2603 20250627 ... 3449 3458 LU
201 201 LU2604 20250627 ... 3439 3398 LU
202 202 LU2605 20250627 ... 3419 3428 LU
203 203 LU2606 20250627 ... 3418 3405 LU
204 204 FU2507 20250627 ... 2930 2967 FU
205 205 FU2508 20250627 ... 2989 2991 FU
206 206 FU2509 20250627 ... 3005 3004 FU
207 207 FU2510 20250627 ... 2954 2953 FU
208 208 FU2511 20250627 ... 2910 2911 FU
209 209 FU2512 20250627 ... 2884 2883 FU
210 210 FU2601 20250627 ... 2858 2856 FU
211 211 FU2602 20250627 ... 2838 2837 FU
212 212 FU2603 20250627 ... 2831 2826 FU
213 213 FU2604 20250627 ... 2818 2814 FU
214 214 FU2605 20250627 ... 2807 2802 FU
215 215 FU2606 20250627 ... 2795 2789 FU
216 216 BU2507 20250627 ... 3571 3569 BU
217 217 BU2508 20250627 ... 3569 3570 BU
218 218 BU2509 20250627 ... 3559 3562 BU
219 219 BU2510 20250627 ... 3522 3522 BU
220 220 BU2511 20250627 ... 3466 3466 BU
221 221 BU2512 20250627 ... 3390 3394 BU
222 222 BU2601 20250627 ... 3350 3361 BU
223 223 BU2602 20250627 ... 3341 3341 BU
224 224 BU2603 20250627 ... 3327 3320 BU
225 225 BU2604 20250627 ... 3306 3307 BU
226 226 BU2605 20250627 ... 3295 3304 BU
227 227 BU2606 20250627 ... 3275 3286 BU
228 228 BU2609 20250627 ... 3277 3295 BU
229 229 BU2612 20250627 ... 3250 3254 BU
230 230 BU2703 20250627 ... 3247 3243 BU
231 231 BU2706 20250627 ... 3250 3269 BU
232 232 BR2507 20250627 ... 11305 11225 BR
233 233 BR2508 20250627 ... 11210 11090 BR
234 234 BR2509 20250627 ... 11120 11020 BR
235 235 BR2510 20250627 ... 11085 10985 BR
236 236 BR2511 20250627 ... 11075 10930 BR
237 237 BR2512 20250627 ... 11055 10940 BR
238 238 BR2601 20250627 ... 11000 10925 BR
239 239 BR2602 20250627 ... 11030 10960 BR
240 240 BR2603 20250627 ... 11025 10925 BR
241 241 BR2604 20250627 ... 10995 10960 BR
242 242 BR2605 20250627 ... 11015 10945 BR
243 243 BR2606 20250627 ... 11040 10940 BR
244 244 RU2507 20250627 ... 13965 13835 RU
245 245 RU2508 20250627 ... 14020 13910 RU
246 246 RU2509 20250627 ... 14045 13885 RU
247 247 RU2510 20250627 ... 14080 13910 RU
248 248 RU2511 20250627 ... 14050 13920 RU
249 249 RU2601 20250627 ... 14885 14735 RU
250 250 RU2603 20250627 ... 14885 14705 RU
251 251 RU2604 20250627 ... 14915 14890 RU
252 252 RU2605 20250627 ... 14925 14765 RU
253 253 RU2606 20250627 ... 14915 14915 RU
254 254 NR2507 20250627 ... 12135 11935 NR
255 255 NR2508 20250627 ... 12180 11980 NR
256 256 NR2509 20250627 ... 12130 11975 NR
257 257 NR2510 20250627 ... 12120 11980 NR
258 258 NR2511 20250627 ... 12130 12040 NR
259 259 NR2512 20250627 ... 12125 12015 NR
260 260 NR2601 20250627 ... 12135 11990 NR
261 261 NR2602 20250627 ... 12160 12105 NR
262 262 NR2603 20250627 ... 12210 12135 NR
263 263 NR2604 20250627 ... 12055 12055 NR
264 264 NR2605 20250627 ... 12300 12210 NR
265 265 NR2606 20250627 ... 12260 12260 NR
266 266 SP2507 20250627 ... 5082 5062 SP
267 267 SP2508 20250627 ... 5088 5062 SP
268 268 SP2509 20250627 ... 5088 5070 SP
269 269 SP2510 20250627 ... 5080 5072 SP
270 270 SP2511 20250627 ... 5068 5058 SP
271 271 SP2512 20250627 ... 5070 5062 SP
272 272 SP2601 20250627 ... 5296 5284 SP
273 273 SP2602 20250627 ... 5234 5234 SP
274 274 SP2603 20250627 ... 5226 5236 SP
275 275 SP2604 20250627 ... 5230 5238 SP
276 276 SP2605 20250627 ... 5234 5236 SP
277 277 SP2606 20250627 ... 5214 5248 SP
278 278 EC2506 20250627 ... 1886.6 1885.8 EC
279 279 EC2508 20250627 ... 1795.9 1763.9 EC
280 280 EC2510 20250627 ... 1334.8 1314.5 EC
281 281 EC2512 20250627 ... 1491.1 1469.6 EC
282 282 EC2602 20250627 ... 1320.4 1296 EC
283 283 EC2604 20250627 ... 1168.3 1156.7 EC
284 285 SC_TAS2508 20250627 ... SC_TAS
285 286 SC_TAS2509 20250627 ... SC_TAS
286 287 SC_TAS2510 20250627 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:26:12,398 - future_1d - INFO - ak.get_shfe_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 IC2507 20250627 5828.800 ... 5829.800 5813.400 IC
1 IC2508 20250627 5787.600 ... 5793.000 5774.000 IC
2 IC2509 20250627 5748.000 ... 5748.400 5731.800 IC
3 IC2512 20250627 5647.000 ... 5635.000 5618.800 IC
4 IF2507 20250627 3931.000 ... 3895.600 3923.000 IF
5 IF2508 20250627 3911.400 ... 3884.400 3910.600 IF
6 IF2509 20250627 3911.000 ... 3878.200 3905.600 IF
7 IF2512 20250627 3880.000 ... 3849.000 3874.200 IF
8 IH2507 20250627 2719.400 ... 2684.200 2715.200 IH
9 IH2508 20250627 2713.000 ... 2681.400 2710.800 IH
10 IH2509 20250627 2714.000 ... 2681.800 2711.800 IH
11 IH2512 20250627 2714.600 ... 2683.000 2712.200 IH
12 IM2507 20250627 6235.000 ... 6234.600 6218.000 IM
13 IM2508 20250627 6177.400 ... 6178.200 6163.800 IM
14 IM2509 20250627 6120.000 ... 6118.800 6104.800 IM
15 IM2512 20250627 5962.400 ... 5952.600 5941.600 IM
16 T2509 20250627 108.980 ... 109.070 108.950 T
17 T2512 20250627 109.020 ... 109.080 108.975 T
18 T2603 20250627 109.000 ... 109.065 108.950 T
19 TF2509 20250627 106.185 ... 106.265 106.160 TF
20 TF2512 20250627 106.260 ... 106.345 106.240 TF
21 TF2603 20250627 106.285 ... 106.375 106.265 TF
22 TL2509 20250627 120.840 ... 120.940 120.680 TL
23 TL2512 20250627 120.690 ... 120.800 120.530 TL
24 TL2603 20250627 120.560 ... 120.660 120.340 TL
25 TS2509 20250627 102.516 ... 102.546 102.508 TS
26 TS2512 20250627 102.650 ... 102.676 102.644 TS
27 TS2603 20250627 102.748 ... 102.776 102.736 TS
[28 rows x 12 columns]
2025-07-01 16:26:12,696 - future_1d - INFO - ak.get_cffex_daily('2025-06-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250627 7754.0 7754.0 ... 322297.75 7709.0 7728.0 AP
1 AP511 20250627 7586.0 7588.0 ... 2546.98 7535.0 7569.0 AP
2 AP512 20250627 7600.0 7600.0 ... 105.92 7566.0 7586.0 AP
3 AP601 20250627 7628.0 7649.0 ... 7795.17 7605.0 7616.0 AP
4 AP603 20250627 7643.0 7646.0 ... 53.48 7641.0 7631.0 AP
5 AP604 20250627 7647.0 7647.0 ... 7.65 7647.0 7684.0 AP
6 AP605 20250627 7736.0 7736.0 ... 108.11 7722.0 7744.0 AP
7 CF507 20250627 13480.0 13545.0 ... 20507.31 13525.0 13465.0 CF
8 CF509 20250627 13725.0 13775.0 ... 1273254.35 13740.0 13685.0 CF
9 CF511 20250627 13620.0 13700.0 ... 83145.91 13660.0 13590.0 CF
10 CF601 20250627 13675.0 13780.0 ... 337050.65 13730.0 13660.0 CF
11 CF603 20250627 13640.0 13740.0 ... 1459.06 13700.0 13630.0 CF
12 CF605 20250627 13655.0 13765.0 ... 7916.07 13705.0 13635.0 CF
13 CJ507 20250627 9470.0 9545.0 ... 552.92 9450.0 9545.0 CJ
14 CJ509 20250627 9600.0 9700.0 ... 1034670.35 9590.0 9690.0 CJ
15 CJ512 20250627 10495.0 10620.0 ... 14835.98 10490.0 10585.0 CJ
16 CJ601 20250627 10630.0 10760.0 ... 475395.53 10630.0 10705.0 CJ
17 CJ603 20250627 10800.0 10880.0 ... 11878.03 10705.0 10840.0 CJ
18 CJ605 20250627 10915.0 11060.0 ... 42498.81 10885.0 11005.0 CJ
19 CY507 20250627 20005.0 20115.0 ... 180.37 20040.0 19965.0 CY
20 CY508 20250627 0.0 0.0 ... 0.00 19630.0 19555.0 CY
21 CY509 20250627 20050.0 20155.0 ... 74669.76 20105.0 20080.0 CY
22 CY510 20250627 0.0 0.0 ... 0.00 19725.0 19700.0 CY
23 CY511 20250627 0.0 0.0 ... 0.00 19900.0 19900.0 CY
24 CY512 20250627 0.0 0.0 ... 0.00 19785.0 19785.0 CY
25 CY601 20250627 20055.0 20055.0 ... 10.03 20055.0 20035.0 CY
26 CY602 20250627 0.0 0.0 ... 0.00 19785.0 19505.0 CY
27 CY603 20250627 0.0 0.0 ... 0.00 20120.0 19970.0 CY
28 CY604 20250627 0.0 0.0 ... 0.00 19555.0 19410.0 CY
29 CY605 20250627 0.0 0.0 ... 0.00 20110.0 20050.0 CY
30 CY606 20250627 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250627 947.0 953.0 ... 7659.16 948.0 951.0 FG
32 FG508 20250627 1024.0 1039.0 ... 43521.58 1029.0 1024.0 FG
33 FG509 20250627 1013.0 1028.0 ... 3061282.26 1019.0 1014.0 FG
34 FG510 20250627 1043.0 1056.0 ... 30021.40 1048.0 1040.0 FG
35 FG511 20250627 1029.0 1044.0 ... 38007.30 1035.0 1028.0 FG
36 FG512 20250627 1086.0 1097.0 ... 1589.86 1087.0 1082.0 FG
37 FG601 20250627 1073.0 1086.0 ... 262678.72 1074.0 1068.0 FG
38 FG602 20250627 1104.0 1120.0 ... 512.93 1110.0 1101.0 FG
39 FG603 20250627 1099.0 1112.0 ... 679.55 1103.0 1097.0 FG
40 FG604 20250627 1123.0 1136.0 ... 430.98 1128.0 1120.0 FG
41 FG605 20250627 1113.0 1128.0 ... 6215.04 1119.0 1111.0 FG
42 FG606 20250627 1122.0 1138.0 ... 124.30 1130.0 1126.0 FG
43 JR507 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250627 2455.0 2461.0 ... 591.47 2434.0 2439.0 MA
54 MA508 20250627 2437.0 2452.0 ... 47343.41 2430.0 2423.0 MA
55 MA509 20250627 2417.0 2429.0 ... 2374059.13 2406.0 2402.0 MA
56 MA510 20250627 2422.0 2432.0 ... 38936.46 2413.0 2407.0 MA
57 MA511 20250627 2422.0 2436.0 ... 49589.86 2415.0 2411.0 MA
58 MA512 20250627 2432.0 2448.0 ... 1193.00 2435.0 2423.0 MA
59 MA601 20250627 2433.0 2444.0 ... 123323.94 2427.0 2424.0 MA
60 MA602 20250627 2406.0 2413.0 ... 262.24 2406.0 2394.0 MA
61 MA603 20250627 2400.0 2413.0 ... 120.09 2402.0 2393.0 MA
62 MA604 20250627 2374.0 2381.0 ... 42.68 2371.0 2371.0 MA
63 MA605 20250627 2343.0 2346.0 ... 2062.47 2333.0 2327.0 MA
64 MA606 20250627 2335.0 2335.0 ... 2.34 2335.0 2343.0 MA
65 OI507 20250627 9588.0 9608.0 ... 3402.50 9584.0 9576.0 OI
66 OI509 20250627 9494.0 9494.0 ... 2026945.72 9462.0 9458.0 OI
67 OI511 20250627 9468.0 9468.0 ... 80525.18 9440.0 9434.0 OI
68 OI601 20250627 9418.0 9418.0 ... 192684.71 9387.0 9382.0 OI
69 OI603 20250627 9352.0 9352.0 ... 643.95 9333.0 9324.0 OI
70 OI605 20250627 9235.0 9246.0 ... 987.83 9232.0 9228.0 OI
71 PF507 20250627 6638.0 6644.0 ... 3740.37 6620.0 6670.0 PF
72 PF508 20250627 6542.0 6562.0 ... 431418.23 6532.0 6576.0 PF
73 PF509 20250627 6450.0 6462.0 ... 168688.62 6442.0 6460.0 PF
74 PF510 20250627 6448.0 6466.0 ... 40934.27 6446.0 6460.0 PF
75 PF511 20250627 6400.0 6418.0 ... 23966.69 6402.0 6410.0 PF
76 PF512 20250627 6388.0 6388.0 ... 417.65 6376.0 6380.0 PF
77 PF601 20250627 6378.0 6400.0 ... 485.32 6386.0 6390.0 PF
78 PF602 20250627 6396.0 6396.0 ... 3.20 6396.0 6390.0 PF
79 PF603 20250627 6396.0 6396.0 ... 9.59 6396.0 6388.0 PF
80 PF604 20250627 6380.0 6380.0 ... 3.19 6380.0 6388.0 PF
81 PF605 20250627 6370.0 6370.0 ... 3.19 6370.0 6392.0 PF
82 PF606 20250627 6348.0 6348.0 ... 3.17 6348.0 6384.0 PF
83 PK510 20250627 8150.0 8184.0 ... 136464.01 8170.0 8180.0 PK
84 PK511 20250627 7924.0 7946.0 ... 50579.30 7932.0 7948.0 PK
85 PK512 20250627 7934.0 7950.0 ... 301.73 7940.0 7960.0 PK
86 PK601 20250627 7966.0 7968.0 ... 2974.39 7954.0 7968.0 PK
87 PK603 20250627 7966.0 7968.0 ... 55.68 7954.0 7974.0 PK
88 PK604 20250627 7974.0 7974.0 ... 43.77 7958.0 7970.0 PK
89 PK605 20250627 7984.0 7984.0 ... 437.62 7958.0 7972.0 PK
90 PM507 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250627 6024.0 6026.0 ... 5906.10 6012.0 6024.0 PR
97 PR508 20250627 5998.0 6022.0 ... 108047.69 6000.0 6006.0 PR
98 PR509 20250627 5918.0 5946.0 ... 401249.07 5928.0 5936.0 PR
99 PR510 20250627 5874.0 5900.0 ... 143366.41 5884.0 5894.0 PR
100 PR511 20250627 5850.0 5880.0 ... 175.73 5858.0 5858.0 PR
101 PR512 20250627 5830.0 5846.0 ... 52.51 5834.0 5848.0 PR
102 PR601 20250627 5838.0 5858.0 ... 3013.50 5824.0 5838.0 PR
103 PR602 20250627 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250627 5858.0 5868.0 ... 26.36 5860.0 5870.0 PR
105 PR604 20250627 5858.0 5874.0 ... 26.39 5864.0 5876.0 PR
106 PR605 20250627 5858.0 5858.0 ... 26.33 5852.0 5868.0 PR
107 PR606 20250627 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250627 6844.0 7230.0 ... 2505.18 6912.0 6848.0 PX
109 PX508 20250627 6788.0 6834.0 ... 70578.26 6802.0 6802.0 PX
110 PX509 20250627 6712.0 6760.0 ... 765808.10 6728.0 6710.0 PX
111 PX510 20250627 6638.0 6684.0 ... 59427.81 6652.0 6626.0 PX
112 PX511 20250627 6580.0 6636.0 ... 87061.90 6604.0 6580.0 PX
113 PX512 20250627 6584.0 6594.0 ... 75.61 6576.0 6568.0 PX
114 PX601 20250627 6512.0 6560.0 ... 21909.44 6530.0 6512.0 PX
115 PX602 20250627 0.0 0.0 ... 0.00 6520.0 6482.0 PX
116 PX603 20250627 6510.0 6510.0 ... 3.26 6510.0 6502.0 PX
117 PX604 20250627 0.0 0.0 ... 0.00 6494.0 6482.0 PX
118 PX605 20250627 6470.0 6498.0 ... 119.83 6478.0 6470.0 PX
119 PX606 20250627 6476.0 6476.0 ... 6.48 6476.0 6454.0 PX
120 RI507 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250627 2436.0 2444.0 ... 16201.58 2427.0 2440.0 RM
127 RM508 20250627 2558.0 2569.0 ... 12145.57 2552.0 2556.0 RM
128 RM509 20250627 2553.0 2562.0 ... 1116499.24 2543.0 2548.0 RM
129 RM511 20250627 2397.0 2400.0 ... 5769.00 2387.0 2417.0 RM
130 RM601 20250627 2308.0 2311.0 ... 178635.86 2295.0 2308.0 RM
131 RM603 20250627 2295.0 2297.0 ... 26500.62 2283.0 2293.0 RM
132 RM605 20250627 2330.0 2331.0 ... 14490.70 2324.0 2327.0 RM
133 RS507 20250627 4962.0 5040.0 ... 238.06 4960.0 4967.0 RS
134 RS508 20250627 5097.0 5149.0 ... 35.90 5129.0 5191.0 RS
135 RS509 20250627 5212.0 5230.0 ... 26.07 5214.0 5211.0 RS
136 RS511 20250627 0.0 0.0 ... 0.00 5260.0 5260.0 RS
137 SA507 20250627 1163.0 1188.0 ... 4821.05 1175.0 1162.0 SA
138 SA508 20250627 1180.0 1205.0 ... 19275.02 1194.0 1177.0 SA
139 SA509 20250627 1178.0 1205.0 ... 5006804.52 1192.0 1172.0 SA
140 SA510 20250627 1190.0 1214.0 ... 15246.71 1203.0 1188.0 SA
141 SA511 20250627 1185.0 1210.0 ... 9866.40 1199.0 1181.0 SA
142 SA512 20250627 1193.0 1220.0 ... 6991.07 1207.0 1191.0 SA
143 SA601 20250627 1172.0 1205.0 ... 907292.90 1190.0 1166.0 SA
144 SA602 20250627 1198.0 1223.0 ... 5888.58 1212.0 1192.0 SA
145 SA603 20250627 1195.0 1219.0 ... 6863.58 1209.0 1189.0 SA
146 SA604 20250627 1217.0 1233.0 ... 2152.27 1224.0 1212.0 SA
147 SA605 20250627 1206.0 1220.0 ... 28573.86 1212.0 1202.0 SA
148 SA606 20250627 1215.0 1234.0 ... 539.81 1227.0 1214.0 SA
149 SF507 20250627 5570.0 5618.0 ... 21507.19 5576.0 5550.0 SF
150 SF508 20250627 5450.0 5452.0 ... 65717.30 5418.0 5412.0 SF
151 SF509 20250627 5420.0 5422.0 ... 361640.36 5392.0 5380.0 SF
152 SF510 20250627 5320.0 5334.0 ... 70509.98 5302.0 5292.0 SF
153 SF511 20250627 5470.0 5470.0 ... 89270.55 5428.0 5416.0 SF
154 SF512 20250627 5418.0 5418.0 ... 64.64 5388.0 5362.0 SF
155 SF601 20250627 5380.0 5396.0 ... 4549.82 5370.0 5344.0 SF
156 SF602 20250627 5312.0 5324.0 ... 360.35 5300.0 5278.0 SF
157 SF603 20250627 5450.0 5452.0 ... 8.16 5442.0 5386.0 SF
158 SF604 20250627 0.0 0.0 ... 0.00 5378.0 5374.0 SF
159 SF605 20250627 5410.0 5416.0 ... 29.66 5394.0 5362.0 SF
160 SF606 20250627 5348.0 5348.0 ... 10.67 5336.0 5298.0 SF
161 SH507 20250627 2390.0 2414.0 ... 10887.37 2388.0 2380.0 SH
162 SH508 20250627 2293.0 2346.0 ... 316781.31 2314.0 2280.0 SH
163 SH509 20250627 2315.0 2349.0 ... 3856609.52 2330.0 2299.0 SH
164 SH510 20250627 2357.0 2383.0 ... 305402.70 2366.0 2340.0 SH
165 SH511 20250627 2346.0 2365.0 ... 183495.35 2351.0 2329.0 SH
166 SH512 20250627 2347.0 2363.0 ... 3767.44 2352.0 2329.0 SH
167 SH601 20250627 2303.0 2330.0 ... 80758.21 2316.0 2291.0 SH
168 SH602 20250627 2321.0 2343.0 ... 799.97 2339.0 2304.0 SH
169 SH603 20250627 2328.0 2349.0 ... 435.66 2342.0 2312.0 SH
170 SH604 20250627 2379.0 2388.0 ... 142.80 2380.0 2352.0 SH
171 SH605 20250627 2360.0 2388.0 ... 3389.52 2374.0 2349.0 SH
172 SH606 20250627 2383.0 2405.0 ... 201.16 2395.0 2362.0 SH
173 SM507 20250627 5668.0 5706.0 ... 5961.68 5640.0 5642.0 SM
174 SM508 20250627 5698.0 5722.0 ... 67803.39 5672.0 5658.0 SM
175 SM509 20250627 5700.0 5728.0 ... 590801.67 5684.0 5664.0 SM
176 SM510 20250627 5680.0 5694.0 ... 42559.00 5652.0 5628.0 SM
177 SM511 20250627 5750.0 5780.0 ... 54289.06 5734.0 5712.0 SM
178 SM512 20250627 5748.0 5754.0 ... 63.09 5736.0 5710.0 SM
179 SM601 20250627 5742.0 5756.0 ... 35370.92 5718.0 5694.0 SM
180 SM602 20250627 5742.0 5750.0 ... 214.96 5732.0 5698.0 SM
181 SM603 20250627 5748.0 5748.0 ... 146.15 5732.0 5722.0 SM
182 SM604 20250627 5752.0 5768.0 ... 157.70 5734.0 5722.0 SM
183 SM605 20250627 5754.0 5762.0 ... 671.21 5738.0 5704.0 SM
184 SM606 20250627 5752.0 5752.0 ... 20.08 5736.0 5710.0 SM
185 SR507 20250627 5784.0 5813.0 ... 3138.10 5801.0 5790.0 SR
186 SR509 20250627 5770.0 5805.0 ... 1237703.61 5787.0 5779.0 SR
187 SR511 20250627 5645.0 5682.0 ... 105110.62 5666.0 5656.0 SR
188 SR601 20250627 5586.0 5609.0 ... 148083.31 5591.0 5595.0 SR
189 SR603 20250627 5555.0 5580.0 ... 2815.56 5564.0 5570.0 SR
190 SR605 20250627 5541.0 5548.0 ... 8550.27 5534.0 5552.0 SR
191 TA507 20250627 4968.0 5012.0 ... 6502.47 4992.0 4974.0 TA
192 TA508 20250627 4870.0 4918.0 ... 85852.41 4894.0 4884.0 TA
193 TA509 20250627 4762.0 4790.0 ... 1904810.33 4768.0 4762.0 TA
194 TA510 20250627 4674.0 4702.0 ... 147211.51 4676.0 4676.0 TA
195 TA511 20250627 4634.0 4664.0 ... 75439.63 4640.0 4640.0 TA
196 TA512 20250627 4610.0 4630.0 ... 133.98 4620.0 4608.0 TA
197 TA601 20250627 4582.0 4614.0 ... 217858.53 4594.0 4588.0 TA
198 TA602 20250627 4598.0 4612.0 ... 78.12 4596.0 4594.0 TA
199 TA603 20250627 4602.0 4610.0 ... 69.01 4600.0 4594.0 TA
200 TA604 20250627 4590.0 4616.0 ... 20.73 4608.0 4606.0 TA
201 TA605 20250627 4618.0 4628.0 ... 1584.26 4612.0 4604.0 TA
202 TA606 20250627 4612.0 4622.0 ... 6.93 4618.0 4598.0 TA
203 UR507 20250627 1757.0 1757.0 ... 239.89 1738.0 1752.0 UR
204 UR508 20250627 1740.0 1753.0 ... 615.14 1738.0 1739.0 UR
205 UR509 20250627 1735.0 1740.0 ... 795294.73 1723.0 1720.0 UR
206 UR510 20250627 1724.0 1726.0 ... 771.69 1707.0 1706.0 UR
207 UR511 20250627 1717.0 1728.0 ... 133.64 1713.0 1713.0 UR
208 UR512 20250627 1710.0 1713.0 ... 27.32 1708.0 1704.0 UR
209 UR601 20250627 1684.0 1694.0 ... 61256.98 1685.0 1683.0 UR
210 UR602 20250627 1685.0 1690.0 ... 332.98 1682.0 1678.0 UR
211 UR603 20250627 1714.0 1714.0 ... 20.50 1709.0 1705.0 UR
212 UR604 20250627 1706.0 1710.0 ... 30.67 1704.0 1699.0 UR
213 UR605 20250627 1699.0 1703.0 ... 1714.18 1694.0 1692.0 UR
214 UR606 20250627 1692.0 1692.0 ... 81.06 1689.0 1684.0 UR
215 WH507 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:26:13,031 - future_1d - INFO - ak.get_czce_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 a2507 20250627 4190.00 ... 4196.00 4188.00 A
1 a2509 20250627 4154.00 ... 4144.00 4152.00 A
2 a2511 20250627 4088.00 ... 4075.00 4085.00 A
3 a2601 20250627 4072.00 ... 4059.00 4069.00 A
4 a2603 20250627 4056.00 ... 4046.00 4056.00 A
5 a2605 20250627 4086.00 ... 4078.00 4088.00 A
6 b2507 20250627 3523.00 ... 3524.00 3523.00 B
7 b2508 20250627 3570.00 ... 3567.00 3576.00 B
8 b2509 20250627 3602.00 ... 3601.00 3616.00 B
9 b2510 20250627 3660.00 ... 3652.00 3661.00 B
10 b2511 20250627 3659.00 ... 3654.00 3661.00 B
11 b2512 20250627 3668.00 ... 3663.00 3678.00 B
12 b2601 20250627 3653.00 ... 3651.00 3663.00 B
13 b2602 20250627 3605.00 ... 3606.00 3600.00 B
14 b2603 20250627 3513.00 ... 3513.00 3514.00 B
15 b2604 20250627 3419.00 ... 3419.00 3423.00 B
16 b2605 20250627 3377.00 ... 3373.00 3371.00 B
17 b2606 20250627 3378.00 ... 3375.00 3375.00 B
18 bb2509 20250627 152.55 ... 152.40 152.75 BB
19 bb2511 20250627 152.00 ... 151.75 152.10 BB
20 bb2601 20250627 0.00 ... 168.95 169.30 BB
21 bb2603 20250627 0.00 ... 169.05 169.40 BB
22 bb2605 20250627 0.00 ... 169.05 169.40 BB
23 c2507 20250627 2355.00 ... 2356.00 2355.00 C
24 c2509 20250627 2379.00 ... 2378.00 2379.00 C
25 c2511 20250627 2316.00 ... 2319.00 2318.00 C
26 c2601 20250627 2274.00 ... 2272.00 2273.00 C
27 c2603 20250627 2264.00 ... 2266.00 2266.00 C
28 c2605 20250627 2295.00 ... 2298.00 2298.00 C
29 cs2507 20250627 2709.00 ... 2727.00 2702.00 CS
30 cs2509 20250627 2730.00 ... 2733.00 2732.00 CS
31 cs2511 20250627 2676.00 ... 2674.00 2674.00 CS
32 cs2601 20250627 2673.00 ... 2670.00 2670.00 CS
33 cs2603 20250627 2654.00 ... 2650.00 2652.00 CS
34 cs2605 20250627 2687.00 ... 2685.00 2686.00 CS
35 eb2507 20250627 7454.00 ... 7448.00 7425.00 EB
36 eb2508 20250627 7316.00 ... 7312.00 7299.00 EB
37 eb2509 20250627 7200.00 ... 7227.00 7216.00 EB
38 eb2510 20250627 7124.00 ... 7142.00 7131.00 EB
39 eb2511 20250627 7057.00 ... 7066.00 7057.00 EB
40 eb2512 20250627 7048.00 ... 7036.00 7024.00 EB
41 eb2601 20250627 7092.00 ... 7031.00 7023.00 EB
42 eb2602 20250627 7101.00 ... 7072.00 7075.00 EB
43 eb2603 20250627 7066.00 ... 7078.00 7131.00 EB
44 eb2604 20250627 7048.00 ... 7037.00 7010.00 EB
45 eb2605 20250627 7045.00 ... 7046.00 7025.00 EB
46 eb2606 20250627 0.00 ... 6900.00 6898.00 EB
47 eg2507 20250627 4245.00 ... 4233.00 4261.00 EG
48 eg2508 20250627 4279.00 ... 4262.00 4287.00 EG
49 eg2509 20250627 4290.00 ... 4279.00 4302.00 EG
50 eg2510 20250627 4303.00 ... 4280.00 4298.00 EG
51 eg2511 20250627 4305.00 ... 4299.00 4292.00 EG
52 eg2512 20250627 4318.00 ... 4306.00 4301.00 EG
53 eg2601 20250627 4318.00 ... 4319.00 4321.00 EG
54 eg2602 20250627 4323.00 ... 4310.00 4312.00 EG
55 eg2603 20250627 4325.00 ... 4325.00 4327.00 EG
56 eg2604 20250627 0.00 ... 4347.00 4347.00 EG
57 eg2605 20250627 4314.00 ... 4319.00 4344.00 EG
58 eg2606 20250627 0.00 ... 4337.00 4337.00 EG
59 fb2507 20250627 0.00 ... 1313.50 1313.50 FB
60 fb2508 20250627 1303.50 ... 1305.50 1307.00 FB
61 fb2509 20250627 1300.00 ... 1301.50 1302.00 FB
62 fb2510 20250627 1326.00 ... 1326.50 1326.50 FB
63 fb2511 20250627 1322.50 ... 1324.50 1324.50 FB
64 fb2512 20250627 1321.00 ... 1323.50 1321.50 FB
65 fb2601 20250627 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250627 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250627 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250627 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250627 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250627 0.00 ... 1292.50 1292.50 FB
71 i2507 20250627 723.50 ... 724.50 720.50 I
72 i2508 20250627 718.00 ... 723.00 711.00 I
73 i2509 20250627 707.00 ... 714.00 702.50 I
74 i2510 20250627 700.00 ... 708.00 697.00 I
75 i2511 20250627 695.50 ... 703.50 691.00 I
76 i2512 20250627 689.50 ... 696.50 684.50 I
77 i2601 20250627 681.00 ... 688.00 677.00 I
78 i2602 20250627 677.50 ... 685.00 674.50 I
79 i2603 20250627 674.00 ... 681.00 673.00 I
80 i2604 20250627 672.00 ... 677.50 668.50 I
81 i2605 20250627 663.50 ... 669.50 660.00 I
82 i2606 20250627 658.50 ... 665.00 654.50 I
83 j2507 20250627 0.00 ... 1339.00 1322.50 J
84 j2508 20250627 1361.50 ... 1377.50 1355.00 J
85 j2509 20250627 1389.00 ... 1410.50 1386.50 J
86 j2510 20250627 1421.00 ... 1421.00 1405.00 J
87 j2511 20250627 1441.50 ... 1441.50 1419.00 J
88 j2512 20250627 1438.50 ... 1444.00 1425.50 J
89 j2601 20250627 1435.00 ... 1451.00 1425.00 J
90 j2602 20250627 0.00 ... 1456.50 1430.50 J
91 j2603 20250627 1469.50 ... 1470.00 1433.00 J
92 j2604 20250627 0.00 ... 1464.00 1427.50 J
93 j2605 20250627 1479.50 ... 1484.00 1453.50 J
94 j2606 20250627 0.00 ... 1474.00 1444.00 J
95 jd2507 20250627 2815.00 ... 2810.00 2828.00 JD
96 jd2508 20250627 3544.00 ... 3542.00 3555.00 JD
97 jd2509 20250627 3656.00 ... 3664.00 3657.00 JD
98 jd2510 20250627 3356.00 ... 3371.00 3356.00 JD
99 jd2511 20250627 3403.00 ... 3401.00 3406.00 JD
100 jd2512 20250627 3575.00 ... 3579.00 3573.00 JD
101 jd2601 20250627 3640.00 ... 3639.00 3638.00 JD
102 jd2602 20250627 3198.00 ... 3196.00 3195.00 JD
103 jd2603 20250627 3198.00 ... 3194.00 3195.00 JD
104 jd2604 20250627 3328.00 ... 3327.00 3328.00 JD
105 jd2605 20250627 3405.00 ... 3401.00 3400.00 JD
106 jd2606 20250627 3232.00 ... 3236.00 3228.00 JD
107 jm2507 20250627 801.00 ... 810.50 800.00 JM
108 jm2508 20250627 798.00 ... 809.00 788.00 JM
109 jm2509 20250627 821.00 ... 834.00 808.00 JM
110 jm2510 20250627 830.50 ... 844.50 820.50 JM
111 jm2511 20250627 840.50 ... 854.00 829.50 JM
112 jm2512 20250627 854.50 ... 866.00 840.50 JM
113 jm2601 20250627 856.00 ... 875.00 848.00 JM
114 jm2602 20250627 870.50 ... 879.00 852.00 JM
115 jm2603 20250627 875.00 ... 883.00 858.00 JM
116 jm2604 20250627 882.00 ... 895.00 864.50 JM
117 jm2605 20250627 885.00 ... 899.00 873.00 JM
118 jm2606 20250627 900.00 ... 909.50 886.50 JM
119 l2507 20250627 7345.00 ... 7344.00 7349.00 L
120 l2508 20250627 7296.00 ... 7321.00 7296.00 L
121 l2509 20250627 7300.00 ... 7308.00 7289.00 L
122 l2510 20250627 7259.00 ... 7271.00 7252.00 L
123 l2511 20250627 7257.00 ... 7260.00 7250.00 L
124 l2512 20250627 7252.00 ... 7259.00 7245.00 L
125 l2601 20250627 7243.00 ... 7251.00 7245.00 L
126 l2602 20250627 7225.00 ... 7228.00 7212.00 L
127 l2603 20250627 0.00 ... 7208.00 7208.00 L
128 l2604 20250627 0.00 ... 7265.00 7265.00 L
129 l2605 20250627 7227.00 ... 7231.00 7228.00 L
130 l2606 20250627 7240.00 ... 7229.00 7194.00 L
131 lg2507 20250627 820.00 ... 818.00 816.00 LG
132 lg2509 20250627 795.00 ... 789.00 794.00 LG
133 lg2511 20250627 790.50 ... 784.50 790.50 LG
134 lg2601 20250627 793.00 ... 786.50 792.50 LG
135 lg2603 20250627 797.00 ... 787.00 795.00 LG
136 lg2605 20250627 790.00 ... 788.50 796.50 LG
137 lh2507 20250627 13655.00 ... 13625.00 13630.00 LH
138 lh2509 20250627 14050.00 ... 13990.00 14025.00 LH
139 lh2511 20250627 13500.00 ... 13445.00 13470.00 LH
140 lh2601 20250627 13575.00 ... 13550.00 13560.00 LH
141 lh2603 20250627 12785.00 ... 12795.00 12775.00 LH
142 lh2605 20250627 12995.00 ... 12980.00 12975.00 LH
143 m2507 20250627 2804.00 ... 2809.00 2804.00 M
144 m2508 20250627 2925.00 ... 2923.00 2936.00 M
145 m2509 20250627 2940.00 ... 2938.00 2951.00 M
146 m2511 20250627 2973.00 ... 2975.00 2985.00 M
147 m2512 20250627 3011.00 ... 3005.00 3022.00 M
148 m2601 20250627 2987.00 ... 2982.00 2997.00 M
149 m2603 20250627 2846.00 ... 2843.00 2847.00 M
150 m2605 20250627 2710.00 ... 2706.00 2706.00 M
151 p2507 20250627 8454.00 ... 8424.00 8426.00 P
152 p2508 20250627 8400.00 ... 8410.00 8388.00 P
153 p2509 20250627 8382.00 ... 8366.00 8348.00 P
154 p2510 20250627 8374.00 ... 8364.00 8338.00 P
155 p2511 20250627 8352.00 ... 8358.00 8336.00 P
156 p2512 20250627 8360.00 ... 8360.00 8340.00 P
157 p2601 20250627 8380.00 ... 8370.00 8356.00 P
158 p2602 20250627 8352.00 ... 8350.00 8322.00 P
159 p2603 20250627 8314.00 ... 8312.00 8300.00 P
160 p2604 20250627 8280.00 ... 8276.00 8226.00 P
161 p2605 20250627 8246.00 ... 8250.00 8240.00 P
162 p2606 20250627 8226.00 ... 8258.00 8196.00 P
163 pg2507 20250627 4263.00 ... 4256.00 4265.00 PG
164 pg2508 20250627 4248.00 ... 4249.00 4253.00 PG
165 pg2509 20250627 4144.00 ... 4149.00 4148.00 PG
166 pg2510 20250627 4521.00 ... 4526.00 4514.00 PG
167 pg2511 20250627 4430.00 ... 4436.00 4423.00 PG
168 pg2512 20250627 4354.00 ... 4362.00 4344.00 PG
169 pg2601 20250627 4287.00 ... 4284.00 4267.00 PG
170 pg2602 20250627 4186.00 ... 4208.00 4191.00 PG
171 pg2603 20250627 4090.00 ... 4116.00 4079.00 PG
172 pg2604 20250627 4387.00 ... 4406.00 4376.00 PG
173 pg2605 20250627 4281.00 ... 4299.00 4283.00 PG
174 pg2606 20250627 0.00 ... 4255.00 4255.00 PG
175 pp2507 20250627 7146.00 ... 7121.00 7116.00 PP
176 pp2508 20250627 7121.00 ... 7126.00 7100.00 PP
177 pp2509 20250627 7095.00 ... 7112.00 7087.00 PP
178 pp2510 20250627 7053.00 ... 7064.00 7044.00 PP
179 pp2511 20250627 7049.00 ... 7061.00 7038.00 PP
180 pp2512 20250627 7046.00 ... 7052.00 7029.00 PP
181 pp2601 20250627 7043.00 ... 7051.00 7030.00 PP
182 pp2602 20250627 7021.00 ... 7024.00 6998.00 PP
183 pp2603 20250627 0.00 ... 7006.00 6999.00 PP
184 pp2604 20250627 7049.00 ... 7044.00 7011.00 PP
185 pp2605 20250627 7031.00 ... 7037.00 7031.00 PP
186 pp2606 20250627 0.00 ... 7046.00 7079.00 PP
187 rr2507 20250627 3595.00 ... 3589.00 3593.00 RR
188 rr2508 20250627 3587.00 ... 3587.00 3587.00 RR
189 rr2509 20250627 3604.00 ... 3607.00 3596.00 RR
190 rr2510 20250627 3588.00 ... 3596.00 3590.00 RR
191 rr2511 20250627 3601.00 ... 3601.00 3589.00 RR
192 rr2512 20250627 3602.00 ... 3605.00 3601.00 RR
193 rr2601 20250627 3610.00 ... 3608.00 3604.00 RR
194 rr2602 20250627 3612.00 ... 3613.00 3605.00 RR
195 rr2603 20250627 3605.00 ... 3605.00 3600.00 RR
196 rr2604 20250627 3618.00 ... 3618.00 3603.00 RR
197 rr2605 20250627 0.00 ... 3601.00 3597.00 RR
198 rr2606 20250627 0.00 ... 3606.00 3606.00 RR
199 v2507 20250627 4805.00 ... 4847.00 4794.00 V
200 v2508 20250627 4836.00 ... 4880.00 4829.00 V
201 v2509 20250627 4868.00 ... 4911.00 4863.00 V
202 v2510 20250627 4897.00 ... 4932.00 4886.00 V
203 v2511 20250627 4918.00 ... 4964.00 4902.00 V
204 v2512 20250627 4926.00 ... 4987.00 4920.00 V
205 v2601 20250627 4942.00 ... 4995.00 4938.00 V
206 v2602 20250627 4968.00 ... 5023.00 4955.00 V
207 v2603 20250627 4984.00 ... 5036.00 4965.00 V
208 v2604 20250627 5072.00 ... 5114.00 5045.00 V
209 v2605 20250627 5085.00 ... 5124.00 5073.00 V
210 v2606 20250627 5105.00 ... 5132.00 5087.00 V
211 y2507 20250627 8164.00 ... 8114.00 8104.00 Y
212 y2508 20250627 8080.00 ... 8064.00 8044.00 Y
213 y2509 20250627 8012.00 ... 8002.00 7982.00 Y
214 y2511 20250627 8016.00 ... 8004.00 7986.00 Y
215 y2512 20250627 8024.00 ... 8018.00 8012.00 Y
216 y2601 20250627 7962.00 ... 7944.00 7930.00 Y
217 y2603 20250627 7792.00 ... 7786.00 7778.00 Y
218 y2605 20250627 7602.00 ... 7592.00 7594.00 Y
[219 rows x 12 columns]
2025-07-01 16:26:13,874 - future_1d - INFO - ak.get_dce_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 SC2507 20250627 492.2 ... 496.6 504.7 SC
1 SC2508 20250627 501 ... 502.2 505.4 SC
2 SC2509 20250627 491.2 ... 492.7 495.1 SC
3 SC2510 20250627 484.9 ... 487.6 489.4 SC
4 SC2511 20250627 483.8 ... 485.8 485.3 SC
5 SC2512 20250627 481 ... 483.3 482 SC
6 SC2601 20250627 481.8 ... 481.8 480.2 SC
7 SC2602 20250627 478.9 ... 480.4 479.6 SC
8 SC2603 20250627 477.5 ... 478.5 477.6 SC
9 SC2604 20250627 ... 477.2 479 SC
10 SC2605 20250627 476.5 ... 476.5 476.1 SC
11 SC2606 20250627 474 ... 474.3 475.7 SC
12 SC2609 20250627 ... 472.5 472.5 SC
13 SC2612 20250627 ... 470.6 470.6 SC
14 SC2703 20250627 ... 468.4 468.4 SC
15 SC2706 20250627 ... 474 474 SC
16 SC2709 20250627 465.3 ... 465.7 469.1 SC
17 SC2712 20250627 ... 465.8 465.8 SC
18 SC2803 20250627 464 ... 466.5 467.2 SC
19 SC2806 20250627 ... 465.6 465.6 SC
21 LU2507 20250627 3601 ... 3557 3774 LU
22 LU2508 20250627 3660 ... 3655 3694 LU
23 LU2509 20250627 3612 ... 3603 3623 LU
24 LU2510 20250627 3556 ... 3568 3582 LU
25 LU2511 20250627 3530 ... 3539 3553 LU
26 LU2512 20250627 3500 ... 3504 3503 LU
27 LU2601 20250627 3486 ... 3509 3497 LU
28 LU2602 20250627 3464 ... 3476 3492 LU
29 LU2603 20250627 3437 ... 3449 3458 LU
30 LU2604 20250627 3417 ... 3439 3398 LU
31 LU2605 20250627 3408 ... 3419 3428 LU
32 LU2606 20250627 3414 ... 3418 3405 LU
34 NR2507 20250627 12120 ... 12135 11935 NR
35 NR2508 20250627 12135 ... 12180 11980 NR
36 NR2509 20250627 12100 ... 12130 11975 NR
37 NR2510 20250627 12095 ... 12120 11980 NR
38 NR2511 20250627 12130 ... 12130 12040 NR
39 NR2512 20250627 12130 ... 12125 12015 NR
40 NR2601 20250627 12110 ... 12135 11990 NR
41 NR2602 20250627 12180 ... 12160 12105 NR
42 NR2603 20250627 12210 ... 12210 12135 NR
43 NR2604 20250627 ... 12055 12055 NR
44 NR2605 20250627 12300 ... 12300 12210 NR
45 NR2606 20250627 ... 12260 12260 NR
47 BC2507 20250627 70930 ... 71170 70280 BC
48 BC2508 20250627 70820 ... 71090 70120 BC
49 BC2509 20250627 70490 ... 70850 69910 BC
50 BC2510 20250627 ... 70600 69820 BC
51 BC2511 20250627 ... 69510 69510 BC
52 BC2512 20250627 ... 69450 69450 BC
53 BC2601 20250627 ... 69570 69570 BC
54 BC2602 20250627 ... 69410 69410 BC
55 BC2603 20250627 ... 69290 69290 BC
56 BC2604 20250627 ... 69760 69760 BC
57 BC2605 20250627 ... 68610 68610 BC
58 BC2606 20250627 ... 68610 68610 BC
60 EC2506 20250627 1885 ... 1886.6 1885.8 EC
61 EC2508 20250627 1770 ... 1795.9 1763.9 EC
62 EC2510 20250627 1342.1 ... 1334.8 1314.5 EC
63 EC2512 20250627 1483 ... 1491.1 1469.6 EC
64 EC2602 20250627 1318 ... 1320.4 1296 EC
65 EC2604 20250627 1161.1 ... 1168.3 1156.7 EC
68 SC_TAS2508 20250627 ... SC_TAS
69 SC_TAS2509 20250627 ... SC_TAS
70 SC_TAS2510 20250627 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:26:13,978 - future_1d - INFO - ak.get_ine_daily('2025-06-27') done
2025-07-01 16:26:15,696 - future_1d - INFO - save future_daily 2025-06-27 completed
symbol date open ... settle pre_settle variety
0 PS2507 20250630 33490.0 ... 33640.0 32500.0 PS
1 PS2508 20250630 33295.0 ... 33500.0 32075.0 PS
2 PS2509 20250630 32770.0 ... 32860.0 31520.0 PS
3 PS2510 20250630 32610.0 ... 32660.0 31575.0 PS
4 PS2511 20250630 32545.0 ... 32525.0 31300.0 PS
5 PS2512 20250630 34535.0 ... 34605.0 33145.0 PS
6 PS2601 20250630 34100.0 ... 34375.0 32920.0 PS
7 PS2602 20250630 33880.0 ... 34205.0 32555.0 PS
8 PS2603 20250630 33740.0 ... 34110.0 32895.0 PS
9 PS2604 20250630 33575.0 ... 33900.0 32725.0 PS
10 PS2605 20250630 34750.0 ... 33990.0 32545.0 PS
11 PS2606 20250630 35240.0 ... 35360.0 34115.0 PS
13 SI2507 20250630 8040.0 ... 8150.0 7830.0 SI
14 SI2508 20250630 8255.0 ... 8125.0 7810.0 SI
15 SI2509 20250630 8075.0 ... 8115.0 7830.0 SI
16 SI2510 20250630 8105.0 ... 8105.0 7755.0 SI
17 SI2511 20250630 7955.0 ... 8030.0 7770.0 SI
18 SI2512 20250630 8200.0 ... 8295.0 8010.0 SI
19 SI2601 20250630 8020.0 ... 8240.0 7950.0 SI
20 SI2602 20250630 8125.0 ... 8225.0 7955.0 SI
21 SI2603 20250630 8105.0 ... 8215.0 7935.0 SI
22 SI2604 20250630 8090.0 ... 8210.0 7910.0 SI
23 SI2605 20250630 8060.0 ... 8210.0 7910.0 SI
24 SI2606 20250630 8365.0 ... 8200.0 7895.0 SI
27 LC2507 20250630 64040.0 ... 62880.0 62620.0 LC
28 LC2508 20250630 64020.0 ... 62780.0 62820.0 LC
29 LC2509 20250630 63460.0 ... 62680.0 62740.0 LC
30 LC2510 20250630 63240.0 ... 62600.0 62640.0 LC
31 LC2511 20250630 63500.0 ... 62460.0 62460.0 LC
32 LC2512 20250630 63500.0 ... 62860.0 62840.0 LC
33 LC2601 20250630 64200.0 ... 62920.0 62940.0 LC
34 LC2602 20250630 63980.0 ... 62760.0 62900.0 LC
35 LC2603 20250630 63880.0 ... 62920.0 62880.0 LC
36 LC2604 20250630 64260.0 ... 63400.0 63480.0 LC
37 LC2605 20250630 64340.0 ... 63500.0 63600.0 LC
38 LC2606 20250630 64240.0 ... 63480.0 63780.0 LC
[36 rows x 12 columns]
2025-07-01 16:26:23,282 - future_1d - INFO - ak.get_gfex_daily('2025-06-30') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250630 ... 79970 79890 CU
1 1 CU2508 20250630 ... 79770 79740 CU
2 2 CU2509 20250630 ... 79620 79590 CU
3 3 CU2510 20250630 ... 79410 79370 CU
4 4 CU2511 20250630 ... 79180 79190 CU
5 5 CU2512 20250630 ... 78930 78940 CU
6 6 CU2601 20250630 ... 78750 78750 CU
7 7 CU2602 20250630 ... 78560 78640 CU
8 8 CU2603 20250630 ... 78430 78480 CU
9 9 CU2604 20250630 ... 78380 78380 CU
10 10 CU2605 20250630 ... 78350 78320 CU
11 11 CU2606 20250630 ... 78290 78260 CU
12 12 BC2507 20250630 ... 71090 71170 BC
13 13 BC2508 20250630 ... 71100 71090 BC
14 14 BC2509 20250630 ... 70860 70850 BC
15 15 BC2510 20250630 ... 70700 70600 BC
16 16 BC2511 20250630 ... 69520 69510 BC
17 17 BC2512 20250630 ... 69450 69450 BC
18 18 BC2601 20250630 ... 69570 69570 BC
19 19 BC2602 20250630 ... 69410 69410 BC
20 20 BC2603 20250630 ... 69290 69290 BC
21 21 BC2604 20250630 ... 69760 69760 BC
22 22 BC2605 20250630 ... 68610 68610 BC
23 23 BC2606 20250630 ... 68610 68610 BC
24 24 AL2507 20250630 ... 20735 20740 AL
25 25 AL2508 20250630 ... 20550 20575 AL
26 26 AL2509 20250630 ... 20455 20485 AL
27 27 AL2510 20250630 ... 20360 20400 AL
28 28 AL2511 20250630 ... 20235 20275 AL
29 29 AL2512 20250630 ... 20115 20145 AL
30 30 AL2601 20250630 ... 20055 20090 AL
31 31 AL2602 20250630 ... 20030 20070 AL
32 32 AL2603 20250630 ... 20020 20055 AL
33 33 AL2604 20250630 ... 20020 20050 AL
34 34 AL2605 20250630 ... 20050 20070 AL
35 35 AL2606 20250630 ... 20045 20055 AL
36 36 ZN2507 20250630 ... 22490 22510 ZN
37 37 ZN2508 20250630 ... 22435 22425 ZN
38 38 ZN2509 20250630 ... 22390 22345 ZN
39 39 ZN2510 20250630 ... 22330 22285 ZN
40 40 ZN2511 20250630 ... 22250 22200 ZN
41 41 ZN2512 20250630 ... 22200 22110 ZN
42 42 ZN2601 20250630 ... 22130 22045 ZN
43 43 ZN2602 20250630 ... 22100 21985 ZN
44 44 ZN2603 20250630 ... 22000 21970 ZN
45 45 ZN2604 20250630 ... 22025 21965 ZN
46 46 ZN2605 20250630 ... 22010 21940 ZN
47 47 ZN2606 20250630 ... 22010 21885 ZN
48 48 PB2507 20250630 ... 17100 17155 PB
49 49 PB2508 20250630 ... 17145 17195 PB
50 50 PB2509 20250630 ... 17170 17210 PB
51 51 PB2510 20250630 ... 17165 17225 PB
52 52 PB2511 20250630 ... 17150 17205 PB
53 53 PB2512 20250630 ... 17125 17210 PB
54 54 PB2601 20250630 ... 17155 17195 PB
55 55 PB2602 20250630 ... 17150 17200 PB
56 56 PB2603 20250630 ... 17150 17225 PB
57 57 PB2604 20250630 ... 17165 17165 PB
58 58 PB2605 20250630 ... 17155 17155 PB
59 59 PB2606 20250630 ... 17185 17185 PB
60 60 NI2507 20250630 ... 120740 120500 NI
61 61 NI2508 20250630 ... 120970 120630 NI
62 62 NI2509 20250630 ... 121030 120740 NI
63 63 NI2510 20250630 ... 121150 120850 NI
64 64 NI2511 20250630 ... 121340 121070 NI
65 65 NI2512 20250630 ... 121630 121260 NI
66 66 NI2601 20250630 ... 121770 121460 NI
67 67 NI2602 20250630 ... 121840 121640 NI
68 68 NI2603 20250630 ... 122170 121870 NI
69 69 NI2604 20250630 ... 122640 122200 NI
70 70 NI2605 20250630 ... 122520 122300 NI
71 71 NI2606 20250630 ... 122680 122640 NI
72 72 SN2507 20250630 ... 267860 269490 SN
73 73 SN2508 20250630 ... 268140 269730 SN
74 74 SN2509 20250630 ... 268090 269500 SN
75 75 SN2510 20250630 ... 267790 269350 SN
76 76 SN2511 20250630 ... 267280 269020 SN
77 77 SN2512 20250630 ... 266680 267930 SN
78 78 SN2601 20250630 ... 266910 269060 SN
79 79 SN2602 20250630 ... 267310 269180 SN
80 80 SN2603 20250630 ... 267190 269160 SN
81 81 SN2604 20250630 ... 266590 268950 SN
82 82 SN2605 20250630 ... 266070 268090 SN
83 83 SN2606 20250630 ... 266430 267450 SN
84 84 AO2507 20250630 ... 3106 3075 AO
85 85 AO2508 20250630 ... 3023 3010 AO
86 86 AO2509 20250630 ... 2987 2978 AO
87 87 AO2510 20250630 ... 2959 2951 AO
88 88 AO2511 20250630 ... 2949 2942 AO
89 89 AO2512 20250630 ... 2943 2935 AO
90 90 AO2601 20250630 ... 2933 2924 AO
91 91 AO2602 20250630 ... 2932 2928 AO
92 92 AO2603 20250630 ... 2926 2906 AO
93 93 AO2604 20250630 ... 2924 2906 AO
94 94 AO2605 20250630 ... 2918 2909 AO
95 95 AO2606 20250630 ... 2913 2903 AO
96 96 AD2511 20250630 ... 19775 19805 AD
97 97 AD2512 20250630 ... 19695 19700 AD
98 98 AD2601 20250630 ... 19625 19610 AD
99 99 AD2602 20250630 ... 19570 19535 AD
100 100 AD2603 20250630 ... 19490 19435 AD
101 101 AD2604 20250630 ... 19360 19360 AD
102 102 AD2605 20250630 ... 19410 19425 AD
103 103 AD2606 20250630 ... 19415 19415 AD
104 104 AU2507 20250630 ... 761.7 769.52 AU
105 105 AU2508 20250630 ... 762.5 770.14 AU
106 106 AU2509 20250630 ... 763.52 771.26 AU
107 107 AU2510 20250630 ... 764.86 772.44 AU
108 108 AU2512 20250630 ... 766.6 773.94 AU
109 109 AU2602 20250630 ... 768.48 775.9 AU
110 110 AU2604 20250630 ... 770.68 778.04 AU
111 111 AU2606 20250630 ... 773.18 779.02 AU
112 112 AG2507 20250630 ... 8705 8799 AG
113 113 AG2508 20250630 ... 8713 8810 AG
114 114 AG2509 20250630 ... 8724 8820 AG
115 115 AG2510 20250630 ... 8738 8831 AG
116 116 AG2511 20250630 ... 8742 8838 AG
117 117 AG2512 20250630 ... 8756 8849 AG
118 118 AG2601 20250630 ... 8763 8861 AG
119 119 AG2602 20250630 ... 8772 8873 AG
120 120 AG2603 20250630 ... 8786 8884 AG
121 121 AG2604 20250630 ... 8800 8897 AG
122 122 AG2605 20250630 ... 8815 8910 AG
123 123 AG2606 20250630 ... 8829 8926 AG
124 124 RB2507 20250630 ... 2999 2994 RB
125 125 RB2508 20250630 ... 2975 2958 RB
126 126 RB2509 20250630 ... 2971 2958 RB
127 127 RB2510 20250630 ... 3009 2990 RB
128 128 RB2511 20250630 ... 3015 2996 RB
129 129 RB2512 20250630 ... 3024 3007 RB
130 130 RB2601 20250630 ... 3023 2997 RB
131 131 RB2602 20250630 ... 3010 2990 RB
132 132 RB2603 20250630 ... 3009 2991 RB
133 133 RB2604 20250630 ... 3033 3010 RB
134 134 RB2605 20250630 ... 3026 3001 RB
135 135 RB2606 20250630 ... 3032 2997 RB
136 136 WR2507 20250630 ... 3356 3338 WR
137 137 WR2508 20250630 ... 3359 3359 WR
138 138 WR2509 20250630 ... 3245 3241 WR
139 139 WR2510 20250630 ... 3328 3322 WR
140 140 WR2511 20250630 ... 3361 3361 WR
141 141 WR2512 20250630 ... 3337 3316 WR
142 142 WR2601 20250630 ... 3330 3330 WR
143 143 WR2602 20250630 ... 3396 3396 WR
144 144 WR2603 20250630 ... 3387 3387 WR
145 145 WR2604 20250630 ... 3392 3392 WR
146 146 WR2605 20250630 ... 3369 3369 WR
147 147 WR2606 20250630 ... 3373 3366 WR
148 148 HC2507 20250630 ... 3147 3143 HC
149 149 HC2508 20250630 ... 3151 3139 HC
150 150 HC2509 20250630 ... 3141 3128 HC
151 151 HC2510 20250630 ... 3134 3119 HC
152 152 HC2511 20250630 ... 3137 3122 HC
153 153 HC2512 20250630 ... 3147 3134 HC
154 154 HC2601 20250630 ... 3140 3121 HC
155 155 HC2602 20250630 ... 3150 3130 HC
156 156 HC2603 20250630 ... 3154 3135 HC
157 157 HC2604 20250630 ... 3155 3136 HC
158 158 HC2605 20250630 ... 3142 3122 HC
159 159 HC2606 20250630 ... 3151 3129 HC
160 160 SS2507 20250630 ... 12580 12530 SS
161 161 SS2508 20250630 ... 12670 12590 SS
162 162 SS2509 20250630 ... 12620 12555 SS
163 163 SS2510 20250630 ... 12580 12515 SS
164 164 SS2511 20250630 ... 12595 12515 SS
165 165 SS2512 20250630 ... 12600 12530 SS
166 166 SS2601 20250630 ... 12635 12570 SS
167 167 SS2602 20250630 ... 12680 12620 SS
168 168 SS2603 20250630 ... 12700 12670 SS
169 169 SS2604 20250630 ... 12730 12665 SS
170 170 SS2605 20250630 ... 12765 12705 SS
171 171 SS2606 20250630 ... 12785 12720 SS
172 172 SC2507 20250630 ... 496.6 496.6 SC
173 173 SC2508 20250630 ... 496.1 502.2 SC
174 174 SC2509 20250630 ... 490.3 492.7 SC
175 175 SC2510 20250630 ... 484.8 487.6 SC
176 176 SC2511 20250630 ... 481.7 485.8 SC
177 177 SC2512 20250630 ... 480 483.3 SC
178 178 SC2601 20250630 ... 478.4 481.8 SC
179 179 SC2602 20250630 ... 476.9 480.4 SC
180 180 SC2603 20250630 ... 476.5 478.5 SC
181 181 SC2604 20250630 ... 474.9 477.2 SC
182 182 SC2605 20250630 ... 473.2 476.5 SC
183 183 SC2606 20250630 ... 472.6 474.3 SC
184 184 SC2609 20250630 ... 472.5 472.5 SC
185 185 SC2612 20250630 ... 470.6 470.6 SC
186 186 SC2703 20250630 ... 468.4 468.4 SC
187 187 SC2706 20250630 ... 466.8 474 SC
188 188 SC2709 20250630 ... 465.7 465.7 SC
189 189 SC2712 20250630 ... 465.8 465.8 SC
190 190 SC2803 20250630 ... 461.3 466.5 SC
191 191 SC2806 20250630 ... 465.6 465.6 SC
192 192 LU2507 20250630 ... 3557 3557 LU
193 193 LU2508 20250630 ... 3621 3655 LU
194 194 LU2509 20250630 ... 3591 3603 LU
195 195 LU2510 20250630 ... 3564 3568 LU
196 196 LU2511 20250630 ... 3543 3539 LU
197 197 LU2512 20250630 ... 3514 3504 LU
198 198 LU2601 20250630 ... 3518 3509 LU
199 199 LU2602 20250630 ... 3507 3476 LU
200 200 LU2603 20250630 ... 3487 3449 LU
201 201 LU2604 20250630 ... 3472 3439 LU
202 202 LU2605 20250630 ... 3437 3419 LU
203 203 LU2606 20250630 ... 3416 3418 LU
204 204 FU2507 20250630 ... 2874 2930 FU
205 205 FU2508 20250630 ... 2964 2989 FU
206 206 FU2509 20250630 ... 2990 3005 FU
207 207 FU2510 20250630 ... 2935 2954 FU
208 208 FU2511 20250630 ... 2892 2910 FU
209 209 FU2512 20250630 ... 2863 2884 FU
210 210 FU2601 20250630 ... 2849 2858 FU
211 211 FU2602 20250630 ... 2827 2838 FU
212 212 FU2603 20250630 ... 2819 2831 FU
213 213 FU2604 20250630 ... 2806 2818 FU
214 214 FU2605 20250630 ... 2800 2807 FU
215 215 FU2606 20250630 ... 2788 2795 FU
216 216 BU2507 20250630 ... 3570 3571 BU
217 217 BU2508 20250630 ... 3567 3569 BU
218 218 BU2509 20250630 ... 3556 3559 BU
219 219 BU2510 20250630 ... 3514 3522 BU
220 220 BU2511 20250630 ... 3450 3466 BU
221 221 BU2512 20250630 ... 3376 3390 BU
222 222 BU2601 20250630 ... 3338 3350 BU
223 223 BU2602 20250630 ... 3309 3341 BU
224 224 BU2603 20250630 ... 3310 3327 BU
225 225 BU2604 20250630 ... 3299 3306 BU
226 226 BU2605 20250630 ... 3282 3295 BU
227 227 BU2606 20250630 ... 3259 3275 BU
228 228 BU2609 20250630 ... 3249 3277 BU
229 229 BU2612 20250630 ... 3219 3250 BU
230 230 BU2703 20250630 ... 3229 3247 BU
231 231 BU2706 20250630 ... 3235 3250 BU
232 232 BR2507 20250630 ... 11360 11305 BR
233 233 BR2508 20250630 ... 11270 11210 BR
234 234 BR2509 20250630 ... 11165 11120 BR
235 235 BR2510 20250630 ... 11130 11085 BR
236 236 BR2511 20250630 ... 11095 11075 BR
237 237 BR2512 20250630 ... 11070 11055 BR
238 238 BR2601 20250630 ... 11035 11000 BR
239 239 BR2602 20250630 ... 11020 11030 BR
240 240 BR2603 20250630 ... 11025 11025 BR
241 241 BR2604 20250630 ... 11045 10995 BR
242 242 BR2605 20250630 ... 11060 11015 BR
243 243 BR2606 20250630 ... 11035 11040 BR
244 244 RU2507 20250630 ... 13935 13965 RU
245 245 RU2508 20250630 ... 13985 14020 RU
246 246 RU2509 20250630 ... 14010 14045 RU
247 247 RU2510 20250630 ... 14020 14080 RU
248 248 RU2511 20250630 ... 14005 14050 RU
249 249 RU2601 20250630 ... 14850 14885 RU
250 250 RU2603 20250630 ... 14890 14885 RU
251 251 RU2604 20250630 ... 14880 14915 RU
252 252 RU2605 20250630 ... 14895 14925 RU
253 253 RU2606 20250630 ... 14915 14915 RU
254 254 NR2507 20250630 ... 12130 12135 NR
255 255 NR2508 20250630 ... 12170 12180 NR
256 256 NR2509 20250630 ... 12125 12130 NR
257 257 NR2510 20250630 ... 12115 12120 NR
258 258 NR2511 20250630 ... 12130 12130 NR
259 259 NR2512 20250630 ... 12130 12125 NR
260 260 NR2601 20250630 ... 12115 12135 NR
261 261 NR2602 20250630 ... 12180 12160 NR
262 262 NR2603 20250630 ... 12115 12210 NR
263 263 NR2604 20250630 ... 12200 12055 NR
264 264 NR2605 20250630 ... 12225 12300 NR
265 265 NR2606 20250630 ... 12260 12260 NR
266 266 SP2507 20250630 ... 5048 5082 SP
267 267 SP2508 20250630 ... 5068 5088 SP
268 268 SP2509 20250630 ... 5066 5088 SP
269 269 SP2510 20250630 ... 5064 5080 SP
270 270 SP2511 20250630 ... 5052 5068 SP
271 271 SP2512 20250630 ... 5050 5070 SP
272 272 SP2601 20250630 ... 5262 5296 SP
273 273 SP2602 20250630 ... 5198 5234 SP
274 274 SP2603 20250630 ... 5186 5226 SP
275 275 SP2604 20250630 ... 5190 5230 SP
276 276 SP2605 20250630 ... 5198 5234 SP
277 277 SP2606 20250630 ... 5200 5214 SP
278 278 EC2506 20250630 ... 1889.1 1886.6 EC
279 279 EC2508 20250630 ... 1767.1 1795.9 EC
280 280 EC2510 20250630 ... 1339.8 1334.8 EC
281 281 EC2512 20250630 ... 1498 1491.1 EC
282 282 EC2602 20250630 ... 1316.5 1320.4 EC
283 283 EC2604 20250630 ... 1169 1168.3 EC
284 284 SC_TAS2508 20250630 ... SC_TAS
285 285 SC_TAS2509 20250630 ... SC_TAS
286 286 SC_TAS2510 20250630 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 16:26:23,393 - future_1d - INFO - ak.get_shfe_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 IC2507 20250630 5864.000 ... 5867.400 5829.800 IC
1 IC2508 20250630 5806.600 ... 5825.400 5793.000 IC
2 IC2509 20250630 5766.000 ... 5775.800 5748.400 IC
3 IC2512 20250630 5640.200 ... 5655.600 5635.000 IC
4 IF2507 20250630 3899.800 ... 3907.800 3895.600 IF
5 IF2508 20250630 3887.800 ... 3894.600 3884.400 IF
6 IF2509 20250630 3881.200 ... 3887.000 3878.200 IF
7 IF2512 20250630 3849.000 ... 3856.600 3849.000 IF
8 IH2507 20250630 2685.600 ... 2691.800 2684.200 IH
9 IH2508 20250630 2679.400 ... 2687.800 2681.400 IH
10 IH2509 20250630 2683.200 ... 2687.600 2681.800 IH
11 IH2512 20250630 2677.000 ... 2687.400 2683.000 IH
12 IM2507 20250630 6267.000 ... 6289.400 6234.600 IM
13 IM2508 20250630 6185.400 ... 6224.400 6178.200 IM
14 IM2509 20250630 6140.400 ... 6155.600 6118.800 IM
15 IM2512 20250630 5955.400 ... 5979.800 5952.600 IM
16 T2509 20250630 109.025 ... 108.900 109.070 T
17 T2512 20250630 109.050 ... 108.935 109.080 T
18 T2603 20250630 108.980 ... 108.910 109.065 T
19 TF2509 20250630 106.235 ... 106.145 106.265 TF
20 TF2512 20250630 106.310 ... 106.240 106.345 TF
21 TF2603 20250630 106.355 ... 106.295 106.375 TF
22 TL2509 20250630 120.760 ... 120.400 120.940 TL
23 TL2512 20250630 120.690 ... 120.260 120.800 TL
24 TL2603 20250630 120.420 ... 120.100 120.660 TL
25 TS2509 20250630 102.542 ... 102.496 102.546 TS
26 TS2512 20250630 102.674 ... 102.640 102.676 TS
27 TS2603 20250630 102.772 ... 102.748 102.776 TS
[28 rows x 12 columns]
2025-07-01 16:26:23,690 - future_1d - INFO - ak.get_cffex_daily('2025-06-30') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250630 7718.0 7762.0 ... 489584.85 7699.0 7709.0 AP
1 AP511 20250630 7544.0 7553.0 ... 2295.76 7527.0 7535.0 AP
2 AP512 20250630 7585.0 7605.0 ... 363.31 7569.0 7566.0 AP
3 AP601 20250630 7600.0 7653.0 ... 13356.83 7598.0 7605.0 AP
4 AP603 20250630 7631.0 7653.0 ... 183.04 7627.0 7641.0 AP
5 AP604 20250630 7647.0 7720.0 ... 69.14 7682.0 7647.0 AP
6 AP605 20250630 7739.0 7777.0 ... 262.56 7722.0 7722.0 AP
7 CF507 20250630 13750.0 13750.0 ... 16625.73 13620.0 13525.0 CF
8 CF509 20250630 13755.0 13920.0 ... 2327213.54 13815.0 13740.0 CF
9 CF511 20250630 13685.0 13825.0 ... 173420.85 13740.0 13660.0 CF
10 CF601 20250630 13765.0 13920.0 ... 618010.68 13830.0 13730.0 CF
11 CF603 20250630 13740.0 13885.0 ... 1979.87 13795.0 13700.0 CF
12 CF605 20250630 13755.0 13915.0 ... 15656.68 13820.0 13705.0 CF
13 CJ507 20250630 9470.0 9565.0 ... 1334.05 9495.0 9450.0 CJ
14 CJ509 20250630 9680.0 9690.0 ... 828281.73 9620.0 9590.0 CJ
15 CJ512 20250630 10575.0 10695.0 ... 16908.28 10580.0 10490.0 CJ
16 CJ601 20250630 10700.0 10840.0 ... 539601.91 10715.0 10630.0 CJ
17 CJ603 20250630 10790.0 10935.0 ... 12066.59 10815.0 10705.0 CJ
18 CJ605 20250630 10975.0 11115.0 ... 35185.17 11000.0 10885.0 CJ
19 CY507 20250630 20025.0 20160.0 ... 692.29 20065.0 20040.0 CY
20 CY508 20250630 0.0 0.0 ... 0.00 19630.0 19630.0 CY
21 CY509 20250630 20125.0 20245.0 ... 114674.45 20110.0 20105.0 CY
22 CY510 20250630 0.0 0.0 ... 0.00 19730.0 19725.0 CY
23 CY511 20250630 19980.0 19980.0 ... 9.99 19980.0 19900.0 CY
24 CY512 20250630 19910.0 19910.0 ... 9.96 19910.0 19785.0 CY
25 CY601 20250630 20050.0 20160.0 ... 351.51 20085.0 20055.0 CY
26 CY602 20250630 0.0 0.0 ... 0.00 19810.0 19785.0 CY
27 CY603 20250630 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250630 0.0 0.0 ... 0.00 19555.0 19555.0 CY
29 CY605 20250630 0.0 0.0 ... 0.00 20135.0 20110.0 CY
30 CY606 20250630 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250630 946.0 951.0 ... 20122.09 935.0 948.0 FG
32 FG508 20250630 1027.0 1040.0 ... 51036.52 1025.0 1029.0 FG
33 FG509 20250630 1017.0 1032.0 ... 3283151.35 1018.0 1019.0 FG
34 FG510 20250630 1049.0 1062.0 ... 30628.55 1054.0 1048.0 FG
35 FG511 20250630 1036.0 1050.0 ... 43676.13 1043.0 1035.0 FG
36 FG512 20250630 1092.0 1105.0 ... 2627.76 1099.0 1087.0 FG
37 FG601 20250630 1076.0 1093.0 ... 335523.51 1087.0 1074.0 FG
38 FG602 20250630 1088.0 1127.0 ... 771.21 1121.0 1110.0 FG
39 FG603 20250630 1085.0 1121.0 ... 836.07 1115.0 1103.0 FG
40 FG604 20250630 1132.0 1145.0 ... 633.12 1139.0 1128.0 FG
41 FG605 20250630 1124.0 1148.0 ... 6893.75 1132.0 1119.0 FG
42 FG606 20250630 1133.0 1149.0 ... 141.57 1142.0 1130.0 FG
43 JR507 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250630 2435.0 2439.0 ... 721.59 2430.0 2434.0 MA
54 MA508 20250630 2424.0 2435.0 ... 39959.53 2425.0 2430.0 MA
55 MA509 20250630 2389.0 2397.0 ... 2059225.75 2386.0 2406.0 MA
56 MA510 20250630 2398.0 2402.0 ... 47964.12 2391.0 2413.0 MA
57 MA511 20250630 2403.0 2407.0 ... 66859.49 2397.0 2415.0 MA
58 MA512 20250630 2416.0 2425.0 ... 190.92 2417.0 2435.0 MA
59 MA601 20250630 2416.0 2424.0 ... 108202.77 2415.0 2427.0 MA
60 MA602 20250630 2401.0 2405.0 ... 100.76 2399.0 2406.0 MA
61 MA603 20250630 2396.0 2402.0 ... 194.08 2396.0 2402.0 MA
62 MA604 20250630 2368.0 2373.0 ... 94.62 2366.0 2371.0 MA
63 MA605 20250630 2328.0 2331.0 ... 1620.10 2324.0 2333.0 MA
64 MA606 20250630 2338.0 2338.0 ... 49.01 2334.0 2335.0 MA
65 OI507 20250630 9536.0 9792.0 ... 7055.60 9547.0 9584.0 OI
66 OI509 20250630 9466.0 9490.0 ... 3347163.06 9427.0 9462.0 OI
67 OI511 20250630 9443.0 9479.0 ... 143044.03 9419.0 9440.0 OI
68 OI601 20250630 9390.0 9428.0 ... 368990.65 9371.0 9387.0 OI
69 OI603 20250630 9348.0 9365.0 ... 1882.40 9319.0 9333.0 OI
70 OI605 20250630 9252.0 9270.0 ... 2519.08 9227.0 9232.0 OI
71 PF507 20250630 6620.0 6724.0 ... 1951.77 6650.0 6620.0 PF
72 PF508 20250630 6534.0 6592.0 ... 432566.35 6546.0 6532.0 PF
73 PF509 20250630 6454.0 6512.0 ... 206326.80 6472.0 6442.0 PF
74 PF510 20250630 6456.0 6514.0 ... 45795.58 6476.0 6446.0 PF
75 PF511 20250630 6416.0 6466.0 ... 24095.78 6428.0 6402.0 PF
76 PF512 20250630 6404.0 6436.0 ... 585.78 6402.0 6376.0 PF
77 PF601 20250630 6712.0 6712.0 ... 955.06 6410.0 6386.0 PF
78 PF602 20250630 6706.0 6706.0 ... 26.12 6530.0 6396.0 PF
79 PF603 20250630 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
80 PF604 20250630 6436.0 6436.0 ... 3.22 6436.0 6380.0 PF
81 PF605 20250630 6370.0 6432.0 ... 9.59 6396.0 6370.0 PF
82 PF606 20250630 6372.0 6372.0 ... 3.19 6372.0 6348.0 PF
83 PK510 20250630 8178.0 8190.0 ... 100600.23 8162.0 8170.0 PK
84 PK511 20250630 7940.0 7946.0 ... 23441.29 7926.0 7932.0 PK
85 PK512 20250630 7930.0 7940.0 ... 186.37 7932.0 7940.0 PK
86 PK601 20250630 7946.0 7966.0 ... 1963.44 7950.0 7954.0 PK
87 PK603 20250630 7940.0 7960.0 ... 55.66 7952.0 7954.0 PK
88 PK604 20250630 0.0 0.0 ... 0.00 7956.0 7958.0 PK
89 PK605 20250630 7940.0 7960.0 ... 214.67 7952.0 7958.0 PK
90 PM507 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250630 6012.0 6068.0 ... 1514.42 6010.0 6012.0 PR
97 PR508 20250630 6002.0 6070.0 ... 92762.39 6022.0 6000.0 PR
98 PR509 20250630 5938.0 6002.0 ... 572909.51 5956.0 5928.0 PR
99 PR510 20250630 5892.0 5942.0 ... 256801.43 5904.0 5884.0 PR
100 PR511 20250630 5892.0 5920.0 ... 309.55 5896.0 5858.0 PR
101 PR512 20250630 5872.0 5872.0 ... 52.67 5852.0 5834.0 PR
102 PR601 20250630 5844.0 5888.0 ... 228.74 5866.0 5824.0 PR
103 PR602 20250630 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250630 0.0 0.0 ... 0.00 5874.0 5860.0 PR
105 PR604 20250630 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250630 0.0 0.0 ... 0.00 5860.0 5852.0 PR
107 PR606 20250630 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250630 7022.0 7130.0 ... 1445.43 6984.0 6912.0 PX
109 PX508 20250630 6850.0 6968.0 ... 38881.88 6904.0 6802.0 PX
110 PX509 20250630 6776.0 6890.0 ... 1007224.53 6826.0 6728.0 PX
111 PX510 20250630 6690.0 6794.0 ... 70390.34 6732.0 6652.0 PX
112 PX511 20250630 6636.0 6744.0 ... 94677.79 6686.0 6604.0 PX
113 PX512 20250630 6684.0 6718.0 ... 43.45 6684.0 6576.0 PX
114 PX601 20250630 6546.0 6658.0 ... 47098.92 6602.0 6530.0 PX
115 PX602 20250630 0.0 0.0 ... 0.00 6572.0 6520.0 PX
116 PX603 20250630 6510.0 6630.0 ... 6.57 6570.0 6510.0 PX
117 PX604 20250630 0.0 0.0 ... 0.00 6554.0 6494.0 PX
118 PX605 20250630 6550.0 6600.0 ... 105.00 6562.0 6478.0 PX
119 PX606 20250630 6522.0 6522.0 ... 3.26 6522.0 6476.0 PX
120 RI507 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250630 2442.0 2447.0 ... 24493.71 2437.0 2427.0 RM
127 RM508 20250630 2564.0 2590.0 ... 25685.88 2578.0 2552.0 RM
128 RM509 20250630 2558.0 2583.0 ... 960218.07 2569.0 2543.0 RM
129 RM511 20250630 2392.0 2414.0 ... 2861.58 2405.0 2387.0 RM
130 RM601 20250630 2290.0 2308.0 ... 166700.47 2300.0 2295.0 RM
131 RM603 20250630 2280.0 2289.0 ... 11835.73 2284.0 2283.0 RM
132 RM605 20250630 2325.0 2329.0 ... 21679.04 2316.0 2324.0 RM
133 RS507 20250630 4931.0 5235.0 ... 628.67 4950.0 4960.0 RS
134 RS508 20250630 5083.0 5178.0 ... 20.48 5120.0 5129.0 RS
135 RS509 20250630 5245.0 5245.0 ... 298.79 5152.0 5214.0 RS
136 RS511 20250630 0.0 0.0 ... 0.00 5252.0 5260.0 RS
137 SA507 20250630 1175.0 1200.0 ... 5906.72 1173.0 1175.0 SA
138 SA508 20250630 1201.0 1222.0 ... 25758.16 1202.0 1194.0 SA
139 SA509 20250630 1194.0 1219.0 ... 5420353.28 1199.0 1192.0 SA
140 SA510 20250630 1208.0 1228.0 ... 19638.94 1212.0 1203.0 SA
141 SA511 20250630 1204.0 1227.0 ... 13357.04 1212.0 1199.0 SA
142 SA512 20250630 1211.0 1241.0 ... 11722.28 1225.0 1207.0 SA
143 SA601 20250630 1192.0 1234.0 ... 1175558.20 1211.0 1190.0 SA
144 SA602 20250630 1211.0 1247.0 ... 9140.38 1226.0 1212.0 SA
145 SA603 20250630 1210.0 1244.0 ... 7389.14 1224.0 1209.0 SA
146 SA604 20250630 1228.0 1255.0 ... 2453.86 1243.0 1224.0 SA
147 SA605 20250630 1216.0 1246.0 ... 28474.87 1229.0 1212.0 SA
148 SA606 20250630 1231.0 1260.0 ... 1007.80 1244.0 1227.0 SA
149 SF507 20250630 5572.0 5590.0 ... 40532.86 5514.0 5576.0 SF
150 SF508 20250630 5420.0 5434.0 ... 54719.77 5400.0 5418.0 SF
151 SF509 20250630 5388.0 5412.0 ... 441775.80 5380.0 5392.0 SF
152 SF510 20250630 5310.0 5322.0 ... 117576.32 5294.0 5302.0 SF
153 SF511 20250630 5418.0 5450.0 ... 149676.05 5420.0 5428.0 SF
154 SF512 20250630 5366.0 5372.0 ... 34.83 5358.0 5388.0 SF
155 SF601 20250630 5370.0 5384.0 ... 4216.28 5348.0 5370.0 SF
156 SF602 20250630 5304.0 5316.0 ... 1116.63 5268.0 5300.0 SF
157 SF603 20250630 5404.0 5412.0 ... 105.12 5392.0 5442.0 SF
158 SF604 20250630 5364.0 5380.0 ... 13.43 5370.0 5378.0 SF
159 SF605 20250630 5396.0 5410.0 ... 225.91 5380.0 5394.0 SF
160 SF606 20250630 5330.0 5352.0 ... 90.58 5328.0 5336.0 SF
161 SH507 20250630 2381.0 2420.0 ... 7489.57 2391.0 2388.0 SH
162 SH508 20250630 2301.0 2341.0 ... 235974.92 2315.0 2314.0 SH
163 SH509 20250630 2317.0 2363.0 ... 3575553.72 2340.0 2330.0 SH
164 SH510 20250630 2357.0 2402.0 ... 255008.73 2380.0 2366.0 SH
165 SH511 20250630 2347.0 2384.0 ... 167783.73 2365.0 2351.0 SH
166 SH512 20250630 2352.0 2386.0 ... 2195.45 2368.0 2352.0 SH
167 SH601 20250630 2311.0 2356.0 ... 68415.22 2337.0 2316.0 SH
168 SH602 20250630 2340.0 2375.0 ... 665.63 2360.0 2339.0 SH
169 SH603 20250630 2366.0 2381.0 ... 675.03 2369.0 2342.0 SH
170 SH604 20250630 2405.0 2416.0 ... 302.87 2404.0 2380.0 SH
171 SH605 20250630 2370.0 2411.0 ... 1819.61 2397.0 2374.0 SH
172 SH606 20250630 2420.0 2426.0 ... 43.44 2414.0 2395.0 SH
173 SM507 20250630 5650.0 5682.0 ... 9916.77 5660.0 5640.0 SM
174 SM508 20250630 5678.0 5700.0 ... 61090.79 5670.0 5672.0 SM
175 SM509 20250630 5690.0 5708.0 ... 534901.23 5678.0 5684.0 SM
176 SM510 20250630 5660.0 5676.0 ... 34656.37 5646.0 5652.0 SM
177 SM511 20250630 5734.0 5754.0 ... 48671.73 5728.0 5734.0 SM
178 SM512 20250630 5680.0 5688.0 ... 5.68 5684.0 5736.0 SM
179 SM601 20250630 5722.0 5736.0 ... 34999.46 5708.0 5718.0 SM
180 SM602 20250630 5720.0 5724.0 ... 116.78 5696.0 5732.0 SM
181 SM603 20250630 5738.0 5738.0 ... 77.05 5708.0 5732.0 SM
182 SM604 20250630 5744.0 5744.0 ... 114.24 5712.0 5734.0 SM
183 SM605 20250630 5736.0 5756.0 ... 785.88 5736.0 5738.0 SM
184 SM606 20250630 5736.0 5740.0 ... 11.46 5728.0 5736.0 SM
185 SR507 20250630 5897.0 5954.0 ... 6550.44 5817.0 5801.0 SR
186 SR509 20250630 5808.0 5816.0 ... 1095770.25 5802.0 5787.0 SR
187 SR511 20250630 5690.0 5697.0 ... 103669.11 5681.0 5666.0 SR
188 SR601 20250630 5611.0 5635.0 ... 149575.13 5620.0 5591.0 SR
189 SR603 20250630 5584.0 5606.0 ... 2661.42 5591.0 5564.0 SR
190 SR605 20250630 5545.0 5571.0 ... 5781.87 5559.0 5534.0 SR
191 TA507 20250630 5002.0 5084.0 ... 11243.87 5016.0 4992.0 TA
192 TA508 20250630 4912.0 4992.0 ... 94085.95 4940.0 4894.0 TA
193 TA509 20250630 4796.0 4864.0 ... 2625355.39 4824.0 4768.0 TA
194 TA510 20250630 4698.0 4760.0 ... 177748.45 4738.0 4676.0 TA
195 TA511 20250630 4664.0 4726.0 ... 86232.33 4700.0 4640.0 TA
196 TA512 20250630 4672.0 4700.0 ... 112.23 4676.0 4620.0 TA
197 TA601 20250630 4616.0 4680.0 ... 470814.55 4650.0 4594.0 TA
198 TA602 20250630 4654.0 4686.0 ... 123.52 4662.0 4596.0 TA
199 TA603 20250630 4666.0 4684.0 ... 135.18 4662.0 4600.0 TA
200 TA604 20250630 4656.0 4690.0 ... 72.44 4674.0 4608.0 TA
201 TA605 20250630 4620.0 4692.0 ... 2679.07 4664.0 4612.0 TA
202 TA606 20250630 4676.0 4688.0 ... 16.36 4674.0 4618.0 TA
203 UR507 20250630 1727.0 1740.0 ... 1851.55 1724.0 1738.0 UR
204 UR508 20250630 1730.0 1737.0 ... 773.87 1727.0 1738.0 UR
205 UR509 20250630 1720.0 1727.0 ... 748813.55 1715.0 1723.0 UR
206 UR510 20250630 1705.0 1714.0 ... 1248.88 1701.0 1707.0 UR
207 UR511 20250630 1704.0 1716.0 ... 177.89 1710.0 1713.0 UR
208 UR512 20250630 1702.0 1715.0 ... 40.98 1707.0 1708.0 UR
209 UR601 20250630 1687.0 1690.0 ... 56890.24 1683.0 1685.0 UR
210 UR602 20250630 1682.0 1686.0 ... 1353.55 1679.0 1682.0 UR
211 UR603 20250630 1706.0 1722.0 ... 312.83 1700.0 1709.0 UR
212 UR604 20250630 1696.0 1717.0 ... 146.09 1699.0 1704.0 UR
213 UR605 20250630 1698.0 1700.0 ... 2363.70 1696.0 1694.0 UR
214 UR606 20250630 1690.0 1695.0 ... 64.24 1690.0 1689.0 UR
215 WH507 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:26:23,978 - future_1d - INFO - ak.get_czce_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 a2507 20250630 4196.0 ... 4209.00 4196.00 A
1 a2509 20250630 4141.0 ... 4147.00 4144.00 A
2 a2511 20250630 4078.0 ... 4080.00 4075.00 A
3 a2601 20250630 4062.0 ... 4062.00 4059.00 A
4 a2603 20250630 4049.0 ... 4050.00 4046.00 A
5 a2605 20250630 4083.0 ... 4084.00 4078.00 A
6 b2507 20250630 3528.0 ... 3479.00 3524.00 B
7 b2508 20250630 3579.0 ... 3578.00 3567.00 B
8 b2509 20250630 3601.0 ... 3611.00 3601.00 B
9 b2510 20250630 3645.0 ... 3660.00 3652.00 B
10 b2511 20250630 3663.0 ... 3667.00 3654.00 B
11 b2512 20250630 3680.0 ... 3675.00 3663.00 B
12 b2601 20250630 3663.0 ... 3662.00 3651.00 B
13 b2602 20250630 3623.0 ... 3622.00 3606.00 B
14 b2603 20250630 3525.0 ... 3523.00 3513.00 B
15 b2604 20250630 3433.0 ... 3432.00 3419.00 B
16 b2605 20250630 3373.0 ... 3378.00 3373.00 B
17 b2606 20250630 3379.0 ... 3379.00 3375.00 B
18 bb2509 20250630 153.0 ... 153.75 152.40 BB
19 bb2511 20250630 153.0 ... 152.70 151.75 BB
20 bb2601 20250630 0.0 ... 170.00 168.95 BB
21 bb2603 20250630 0.0 ... 170.10 169.05 BB
22 bb2605 20250630 0.0 ... 170.10 169.05 BB
23 c2507 20250630 2359.0 ... 2359.00 2356.00 C
24 c2509 20250630 2379.0 ... 2376.00 2378.00 C
25 c2511 20250630 2323.0 ... 2319.00 2319.00 C
26 c2601 20250630 2270.0 ... 2272.00 2272.00 C
27 c2603 20250630 2269.0 ... 2268.00 2266.00 C
28 c2605 20250630 2302.0 ... 2298.00 2298.00 C
29 cs2507 20250630 2738.0 ... 2750.00 2727.00 CS
30 cs2509 20250630 2740.0 ... 2731.00 2733.00 CS
31 cs2511 20250630 2679.0 ... 2673.00 2674.00 CS
32 cs2601 20250630 2669.0 ... 2671.00 2670.00 CS
33 cs2603 20250630 2651.0 ... 2652.00 2650.00 CS
34 cs2605 20250630 2683.0 ... 2687.00 2685.00 CS
35 eb2507 20250630 7420.0 ... 7429.00 7448.00 EB
36 eb2508 20250630 7287.0 ... 7306.00 7312.00 EB
37 eb2509 20250630 7200.0 ... 7223.00 7227.00 EB
38 eb2510 20250630 7153.0 ... 7139.00 7142.00 EB
39 eb2511 20250630 7060.0 ... 7066.00 7066.00 EB
40 eb2512 20250630 7025.0 ... 7030.00 7036.00 EB
41 eb2601 20250630 7020.0 ... 7031.00 7031.00 EB
42 eb2602 20250630 7012.0 ... 7031.00 7072.00 EB
43 eb2603 20250630 7033.0 ... 7038.00 7078.00 EB
44 eb2604 20250630 6994.0 ... 7026.00 7037.00 EB
45 eb2605 20250630 7074.0 ... 7039.00 7046.00 EB
46 eb2606 20250630 0.0 ... 6900.00 6900.00 EB
47 eg2507 20250630 4225.0 ... 4218.00 4233.00 EG
48 eg2508 20250630 4248.0 ... 4253.00 4262.00 EG
49 eg2509 20250630 4271.0 ... 4272.00 4279.00 EG
50 eg2510 20250630 4274.0 ... 4276.00 4280.00 EG
51 eg2511 20250630 4292.0 ... 4287.00 4299.00 EG
52 eg2512 20250630 4307.0 ... 4299.00 4306.00 EG
53 eg2601 20250630 4321.0 ... 4304.00 4319.00 EG
54 eg2602 20250630 4304.0 ... 4302.00 4310.00 EG
55 eg2603 20250630 4307.0 ... 4303.00 4325.00 EG
56 eg2604 20250630 4311.0 ... 4311.00 4347.00 EG
57 eg2605 20250630 4330.0 ... 4322.00 4319.00 EG
58 eg2606 20250630 0.0 ... 4337.00 4337.00 EG
59 fb2507 20250630 1360.0 ... 1341.50 1313.50 FB
60 fb2508 20250630 1311.0 ... 1309.00 1305.50 FB
61 fb2509 20250630 1305.5 ... 1303.00 1301.50 FB
62 fb2510 20250630 1327.5 ... 1322.50 1326.50 FB
63 fb2511 20250630 1325.5 ... 1322.50 1324.50 FB
64 fb2512 20250630 1326.0 ... 1323.50 1323.50 FB
65 fb2601 20250630 1284.5 ... 1284.50 1309.00 FB
66 fb2602 20250630 0.0 ... 1295.50 1295.50 FB
67 fb2603 20250630 0.0 ... 1313.50 1313.50 FB
68 fb2604 20250630 0.0 ... 1310.50 1310.50 FB
69 fb2605 20250630 0.0 ... 1292.50 1292.50 FB
70 fb2606 20250630 0.0 ... 1292.50 1292.50 FB
71 i2507 20250630 726.5 ... 723.50 724.50 I
72 i2508 20250630 722.5 ... 725.00 723.00 I
73 i2509 20250630 718.5 ... 718.00 714.00 I
74 i2510 20250630 710.0 ... 712.00 708.00 I
75 i2511 20250630 705.5 ... 706.50 703.50 I
76 i2512 20250630 699.5 ... 698.50 696.50 I
77 i2601 20250630 692.0 ... 692.50 688.00 I
78 i2602 20250630 688.0 ... 689.00 685.00 I
79 i2603 20250630 684.5 ... 687.00 681.00 I
80 i2604 20250630 680.5 ... 682.50 677.50 I
81 i2605 20250630 673.5 ... 675.00 669.50 I
82 i2606 20250630 667.5 ... 669.00 665.00 I
83 j2507 20250630 1310.5 ... 1324.00 1339.00 J
84 j2508 20250630 1388.5 ... 1395.00 1377.50 J
85 j2509 20250630 1420.0 ... 1423.50 1410.50 J
86 j2510 20250630 1452.5 ... 1441.00 1421.00 J
87 j2511 20250630 1449.0 ... 1449.00 1441.50 J
88 j2512 20250630 1462.0 ... 1465.50 1444.00 J
89 j2601 20250630 1458.5 ... 1464.00 1451.00 J
90 j2602 20250630 1472.5 ... 1472.50 1456.50 J
91 j2603 20250630 0.0 ... 1470.00 1470.00 J
92 j2604 20250630 1497.5 ... 1497.50 1464.00 J
93 j2605 20250630 1499.0 ... 1505.00 1484.00 J
94 j2606 20250630 0.0 ... 1474.00 1474.00 J
95 jd2507 20250630 2780.0 ... 2776.00 2810.00 JD
96 jd2508 20250630 3520.0 ... 3539.00 3542.00 JD
97 jd2509 20250630 3654.0 ... 3673.00 3664.00 JD
98 jd2510 20250630 3373.0 ... 3401.00 3371.00 JD
99 jd2511 20250630 3398.0 ... 3418.00 3401.00 JD
100 jd2512 20250630 3579.0 ... 3592.00 3579.00 JD
101 jd2601 20250630 3645.0 ... 3647.00 3639.00 JD
102 jd2602 20250630 3198.0 ... 3204.00 3196.00 JD
103 jd2603 20250630 3200.0 ... 3205.00 3194.00 JD
104 jd2604 20250630 3331.0 ... 3337.00 3327.00 JD
105 jd2605 20250630 3414.0 ... 3416.00 3401.00 JD
106 jd2606 20250630 3262.0 ... 3257.00 3236.00 JD
107 jm2507 20250630 813.5 ... 824.00 810.50 JM
108 jm2508 20250630 827.0 ... 817.00 809.00 JM
109 jm2509 20250630 847.0 ... 842.50 834.00 JM
110 jm2510 20250630 856.0 ... 853.50 844.50 JM
111 jm2511 20250630 867.0 ... 864.00 854.00 JM
112 jm2512 20250630 881.5 ... 874.50 866.00 JM
113 jm2601 20250630 888.0 ... 886.00 875.00 JM
114 jm2602 20250630 898.0 ... 891.50 879.00 JM
115 jm2603 20250630 900.0 ... 897.00 883.00 JM
116 jm2604 20250630 906.0 ... 903.50 895.00 JM
117 jm2605 20250630 913.0 ... 913.00 899.00 JM
118 jm2606 20250630 921.5 ... 918.50 909.50 JM
119 l2507 20250630 7376.0 ... 7337.00 7344.00 L
120 l2508 20250630 7316.0 ... 7297.00 7321.00 L
121 l2509 20250630 7302.0 ... 7286.00 7308.00 L
122 l2510 20250630 7267.0 ... 7256.00 7271.00 L
123 l2511 20250630 7258.0 ... 7246.00 7260.00 L
124 l2512 20250630 7250.0 ... 7249.00 7259.00 L
125 l2601 20250630 7227.0 ... 7236.00 7251.00 L
126 l2602 20250630 7227.0 ... 7229.00 7228.00 L
127 l2603 20250630 0.0 ... 7208.00 7208.00 L
128 l2604 20250630 0.0 ... 7265.00 7265.00 L
129 l2605 20250630 7231.0 ... 7215.00 7231.00 L
130 l2606 20250630 0.0 ... 7229.00 7229.00 L
131 lg2507 20250630 822.0 ... 820.00 818.00 LG
132 lg2509 20250630 792.0 ... 792.50 789.00 LG
133 lg2511 20250630 786.5 ... 785.00 784.50 LG
134 lg2601 20250630 786.5 ... 785.50 786.50 LG
135 lg2603 20250630 790.5 ... 787.50 787.00 LG
136 lg2605 20250630 784.5 ... 788.00 788.50 LG
137 lh2507 20250630 13650.0 ... 13825.00 13625.00 LH
138 lh2509 20250630 14020.0 ... 13890.00 13990.00 LH
139 lh2511 20250630 13450.0 ... 13365.00 13445.00 LH
140 lh2601 20250630 13570.0 ... 13505.00 13550.00 LH
141 lh2603 20250630 12820.0 ... 12800.00 12795.00 LH
142 lh2605 20250630 13000.0 ... 12975.00 12980.00 LH
143 m2507 20250630 2821.0 ... 2843.00 2809.00 M
144 m2508 20250630 2930.0 ... 2943.00 2923.00 M
145 m2509 20250630 2942.0 ... 2958.00 2938.00 M
146 m2511 20250630 2988.0 ... 2997.00 2975.00 M
147 m2512 20250630 3012.0 ... 3020.00 3005.00 M
148 m2601 20250630 2985.0 ... 2995.00 2982.00 M
149 m2603 20250630 2850.0 ... 2851.00 2843.00 M
150 m2605 20250630 2710.0 ... 2711.00 2706.00 M
151 p2507 20250630 8418.0 ... 8398.00 8424.00 P
152 p2508 20250630 8414.0 ... 8368.00 8410.00 P
153 p2509 20250630 8366.0 ... 8312.00 8366.00 P
154 p2510 20250630 8370.0 ... 8308.00 8364.00 P
155 p2511 20250630 8324.0 ... 8318.00 8358.00 P
156 p2512 20250630 8366.0 ... 8320.00 8360.00 P
157 p2601 20250630 8392.0 ... 8326.00 8370.00 P
158 p2602 20250630 8308.0 ... 8294.00 8350.00 P
159 p2603 20250630 8300.0 ... 8274.00 8312.00 P
160 p2604 20250630 8208.0 ... 8208.00 8276.00 P
161 p2605 20250630 8250.0 ... 8212.00 8250.00 P
162 p2606 20250630 8188.0 ... 8184.00 8258.00 P
163 pg2507 20250630 4259.0 ... 4235.00 4256.00 PG
164 pg2508 20250630 4254.0 ... 4230.00 4249.00 PG
165 pg2509 20250630 4162.0 ... 4136.00 4149.00 PG
166 pg2510 20250630 4532.0 ... 4507.00 4526.00 PG
167 pg2511 20250630 4447.0 ... 4421.00 4436.00 PG
168 pg2512 20250630 4369.0 ... 4344.00 4362.00 PG
169 pg2601 20250630 4279.0 ... 4266.00 4284.00 PG
170 pg2602 20250630 4202.0 ... 4201.00 4208.00 PG
171 pg2603 20250630 4118.0 ... 4109.00 4116.00 PG
172 pg2604 20250630 4410.0 ... 4394.00 4406.00 PG
173 pg2605 20250630 4300.0 ... 4296.00 4299.00 PG
174 pg2606 20250630 0.0 ... 4254.00 4255.00 PG
175 pp2507 20250630 7112.0 ... 7108.00 7121.00 PP
176 pp2508 20250630 7113.0 ... 7109.00 7126.00 PP
177 pp2509 20250630 7098.0 ... 7092.00 7112.00 PP
178 pp2510 20250630 7053.0 ... 7045.00 7064.00 PP
179 pp2511 20250630 7052.0 ... 7039.00 7061.00 PP
180 pp2512 20250630 7045.0 ... 7033.00 7052.00 PP
181 pp2601 20250630 7053.0 ... 7028.00 7051.00 PP
182 pp2602 20250630 6986.0 ... 6986.00 7024.00 PP
183 pp2603 20250630 0.0 ... 7006.00 7006.00 PP
184 pp2604 20250630 0.0 ... 7044.00 7044.00 PP
185 pp2605 20250630 7037.0 ... 7012.00 7037.00 PP
186 pp2606 20250630 0.0 ... 7046.00 7046.00 PP
187 rr2507 20250630 3590.0 ... 3578.00 3589.00 RR
188 rr2508 20250630 3586.0 ... 3585.00 3587.00 RR
189 rr2509 20250630 3608.0 ... 3607.00 3607.00 RR
190 rr2510 20250630 3591.0 ... 3591.00 3596.00 RR
191 rr2511 20250630 3596.0 ... 3596.00 3601.00 RR
192 rr2512 20250630 0.0 ... 3605.00 3605.00 RR
193 rr2601 20250630 3603.0 ... 3606.00 3608.00 RR
194 rr2602 20250630 3606.0 ... 3609.00 3613.00 RR
195 rr2603 20250630 0.0 ... 3605.00 3605.00 RR
196 rr2604 20250630 3602.0 ... 3603.00 3618.00 RR
197 rr2605 20250630 0.0 ... 3601.00 3601.00 RR
198 rr2606 20250630 0.0 ... 3606.00 3606.00 RR
199 v2507 20250630 4857.0 ... 4853.00 4847.00 V
200 v2508 20250630 4883.0 ... 4890.00 4880.00 V
201 v2509 20250630 4920.0 ... 4924.00 4911.00 V
202 v2510 20250630 4943.0 ... 4951.00 4932.00 V
203 v2511 20250630 4969.0 ... 4978.00 4964.00 V
204 v2512 20250630 4991.0 ... 5003.00 4987.00 V
205 v2601 20250630 5009.0 ... 5016.00 4995.00 V
206 v2602 20250630 5035.0 ... 5017.00 5023.00 V
207 v2603 20250630 5053.0 ... 5046.00 5036.00 V
208 v2604 20250630 5138.0 ... 5129.00 5114.00 V
209 v2605 20250630 5132.0 ... 5155.00 5124.00 V
210 v2606 20250630 5155.0 ... 5166.00 5132.00 V
211 y2507 20250630 8114.0 ... 8068.00 8114.00 Y
212 y2508 20250630 8062.0 ... 8026.00 8064.00 Y
213 y2509 20250630 7994.0 ... 7974.00 8002.00 Y
214 y2511 20250630 7996.0 ... 7980.00 8004.00 Y
215 y2512 20250630 8020.0 ... 8000.00 8018.00 Y
216 y2601 20250630 7958.0 ... 7930.00 7944.00 Y
217 y2603 20250630 7798.0 ... 7796.00 7786.00 Y
218 y2605 20250630 7598.0 ... 7598.00 7592.00 Y
[219 rows x 12 columns]
2025-07-01 16:26:24,604 - future_1d - INFO - ak.get_dce_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 SC2507 20250630 ... 496.6 496.6 SC
1 SC2508 20250630 498.6 ... 496.1 502.2 SC
2 SC2509 20250630 491.2 ... 490.3 492.7 SC
3 SC2510 20250630 486.1 ... 484.8 487.6 SC
4 SC2511 20250630 484.2 ... 481.7 485.8 SC
5 SC2512 20250630 486.5 ... 480 483.3 SC
6 SC2601 20250630 480 ... 478.4 481.8 SC
7 SC2602 20250630 479 ... 476.9 480.4 SC
8 SC2603 20250630 477.7 ... 476.5 478.5 SC
9 SC2604 20250630 479.3 ... 474.9 477.2 SC
10 SC2605 20250630 481 ... 473.2 476.5 SC
11 SC2606 20250630 470.6 ... 472.6 474.3 SC
12 SC2609 20250630 ... 472.5 472.5 SC
13 SC2612 20250630 ... 470.6 470.6 SC
14 SC2703 20250630 ... 468.4 468.4 SC
15 SC2706 20250630 453.6 ... 466.8 474 SC
16 SC2709 20250630 ... 465.7 465.7 SC
17 SC2712 20250630 ... 465.8 465.8 SC
18 SC2803 20250630 460 ... 461.3 466.5 SC
19 SC2806 20250630 ... 465.6 465.6 SC
21 LU2507 20250630 3557 ... 3557 3557 LU
22 LU2508 20250630 3631 ... 3621 3655 LU
23 LU2509 20250630 3603 ... 3591 3603 LU
24 LU2510 20250630 3568 ... 3564 3568 LU
25 LU2511 20250630 3550 ... 3543 3539 LU
26 LU2512 20250630 3533 ... 3514 3504 LU
27 LU2601 20250630 3529 ... 3518 3509 LU
28 LU2602 20250630 3506 ... 3507 3476 LU
29 LU2603 20250630 3484 ... 3487 3449 LU
30 LU2604 20250630 3472 ... 3472 3439 LU
31 LU2605 20250630 3457 ... 3437 3419 LU
32 LU2606 20250630 3417 ... 3416 3418 LU
34 NR2507 20250630 12185 ... 12130 12135 NR
35 NR2508 20250630 12185 ... 12170 12180 NR
36 NR2509 20250630 12100 ... 12125 12130 NR
37 NR2510 20250630 12110 ... 12115 12120 NR
38 NR2511 20250630 12120 ... 12130 12130 NR
39 NR2512 20250630 12100 ... 12130 12125 NR
40 NR2601 20250630 12160 ... 12115 12135 NR
41 NR2602 20250630 12180 ... 12180 12160 NR
42 NR2603 20250630 12115 ... 12115 12210 NR
43 NR2604 20250630 12200 ... 12200 12055 NR
44 NR2605 20250630 12225 ... 12225 12300 NR
45 NR2606 20250630 ... 12260 12260 NR
47 BC2507 20250630 71070 ... 71090 71170 BC
48 BC2508 20250630 70840 ... 71100 71090 BC
49 BC2509 20250630 70460 ... 70860 70850 BC
50 BC2510 20250630 ... 70700 70600 BC
51 BC2511 20250630 ... 69520 69510 BC
52 BC2512 20250630 ... 69450 69450 BC
53 BC2601 20250630 ... 69570 69570 BC
54 BC2602 20250630 ... 69410 69410 BC
55 BC2603 20250630 ... 69290 69290 BC
56 BC2604 20250630 ... 69760 69760 BC
57 BC2605 20250630 ... 68610 68610 BC
58 BC2606 20250630 ... 68610 68610 BC
60 EC2506 20250630 1889 ... 1889.1 1886.6 EC
61 EC2508 20250630 1810 ... 1767.1 1795.9 EC
62 EC2510 20250630 1328.1 ... 1339.8 1334.8 EC
63 EC2512 20250630 1496 ... 1498 1491.1 EC
64 EC2602 20250630 1321.8 ... 1316.5 1320.4 EC
65 EC2604 20250630 1177.9 ... 1169 1168.3 EC
68 SC_TAS2508 20250630 ... SC_TAS
69 SC_TAS2509 20250630 ... SC_TAS
70 SC_TAS2510 20250630 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 16:26:24,672 - future_1d - INFO - ak.get_ine_daily('2025-06-30') done
2025-07-01 16:26:26,506 - future_1d - INFO - save future_daily 2025-06-30 add
2025-07-01 16:26:26,513 - future_1d - INFO - 0 1 2 3 4
symbol CU2507 CU2508 CU2509 CU2510 CU2511
date 2025-06-30 2025-06-30 2025-06-30 2025-06-30 2025-06-30
opencol 79710.0 79520.0 79400.0 79200.0 79010.0
high 80190.0 79990.0 79810.0 79600.0 79370.0
low 79650.0 79500.0 79310.0 79100.0 78880.0
close 80100.0 79870.0 79680.0 79440.0 79210.0
volume 34545.0 100945.0 43035.0 11909.0 5416.0
open_interest 90983.0 212911.0 116393.0 49721.0 24618.0
turnover 1381312.515 4026648.835 1713259.325 472876.525 214424.04
settle 79970.0 79770.0 79620.0 79410.0 79180.0
pre_settle 79890.0 79740.0 79590.0 79370.0 79190.0
variety CU CU CU CU CU
exchange SHFE SHFE SHFE SHFE SHFE
comd cu cu cu cu cu
contract cu2507 cu2508 cu2509 cu2510 cu2511
contract_yymm 2507 2508 2509 2510 2511
maturity_month 1 2 3 4 5
maturity_day 1 32 63 93 124
symbol date open ... settle pre_settle variety
0 PS2507 20250701 33640.0 ... 33355.0 33640.0 PS
1 PS2508 20250701 33470.0 ... 32760.0 33500.0 PS
2 PS2509 20250701 32640.0 ... 32065.0 32860.0 PS
3 PS2510 20250701 32490.0 ... 31840.0 32660.0 PS
4 PS2511 20250701 32500.0 ... 31725.0 32525.0 PS
5 PS2512 20250701 34230.0 ... 33800.0 34605.0 PS
6 PS2601 20250701 34045.0 ... 33565.0 34375.0 PS
7 PS2602 20250701 33660.0 ... 33425.0 34205.0 PS
8 PS2603 20250701 33555.0 ... 33460.0 34110.0 PS
9 PS2604 20250701 33610.0 ... 33235.0 33900.0 PS
10 PS2605 20250701 33600.0 ... 33315.0 33990.0 PS
11 PS2606 20250701 35130.0 ... 34660.0 35360.0 PS
13 SI2507 20250701 8130.0 ... 7950.0 8150.0 SI
14 SI2508 20250701 8095.0 ... 7845.0 8125.0 SI
15 SI2509 20250701 8000.0 ... 7835.0 8115.0 SI
16 SI2510 20250701 8020.0 ... 7790.0 8105.0 SI
17 SI2511 20250701 7970.0 ... 7775.0 8030.0 SI
18 SI2512 20250701 8245.0 ... 8055.0 8295.0 SI
19 SI2601 20250701 8195.0 ... 7980.0 8240.0 SI
20 SI2602 20250701 8075.0 ... 7945.0 8225.0 SI
21 SI2603 20250701 8090.0 ... 7945.0 8215.0 SI
22 SI2604 20250701 8085.0 ... 7960.0 8210.0 SI
23 SI2605 20250701 8150.0 ... 7955.0 8210.0 SI
24 SI2606 20250701 8265.0 ... 7960.0 8200.0 SI
27 LC2507 20250701 63120.0 ... 62120.0 62880.0 LC
28 LC2508 20250701 62440.0 ... 62200.0 62780.0 LC
29 LC2509 20250701 62140.0 ... 61980.0 62680.0 LC
30 LC2510 20250701 62000.0 ... 61800.0 62600.0 LC
31 LC2511 20250701 61940.0 ... 61700.0 62460.0 LC
32 LC2512 20250701 62300.0 ... 62020.0 62860.0 LC
33 LC2601 20250701 62520.0 ... 62080.0 62920.0 LC
34 LC2602 20250701 62360.0 ... 62040.0 62760.0 LC
35 LC2603 20250701 62580.0 ... 62020.0 62920.0 LC
36 LC2604 20250701 62840.0 ... 62580.0 63400.0 LC
37 LC2605 20250701 62700.0 ... 62600.0 63500.0 LC
38 LC2606 20250701 62860.0 ... 62480.0 63480.0 LC
[36 rows x 12 columns]
2025-07-01 16:26:35,294 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250701 ... 80140 79970 CU
1 1 CU2508 20250701 ... 80020 79770 CU
2 2 CU2509 20250701 ... 79790 79620 CU
3 3 CU2510 20250701 ... 79550 79410 CU
4 4 CU2511 20250701 ... 79320 79180 CU
5 5 CU2512 20250701 ... 79130 78930 CU
6 6 CU2601 20250701 ... 78970 78750 CU
7 7 CU2602 20250701 ... 78890 78560 CU
8 8 CU2603 20250701 ... 78560 78430 CU
9 9 CU2604 20250701 ... 78600 78380 CU
10 10 CU2605 20250701 ... 78440 78350 CU
11 11 CU2606 20250701 ... 78280 78290 CU
12 12 BC2507 20250701 ... 71500 71090 BC
13 13 BC2508 20250701 ... 71280 71100 BC
14 14 BC2509 20250701 ... 70970 70860 BC
15 15 BC2510 20250701 ... 71300 70700 BC
16 16 BC2511 20250701 ... 69520 69520 BC
17 17 BC2512 20250701 ... 69450 69450 BC
18 18 BC2601 20250701 ... 69570 69570 BC
19 19 BC2602 20250701 ... 69410 69410 BC
20 20 BC2603 20250701 ... 69290 69290 BC
21 21 BC2604 20250701 ... 69760 69760 BC
22 22 BC2605 20250701 ... 69710 68610 BC
23 23 BC2606 20250701 ... 71590 68610 BC
24 24 AL2507 20250701 ... 20750 20735 AL
25 25 AL2508 20250701 ... 20560 20550 AL
26 26 AL2509 20250701 ... 20475 20455 AL
27 27 AL2510 20250701 ... 20365 20360 AL
28 28 AL2511 20250701 ... 20255 20235 AL
29 29 AL2512 20250701 ... 20160 20115 AL
30 30 AL2601 20250701 ... 20090 20055 AL
31 31 AL2602 20250701 ... 20100 20030 AL
32 32 AL2603 20250701 ... 20100 20020 AL
33 33 AL2604 20250701 ... 20135 20020 AL
34 34 AL2605 20250701 ... 20100 20050 AL
35 35 AL2606 20250701 ... 20125 20045 AL
36 36 ZN2507 20250701 ... 22310 22490 ZN
37 37 ZN2508 20250701 ... 22255 22435 ZN
38 38 ZN2509 20250701 ... 22190 22390 ZN
39 39 ZN2510 20250701 ... 22140 22330 ZN
40 40 ZN2511 20250701 ... 22085 22250 ZN
41 41 ZN2512 20250701 ... 22060 22200 ZN
42 42 ZN2601 20250701 ... 22045 22130 ZN
43 43 ZN2602 20250701 ... 21995 22100 ZN
44 44 ZN2603 20250701 ... 21995 22000 ZN
45 45 ZN2604 20250701 ... 22005 22025 ZN
46 46 ZN2605 20250701 ... 21990 22010 ZN
47 47 ZN2606 20250701 ... 21955 22010 ZN
48 48 PB2507 20250701 ... 17085 17100 PB
49 49 PB2508 20250701 ... 17135 17145 PB
50 50 PB2509 20250701 ... 17150 17170 PB
51 51 PB2510 20250701 ... 17145 17165 PB
52 52 PB2511 20250701 ... 17125 17150 PB
53 53 PB2512 20250701 ... 17115 17125 PB
54 54 PB2601 20250701 ... 17140 17155 PB
55 55 PB2602 20250701 ... 17120 17150 PB
56 56 PB2603 20250701 ... 17150 17150 PB
57 57 PB2604 20250701 ... 17165 17165 PB
58 58 PB2605 20250701 ... 17155 17155 PB
59 59 PB2606 20250701 ... 17115 17185 PB
60 60 NI2507 20250701 ... 120250 120740 NI
61 61 NI2508 20250701 ... 120390 120970 NI
62 62 NI2509 20250701 ... 120460 121030 NI
63 63 NI2510 20250701 ... 120600 121150 NI
64 64 NI2511 20250701 ... 120750 121340 NI
65 65 NI2512 20250701 ... 121010 121630 NI
66 66 NI2601 20250701 ... 121140 121770 NI
67 67 NI2602 20250701 ... 121300 121840 NI
68 68 NI2603 20250701 ... 122170 122170 NI
69 69 NI2604 20250701 ... 122640 122640 NI
70 70 NI2605 20250701 ... 121940 122520 NI
71 71 NI2606 20250701 ... 122680 122680 NI
72 72 SN2507 20250701 ... 266880 267860 SN
73 73 SN2508 20250701 ... 267340 268140 SN
74 74 SN2509 20250701 ... 267450 268090 SN
75 75 SN2510 20250701 ... 267400 267790 SN
76 76 SN2511 20250701 ... 266490 267280 SN
77 77 SN2512 20250701 ... 265990 266680 SN
78 78 SN2601 20250701 ... 266150 266910 SN
79 79 SN2602 20250701 ... 266050 267310 SN
80 80 SN2603 20250701 ... 266060 267190 SN
81 81 SN2604 20250701 ... 266230 266590 SN
82 82 SN2605 20250701 ... 265950 266070 SN
83 83 SN2606 20250701 ... 266200 266430 SN
84 84 AO2507 20250701 ... 3071 3106 AO
85 85 AO2508 20250701 ... 2977 3023 AO
86 86 AO2509 20250701 ... 2941 2987 AO
87 87 AO2510 20250701 ... 2916 2959 AO
88 88 AO2511 20250701 ... 2907 2949 AO
89 89 AO2512 20250701 ... 2899 2943 AO
90 90 AO2601 20250701 ... 2892 2933 AO
91 91 AO2602 20250701 ... 2888 2932 AO
92 92 AO2603 20250701 ... 2886 2926 AO
93 93 AO2604 20250701 ... 2886 2924 AO
94 94 AO2605 20250701 ... 2886 2918 AO
95 95 AO2606 20250701 ... 2879 2913 AO
96 96 AD2511 20250701 ... 19795 19775 AD
97 97 AD2512 20250701 ... 19700 19695 AD
98 98 AD2601 20250701 ... 19635 19625 AD
99 99 AD2602 20250701 ... 19610 19570 AD
100 100 AD2603 20250701 ... 19490 19490 AD
101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-01 16:26:35,411 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 IC2507 20250701 5851.000 ... 5872.000 5867.400 IC
1 IC2508 20250701 5818.800 ... 5824.000 5825.400 IC
2 IC2509 20250701 5759.000 ... 5770.600 5775.800 IC
3 IC2512 20250701 5645.000 ... 5644.400 5655.600 IC
4 IF2507 20250701 3905.000 ... 3915.000 3907.800 IF
5 IF2508 20250701 3895.400 ... 3899.200 3894.600 IF
6 IF2509 20250701 3889.200 ... 3889.400 3887.000 IF
7 IF2512 20250701 3860.600 ... 3854.800 3856.600 IF
8 IH2507 20250701 2692.000 ... 2698.400 2691.800 IH
9 IH2508 20250701 2689.400 ... 2693.600 2687.800 IH
10 IH2509 20250701 2691.000 ... 2692.600 2687.600 IH
11 IH2512 20250701 2690.000 ... 2692.200 2687.400 IH
12 IM2507 20250701 6275.000 ... 6287.000 6289.400 IM
13 IM2508 20250701 6220.000 ... 6211.000 6224.400 IM
14 IM2509 20250701 6143.000 ... 6134.000 6155.600 IM
15 IM2512 20250701 5975.000 ... 5953.400 5979.800 IM
16 T2509 20250701 108.925 ... 108.975 108.900 T
17 T2512 20250701 108.960 ... 109.010 108.935 T
18 T2603 20250701 108.960 ... 108.995 108.910 T
19 TF2509 20250701 106.170 ... 106.175 106.145 TF
20 TF2512 20250701 106.265 ... 106.270 106.240 TF
21 TF2603 20250701 106.295 ... 106.320 106.295 TF
22 TL2509 20250701 120.450 ... 120.700 120.400 TL
23 TL2512 20250701 120.310 ... 120.560 120.260 TL
24 TL2603 20250701 120.100 ... 120.390 120.100 TL
25 TS2509 20250701 102.498 ... 102.482 102.496 TS
26 TS2512 20250701 102.638 ... 102.626 102.640 TS
27 TS2603 20250701 102.740 ... 102.738 102.748 TS
[28 rows x 12 columns]
2025-07-01 16:26:35,501 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250701 7678.0 7735.0 ... 360261.78 7700.0 7699.0 AP
1 AP511 20250701 7530.0 7554.0 ... 806.44 7537.0 7527.0 AP
2 AP512 20250701 7564.0 7591.0 ... 68.09 7566.0 7569.0 AP
3 AP601 20250701 7566.0 7630.0 ... 10522.48 7603.0 7598.0 AP
4 AP603 20250701 7625.0 7638.0 ... 99.14 7626.0 7627.0 AP
5 AP604 20250701 7676.0 7698.0 ... 23.06 7685.0 7682.0 AP
6 AP605 20250701 7745.0 7753.0 ... 208.51 7723.0 7722.0 AP
7 CF507 20250701 13505.0 13530.0 ... 3816.86 13515.0 13620.0 CF
8 CF509 20250701 13760.0 13780.0 ... 1296433.16 13735.0 13815.0 CF
9 CF511 20250701 13675.0 13700.0 ... 129178.71 13660.0 13740.0 CF
10 CF601 20250701 13725.0 13785.0 ... 318377.51 13750.0 13830.0 CF
11 CF603 20250701 13755.0 13760.0 ... 1145.27 13715.0 13795.0 CF
12 CF605 20250701 13760.0 13780.0 ... 8848.99 13750.0 13820.0 CF
13 CJ507 20250701 9465.0 9495.0 ... 236.57 9465.0 9495.0 CJ
14 CJ509 20250701 9550.0 9770.0 ... 938605.48 9650.0 9620.0 CJ
15 CJ512 20250701 10575.0 10845.0 ... 17583.73 10700.0 10580.0 CJ
16 CJ601 20250701 10730.0 10980.0 ... 720610.29 10840.0 10715.0 CJ
17 CJ603 20250701 10815.0 11125.0 ... 13006.69 10960.0 10815.0 CJ
18 CJ605 20250701 11000.0 11300.0 ... 41948.62 11155.0 11000.0 CJ
19 CY507 20250701 0.0 0.0 ... 0.00 20035.0 20065.0 CY
20 CY508 20250701 0.0 0.0 ... 0.00 19665.0 19630.0 CY
21 CY509 20250701 19965.0 20055.0 ... 73358.52 20000.0 20110.0 CY
22 CY510 20250701 0.0 0.0 ... 0.00 19620.0 19730.0 CY
23 CY511 20250701 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250701 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250701 0.0 0.0 ... 0.00 20030.0 20085.0 CY
26 CY602 20250701 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250701 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250701 0.0 0.0 ... 0.00 19725.0 19555.0 CY
29 CY605 20250701 0.0 0.0 ... 0.00 20135.0 20135.0 CY
30 CY606 20250701 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250701 902.0 905.0 ... 972.71 901.0 935.0 FG
32 FG508 20250701 1011.0 1014.0 ... 28597.26 995.0 1025.0 FG
33 FG509 20250701 1005.0 1006.0 ... 3176519.12 988.0 1018.0 FG
34 FG510 20250701 1042.0 1047.0 ... 22475.27 1034.0 1054.0 FG
35 FG511 20250701 1034.0 1036.0 ... 28432.62 1022.0 1043.0 FG
36 FG512 20250701 1100.0 1100.0 ... 10938.45 1082.0 1099.0 FG
37 FG601 20250701 1082.0 1086.0 ... 282747.65 1070.0 1087.0 FG
38 FG602 20250701 1117.0 1117.0 ... 397.80 1105.0 1121.0 FG
39 FG603 20250701 1111.0 1115.0 ... 853.33 1100.0 1115.0 FG
40 FG604 20250701 1135.0 1138.0 ... 479.88 1126.0 1139.0 FG
41 FG605 20250701 1130.0 1131.0 ... 5061.98 1116.0 1132.0 FG
42 FG606 20250701 1145.0 1145.0 ... 416.75 1132.0 1142.0 FG
43 JR507 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250701 2421.0 2425.0 ... 285.65 2421.0 2430.0 MA
54 MA508 20250701 2417.0 2429.0 ... 20543.30 2415.0 2425.0 MA
55 MA509 20250701 2380.0 2385.0 ... 1945243.80 2374.0 2386.0 MA
56 MA510 20250701 2391.0 2393.0 ... 72797.55 2384.0 2391.0 MA
57 MA511 20250701 2396.0 2401.0 ... 86742.69 2392.0 2397.0 MA
58 MA512 20250701 2414.0 2419.0 ... 12119.45 2405.0 2417.0 MA
59 MA601 20250701 2413.0 2420.0 ... 155567.38 2410.0 2415.0 MA
60 MA602 20250701 2399.0 2399.0 ... 2173.44 2399.0 2399.0 MA
61 MA603 20250701 2396.0 2399.0 ... 2180.30 2396.0 2396.0 MA
62 MA604 20250701 2359.0 2362.0 ... 14.16 2360.0 2366.0 MA
63 MA605 20250701 2324.0 2335.0 ... 2635.79 2324.0 2324.0 MA
64 MA606 20250701 2331.0 2340.0 ... 37.30 2331.0 2334.0 MA
65 OI507 20250701 9586.0 9586.0 ... 9.59 9586.0 9547.0 OI
66 OI509 20250701 9437.0 9506.0 ... 2811059.76 9461.0 9427.0 OI
67 OI511 20250701 9423.0 9501.0 ... 96915.08 9458.0 9419.0 OI
68 OI601 20250701 9386.0 9455.0 ... 325897.27 9410.0 9371.0 OI
69 OI603 20250701 9319.0 9395.0 ... 1057.51 9359.0 9319.0 OI
70 OI605 20250701 9260.0 9300.0 ... 2659.41 9266.0 9227.0 OI
71 PF507 20250701 6680.0 6860.0 ... 904.83 6678.0 6650.0 PF
72 PF508 20250701 6560.0 6626.0 ... 589383.71 6578.0 6546.0 PF
73 PF509 20250701 6472.0 6532.0 ... 242233.79 6482.0 6472.0 PF
74 PF510 20250701 6480.0 6522.0 ... 158511.41 6480.0 6476.0 PF
75 PF511 20250701 6438.0 6472.0 ... 142366.59 6426.0 6428.0 PF
76 PF512 20250701 6414.0 6440.0 ... 30760.71 6376.0 6402.0 PF
77 PF601 20250701 6420.0 6442.0 ... 1112.51 6394.0 6410.0 PF
78 PF602 20250701 6376.0 6414.0 ... 19.20 6402.0 6530.0 PF
79 PF603 20250701 6400.0 6420.0 ... 12.82 6410.0 6402.0 PF
80 PF604 20250701 6414.0 6414.0 ... 9.60 6402.0 6436.0 PF
81 PF605 20250701 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
82 PF606 20250701 6404.0 6404.0 ... 3.20 6404.0 6372.0 PF
83 PK510 20250701 8166.0 8228.0 ... 188273.69 8196.0 8162.0 PK
84 PK511 20250701 7926.0 7982.0 ... 49641.61 7958.0 7926.0 PK
85 PK512 20250701 7938.0 7968.0 ... 386.04 7960.0 7932.0 PK
86 PK601 20250701 7958.0 7968.0 ... 3335.63 7962.0 7950.0 PK
87 PK603 20250701 7950.0 7956.0 ... 135.19 7952.0 7952.0 PK
88 PK604 20250701 7948.0 7950.0 ... 27.82 7950.0 7956.0 PK
89 PK605 20250701 7950.0 7952.0 ... 119.26 7952.0 7952.0 PK
90 PM507 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250701 6010.0 6010.0 ... 98.74 5984.0 6010.0 PR
97 PR508 20250701 6010.0 6046.0 ... 48814.05 6000.0 6022.0 PR
98 PR509 20250701 5948.0 5974.0 ... 507324.11 5932.0 5956.0 PR
99 PR510 20250701 5902.0 5930.0 ... 360901.70 5884.0 5904.0 PR
100 PR511 20250701 5888.0 5912.0 ... 119335.45 5870.0 5896.0 PR
101 PR512 20250701 5860.0 5874.0 ... 166.62 5846.0 5852.0 PR
102 PR601 20250701 5862.0 5874.0 ... 253.91 5838.0 5866.0 PR
103 PR602 20250701 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250701 0.0 0.0 ... 0.00 5874.0 5874.0 PR
105 PR604 20250701 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250701 0.0 0.0 ... 0.00 5860.0 5860.0 PR
107 PR606 20250701 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250701 6984.0 6984.0 ... 14956.24 6984.0 6984.0 PX
109 PX508 20250701 6898.0 6938.0 ... 13268.60 6862.0 6904.0 PX
110 PX509 20250701 6816.0 6870.0 ... 954627.77 6798.0 6826.0 PX
111 PX510 20250701 6734.0 6782.0 ... 80379.82 6712.0 6732.0 PX
112 PX511 20250701 6684.0 6740.0 ... 117567.69 6668.0 6686.0 PX
113 PX512 20250701 6666.0 6696.0 ... 19741.27 6636.0 6684.0 PX
114 PX601 20250701 6618.0 6678.0 ... 48705.72 6614.0 6602.0 PX
115 PX602 20250701 0.0 0.0 ... 0.00 6606.0 6572.0 PX
116 PX603 20250701 0.0 0.0 ... 0.00 6584.0 6570.0 PX
117 PX604 20250701 6604.0 6604.0 ... 16.42 6570.0 6554.0 PX
118 PX605 20250701 6602.0 6612.0 ... 118.49 6584.0 6562.0 PX
119 PX606 20250701 6564.0 6564.0 ... 9.80 6536.0 6522.0 PX
120 RI507 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250701 2433.0 2453.0 ... 4995.96 2445.0 2437.0 RM
127 RM508 20250701 2583.0 2600.0 ... 19040.96 2590.0 2578.0 RM
128 RM509 20250701 2575.0 2597.0 ... 954504.43 2583.0 2569.0 RM
129 RM511 20250701 2405.0 2420.0 ... 8929.70 2411.0 2405.0 RM
130 RM601 20250701 2304.0 2316.0 ... 110269.55 2308.0 2300.0 RM
131 RM603 20250701 2286.0 2293.0 ... 14581.93 2288.0 2284.0 RM
132 RM605 20250701 2313.0 2323.0 ... 11338.07 2318.0 2316.0 RM
133 RS507 20250701 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250701 5083.0 5130.0 ... 10.21 5107.0 5120.0 RS
135 RS509 20250701 5104.0 5117.0 ... 96.85 5097.0 5152.0 RS
136 RS511 20250701 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250701 1255.0 1255.0 ... 235.75 1156.0 1173.0 SA
138 SA508 20250701 1182.0 1185.0 ... 22702.34 1172.0 1202.0 SA
139 SA509 20250701 1178.0 1180.0 ... 3157410.25 1169.0 1199.0 SA
140 SA510 20250701 1195.0 1197.0 ... 67075.95 1189.0 1212.0 SA
141 SA511 20250701 1191.0 1194.0 ... 78551.81 1187.0 1212.0 SA
142 SA512 20250701 1205.0 1206.0 ... 25602.63 1197.0 1225.0 SA
143 SA601 20250701 1193.0 1194.0 ... 496098.28 1182.0 1211.0 SA
144 SA602 20250701 1209.0 1209.0 ... 4357.17 1194.0 1226.0 SA
145 SA603 20250701 1204.0 1207.0 ... 6868.89 1191.0 1224.0 SA
146 SA604 20250701 1219.0 1220.0 ... 8561.90 1203.0 1243.0 SA
147 SA605 20250701 1215.0 1217.0 ... 29004.57 1202.0 1229.0 SA
148 SA606 20250701 1224.0 1225.0 ... 2829.06 1203.0 1244.0 SA
149 SF507 20250701 5386.0 5464.0 ... 4221.16 5350.0 5514.0 SF
150 SF508 20250701 5324.0 5326.0 ... 18289.05 5268.0 5400.0 SF
151 SF509 20250701 5320.0 5326.0 ... 529354.16 5258.0 5380.0 SF
152 SF510 20250701 5236.0 5242.0 ... 110075.01 5172.0 5294.0 SF
153 SF511 20250701 5360.0 5360.0 ... 142772.36 5296.0 5420.0 SF
154 SF512 20250701 5290.0 5290.0 ... 26673.38 5264.0 5358.0 SF
155 SF601 20250701 5302.0 5302.0 ... 12071.39 5236.0 5348.0 SF
156 SF602 20250701 5224.0 5232.0 ... 872.15 5176.0 5268.0 SF
157 SF603 20250701 5368.0 5368.0 ... 47.75 5306.0 5392.0 SF
158 SF604 20250701 5312.0 5312.0 ... 10.61 5304.0 5370.0 SF
159 SF605 20250701 5330.0 5330.0 ... 250.94 5284.0 5380.0 SF
160 SF606 20250701 5260.0 5260.0 ... 33.90 5216.0 5328.0 SF
161 SH507 20250701 2400.0 2414.0 ... 548.62 2406.0 2391.0 SH
162 SH508 20250701 2288.0 2347.0 ... 191005.93 2301.0 2315.0 SH
163 SH509 20250701 2317.0 2361.0 ... 4002167.99 2317.0 2340.0 SH
164 SH510 20250701 2360.0 2400.0 ... 324305.14 2358.0 2380.0 SH
165 SH511 20250701 2350.0 2386.0 ... 210076.76 2345.0 2365.0 SH
166 SH512 20250701 2345.0 2387.0 ... 20487.74 2351.0 2368.0 SH
167 SH601 20250701 2327.0 2355.0 ... 88616.44 2323.0 2337.0 SH
168 SH602 20250701 2333.0 2370.0 ... 386.17 2340.0 2360.0 SH
169 SH603 20250701 2338.0 2378.0 ... 169.28 2351.0 2369.0 SH
170 SH604 20250701 2374.0 2406.0 ... 35.77 2384.0 2404.0 SH
171 SH605 20250701 2373.0 2410.0 ... 1892.12 2380.0 2397.0 SH
172 SH606 20250701 2391.0 2426.0 ... 50.40 2400.0 2414.0 SH
173 SM507 20250701 5584.0 5604.0 ... 547.26 5584.0 5660.0 SM
174 SM508 20250701 5620.0 5638.0 ... 31535.84 5604.0 5670.0 SM
175 SM509 20250701 5638.0 5644.0 ... 565565.68 5610.0 5678.0 SM
176 SM510 20250701 5602.0 5608.0 ... 34860.60 5578.0 5646.0 SM
177 SM511 20250701 5684.0 5692.0 ... 74618.20 5666.0 5728.0 SM
178 SM512 20250701 5682.0 5682.0 ... 29246.98 5658.0 5684.0 SM
179 SM601 20250701 5676.0 5676.0 ... 21189.98 5642.0 5708.0 SM
180 SM602 20250701 5672.0 5676.0 ... 121.29 5642.0 5696.0 SM
181 SM603 20250701 5678.0 5686.0 ... 62.18 5654.0 5708.0 SM
182 SM604 20250701 5662.0 5676.0 ... 36.80 5662.0 5712.0 SM
183 SM605 20250701 5672.0 5694.0 ... 170.05 5668.0 5736.0 SM
184 SM606 20250701 5674.0 5684.0 ... 5.68 5680.0 5728.0 SM
185 SR507 20250701 5796.0 5805.0 ... 1263.63 5796.0 5817.0 SR
186 SR509 20250701 5773.0 5795.0 ... 1100524.80 5781.0 5802.0 SR
187 SR511 20250701 5661.0 5675.0 ... 98163.84 5662.0 5681.0 SR
188 SR601 20250701 5598.0 5615.0 ... 139980.50 5601.0 5620.0 SR
189 SR603 20250701 5573.0 5584.0 ... 3204.33 5573.0 5591.0 SR
190 SR605 20250701 5557.0 5557.0 ... 5138.72 5543.0 5559.0 SR
191 TA507 20250701 5016.0 5030.0 ... 6247.75 4968.0 5016.0 TA
192 TA508 20250701 4926.0 4958.0 ... 64316.04 4906.0 4940.0 TA
193 TA509 20250701 4818.0 4850.0 ... 2823690.82 4804.0 4824.0 TA
194 TA510 20250701 4730.0 4774.0 ... 131623.75 4730.0 4738.0 TA
195 TA511 20250701 4702.0 4736.0 ... 62709.24 4704.0 4700.0 TA
196 TA512 20250701 4674.0 4720.0 ... 4547.51 4676.0 4676.0 TA
197 TA601 20250701 4668.0 4702.0 ... 670356.22 4664.0 4650.0 TA
198 TA602 20250701 4676.0 4708.0 ... 312.55 4700.0 4662.0 TA
199 TA603 20250701 4668.0 4702.0 ... 135.34 4668.0 4662.0 TA
200 TA604 20250701 4666.0 4706.0 ... 18.71 4678.0 4674.0 TA
201 TA605 20250701 4674.0 4712.0 ... 2240.24 4678.0 4664.0 TA
202 TA606 20250701 4708.0 4708.0 ... 7.06 4706.0 4674.0 TA
203 UR507 20250701 1702.0 1732.0 ... 190.14 1729.0 1724.0 UR
204 UR508 20250701 1710.0 1735.0 ... 247.56 1719.0 1727.0 UR
205 UR509 20250701 1707.0 1728.0 ... 935589.85 1710.0 1715.0 UR
206 UR510 20250701 1692.0 1715.0 ... 7274.90 1700.0 1701.0 UR
207 UR511 20250701 1704.0 1724.0 ... 4820.79 1707.0 1710.0 UR
208 UR512 20250701 1701.0 1708.0 ... 156.01 1696.0 1707.0 UR
209 UR601 20250701 1677.0 1687.0 ... 66453.34 1675.0 1683.0 UR
210 UR602 20250701 1674.0 1683.0 ... 782.77 1673.0 1679.0 UR
211 UR603 20250701 1703.0 1703.0 ... 27.19 1700.0 1700.0 UR
212 UR604 20250701 1692.0 1699.0 ... 33.88 1694.0 1699.0 UR
213 UR605 20250701 1690.0 1698.0 ... 2010.32 1689.0 1696.0 UR
214 UR606 20250701 1684.0 1692.0 ... 138.21 1685.0 1690.0 UR
215 WH507 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 16:26:35,837 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 a2507 20250701 4250.00 ... 4204.0 4209.00 A
1 a2509 20250701 4136.00 ... 4129.0 4147.00 A
2 a2511 20250701 4078.00 ... 4069.0 4080.00 A
3 a2601 20250701 4057.00 ... 4051.0 4062.00 A
4 a2603 20250701 4044.00 ... 4039.0 4050.00 A
5 a2605 20250701 4067.00 ... 4075.0 4084.00 A
6 b2507 20250701 3560.00 ... 3550.0 3479.00 B
7 b2508 20250701 3592.00 ... 3576.0 3578.00 B
8 b2509 20250701 3618.00 ... 3608.0 3611.00 B
9 b2510 20250701 3670.00 ... 3660.0 3660.00 B
10 b2511 20250701 3671.00 ... 3665.0 3667.00 B
11 b2512 20250701 3674.00 ... 3677.0 3675.00 B
12 b2601 20250701 3663.00 ... 3662.0 3662.00 B
13 b2602 20250701 3629.00 ... 3618.0 3622.00 B
14 b2603 20250701 3528.00 ... 3528.0 3523.00 B
15 b2604 20250701 3439.00 ... 3434.0 3432.00 B
16 b2605 20250701 3383.00 ... 3380.0 3378.00 B
17 b2606 20250701 3381.00 ... 3380.0 3379.00 B
18 bb2509 20250701 152.75 ... 153.2 153.75 BB
19 bb2511 20250701 152.90 ... 152.8 152.70 BB
20 bb2601 20250701 0.00 ... 170.1 170.00 BB
21 bb2603 20250701 0.00 ... 170.2 170.10 BB
22 bb2605 20250701 0.00 ... 170.2 170.10 BB
23 c2507 20250701 2353.00 ... 2358.0 2359.00 C
24 c2509 20250701 2379.00 ... 2381.0 2376.00 C
25 c2511 20250701 2316.00 ... 2319.0 2319.00 C
26 c2601 20250701 2274.00 ... 2277.0 2272.00 C
27 c2603 20250701 2273.00 ... 2273.0 2268.00 C
28 c2605 20250701 2305.00 ... 2303.0 2298.00 C
29 cs2507 20250701 2740.00 ... 2727.0 2750.00 CS
30 cs2509 20250701 2732.00 ... 2743.0 2731.00 CS
31 cs2511 20250701 2673.00 ... 2678.0 2673.00 CS
32 cs2601 20250701 2674.00 ... 2677.0 2671.00 CS
33 cs2603 20250701 2656.00 ... 2659.0 2652.00 CS
34 cs2605 20250701 2691.00 ... 2694.0 2687.00 CS
35 eb2507 20250701 7408.00 ... 7422.0 7429.00 EB
36 eb2508 20250701 7307.00 ... 7273.0 7306.00 EB
37 eb2509 20250701 7223.00 ... 7186.0 7223.00 EB
38 eb2510 20250701 7118.00 ... 7104.0 7139.00 EB
39 eb2511 20250701 7052.00 ... 7033.0 7066.00 EB
40 eb2512 20250701 7032.00 ... 7006.0 7030.00 EB
41 eb2601 20250701 7031.00 ... 7015.0 7031.00 EB
42 eb2602 20250701 7057.00 ... 7047.0 7031.00 EB
43 eb2603 20250701 7053.00 ... 7099.0 7038.00 EB
44 eb2604 20250701 7101.00 ... 7042.0 7026.00 EB
45 eb2605 20250701 7099.00 ... 7065.0 7039.00 EB
46 eb2606 20250701 7020.00 ... 7014.0 6900.00 EB
47 eg2507 20250701 4201.00 ... 4203.0 4218.00 EG
48 eg2508 20250701 4246.00 ... 4245.0 4253.00 EG
49 eg2509 20250701 4272.00 ... 4262.0 4272.00 EG
50 eg2510 20250701 4281.00 ... 4269.0 4276.00 EG
51 eg2511 20250701 4289.00 ... 4271.0 4287.00 EG
52 eg2512 20250701 4289.00 ... 4276.0 4299.00 EG
53 eg2601 20250701 4294.00 ... 4286.0 4304.00 EG
54 eg2602 20250701 4283.00 ... 4284.0 4302.00 EG
55 eg2603 20250701 4308.00 ... 4288.0 4303.00 EG
56 eg2604 20250701 0.00 ... 4311.0 4311.00 EG
57 eg2605 20250701 4320.00 ... 4302.0 4322.00 EG
58 eg2606 20250701 4280.00 ... 4285.0 4337.00 EG
59 fb2507 20250701 0.00 ... 1341.5 1341.50 FB
60 fb2508 20250701 1309.00 ... 1311.0 1309.00 FB
61 fb2509 20250701 1299.50 ... 1306.0 1303.00 FB
62 fb2510 20250701 1326.50 ... 1327.5 1322.50 FB
63 fb2511 20250701 1324.00 ... 1325.5 1322.50 FB
64 fb2512 20250701 1323.00 ... 1323.5 1323.50 FB
65 fb2601 20250701 1287.50 ... 1300.5 1284.50 FB
66 fb2602 20250701 0.00 ... 1295.5 1295.50 FB
67 fb2603 20250701 0.00 ... 1313.5 1313.50 FB
68 fb2604 20250701 0.00 ... 1310.5 1310.50 FB
69 fb2605 20250701 0.00 ... 1292.5 1292.50 FB
70 fb2606 20250701 0.00 ... 1292.5 1292.50 FB
71 i2507 20250701 723.50 ... 719.0 723.50 I
72 i2508 20250701 724.00 ... 719.0 725.00 I
73 i2509 20250701 715.00 ... 710.5 718.00 I
74 i2510 20250701 709.00 ... 704.5 712.00 I
75 i2511 20250701 702.50 ... 698.5 706.50 I
76 i2512 20250701 696.50 ... 692.5 698.50 I
77 i2601 20250701 688.00 ... 686.5 692.50 I
78 i2602 20250701 686.50 ... 684.0 689.00 I
79 i2603 20250701 683.50 ... 681.0 687.00 I
80 i2604 20250701 679.00 ... 676.5 682.50 I
81 i2605 20250701 672.50 ... 669.0 675.00 I
82 i2606 20250701 666.00 ... 664.0 669.00 I
83 j2507 20250701 1304.50 ... 1304.5 1324.00 J
84 j2508 20250701 1376.00 ... 1371.5 1395.00 J
85 j2509 20250701 1404.00 ... 1398.0 1423.50 J
86 j2510 20250701 1423.50 ... 1415.0 1441.00 J
87 j2511 20250701 1431.00 ... 1428.5 1449.00 J
88 j2512 20250701 1433.50 ... 1431.5 1465.50 J
89 j2601 20250701 1439.00 ... 1433.0 1464.00 J
90 j2602 20250701 1440.00 ... 1440.0 1472.50 J
91 j2603 20250701 0.00 ... 1470.0 1470.00 J
92 j2604 20250701 0.00 ... 1497.5 1497.50 J
93 j2605 20250701 1481.00 ... 1463.5 1505.00 J
94 j2606 20250701 0.00 ... 1474.0 1474.00 J
95 jd2507 20250701 2819.00 ... 2835.0 2776.00 JD
96 jd2508 20250701 3566.00 ... 3568.0 3539.00 JD
97 jd2509 20250701 3690.00 ... 3690.0 3673.00 JD
98 jd2510 20250701 3406.00 ... 3417.0 3401.00 JD
99 jd2511 20250701 3430.00 ... 3433.0 3418.00 JD
100 jd2512 20250701 3589.00 ... 3594.0 3592.00 JD
101 jd2601 20250701 3636.00 ... 3637.0 3647.00 JD
102 jd2602 20250701 3205.00 ... 3203.0 3204.00 JD
103 jd2603 20250701 3205.00 ... 3206.0 3205.00 JD
104 jd2604 20250701 3341.00 ... 3343.0 3337.00 JD
105 jd2605 20250701 3417.00 ... 3422.0 3416.00 JD
106 jd2606 20250701 3264.00 ... 3266.0 3257.00 JD
107 jm2507 20250701 818.00 ... 821.0 824.00 JM
108 jm2508 20250701 800.00 ... 784.0 817.00 JM
109 jm2509 20250701 824.50 ... 817.5 842.50 JM
110 jm2510 20250701 838.00 ... 832.5 853.50 JM
111 jm2511 20250701 846.00 ... 840.5 864.00 JM
112 jm2512 20250701 852.50 ... 848.0 874.50 JM
113 jm2601 20250701 858.00 ... 854.0 886.00 JM
114 jm2602 20250701 861.50 ... 862.5 891.50 JM
115 jm2603 20250701 876.00 ... 868.5 897.00 JM
116 jm2604 20250701 874.00 ... 877.5 903.50 JM
117 jm2605 20250701 891.50 ... 883.5 913.00 JM
118 jm2606 20250701 902.00 ... 896.0 918.50 JM
119 l2507 20250701 7293.00 ... 7282.0 7337.00 L
120 l2508 20250701 7271.00 ... 7252.0 7297.00 L
121 l2509 20250701 7266.00 ... 7246.0 7286.00 L
122 l2510 20250701 7241.00 ... 7229.0 7256.00 L
123 l2511 20250701 7242.00 ... 7222.0 7246.00 L
124 l2512 20250701 7240.00 ... 7219.0 7249.00 L
125 l2601 20250701 7233.00 ... 7210.0 7236.00 L
126 l2602 20250701 7204.00 ... 7202.0 7229.00 L
127 l2603 20250701 7195.00 ... 7198.0 7208.00 L
128 l2604 20250701 7212.00 ... 7219.0 7265.00 L
129 l2605 20250701 7212.00 ... 7196.0 7215.00 L
130 l2606 20250701 7208.00 ... 7195.0 7229.00 L
131 lg2507 20250701 813.00 ... 815.5 820.00 LG
132 lg2509 20250701 784.00 ... 782.5 792.50 LG
133 lg2511 20250701 779.00 ... 778.5 785.00 LG
134 lg2601 20250701 780.00 ... 781.5 785.50 LG
135 lg2603 20250701 782.00 ... 784.5 787.50 LG
136 lg2605 20250701 782.00 ... 785.5 788.00 LG
137 lh2507 20250701 13945.00 ... 13820.0 13825.00 LH
138 lh2509 20250701 13880.00 ... 13895.0 13890.00 LH
139 lh2511 20250701 13370.00 ... 13400.0 13365.00 LH
140 lh2601 20250701 13485.00 ... 13495.0 13505.00 LH
141 lh2603 20250701 12810.00 ... 12800.0 12800.00 LH
142 lh2605 20250701 12940.00 ... 12955.0 12975.00 LH
143 m2507 20250701 2844.00 ... 2832.0 2843.00 M
144 m2508 20250701 2951.00 ... 2944.0 2943.00 M
145 m2509 20250701 2968.00 ... 2961.0 2958.00 M
146 m2511 20250701 3004.00 ... 3000.0 2997.00 M
147 m2512 20250701 3025.00 ... 3022.0 3020.00 M
148 m2601 20250701 3004.00 ... 3002.0 2995.00 M
149 m2603 20250701 2860.00 ... 2861.0 2851.00 M
150 m2605 20250701 2715.00 ... 2713.0 2711.00 M
151 p2507 20250701 8310.00 ... 8328.0 8398.00 P
152 p2508 20250701 8392.00 ... 8372.0 8368.00 P
153 p2509 20250701 8340.00 ... 8314.0 8312.00 P
154 p2510 20250701 8340.00 ... 8310.0 8308.00 P
155 p2511 20250701 8338.00 ... 8302.0 8318.00 P
156 p2512 20250701 8342.00 ... 8310.0 8320.00 P
157 p2601 20250701 8350.00 ... 8334.0 8326.00 P
158 p2602 20250701 8292.00 ... 8316.0 8294.00 P
159 p2603 20250701 8310.00 ... 8274.0 8274.00 P
160 p2604 20250701 8252.00 ... 8234.0 8208.00 P
161 p2605 20250701 8226.00 ... 8220.0 8212.00 P
162 p2606 20250701 8172.00 ... 8210.0 8184.00 P
163 pg2507 20250701 4209.00 ... 4203.0 4235.00 PG
164 pg2508 20250701 4231.00 ... 4194.0 4230.00 PG
165 pg2509 20250701 4125.00 ... 4098.0 4136.00 PG
166 pg2510 20250701 4500.00 ... 4470.0 4507.00 PG
167 pg2511 20250701 4406.00 ... 4383.0 4421.00 PG
168 pg2512 20250701 4316.00 ... 4305.0 4344.00 PG
169 pg2601 20250701 4239.00 ... 4236.0 4266.00 PG
170 pg2602 20250701 4156.00 ... 4155.0 4201.00 PG
171 pg2603 20250701 4096.00 ... 4072.0 4109.00 PG
172 pg2604 20250701 4356.00 ... 4360.0 4394.00 PG
173 pg2605 20250701 4253.00 ... 4245.0 4296.00 PG
174 pg2606 20250701 4204.00 ... 4202.0 4254.00 PG
175 pp2507 20250701 7083.00 ... 7073.0 7108.00 PP
176 pp2508 20250701 7095.00 ... 7055.0 7109.00 PP
177 pp2509 20250701 7077.00 ... 7048.0 7092.00 PP
178 pp2510 20250701 7019.00 ... 7003.0 7045.00 PP
179 pp2511 20250701 7016.00 ... 6999.0 7039.00 PP
180 pp2512 20250701 7011.00 ... 6993.0 7033.00 PP
181 pp2601 20250701 7013.00 ... 6997.0 7028.00 PP
182 pp2602 20250701 6987.00 ... 6978.0 6986.00 PP
183 pp2603 20250701 6969.00 ... 6976.0 7006.00 PP
184 pp2604 20250701 6993.00 ... 6989.0 7044.00 PP
185 pp2605 20250701 6992.00 ... 6976.0 7012.00 PP
186 pp2606 20250701 6993.00 ... 6985.0 7046.00 PP
187 rr2507 20250701 0.00 ... 3578.0 3578.00 RR
188 rr2508 20250701 3585.00 ... 3579.0 3585.00 RR
189 rr2509 20250701 3608.00 ... 3608.0 3607.00 RR
190 rr2510 20250701 3588.00 ... 3596.0 3591.00 RR
191 rr2511 20250701 3592.00 ... 3596.0 3596.00 RR
192 rr2512 20250701 3593.00 ... 3599.0 3605.00 RR
193 rr2601 20250701 3608.00 ... 3607.0 3606.00 RR
194 rr2602 20250701 3606.00 ... 3614.0 3609.00 RR
195 rr2603 20250701 3607.00 ... 3607.0 3605.00 RR
196 rr2604 20250701 3614.00 ... 3619.0 3603.00 RR
197 rr2605 20250701 3602.00 ... 3602.0 3601.00 RR
198 rr2606 20250701 3599.00 ... 3603.0 3606.00 RR
199 v2507 20250701 4801.00 ... 4767.0 4853.00 V
200 v2508 20250701 4850.00 ... 4800.0 4890.00 V
201 v2509 20250701 4885.00 ... 4839.0 4924.00 V
202 v2510 20250701 4910.00 ... 4867.0 4951.00 V
203 v2511 20250701 4935.00 ... 4897.0 4978.00 V
204 v2512 20250701 4958.00 ... 4922.0 5003.00 V
205 v2601 20250701 4977.00 ... 4932.0 5016.00 V
206 v2602 20250701 4988.00 ... 4959.0 5017.00 V
207 v2603 20250701 5007.00 ... 4983.0 5046.00 V
208 v2604 20250701 5100.00 ... 5078.0 5129.00 V
209 v2605 20250701 5129.00 ... 5090.0 5155.00 V
210 v2606 20250701 5110.00 ... 5100.0 5166.00 V
211 y2507 20250701 8022.00 ... 8038.0 8068.00 Y
212 y2508 20250701 8038.00 ... 8002.0 8026.00 Y
213 y2509 20250701 7996.00 ... 7968.0 7974.00 Y
214 y2511 20250701 8000.00 ... 7974.0 7980.00 Y
215 y2512 20250701 8018.00 ... 7998.0 8000.00 Y
216 y2601 20250701 7950.00 ... 7926.0 7930.00 Y
217 y2603 20250701 7808.00 ... 7804.0 7796.00 Y
218 y2605 20250701 7620.00 ... 7608.0 7598.00 Y
[219 rows x 12 columns]
2025-07-01 16:26:36,481 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 SC2508 20250701 498 ... 497 496.1 SC
1 SC2509 20250701 492.5 ... 490.9 490.3 SC
2 SC2510 20250701 485.8 ... 485.4 484.8 SC
3 SC2511 20250701 482.6 ... 481.8 481.7 SC
4 SC2512 20250701 477.1 ... 478.8 480 SC
5 SC2601 20250701 476.6 ... 476.5 478.4 SC
6 SC2602 20250701 475.8 ... 475 476.9 SC
7 SC2603 20250701 478 ... 473.9 476.5 SC
8 SC2604 20250701 476.3 ... 476.3 474.9 SC
9 SC2605 20250701 470.6 ... 470.6 473.2 SC
10 SC2606 20250701 463.8 ... 470.2 472.6 SC
11 SC2607 20250701 470.9 ... 470.9 472.6 SC
12 SC2609 20250701 460.7 ... 467.3 472.5 SC
13 SC2612 20250701 ... 470.6 470.6 SC
14 SC2703 20250701 ... 468.4 468.4 SC
15 SC2706 20250701 462.7 ... 462.7 466.8 SC
16 SC2709 20250701 ... 465.7 465.7 SC
17 SC2712 20250701 ... 465.8 465.8 SC
18 SC2803 20250701 461.8 ... 460.4 461.3 SC
19 SC2806 20250701 459.9 ... 459.9 465.6 SC
21 LU2508 20250701 3611 ... 3591 3621 LU
22 LU2509 20250701 3582 ... 3576 3591 LU
23 LU2510 20250701 3562 ... 3553 3564 LU
24 LU2511 20250701 3535 ... 3528 3543 LU
25 LU2512 20250701 3518 ... 3505 3514 LU
26 LU2601 20250701 3514 ... 3499 3518 LU
27 LU2602 20250701 3478 ... 3480 3507 LU
28 LU2603 20250701 3471 ... 3456 3487 LU
29 LU2604 20250701 3450 ... 3450 3472 LU
30 LU2605 20250701 3419 ... 3427 3437 LU
31 LU2606 20250701 ... 3423 3416 LU
32 LU2607 20250701 ... 3416 3416 LU
34 NR2507 20250701 12130 ... 12175 12130 NR
35 NR2508 20250701 12185 ... 12210 12170 NR
36 NR2509 20250701 12115 ... 12170 12125 NR
37 NR2510 20250701 12115 ... 12165 12115 NR
38 NR2511 20250701 12115 ... 12180 12130 NR
39 NR2512 20250701 12125 ... 12180 12130 NR
40 NR2601 20250701 12130 ... 12165 12115 NR
41 NR2602 20250701 12150 ... 12185 12180 NR
42 NR2603 20250701 12155 ... 12175 12115 NR
43 NR2604 20250701 12185 ... 12185 12200 NR
44 NR2605 20250701 ... 12225 12225 NR
45 NR2606 20250701 ... 12260 12260 NR
47 BC2507 20250701 71500 ... 71500 71090 BC
48 BC2508 20250701 70910 ... 71280 71100 BC
49 BC2509 20250701 70860 ... 70970 70860 BC
50 BC2510 20250701 ... 71300 70700 BC
51 BC2511 20250701 ... 69520 69520 BC
52 BC2512 20250701 ... 69450 69450 BC
53 BC2601 20250701 ... 69570 69570 BC
54 BC2602 20250701 ... 69410 69410 BC
55 BC2603 20250701 ... 69290 69290 BC
56 BC2604 20250701 ... 69760 69760 BC
57 BC2605 20250701 ... 69710 68610 BC
58 BC2606 20250701 71790 ... 71590 68610 BC
60 EC2508 20250701 1784.2 ... 1852.6 1767.1 EC
61 EC2510 20250701 1352.6 ... 1368.8 1339.8 EC
62 EC2512 20250701 1518.3 ... 1526.5 1498 EC
63 EC2602 20250701 1323.3 ... 1331.2 1316.5 EC
64 EC2604 20250701 1150 ... 1175.5 1169 EC
65 EC2606 20250701 1300 ... 1313.6 1169 EC
68 SC_TAS2508 20250701 ... SC_TAS
69 SC_TAS2509 20250701 ... SC_TAS
70 SC_TAS2510 20250701 ... SC_TAS
71 SC_TAS2511 20250701 ... SC_TAS
[66 rows x 12 columns]
2025-07-01 16:26:36,582 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
2025-07-01 16:26:38,365 - future_1d - INFO - save future_daily 2025-07-01 add
2025-07-01 16:26:38,372 - future_1d - INFO - 0 1 2 3 4
symbol PS2507 PS2508 PS2509 PS2510 PS2511
date 2025-07-01 2025-07-01 2025-07-01 2025-07-01 2025-07-01
opencol 33640.0 33470.0 32640.0 32490.0 32500.0
high 33640.0 33500.0 32675.0 32490.0 32500.0
low 33045.0 32355.0 31630.0 31410.0 31230.0
close 33090.0 32700.0 32030.0 31825.0 31800.0
volume 136.0 261490.0 55375.0 6545.0 25580.0
open_interest 1008.0 61196.0 56514.0 7093.0 33210.0
turnover 1360.9335 2569960.7745 532705.9635 62519.16 243489.5595
settle 33355.0 32760.0 32065.0 31840.0 31725.0
pre_settle 33640.0 33500.0 32860.0 32660.0 32525.0
variety PS PS PS PS PS
exchange GFEX GFEX GFEX GFEX GFEX
comd ps ps ps ps ps
contract ps2507 ps2508 ps2509 ps2510 ps2511
contract_yymm 2507 2508 2509 2510 2511
maturity_month 0 1 2 3 4
maturity_day 0 31 62 92 123
=========================================================================
2025-07-01 18:25:15 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-07-01 18:25:17,209 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2507 20250623 5581.800 ... 5630.600 5590.200 IC
1 IC2508 20250623 5501.000 ... 5578.000 5590.200 IC
2 IC2509 20250623 5458.800 ... 5530.000 5485.800 IC
3 IC2512 20250623 5317.000 ... 5411.400 5369.200 IC
4 IF2507 20250623 3794.200 ... 3826.000 3803.000 IF
5 IF2508 20250623 3788.800 ... 3811.200 3803.000 IF
6 IF2509 20250623 3765.000 ... 3799.800 3771.600 IF
7 IF2512 20250623 3733.800 ... 3771.000 3744.400 IF
8 IH2507 20250623 2629.000 ... 2655.200 2634.600 IH
9 IH2508 20250623 2622.200 ... 2653.000 2634.600 IH
10 IH2509 20250623 2629.000 ... 2655.000 2633.400 IH
11 IH2512 20250623 2625.800 ... 2653.400 2631.600 IH
12 IM2507 20250623 5916.800 ... 6005.200 5941.600 IM
13 IM2508 20250623 5846.000 ... 5930.800 5941.600 IM
14 IM2509 20250623 5770.000 ... 5856.200 5792.800 IM
15 IM2512 20250623 5575.000 ... 5682.400 5626.000 IM
16 T2509 20250623 109.160 ... 109.140 109.165 T
17 T2512 20250623 109.180 ... 109.155 109.165 T
18 T2603 20250623 109.120 ... 109.085 109.080 T
19 TF2509 20250623 106.275 ... 106.255 106.275 TF
20 TF2512 20250623 106.340 ... 106.325 106.335 TF
21 TF2603 20250623 106.365 ... 106.350 106.355 TF
22 TL2509 20250623 121.500 ... 121.260 121.340 TL
23 TL2512 20250623 121.310 ... 121.120 121.180 TL
24 TL2603 20250623 121.120 ... 120.920 120.980 TL
25 TS2509 20250623 102.546 ... 102.526 102.542 TS
26 TS2512 20250623 102.684 ... 102.676 102.692 TS
27 TS2603 20250623 102.766 ... 102.766 102.778 TS
[28 rows x 12 columns]
2025-07-01 18:25:17,621 - future_1d - INFO - ak.get_cffex_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 a2507 20250623 4255.00 ... 4248.00 4239.00 A
1 a2509 20250623 4270.00 ... 4256.00 4251.00 A
2 a2511 20250623 4178.00 ... 4171.00 4166.00 A
3 a2601 20250623 4158.00 ... 4154.00 4152.00 A
4 a2603 20250623 4143.00 ... 4136.00 4131.00 A
5 a2605 20250623 4173.00 ... 4175.00 4165.00 A
6 b2507 20250623 3683.00 ... 3625.00 3675.00 B
7 b2508 20250623 3721.00 ... 3681.00 3714.00 B
8 b2509 20250623 3762.00 ... 3729.00 3759.00 B
9 b2510 20250623 3805.00 ... 3772.00 3805.00 B
10 b2511 20250623 3796.00 ... 3765.00 3797.00 B
11 b2512 20250623 3785.00 ... 3769.00 3787.00 B
12 b2601 20250623 3766.00 ... 3748.00 3767.00 B
13 b2602 20250623 3678.00 ... 3685.00 3704.00 B
14 b2603 20250623 3600.00 ... 3589.00 3603.00 B
15 b2604 20250623 3493.00 ... 3487.00 3497.00 B
16 b2605 20250623 3440.00 ... 3423.00 3436.00 B
17 b2606 20250623 3428.00 ... 3420.00 3435.00 B
18 bb2509 20250623 155.60 ... 155.70 156.75 BB
19 bb2511 20250623 152.65 ... 152.40 152.65 BB
20 bb2601 20250623 0.00 ... 169.65 169.90 BB
21 bb2603 20250623 0.00 ... 169.75 170.00 BB
22 bb2605 20250623 0.00 ... 169.75 170.00 BB
23 c2507 20250623 2377.00 ... 2376.00 2371.00 C
24 c2509 20250623 2411.00 ... 2412.00 2407.00 C
25 c2511 20250623 2331.00 ... 2336.00 2330.00 C
26 c2601 20250623 2288.00 ... 2291.00 2288.00 C
27 c2603 20250623 2283.00 ... 2286.00 2284.00 C
28 c2605 20250623 2319.00 ... 2317.00 2321.00 C
29 cs2507 20250623 2700.00 ... 2700.00 2698.00 CS
30 cs2509 20250623 2791.00 ... 2788.00 2788.00 CS
31 cs2511 20250623 2709.00 ... 2716.00 2706.00 CS
32 cs2601 20250623 2699.00 ... 2698.00 2695.00 CS
33 cs2603 20250623 2679.00 ... 2679.00 2677.00 CS
34 cs2605 20250623 2713.00 ... 2713.00 2709.00 CS
35 eb2506 20250623 0.00 ... 7820.00 7820.00 EB
36 eb2507 20250623 7694.00 ... 7708.00 7741.00 EB
37 eb2508 20250623 7592.00 ... 7595.00 7635.00 EB
38 eb2509 20250623 7517.00 ... 7522.00 7558.00 EB
39 eb2510 20250623 7450.00 ... 7447.00 7481.00 EB
40 eb2511 20250623 7356.00 ... 7370.00 7409.00 EB
41 eb2512 20250623 7312.00 ... 7343.00 7390.00 EB
42 eb2601 20250623 7279.00 ... 7312.00 7340.00 EB
43 eb2602 20250623 7278.00 ... 7323.00 7335.00 EB
44 eb2603 20250623 7265.00 ... 7313.00 7327.00 EB
45 eb2604 20250623 7268.00 ... 7282.00 7328.00 EB
46 eb2605 20250623 7273.00 ... 7295.00 7327.00 EB
47 eg2506 20250623 0.00 ... 4255.00 4255.00 EG
48 eg2507 20250623 4461.00 ... 4458.00 4486.00 EG
49 eg2508 20250623 4489.00 ... 4496.00 4508.00 EG
50 eg2509 20250623 4494.00 ... 4504.00 4518.00 EG
51 eg2510 20250623 4489.00 ... 4498.00 4528.00 EG
52 eg2511 20250623 4537.00 ... 4514.00 4506.00 EG
53 eg2512 20250623 4482.00 ... 4480.00 4511.00 EG
54 eg2601 20250623 4487.00 ... 4485.00 4503.00 EG
55 eg2602 20250623 4484.00 ... 4493.00 4513.00 EG
56 eg2603 20250623 4484.00 ... 4476.00 4521.00 EG
57 eg2604 20250623 0.00 ... 4452.00 4452.00 EG
58 eg2605 20250623 4486.00 ... 4508.00 4489.00 EG
59 fb2507 20250623 1349.50 ... 1331.50 1320.50 FB
60 fb2508 20250623 1308.00 ... 1307.00 1309.50 FB
61 fb2509 20250623 1298.00 ... 1299.50 1302.50 FB
62 fb2510 20250623 1325.00 ... 1326.00 1325.50 FB
63 fb2511 20250623 1325.00 ... 1325.00 1324.50 FB
64 fb2512 20250623 1327.50 ... 1322.50 1323.50 FB
65 fb2601 20250623 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250623 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250623 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250623 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250623 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250623 0.00 ... 1292.50 1292.50 FB
71 i2507 20250623 723.50 ... 727.00 723.50 I
72 i2508 20250623 714.50 ... 715.50 713.50 I
73 i2509 20250623 703.00 ... 706.00 702.50 I
74 i2510 20250623 697.00 ... 699.00 697.00 I
75 i2511 20250623 690.00 ... 691.50 690.00 I
76 i2512 20250623 683.50 ... 685.50 683.50 I
77 i2601 20250623 675.50 ... 677.00 675.50 I
78 i2602 20250623 673.00 ... 674.00 673.50 I
79 i2603 20250623 669.50 ... 670.50 669.50 I
80 i2604 20250623 665.00 ... 666.50 665.50 I
81 i2605 20250623 657.50 ... 659.00 658.00 I
82 i2606 20250623 652.50 ... 653.50 653.00 I
83 j2507 20250623 1336.50 ... 1328.50 1332.00 J
84 j2508 20250623 1360.00 ... 1353.50 1361.50 J
85 j2509 20250623 1379.50 ... 1379.50 1388.00 J
86 j2510 20250623 1400.50 ... 1401.50 1402.00 J
87 j2511 20250623 1408.00 ... 1412.50 1412.00 J
88 j2512 20250623 0.00 ... 1411.00 1397.00 J
89 j2601 20250623 1404.50 ... 1412.00 1413.00 J
90 j2602 20250623 0.00 ... 1425.00 1425.00 J
91 j2603 20250623 0.00 ... 1422.50 1422.50 J
92 j2604 20250623 0.00 ... 1410.00 1410.00 J
93 j2605 20250623 1428.00 ... 1439.00 1428.00 J
94 j2606 20250623 0.00 ... 1442.00 1429.50 J
95 jd2506 20250623 2700.00 ... 2694.00 2701.00 JD
96 jd2507 20250623 2902.00 ... 2881.00 2954.00 JD
97 jd2508 20250623 3593.00 ... 3579.00 3622.00 JD
98 jd2509 20250623 3645.00 ... 3637.00 3666.00 JD
99 jd2510 20250623 3380.00 ... 3370.00 3389.00 JD
100 jd2511 20250623 3422.00 ... 3418.00 3429.00 JD
101 jd2512 20250623 3550.00 ... 3553.00 3556.00 JD
102 jd2601 20250623 3588.00 ... 3598.00 3588.00 JD
103 jd2602 20250623 3170.00 ... 3175.00 3174.00 JD
104 jd2603 20250623 3185.00 ... 3189.00 3186.00 JD
105 jd2604 20250623 3317.00 ... 3318.00 3313.00 JD
106 jd2605 20250623 3390.00 ... 3392.00 3395.00 JD
107 jm2507 20250623 769.50 ... 772.50 772.50 JM
108 jm2508 20250623 779.00 ... 784.00 781.50 JM
109 jm2509 20250623 793.00 ... 799.50 797.00 JM
110 jm2510 20250623 804.00 ... 810.50 808.00 JM
111 jm2511 20250623 813.00 ... 821.50 814.00 JM
112 jm2512 20250623 815.00 ... 827.50 817.50 JM
113 jm2601 20250623 820.00 ... 830.50 820.50 JM
114 jm2602 20250623 828.50 ... 842.00 831.50 JM
115 jm2603 20250623 834.00 ... 849.00 837.50 JM
116 jm2604 20250623 839.00 ... 850.50 838.50 JM
117 jm2605 20250623 855.00 ... 853.50 845.00 JM
118 jm2606 20250623 859.50 ... 867.50 855.50 JM
119 l2507 20250623 7414.00 ... 7455.00 7466.00 L
120 l2508 20250623 7426.00 ... 7424.00 7446.00 L
121 l2509 20250623 7406.00 ... 7422.00 7446.00 L
122 l2510 20250623 7368.00 ... 7391.00 7412.00 L
123 l2511 20250623 7356.00 ... 7391.00 7400.00 L
124 l2512 20250623 7343.00 ... 7369.00 7390.00 L
125 l2601 20250623 7351.00 ... 7357.00 7381.00 L
126 l2602 20250623 7320.00 ... 7343.00 7385.00 L
127 l2603 20250623 7333.00 ... 7339.00 7389.00 L
128 l2604 20250623 7329.00 ... 7330.00 7412.00 L
129 l2605 20250623 7312.00 ... 7348.00 7372.00 L
130 l2606 20250623 7367.00 ... 7367.00 7386.00 L
131 lg2507 20250623 814.00 ... 818.50 804.00 LG
132 lg2509 20250623 800.00 ... 800.00 795.50 LG
133 lg2511 20250623 800.50 ... 795.00 793.50 LG
134 lg2601 20250623 799.50 ... 797.00 798.50 LG
135 lg2603 20250623 804.00 ... 798.50 802.50 LG
136 lg2605 20250623 802.00 ... 801.00 806.50 LG
137 lh2507 20250623 13445.00 ... 13440.00 13305.00 LH
138 lh2509 20250623 13995.00 ... 13960.00 13850.00 LH
139 lh2511 20250623 13455.00 ... 13465.00 13405.00 LH
140 lh2601 20250623 13565.00 ... 13595.00 13585.00 LH
141 lh2603 20250623 12800.00 ... 12775.00 12755.00 LH
142 lh2605 20250623 12995.00 ... 12985.00 12955.00 LH
143 m2507 20250623 2911.00 ... 2880.00 2907.00 M
144 m2508 20250623 3052.00 ... 3023.00 3052.00 M
145 m2509 20250623 3074.00 ... 3042.00 3070.00 M
146 m2511 20250623 3108.00 ... 3077.00 3107.00 M
147 m2512 20250623 3125.00 ... 3094.00 3123.00 M
148 m2601 20250623 3102.00 ... 3076.00 3100.00 M
149 m2603 20250623 2926.00 ... 2912.00 2927.00 M
150 m2605 20250623 2771.00 ... 2757.00 2768.00 M
151 p2507 20250623 8652.00 ... 8606.00 8652.00 P
152 p2508 20250623 8596.00 ... 8552.00 8608.00 P
153 p2509 20250623 8540.00 ... 8508.00 8548.00 P
154 p2510 20250623 8458.00 ... 8486.00 8506.00 P
155 p2511 20250623 8442.00 ... 8452.00 8478.00 P
156 p2512 20250623 8476.00 ... 8470.00 8512.00 P
157 p2601 20250623 8526.00 ... 8492.00 8512.00 P
158 p2602 20250623 8452.00 ... 8452.00 8474.00 P
159 p2603 20250623 8402.00 ... 8414.00 8440.00 P
160 p2604 20250623 8380.00 ... 8402.00 8392.00 P
161 p2605 20250623 8372.00 ... 8376.00 8398.00 P
162 p2606 20250623 0.00 ... 8344.00 8344.00 P
163 pg2506 20250623 0.00 ... 4574.00 4574.00 PG
164 pg2507 20250623 4528.00 ... 4547.00 4557.00 PG
165 pg2508 20250623 4521.00 ... 4528.00 4530.00 PG
166 pg2509 20250623 4444.00 ... 4442.00 4442.00 PG
167 pg2510 20250623 4744.00 ... 4773.00 4745.00 PG
168 pg2511 20250623 4631.00 ... 4668.00 4642.00 PG
169 pg2512 20250623 4546.00 ... 4589.00 4560.00 PG
170 pg2601 20250623 4448.00 ... 4503.00 4469.00 PG
171 pg2602 20250623 4366.00 ... 4477.00 4378.00 PG
172 pg2603 20250623 4264.00 ... 4317.00 4268.00 PG
173 pg2604 20250623 4576.00 ... 4578.00 4576.00 PG
174 pg2605 20250623 4476.00 ... 4486.00 4475.00 PG
175 pp2507 20250623 7249.00 ... 7249.00 7278.00 PP
176 pp2508 20250623 7252.00 ... 7246.00 7282.00 PP
177 pp2509 20250623 7235.00 ... 7237.00 7268.00 PP
178 pp2510 20250623 7202.00 ... 7206.00 7229.00 PP
179 pp2511 20250623 7198.00 ... 7206.00 7233.00 PP
180 pp2512 20250623 7184.00 ... 7203.00 7217.00 PP
181 pp2601 20250623 7191.00 ... 7193.00 7216.00 PP
182 pp2602 20250623 7130.00 ... 7178.00 7200.00 PP
183 pp2603 20250623 7150.00 ... 7165.00 7202.00 PP
184 pp2604 20250623 7171.00 ... 7179.00 7218.00 PP
185 pp2605 20250623 7169.00 ... 7185.00 7210.00 PP
186 pp2606 20250623 7176.00 ... 7176.00 7078.00 PP
187 rr2507 20250623 3613.00 ... 3616.00 3620.00 RR
188 rr2508 20250623 3619.00 ... 3605.00 3621.00 RR
189 rr2509 20250623 3617.00 ... 3615.00 3619.00 RR
190 rr2510 20250623 3603.00 ... 3604.00 3604.00 RR
191 rr2511 20250623 3609.00 ... 3602.00 3604.00 RR
192 rr2512 20250623 3598.00 ... 3602.00 3603.00 RR
193 rr2601 20250623 3611.00 ... 3610.00 3609.00 RR
194 rr2602 20250623 3610.00 ... 3610.00 3615.00 RR
195 rr2603 20250623 3608.00 ... 3609.00 3611.00 RR
196 rr2604 20250623 3615.00 ... 3614.00 3628.00 RR
197 rr2605 20250623 3628.00 ... 3628.00 3611.00 RR
198 rr2606 20250623 3629.00 ... 3628.00 3649.00 RR
199 v2507 20250623 4831.00 ... 4838.00 4838.00 V
200 v2508 20250623 4859.00 ... 4871.00 4875.00 V
201 v2509 20250623 4891.00 ... 4907.00 4910.00 V
202 v2510 20250623 4923.00 ... 4929.00 4930.00 V
203 v2511 20250623 4951.00 ... 4959.00 4960.00 V
204 v2512 20250623 4967.00 ... 4979.00 4979.00 V
205 v2601 20250623 4981.00 ... 4986.00 5001.00 V
206 v2602 20250623 5023.00 ... 5022.00 5015.00 V
207 v2603 20250623 5041.00 ... 5034.00 5034.00 V
208 v2604 20250623 5124.00 ... 5119.00 5126.00 V
209 v2605 20250623 5110.00 ... 5130.00 5122.00 V
210 v2606 20250623 5139.00 ... 5138.00 5126.00 V
211 y2507 20250623 8278.00 ... 8246.00 8278.00 Y
212 y2508 20250623 8230.00 ... 8196.00 8236.00 Y
213 y2509 20250623 8168.00 ... 8130.00 8162.00 Y
214 y2511 20250623 8136.00 ... 8088.00 8144.00 Y
215 y2512 20250623 8144.00 ... 8116.00 8152.00 Y
216 y2601 20250623 8094.00 ... 8064.00 8094.00 Y
217 y2603 20250623 7884.00 ... 7886.00 7876.00 Y
218 y2605 20250623 7736.00 ... 7738.00 7744.00 Y
[219 rows x 12 columns]
2025-07-01 18:25:18,232 - future_1d - INFO - ak.get_dce_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 SC2507 20250623 568.5 ... 570.4 570.4 SC
1 SC2508 20250623 562.8 ... 569.9 572.8 SC
2 SC2509 20250623 550 ... 558.3 557.9 SC
3 SC2510 20250623 538.6 ... 547.1 545 SC
4 SC2511 20250623 529 ... 539.7 534.7 SC
5 SC2512 20250623 522.1 ... 533.5 527 SC
6 SC2601 20250623 514.2 ... 528.1 521.4 SC
7 SC2602 20250623 509.7 ... 524.2 516.8 SC
8 SC2603 20250623 507.6 ... 517.1 512.1 SC
9 SC2604 20250623 506.1 ... 514 509.5 SC
10 SC2605 20250623 504.6 ... 507.2 502.6 SC
11 SC2606 20250623 501.3 ... 509.8 504.9 SC
12 SC2609 20250623 515 ... 511.1 497.7 SC
13 SC2612 20250623 502.5 ... 502.5 498 SC
14 SC2703 20250623 493 ... 493 492.6 SC
15 SC2706 20250623 ... 496 489.4 SC
16 SC2709 20250623 505 ... 505 495.6 SC
17 SC2712 20250623 503.4 ... 501.8 493.8 SC
18 SC2803 20250623 500 ... 498.6 493.4 SC
19 SC2806 20250623 499 ... 495.6 491.8 SC
21 LU2507 20250623 4055 ... 3964 4065 LU
22 LU2508 20250623 3949 ... 3990 3980 LU
23 LU2509 20250623 3908 ... 3936 3934 LU
24 LU2510 20250623 3858 ... 3885 3891 LU
25 LU2511 20250623 3825 ... 3827 3836 LU
26 LU2512 20250623 3761 ... 3800 3792 LU
27 LU2601 20250623 3744 ... 3782 3788 LU
28 LU2602 20250623 3721 ... 3739 3756 LU
29 LU2603 20250623 3691 ... 3729 3730 LU
30 LU2604 20250623 ... 3727 3727 LU
31 LU2605 20250623 ... 3701 3701 LU
32 LU2606 20250623 ... 3696 3696 LU
34 NR2507 20250623 12085 ... 12005 12115 NR
35 NR2508 20250623 12035 ... 11960 12070 NR
36 NR2509 20250623 11980 ... 11940 12035 NR
37 NR2510 20250623 11975 ... 11925 12005 NR
38 NR2511 20250623 11955 ... 11925 12005 NR
39 NR2512 20250623 11970 ... 11940 12015 NR
40 NR2601 20250623 11985 ... 11955 12030 NR
41 NR2602 20250623 11905 ... 11900 12035 NR
42 NR2603 20250623 ... 12180 12180 NR
43 NR2604 20250623 ... 12070 12070 NR
44 NR2605 20250623 ... 12110 12110 NR
45 NR2606 20250623 ... 12195 12195 NR
47 BC2507 20250623 69680 ... 69610 69380 BC
48 BC2508 20250623 69660 ... 69510 69310 BC
49 BC2509 20250623 69110 ... 69330 69270 BC
50 BC2510 20250623 ... 69820 69820 BC
51 BC2511 20250623 ... 67140 67140 BC
52 BC2512 20250623 ... 69160 69160 BC
53 BC2601 20250623 ... 68900 68900 BC
54 BC2602 20250623 ... 67050 66990 BC
55 BC2603 20250623 ... 69290 69290 BC
56 BC2604 20250623 ... 67390 67390 BC
57 BC2605 20250623 ... 68610 68610 BC
58 BC2606 20250623 ... 68610 68610 BC
60 EC2506 20250623 1875 ... 1885.1 1892.8 EC
61 EC2508 20250623 1950 ... 1905.3 1966.9 EC
62 EC2510 20250623 1400 ... 1380.9 1383.6 EC
63 EC2512 20250623 1575 ... 1536.6 1564 EC
64 EC2602 20250623 1402 ... 1384.3 1404.5 EC
65 EC2604 20250623 1220.1 ... 1209.8 1213.8 EC
68 SC_TAS2508 20250623 ... SC_TAS
69 SC_TAS2509 20250623 ... SC_TAS
70 SC_TAS2510 20250623 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:25:18,336 - future_1d - INFO - ak.get_ine_daily('2025-06-23') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250623 ... 78330 78180 CU
1 1 CU2508 20250623 ... 78130 77940 CU
2 2 CU2509 20250623 ... 77920 77750 CU
3 3 CU2510 20250623 ... 77720 77500 CU
4 4 CU2511 20250623 ... 77530 77350 CU
5 5 CU2512 20250623 ... 77330 77160 CU
6 6 CU2601 20250623 ... 77160 77040 CU
7 7 CU2602 20250623 ... 77070 76940 CU
8 8 CU2603 20250623 ... 76990 76960 CU
9 9 CU2604 20250623 ... 77040 76910 CU
10 10 CU2605 20250623 ... 76950 76810 CU
11 11 CU2606 20250623 ... 76950 76800 CU
12 12 BC2507 20250623 ... 69610 69380 BC
13 13 BC2508 20250623 ... 69510 69310 BC
14 14 BC2509 20250623 ... 69330 69270 BC
15 15 BC2510 20250623 ... 69820 69820 BC
16 16 BC2511 20250623 ... 67140 67140 BC
17 17 BC2512 20250623 ... 69160 69160 BC
18 18 BC2601 20250623 ... 68900 68900 BC
19 19 BC2602 20250623 ... 67050 66990 BC
20 20 BC2603 20250623 ... 69290 69290 BC
21 21 BC2604 20250623 ... 67390 67390 BC
22 22 BC2605 20250623 ... 68610 68610 BC
23 23 BC2606 20250623 ... 68610 68610 BC
24 24 AL2507 20250623 ... 20515 20525 AL
25 25 AL2508 20250623 ... 20420 20415 AL
26 26 AL2509 20250623 ... 20310 20310 AL
27 27 AL2510 20250623 ... 20215 20220 AL
28 28 AL2511 20250623 ... 20110 20130 AL
29 29 AL2512 20250623 ... 19995 20045 AL
30 30 AL2601 20250623 ... 19950 19990 AL
31 31 AL2602 20250623 ... 19920 19995 AL
32 32 AL2603 20250623 ... 19930 19985 AL
33 33 AL2604 20250623 ... 19925 19965 AL
34 34 AL2605 20250623 ... 19930 19980 AL
35 35 AL2606 20250623 ... 19925 19995 AL
36 36 ZN2507 20250623 ... 21930 21905 ZN
37 37 ZN2508 20250623 ... 21735 21740 ZN
38 38 ZN2509 20250623 ... 21605 21620 ZN
39 39 ZN2510 20250623 ... 21520 21540 ZN
40 40 ZN2511 20250623 ... 21460 21475 ZN
41 41 ZN2512 20250623 ... 21375 21390 ZN
42 42 ZN2601 20250623 ... 21290 21310 ZN
43 43 ZN2602 20250623 ... 21200 21220 ZN
44 44 ZN2603 20250623 ... 21180 21195 ZN
45 45 ZN2604 20250623 ... 21155 21180 ZN
46 46 ZN2605 20250623 ... 21125 21140 ZN
47 47 ZN2606 20250623 ... 21125 21120 ZN
48 48 PB2507 20250623 ... 16870 16855 PB
49 49 PB2508 20250623 ... 16885 16865 PB
50 50 PB2509 20250623 ... 16895 16875 PB
51 51 PB2510 20250623 ... 16890 16870 PB
52 52 PB2511 20250623 ... 16875 16830 PB
53 53 PB2512 20250623 ... 16860 16805 PB
54 54 PB2601 20250623 ... 16890 16890 PB
55 55 PB2602 20250623 ... 16890 16825 PB
56 56 PB2603 20250623 ... 16905 16825 PB
57 57 PB2604 20250623 ... 16920 16825 PB
58 58 PB2605 20250623 ... 16915 16835 PB
59 59 PB2606 20250623 ... 16930 17000 PB
60 60 NI2507 20250623 ... 117970 118780 NI
61 61 NI2508 20250623 ... 118050 118930 NI
62 62 NI2509 20250623 ... 118280 119130 NI
63 63 NI2510 20250623 ... 118450 119300 NI
64 64 NI2511 20250623 ... 118410 119330 NI
65 65 NI2512 20250623 ... 118690 119620 NI
66 66 NI2601 20250623 ... 118920 119880 NI
67 67 NI2602 20250623 ... 119270 120190 NI
68 68 NI2603 20250623 ... 119600 120560 NI
69 69 NI2604 20250623 ... 120280 120730 NI
70 70 NI2605 20250623 ... 120430 120990 NI
71 71 NI2606 20250623 ... 119940 121190 NI
72 72 SN2507 20250623 ... 263020 260910 SN
73 73 SN2508 20250623 ... 262840 261010 SN
74 74 SN2509 20250623 ... 262580 260920 SN
75 75 SN2510 20250623 ... 262420 260890 SN
76 76 SN2511 20250623 ... 262090 260370 SN
77 77 SN2512 20250623 ... 262440 260050 SN
78 78 SN2601 20250623 ... 262120 260080 SN
79 79 SN2602 20250623 ... 262520 260270 SN
80 80 SN2603 20250623 ... 262110 260890 SN
81 81 SN2604 20250623 ... 262030 260720 SN
82 82 SN2605 20250623 ... 261780 260330 SN
83 83 SN2606 20250623 ... 260120 257800 SN
84 84 AO2507 20250623 ... 3003 2998 AO
85 85 AO2508 20250623 ... 2947 2934 AO
86 86 AO2509 20250623 ... 2907 2895 AO
87 87 AO2510 20250623 ... 2876 2867 AO
88 88 AO2511 20250623 ... 2872 2859 AO
89 89 AO2512 20250623 ... 2865 2848 AO
90 90 AO2601 20250623 ... 2852 2840 AO
91 91 AO2602 20250623 ... 2839 2841 AO
92 92 AO2603 20250623 ... 2848 2839 AO
93 93 AO2604 20250623 ... 2849 2830 AO
94 94 AO2605 20250623 ... 2844 2834 AO
95 95 AO2606 20250623 ... 2846 2835 AO
96 96 AD2511 20250623 ... 19695 19695 AD
97 97 AD2512 20250623 ... 19600 19605 AD
98 98 AD2601 20250623 ... 19500 19495 AD
99 99 AD2602 20250623 ... 19430 19390 AD
100 100 AD2603 20250623 ... 19355 19315 AD
101 101 AD2604 20250623 ... 19295 19250 AD
102 102 AD2605 20250623 ... 19305 19280 AD
103 103 AD2606 20250623 ... 19200 19200 AD
104 104 AU2507 20250623 ... 779.84 780.14 AU
105 105 AU2508 20250623 ... 781.74 781.08 AU
106 106 AU2509 20250623 ... 783.32 781.02 AU
107 107 AU2510 20250623 ... 783.52 782.96 AU
108 108 AU2512 20250623 ... 785.22 784.54 AU
109 109 AU2602 20250623 ... 787.28 787.08 AU
110 110 AU2604 20250623 ... 789.56 788.72 AU
111 111 AU2606 20250623 ... 791.5 789.04 AU
112 112 AG2507 20250623 ... 8725 8712 AG
113 113 AG2508 20250623 ... 8731 8739 AG
114 114 AG2509 20250623 ... 8743 8751 AG
115 115 AG2510 20250623 ... 8753 8760 AG
116 116 AG2511 20250623 ... 8761 8757 AG
117 117 AG2512 20250623 ... 8773 8767 AG
118 118 AG2601 20250623 ... 8787 8789 AG
119 119 AG2602 20250623 ... 8801 8797 AG
120 120 AG2603 20250623 ... 8808 8817 AG
121 121 AG2604 20250623 ... 8823 8830 AG
122 122 AG2605 20250623 ... 8835 8835 AG
123 123 AG2606 20250623 ... 8857 8882 AG
124 124 RB2507 20250623 ... 3018 3034 RB
125 125 RB2508 20250623 ... 2966 2966 RB
126 126 RB2509 20250623 ... 2964 2969 RB
127 127 RB2510 20250623 ... 2993 2994 RB
128 128 RB2511 20250623 ... 2994 2992 RB
129 129 RB2512 20250623 ... 2997 2997 RB
130 130 RB2601 20250623 ... 2987 2986 RB
131 131 RB2602 20250623 ... 2987 2988 RB
132 132 RB2603 20250623 ... 2992 2993 RB
133 133 RB2604 20250623 ... 3002 3000 RB
134 134 RB2605 20250623 ... 2988 2985 RB
135 135 RB2606 20250623 ... 2991 2983 RB
136 136 WR2507 20250623 ... 3338 3338 WR
137 137 WR2508 20250623 ... 3359 3359 WR
138 138 WR2509 20250623 ... 3241 3238 WR
139 139 WR2510 20250623 ... 3318 3316 WR
140 140 WR2511 20250623 ... 3361 3361 WR
141 141 WR2512 20250623 ... 3316 3316 WR
142 142 WR2601 20250623 ... 3324 3315 WR
143 143 WR2602 20250623 ... 3396 3396 WR
144 144 WR2603 20250623 ... 3387 3387 WR
145 145 WR2604 20250623 ... 3392 3392 WR
146 146 WR2605 20250623 ... 3369 3369 WR
147 147 WR2606 20250623 ... 3364 3355 WR
148 148 HC2507 20250623 ... 3143 3151 HC
149 149 HC2508 20250623 ... 3143 3147 HC
150 150 HC2509 20250623 ... 3128 3126 HC
151 151 HC2510 20250623 ... 3115 3117 HC
152 152 HC2511 20250623 ... 3112 3115 HC
153 153 HC2512 20250623 ... 3118 3120 HC
154 154 HC2601 20250623 ... 3111 3112 HC
155 155 HC2602 20250623 ... 3125 3114 HC
156 156 HC2603 20250623 ... 3122 3122 HC
157 157 HC2604 20250623 ... 3118 3118 HC
158 158 HC2605 20250623 ... 3105 3103 HC
159 159 HC2606 20250623 ... 3112 3102 HC
160 160 SS2507 20250623 ... 12440 12505 SS
161 161 SS2508 20250623 ... 12475 12535 SS
162 162 SS2509 20250623 ... 12425 12485 SS
163 163 SS2510 20250623 ... 12375 12445 SS
164 164 SS2511 20250623 ... 12380 12450 SS
165 165 SS2512 20250623 ... 12375 12460 SS
166 166 SS2601 20250623 ... 12445 12505 SS
167 167 SS2602 20250623 ... 12490 12525 SS
168 168 SS2603 20250623 ... 12490 12550 SS
169 169 SS2604 20250623 ... 12535 12580 SS
170 170 SS2605 20250623 ... 12565 12605 SS
171 171 SS2606 20250623 ... 12570 12635 SS
172 172 SC2507 20250623 ... 570.4 570.4 SC
173 173 SC2508 20250623 ... 569.9 572.8 SC
174 174 SC2509 20250623 ... 558.3 557.9 SC
175 175 SC2510 20250623 ... 547.1 545 SC
176 176 SC2511 20250623 ... 539.7 534.7 SC
177 177 SC2512 20250623 ... 533.5 527 SC
178 178 SC2601 20250623 ... 528.1 521.4 SC
179 179 SC2602 20250623 ... 524.2 516.8 SC
180 180 SC2603 20250623 ... 517.1 512.1 SC
181 181 SC2604 20250623 ... 514 509.5 SC
182 182 SC2605 20250623 ... 507.2 502.6 SC
183 183 SC2606 20250623 ... 509.8 504.9 SC
184 184 SC2609 20250623 ... 511.1 497.7 SC
185 185 SC2612 20250623 ... 502.5 498 SC
186 186 SC2703 20250623 ... 493 492.6 SC
187 187 SC2706 20250623 ... 496 489.4 SC
188 188 SC2709 20250623 ... 505 495.6 SC
189 189 SC2712 20250623 ... 501.8 493.8 SC
190 190 SC2803 20250623 ... 498.6 493.4 SC
191 191 SC2806 20250623 ... 495.6 491.8 SC
192 192 LU2507 20250623 ... 3964 4065 LU
193 193 LU2508 20250623 ... 3990 3980 LU
194 194 LU2509 20250623 ... 3936 3934 LU
195 195 LU2510 20250623 ... 3885 3891 LU
196 196 LU2511 20250623 ... 3827 3836 LU
197 197 LU2512 20250623 ... 3800 3792 LU
198 198 LU2601 20250623 ... 3782 3788 LU
199 199 LU2602 20250623 ... 3739 3756 LU
200 200 LU2603 20250623 ... 3729 3730 LU
201 201 LU2604 20250623 ... 3727 3727 LU
202 202 LU2605 20250623 ... 3701 3701 LU
203 203 LU2606 20250623 ... 3696 3696 LU
204 204 FU2507 20250623 ... 3357 3385 FU
205 205 FU2508 20250623 ... 3394 3403 FU
206 206 FU2509 20250623 ... 3369 3379 FU
207 207 FU2510 20250623 ... 3307 3315 FU
208 208 FU2511 20250623 ... 3253 3254 FU
209 209 FU2512 20250623 ... 3214 3202 FU
210 210 FU2601 20250623 ... 3163 3168 FU
211 211 FU2602 20250623 ... 3139 3140 FU
212 212 FU2603 20250623 ... 3113 3118 FU
213 213 FU2604 20250623 ... 3109 3099 FU
214 214 FU2605 20250623 ... 3090 3087 FU
215 215 FU2606 20250623 ... 3064 3059 FU
216 216 BU2507 20250623 ... 3784 3773 BU
217 217 BU2508 20250623 ... 3785 3765 BU
218 218 BU2509 20250623 ... 3769 3751 BU
219 219 BU2510 20250623 ... 3731 3708 BU
220 220 BU2511 20250623 ... 3677 3654 BU
221 221 BU2512 20250623 ... 3609 3583 BU
222 222 BU2601 20250623 ... 3567 3539 BU
223 223 BU2602 20250623 ... 3534 3503 BU
224 224 BU2603 20250623 ... 3513 3496 BU
225 225 BU2604 20250623 ... 3495 3471 BU
226 226 BU2605 20250623 ... 3464 3447 BU
227 227 BU2606 20250623 ... 3458 3457 BU
228 228 BU2609 20250623 ... 3485 3464 BU
229 229 BU2612 20250623 ... 3416 3411 BU
230 230 BU2703 20250623 ... 3426 3409 BU
231 231 BU2706 20250623 ... 3446 3414 BU
232 232 BR2507 20250623 ... 11585 11725 BR
233 233 BR2508 20250623 ... 11465 11590 BR
234 234 BR2509 20250623 ... 11375 11490 BR
235 235 BR2510 20250623 ... 11315 11440 BR
236 236 BR2511 20250623 ... 11310 11420 BR
237 237 BR2512 20250623 ... 11270 11380 BR
238 238 BR2601 20250623 ... 11240 11340 BR
239 239 BR2602 20250623 ... 11225 11280 BR
240 240 BR2603 20250623 ... 11280 11360 BR
241 241 BR2604 20250623 ... 11230 11390 BR
242 242 BR2605 20250623 ... 11185 11300 BR
243 243 BR2606 20250623 ... 11155 11325 BR
244 244 RU2507 20250623 ... 13860 13930 RU
245 245 RU2508 20250623 ... 13855 13950 RU
246 246 RU2509 20250623 ... 13885 13950 RU
247 247 RU2510 20250623 ... 13940 14000 RU
248 248 RU2511 20250623 ... 13900 13950 RU
249 249 RU2601 20250623 ... 14735 14795 RU
250 250 RU2603 20250623 ... 14655 14830 RU
251 251 RU2604 20250623 ... 14835 14800 RU
252 252 RU2605 20250623 ... 14775 14825 RU
253 253 RU2606 20250623 ... 14945 14945 RU
254 254 NR2507 20250623 ... 12005 12115 NR
255 255 NR2508 20250623 ... 11960 12070 NR
256 256 NR2509 20250623 ... 11940 12035 NR
257 257 NR2510 20250623 ... 11925 12005 NR
258 258 NR2511 20250623 ... 11925 12005 NR
259 259 NR2512 20250623 ... 11940 12015 NR
260 260 NR2601 20250623 ... 11955 12030 NR
261 261 NR2602 20250623 ... 11900 12035 NR
262 262 NR2603 20250623 ... 12180 12180 NR
263 263 NR2604 20250623 ... 12070 12070 NR
264 264 NR2605 20250623 ... 12110 12110 NR
265 265 NR2606 20250623 ... 12195 12195 NR
266 266 SP2507 20250623 ... 5300 5190 SP
267 267 SP2508 20250623 ... 5320 5182 SP
268 268 SP2509 20250623 ... 5328 5192 SP
269 269 SP2510 20250623 ... 5316 5158 SP
270 270 SP2511 20250623 ... 5290 5154 SP
271 271 SP2512 20250623 ... 5282 5130 SP
272 272 SP2601 20250623 ... 5466 5218 SP
273 273 SP2602 20250623 ... 5418 5158 SP
274 274 SP2603 20250623 ... 5382 5154 SP
275 275 SP2604 20250623 ... 5376 5170 SP
276 276 SP2605 20250623 ... 5372 5168 SP
277 277 SP2606 20250623 ... 5374 5182 SP
278 278 EC2506 20250623 ... 1885.1 1892.8 EC
279 279 EC2508 20250623 ... 1905.3 1966.9 EC
280 280 EC2510 20250623 ... 1380.9 1383.6 EC
281 281 EC2512 20250623 ... 1536.6 1564 EC
282 282 EC2602 20250623 ... 1384.3 1404.5 EC
283 283 EC2604 20250623 ... 1209.8 1213.8 EC
284 284 SC_TAS2508 20250623 ... SC_TAS
285 285 SC_TAS2509 20250623 ... SC_TAS
286 286 SC_TAS2510 20250623 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:25:18,473 - future_1d - INFO - ak.get_shfe_daily('2025-06-23') done
symbol date open ... settle pre_settle variety
0 PS2507 20250623 31665.0 ... 31630.0 32140.0 PS
1 PS2508 20250623 31200.0 ... 30935.0 31660.0 PS
2 PS2509 20250623 30980.0 ... 30635.0 31450.0 PS
3 PS2510 20250623 30815.0 ... 30475.0 31385.0 PS
4 PS2511 20250623 30750.0 ... 30405.0 31185.0 PS
5 PS2512 20250623 32705.0 ... 32220.0 32860.0 PS
6 PS2601 20250623 32295.0 ... 31790.0 32535.0 PS
7 PS2602 20250623 32105.0 ... 31725.0 32400.0 PS
8 PS2603 20250623 31970.0 ... 31755.0 32350.0 PS
9 PS2604 20250623 32020.0 ... 31735.0 32445.0 PS
10 PS2605 20250623 32000.0 ... 31705.0 32300.0 PS
11 PS2606 20250623 32300.0 ... 32055.0 32605.0 PS
13 SI2507 20250623 7450.0 ... 7440.0 7475.0 SI
14 SI2508 20250623 7460.0 ... 7430.0 7460.0 SI
15 SI2509 20250623 7375.0 ... 7405.0 7435.0 SI
16 SI2510 20250623 7400.0 ... 7380.0 7405.0 SI
17 SI2511 20250623 7355.0 ... 7345.0 7385.0 SI
18 SI2512 20250623 7565.0 ... 7560.0 7595.0 SI
19 SI2601 20250623 7540.0 ... 7520.0 7550.0 SI
20 SI2602 20250623 7490.0 ... 7520.0 7550.0 SI
21 SI2603 20250623 7510.0 ... 7520.0 7550.0 SI
22 SI2604 20250623 7530.0 ... 7530.0 7510.0 SI
23 SI2605 20250623 7480.0 ... 7515.0 7525.0 SI
24 SI2606 20250623 7500.0 ... 7510.0 7505.0 SI
27 LC2507 20250623 60220.0 ... 59820.0 60200.0 LC
28 LC2508 20250623 59300.0 ... 59320.0 59860.0 LC
29 LC2509 20250623 58860.0 ... 58900.0 59580.0 LC
30 LC2510 20250623 58800.0 ... 58720.0 59500.0 LC
31 LC2511 20250623 58780.0 ... 58580.0 59420.0 LC
32 LC2512 20250623 59320.0 ... 58940.0 59740.0 LC
33 LC2601 20250623 59240.0 ... 58920.0 59780.0 LC
34 LC2602 20250623 59400.0 ... 58800.0 59780.0 LC
35 LC2603 20250623 59200.0 ... 58940.0 59860.0 LC
36 LC2604 20250623 59660.0 ... 59340.0 60140.0 LC
37 LC2605 20250623 60220.0 ... 59420.0 60220.0 LC
38 LC2606 20250623 59800.0 ... 59380.0 60160.0 LC
[36 rows x 12 columns]
2025-07-01 18:25:18,649 - future_1d - INFO - ak.get_gfex_daily('2025-06-23') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250623 7700.0 7700.0 ... 612839.27 7632.0 7727.0 AP
1 AP511 20250623 7519.0 7519.0 ... 2709.45 7485.0 7574.0 AP
2 AP512 20250623 7537.0 7537.0 ... 120.17 7510.0 7565.0 AP
3 AP601 20250623 7592.0 7592.0 ... 23406.94 7534.0 7605.0 AP
4 AP603 20250623 7582.0 7582.0 ... 67.99 7554.0 7618.0 AP
5 AP604 20250623 7680.0 7680.0 ... 22.91 7635.0 7702.0 AP
6 AP605 20250623 7715.0 7715.0 ... 107.52 7680.0 7733.0 AP
7 CF507 20250623 13260.0 13310.0 ... 18945.29 13250.0 13275.0 CF
8 CF509 20250623 13500.0 13540.0 ... 1246881.81 13480.0 13505.0 CF
9 CF511 20250623 13465.0 13520.0 ... 116696.78 13470.0 13475.0 CF
10 CF601 20250623 13520.0 13565.0 ... 240049.23 13510.0 13515.0 CF
11 CF603 20250623 13495.0 13535.0 ... 1831.11 13465.0 13485.0 CF
12 CF605 20250623 13500.0 13540.0 ... 7980.21 13490.0 13490.0 CF
13 CJ507 20250623 9240.0 9350.0 ... 1124.46 9295.0 9355.0 CJ
14 CJ509 20250623 9430.0 9520.0 ... 830965.40 9445.0 9470.0 CJ
15 CJ512 20250623 10220.0 10395.0 ... 15331.60 10295.0 10325.0 CJ
16 CJ601 20250623 10330.0 10475.0 ... 458812.21 10370.0 10365.0 CJ
17 CJ603 20250623 10345.0 10520.0 ... 5512.22 10410.0 10415.0 CJ
18 CJ605 20250623 10460.0 10710.0 ... 13677.50 10595.0 10565.0 CJ
19 CY507 20250623 19765.0 19805.0 ... 1667.50 19735.0 19795.0 CY
20 CY508 20250623 0.0 0.0 ... 0.00 19425.0 19425.0 CY
21 CY509 20250623 19740.0 19805.0 ... 51486.36 19730.0 19775.0 CY
22 CY510 20250623 0.0 0.0 ... 0.00 19360.0 19405.0 CY
23 CY511 20250623 0.0 0.0 ... 0.00 19705.0 19705.0 CY
24 CY512 20250623 0.0 0.0 ... 0.00 19635.0 19635.0 CY
25 CY601 20250623 0.0 0.0 ... 0.00 19765.0 19770.0 CY
26 CY602 20250623 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250623 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250623 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250623 0.0 0.0 ... 0.00 19735.0 19735.0 CY
30 CY606 20250623 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250623 963.0 966.0 ... 6063.93 959.0 965.0 FG
32 FG508 20250623 1022.0 1026.0 ... 25700.07 1017.0 1020.0 FG
33 FG509 20250623 1007.0 1013.0 ... 2444881.42 1004.0 1006.0 FG
34 FG510 20250623 1035.0 1039.0 ... 15751.10 1031.0 1033.0 FG
35 FG511 20250623 1023.0 1026.0 ... 24818.11 1018.0 1020.0 FG
36 FG512 20250623 1077.0 1080.0 ... 699.75 1073.0 1075.0 FG
37 FG601 20250623 1070.0 1070.0 ... 113923.92 1061.0 1063.0 FG
38 FG602 20250623 1097.0 1101.0 ... 129.19 1095.0 1101.0 FG
39 FG603 20250623 1090.0 1094.0 ... 204.63 1088.0 1092.0 FG
40 FG604 20250623 1120.0 1120.0 ... 234.16 1115.0 1119.0 FG
41 FG605 20250623 1107.0 1108.0 ... 1240.21 1101.0 1103.0 FG
42 FG606 20250623 1118.0 1123.0 ... 37.95 1116.0 1119.0 FG
43 JR507 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250623 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250623 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250623 2545.0 2596.0 ... 2135.83 2546.0 2561.0 MA
54 MA508 20250623 2541.0 2612.0 ... 77306.50 2540.0 2564.0 MA
55 MA509 20250623 2518.0 2588.0 ... 6272503.84 2512.0 2538.0 MA
56 MA510 20250623 2512.0 2575.0 ... 47765.18 2499.0 2523.0 MA
57 MA511 20250623 2506.0 2568.0 ... 56587.72 2497.0 2517.0 MA
58 MA512 20250623 2498.0 2550.0 ... 1401.26 2511.0 2517.0 MA
59 MA601 20250623 2504.0 2557.0 ... 406142.86 2499.0 2514.0 MA
60 MA602 20250623 2505.0 2505.0 ... 71.87 2478.0 2483.0 MA
61 MA603 20250623 2469.0 2521.0 ... 230.54 2479.0 2482.0 MA
62 MA604 20250623 2449.0 2490.0 ... 44.13 2452.0 2461.0 MA
63 MA605 20250623 2420.0 2464.0 ... 5275.93 2412.0 2424.0 MA
64 MA606 20250623 2420.0 2449.0 ... 43.87 2437.0 2422.0 MA
65 OI507 20250623 9804.0 9843.0 ... 12917.10 9778.0 9807.0 OI
66 OI509 20250623 9734.0 9790.0 ... 3671304.13 9721.0 9716.0 OI
67 OI511 20250623 9688.0 9756.0 ... 126703.33 9686.0 9679.0 OI
68 OI601 20250623 9613.0 9698.0 ... 452516.90 9623.0 9600.0 OI
69 OI603 20250623 9516.0 9598.0 ... 4309.20 9555.0 9501.0 OI
70 OI605 20250623 9388.0 9458.0 ... 2148.18 9422.0 9374.0 OI
71 PF507 20250623 6912.0 7006.0 ... 19515.87 6906.0 6904.0 PF
72 PF508 20250623 6800.0 6916.0 ... 608067.69 6808.0 6814.0 PF
73 PF509 20250623 6676.0 6788.0 ... 304878.42 6700.0 6714.0 PF
74 PF510 20250623 6684.0 6766.0 ... 67238.92 6700.0 6718.0 PF
75 PF511 20250623 6626.0 6700.0 ... 29928.24 6646.0 6668.0 PF
76 PF512 20250623 6580.0 6700.0 ... 922.30 6612.0 6636.0 PF
77 PF601 20250623 6582.0 6698.0 ... 1049.70 6624.0 6630.0 PF
78 PF602 20250623 6578.0 6618.0 ... 36.23 6588.0 6626.0 PF
79 PF603 20250623 0.0 0.0 ... 0.00 6624.0 6604.0 PF
80 PF604 20250623 0.0 0.0 ... 0.00 6614.0 6590.0 PF
81 PF605 20250623 6550.0 6550.0 ... 3.28 6550.0 6590.0 PF
82 PF606 20250623 0.0 0.0 ... 0.00 6494.0 6494.0 PF
83 PK510 20250623 8240.0 8264.0 ... 202142.74 8224.0 8248.0 PK
84 PK511 20250623 8048.0 8066.0 ... 58965.87 8022.0 8054.0 PK
85 PK512 20250623 8030.0 8044.0 ... 1045.24 8010.0 8032.0 PK
86 PK601 20250623 8048.0 8048.0 ... 3441.33 8022.0 8040.0 PK
87 PK603 20250623 8052.0 8052.0 ... 76.37 8040.0 8052.0 PK
88 PK604 20250623 8056.0 8060.0 ... 64.41 8052.0 8056.0 PK
89 PK605 20250623 8084.0 8084.0 ... 157.28 8066.0 8076.0 PK
90 PM507 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250623 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250623 6268.0 6344.0 ... 21060.62 6274.0 6284.0 PR
97 PR508 20250623 6230.0 6316.0 ... 123126.71 6242.0 6256.0 PR
98 PR509 20250623 6166.0 6260.0 ... 549119.90 6186.0 6204.0 PR
99 PR510 20250623 6136.0 6222.0 ... 95009.28 6158.0 6166.0 PR
100 PR511 20250623 6048.0 6126.0 ... 801.55 6072.0 6094.0 PR
101 PR512 20250623 5978.0 6116.0 ... 45.24 6032.0 6052.0 PR
102 PR601 20250623 5966.0 6098.0 ... 433.11 6016.0 6034.0 PR
103 PR602 20250623 5958.0 6054.0 ... 27.06 6014.0 6012.0 PR
104 PR603 20250623 5976.0 6052.0 ... 36.07 6012.0 6006.0 PR
105 PR604 20250623 5966.0 6044.0 ... 36.02 6004.0 5990.0 PR
106 PR605 20250623 5944.0 6060.0 ... 99.04 6002.0 5966.0 PR
107 PR606 20250623 0.0 0.0 ... 0.00 5962.0 5962.0 PR
108 PX507 20250623 7240.0 7360.0 ... 5487.84 7294.0 7300.0 PX
109 PX508 20250623 7200.0 7298.0 ... 40044.44 7214.0 7242.0 PX
110 PX509 20250623 7050.0 7182.0 ... 1238408.75 7084.0 7126.0 PX
111 PX510 20250623 6942.0 7064.0 ... 47464.92 6968.0 7020.0 PX
112 PX511 20250623 6904.0 7004.0 ... 102326.35 6904.0 6956.0 PX
113 PX512 20250623 0.0 0.0 ... 0.00 6916.0 6918.0 PX
114 PX601 20250623 6806.0 6918.0 ... 31876.33 6832.0 6862.0 PX
115 PX602 20250623 6808.0 6874.0 ... 6.84 6842.0 6826.0 PX
116 PX603 20250623 6814.0 6830.0 ... 23.86 6816.0 6818.0 PX
117 PX604 20250623 6808.0 6826.0 ... 6.82 6818.0 6832.0 PX
118 PX605 20250623 6860.0 6860.0 ... 203.52 6784.0 6820.0 PX
119 PX606 20250623 0.0 0.0 ... 0.00 6768.0 6760.0 PX
120 RI507 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250623 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250623 2601.0 2603.0 ... 32260.26 2567.0 2600.0 RM
127 RM508 20250623 2690.0 2696.0 ... 9575.80 2666.0 2690.0 RM
128 RM509 20250623 2686.0 2692.0 ... 704265.01 2662.0 2684.0 RM
129 RM511 20250623 2512.0 2515.0 ... 1985.72 2495.0 2519.0 RM
130 RM601 20250623 2401.0 2403.0 ... 107426.30 2385.0 2409.0 RM
131 RM603 20250623 2374.0 2378.0 ... 6335.16 2361.0 2380.0 RM
132 RM605 20250623 2390.0 2395.0 ... 5280.40 2384.0 2394.0 RM
133 RS507 20250623 5231.0 5273.0 ... 497.37 5127.0 5278.0 RS
134 RS508 20250623 5325.0 5325.0 ... 5.33 5325.0 5269.0 RS
135 RS509 20250623 5454.0 5454.0 ... 218.96 5340.0 5401.0 RS
136 RS511 20250623 5382.0 5382.0 ... 42.70 5338.0 5361.0 RS
137 SA507 20250623 1167.0 1169.0 ... 3558.50 1159.0 1173.0 SA
138 SA508 20250623 1178.0 1183.0 ... 6647.49 1174.0 1181.0 SA
139 SA509 20250623 1170.0 1179.0 ... 2465522.47 1168.0 1177.0 SA
140 SA510 20250623 1186.0 1191.0 ... 3714.51 1182.0 1190.0 SA
141 SA511 20250623 1180.0 1185.0 ... 2558.92 1176.0 1184.0 SA
142 SA512 20250623 1187.0 1193.0 ... 1490.23 1183.0 1193.0 SA
143 SA601 20250623 1162.0 1167.0 ... 298108.11 1158.0 1165.0 SA
144 SA602 20250623 1186.0 1191.0 ... 1762.71 1183.0 1192.0 SA
145 SA603 20250623 1190.0 1191.0 ... 1596.68 1183.0 1191.0 SA
146 SA604 20250623 1210.0 1217.0 ... 239.62 1210.0 1218.0 SA
147 SA605 20250623 1203.0 1210.0 ... 6041.52 1203.0 1208.0 SA
148 SA606 20250623 1217.0 1224.0 ... 63.40 1219.0 1223.0 SA
149 SF507 20250623 5466.0 5532.0 ... 16262.25 5496.0 5494.0 SF
150 SF508 20250623 5356.0 5384.0 ... 35757.96 5344.0 5366.0 SF
151 SF509 20250623 5312.0 5352.0 ... 313910.29 5316.0 5328.0 SF
152 SF510 20250623 5228.0 5262.0 ... 111618.74 5230.0 5238.0 SF
153 SF511 20250623 5352.0 5378.0 ... 163134.34 5346.0 5352.0 SF
154 SF512 20250623 0.0 0.0 ... 0.00 5310.0 5322.0 SF
155 SF601 20250623 5280.0 5316.0 ... 3292.85 5282.0 5292.0 SF
156 SF602 20250623 5216.0 5250.0 ... 317.95 5212.0 5216.0 SF
157 SF603 20250623 5322.0 5322.0 ... 2.66 5322.0 5314.0 SF
158 SF604 20250623 5306.0 5318.0 ... 10.63 5316.0 5340.0 SF
159 SF605 20250623 5296.0 5336.0 ... 74.32 5308.0 5324.0 SF
160 SF606 20250623 5270.0 5270.0 ... 21.01 5252.0 5266.0 SF
161 SH507 20250623 2340.0 2377.0 ... 21432.86 2354.0 2370.0 SH
162 SH508 20250623 2250.0 2274.0 ... 156740.85 2256.0 2271.0 SH
163 SH509 20250623 2249.0 2280.0 ... 2693676.53 2262.0 2265.0 SH
164 SH510 20250623 2276.0 2310.0 ... 304169.70 2289.0 2291.0 SH
165 SH511 20250623 2268.0 2301.0 ... 224119.01 2282.0 2284.0 SH
166 SH512 20250623 2278.0 2303.0 ... 2585.02 2292.0 2291.0 SH
167 SH601 20250623 2256.0 2274.0 ... 52798.27 2262.0 2265.0 SH
168 SH602 20250623 2278.0 2289.0 ... 150.40 2279.0 2285.0 SH
169 SH603 20250623 2283.0 2296.0 ... 102.92 2287.0 2293.0 SH
170 SH604 20250623 2323.0 2332.0 ... 20.96 2329.0 2336.0 SH
171 SH605 20250623 2323.0 2337.0 ... 621.91 2329.0 2330.0 SH
172 SH606 20250623 2351.0 2358.0 ... 14.13 2355.0 2357.0 SH
173 SM507 20250623 5628.0 5648.0 ... 4742.25 5602.0 5656.0 SM
174 SM508 20250623 5644.0 5660.0 ... 56879.07 5610.0 5648.0 SM
175 SM509 20250623 5650.0 5666.0 ... 573414.83 5618.0 5650.0 SM
176 SM510 20250623 5626.0 5634.0 ... 32478.52 5594.0 5616.0 SM
177 SM511 20250623 5700.0 5710.0 ... 53644.90 5666.0 5690.0 SM
178 SM512 20250623 5670.0 5670.0 ... 11.33 5666.0 5704.0 SM
179 SM601 20250623 5680.0 5692.0 ... 21467.66 5650.0 5672.0 SM
180 SM602 20250623 5670.0 5676.0 ... 11.34 5672.0 5676.0 SM
181 SM603 20250623 5678.0 5678.0 ... 2.84 5678.0 5698.0 SM
182 SM604 20250623 0.0 0.0 ... 0.00 5672.0 5686.0 SM
183 SM605 20250623 5690.0 5690.0 ... 53.85 5668.0 5692.0 SM
184 SM606 20250623 0.0 0.0 ... 0.00 5688.0 5718.0 SM
185 SR507 20250623 5770.0 5783.0 ... 13288.48 5750.0 5734.0 SR
186 SR509 20250623 5720.0 5743.0 ... 1099803.43 5726.0 5695.0 SR
187 SR511 20250623 5635.0 5643.0 ... 170905.11 5625.0 5604.0 SR
188 SR601 20250623 5574.0 5593.0 ... 125290.38 5582.0 5561.0 SR
189 SR603 20250623 5554.0 5567.0 ... 1561.74 5558.0 5529.0 SR
190 SR605 20250623 5519.0 5547.0 ... 7664.63 5538.0 5511.0 SR
191 TA507 20250623 5182.0 5272.0 ... 18813.98 5224.0 5238.0 TA
192 TA508 20250623 5092.0 5182.0 ... 133988.31 5112.0 5142.0 TA
193 TA509 20250623 4960.0 5044.0 ... 3592656.41 4984.0 5008.0 TA
194 TA510 20250623 4878.0 4942.0 ... 72351.61 4884.0 4910.0 TA
195 TA511 20250623 4828.0 4902.0 ... 54614.73 4844.0 4872.0 TA
196 TA512 20250623 4798.0 4862.0 ... 117.72 4806.0 4832.0 TA
197 TA601 20250623 4788.0 4856.0 ... 476778.32 4798.0 4810.0 TA
198 TA602 20250623 4780.0 4838.0 ... 71.93 4796.0 4812.0 TA
199 TA603 20250623 4770.0 4836.0 ... 141.41 4794.0 4814.0 TA
200 TA604 20250623 4772.0 4850.0 ... 64.81 4802.0 4814.0 TA
201 TA605 20250623 4746.0 4872.0 ... 1163.58 4808.0 4822.0 TA
202 TA606 20250623 4800.0 4854.0 ... 16.92 4834.0 4818.0 TA
203 UR507 20250623 1736.0 1739.0 ... 351.51 1723.0 1764.0 UR
204 UR508 20250623 1739.0 1746.0 ... 813.34 1723.0 1749.0 UR
205 UR509 20250623 1735.0 1741.0 ... 924872.01 1714.0 1746.0 UR
206 UR510 20250623 1728.0 1728.0 ... 1334.23 1702.0 1728.0 UR
207 UR511 20250623 1738.0 1738.0 ... 82.42 1717.0 1734.0 UR
208 UR512 20250623 1723.0 1723.0 ... 34.23 1712.0 1723.0 UR
209 UR601 20250623 1693.0 1703.0 ... 81373.92 1686.0 1701.0 UR
210 UR602 20250623 1694.0 1699.0 ... 730.03 1682.0 1697.0 UR
211 UR603 20250623 1726.0 1728.0 ... 168.10 1715.0 1726.0 UR
212 UR604 20250623 1720.0 1722.0 ... 120.06 1715.0 1718.0 UR
213 UR605 20250623 1715.0 1721.0 ... 2188.83 1707.0 1716.0 UR
214 UR606 20250623 1705.0 1706.0 ... 95.21 1700.0 1709.0 UR
215 WH507 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250623 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250623 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:25:18,962 - future_1d - INFO - ak.get_czce_daily('2025-06-23') done
2025-07-01 18:25:20,692 - future_1d - INFO - save future_daily 2025-06-23 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250624 5638.200 ... 5719.800 5630.600 IC
1 IC2508 20250624 5590.200 ... 5671.800 5578.000 IC
2 IC2509 20250624 5537.400 ... 5626.200 5530.000 IC
3 IC2512 20250624 5416.200 ... 5507.200 5411.400 IC
4 IF2507 20250624 3829.600 ... 3870.000 3826.000 IF
5 IF2508 20250624 3816.000 ... 3856.000 3811.200 IF
6 IF2509 20250624 3804.600 ... 3848.600 3799.800 IF
7 IF2512 20250624 3776.000 ... 3816.600 3771.000 IF
8 IH2507 20250624 2655.200 ... 2682.000 2655.200 IH
9 IH2508 20250624 2655.400 ... 2679.600 2653.000 IH
10 IH2509 20250624 2654.000 ... 2680.000 2655.000 IH
11 IH2512 20250624 2657.000 ... 2680.000 2653.400 IH
12 IM2507 20250624 6021.000 ... 6128.000 6005.200 IM
13 IM2508 20250624 5939.800 ... 6059.800 5930.800 IM
14 IM2509 20250624 5869.000 ... 5988.600 5856.200 IM
15 IM2512 20250624 5689.800 ... 5811.200 5682.400 IM
16 T2509 20250624 109.150 ... 109.035 109.140 T
17 T2512 20250624 109.160 ... 109.060 109.155 T
18 T2603 20250624 109.080 ... 109.025 109.085 T
19 TF2509 20250624 106.275 ... 106.190 106.255 TF
20 TF2512 20250624 106.335 ... 106.260 106.325 TF
21 TF2603 20250624 106.350 ... 106.300 106.350 TF
22 TL2509 20250624 121.230 ... 120.940 121.260 TL
23 TL2512 20250624 121.050 ... 120.810 121.120 TL
24 TL2603 20250624 120.870 ... 120.620 120.920 TL
25 TS2509 20250624 102.510 ... 102.500 102.526 TS
26 TS2512 20250624 102.680 ... 102.644 102.676 TS
27 TS2603 20250624 102.732 ... 102.732 102.766 TS
[28 rows x 12 columns]
2025-07-01 18:25:25,700 - future_1d - INFO - ak.get_cffex_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 a2507 20250624 4240.00 ... 4235.00 4248.00 A
1 a2509 20250624 4236.00 ... 4235.00 4256.00 A
2 a2511 20250624 4162.00 ... 4148.00 4171.00 A
3 a2601 20250624 4149.00 ... 4133.00 4154.00 A
4 a2603 20250624 4130.00 ... 4113.00 4136.00 A
5 a2605 20250624 4164.00 ... 4145.00 4175.00 A
6 b2507 20250624 3605.00 ... 3580.00 3625.00 B
7 b2508 20250624 3677.00 ... 3643.00 3681.00 B
8 b2509 20250624 3708.00 ... 3686.00 3729.00 B
9 b2510 20250624 3769.00 ... 3730.00 3772.00 B
10 b2511 20250624 3748.00 ... 3725.00 3765.00 B
11 b2512 20250624 3754.00 ... 3726.00 3769.00 B
12 b2601 20250624 3738.00 ... 3715.00 3748.00 B
13 b2602 20250624 3683.00 ... 3660.00 3685.00 B
14 b2603 20250624 3572.00 ... 3559.00 3589.00 B
15 b2604 20250624 3476.00 ... 3466.00 3487.00 B
16 b2605 20250624 3415.00 ... 3409.00 3423.00 B
17 b2606 20250624 3419.00 ... 3411.00 3420.00 B
18 bb2509 20250624 154.35 ... 154.45 155.70 BB
19 bb2511 20250624 151.85 ... 151.50 152.40 BB
20 bb2601 20250624 0.00 ... 168.65 169.65 BB
21 bb2603 20250624 0.00 ... 168.75 169.75 BB
22 bb2605 20250624 0.00 ... 168.75 169.75 BB
23 c2507 20250624 2372.00 ... 2360.00 2376.00 C
24 c2509 20250624 2407.00 ... 2393.00 2412.00 C
25 c2511 20250624 2334.00 ... 2325.00 2336.00 C
26 c2601 20250624 2290.00 ... 2282.00 2291.00 C
27 c2603 20250624 2287.00 ... 2278.00 2286.00 C
28 c2605 20250624 2318.00 ... 2312.00 2317.00 C
29 cs2507 20250624 2696.00 ... 2677.00 2700.00 CS
30 cs2509 20250624 2784.00 ... 2761.00 2788.00 CS
31 cs2511 20250624 2714.00 ... 2692.00 2716.00 CS
32 cs2601 20250624 2699.00 ... 2684.00 2698.00 CS
33 cs2603 20250624 2677.00 ... 2665.00 2679.00 CS
34 cs2605 20250624 2703.00 ... 2697.00 2713.00 CS
35 eb2506 20250624 7575.00 ... 7411.00 7820.00 EB
36 eb2507 20250624 7626.00 ... 7477.00 7708.00 EB
37 eb2508 20250624 7545.00 ... 7339.00 7595.00 EB
38 eb2509 20250624 7476.00 ... 7256.00 7522.00 EB
39 eb2510 20250624 7399.00 ... 7181.00 7447.00 EB
40 eb2511 20250624 7332.00 ... 7110.00 7370.00 EB
41 eb2512 20250624 7291.00 ... 7081.00 7343.00 EB
42 eb2601 20250624 7318.00 ... 7041.00 7312.00 EB
43 eb2602 20250624 7254.00 ... 7026.00 7323.00 EB
44 eb2603 20250624 7219.00 ... 7020.00 7313.00 EB
45 eb2604 20250624 7238.00 ... 7077.00 7282.00 EB
46 eb2605 20250624 7240.00 ... 7071.00 7295.00 EB
47 eg2506 20250624 4288.00 ... 4288.00 4255.00 EG
48 eg2507 20250624 4451.00 ... 4332.00 4458.00 EG
49 eg2508 20250624 4473.00 ... 4377.00 4496.00 EG
50 eg2509 20250624 4479.00 ... 4375.00 4504.00 EG
51 eg2510 20250624 4468.00 ... 4343.00 4498.00 EG
52 eg2511 20250624 4449.00 ... 4326.00 4514.00 EG
53 eg2512 20250624 4321.00 ... 4330.00 4480.00 EG
54 eg2601 20250624 4473.00 ... 4377.00 4485.00 EG
55 eg2602 20250624 4445.00 ... 4357.00 4493.00 EG
56 eg2603 20250624 4352.00 ... 4371.00 4476.00 EG
57 eg2604 20250624 4454.00 ... 4353.00 4452.00 EG
58 eg2605 20250624 4458.00 ... 4387.00 4508.00 EG
59 fb2507 20250624 1339.50 ... 1339.50 1331.50 FB
60 fb2508 20250624 1306.00 ... 1305.50 1307.00 FB
61 fb2509 20250624 1301.50 ... 1298.50 1299.50 FB
62 fb2510 20250624 1328.50 ... 1324.00 1326.00 FB
63 fb2511 20250624 1323.50 ... 1320.50 1325.00 FB
64 fb2512 20250624 1321.00 ... 1320.00 1322.50 FB
65 fb2601 20250624 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250624 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250624 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250624 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250624 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250624 0.00 ... 1292.50 1292.50 FB
71 i2507 20250624 726.00 ... 727.00 727.00 I
72 i2508 20250624 716.00 ... 715.00 715.50 I
73 i2509 20250624 705.50 ... 705.50 706.00 I
74 i2510 20250624 699.00 ... 699.00 699.00 I
75 i2511 20250624 692.50 ... 692.00 691.50 I
76 i2512 20250624 685.50 ... 686.50 685.50 I
77 i2601 20250624 679.00 ... 678.00 677.00 I
78 i2602 20250624 674.00 ... 675.00 674.00 I
79 i2603 20250624 671.50 ... 672.00 670.50 I
80 i2604 20250624 667.50 ... 668.50 666.50 I
81 i2605 20250624 661.00 ... 661.00 659.00 I
82 i2606 20250624 655.00 ... 655.00 653.50 I
83 j2507 20250624 1288.00 ... 1315.50 1328.50 J
84 j2508 20250624 1355.00 ... 1344.50 1353.50 J
85 j2509 20250624 1385.00 ... 1367.50 1379.50 J
86 j2510 20250624 1400.50 ... 1384.50 1401.50 J
87 j2511 20250624 1413.50 ... 1403.00 1412.50 J
88 j2512 20250624 1424.50 ... 1412.50 1411.00 J
89 j2601 20250624 1415.50 ... 1411.00 1412.00 J
90 j2602 20250624 0.00 ... 1425.00 1425.00 J
91 j2603 20250624 0.00 ... 1422.50 1422.50 J
92 j2604 20250624 0.00 ... 1410.00 1410.00 J
93 j2605 20250624 1450.00 ... 1441.50 1439.00 J
94 j2606 20250624 1432.00 ... 1432.00 1442.00 J
95 jd2506 20250624 0.00 ... 2694.00 2694.00 JD
96 jd2507 20250624 2837.00 ... 2833.00 2881.00 JD
97 jd2508 20250624 3543.00 ... 3555.00 3579.00 JD
98 jd2509 20250624 3622.00 ... 3636.00 3637.00 JD
99 jd2510 20250624 3360.00 ... 3365.00 3370.00 JD
100 jd2511 20250624 3408.00 ... 3421.00 3418.00 JD
101 jd2512 20250624 3560.00 ... 3564.00 3553.00 JD
102 jd2601 20250624 3601.00 ... 3606.00 3598.00 JD
103 jd2602 20250624 3175.00 ... 3180.00 3175.00 JD
104 jd2603 20250624 3185.00 ... 3188.00 3189.00 JD
105 jd2604 20250624 3323.00 ... 3318.00 3318.00 JD
106 jd2605 20250624 3391.00 ... 3397.00 3392.00 JD
107 jm2507 20250624 782.50 ... 765.00 772.50 JM
108 jm2508 20250624 785.50 ... 779.50 784.00 JM
109 jm2509 20250624 806.50 ... 798.50 799.50 JM
110 jm2510 20250624 817.00 ... 812.50 810.50 JM
111 jm2511 20250624 830.50 ... 824.50 821.50 JM
112 jm2512 20250624 839.50 ... 834.50 827.50 JM
113 jm2601 20250624 843.50 ... 839.00 830.50 JM
114 jm2602 20250624 855.50 ... 849.50 842.00 JM
115 jm2603 20250624 856.50 ... 857.00 849.00 JM
116 jm2604 20250624 858.50 ... 857.00 850.50 JM
117 jm2605 20250624 866.00 ... 860.00 853.50 JM
118 jm2606 20250624 883.50 ... 871.00 867.50 JM
119 l2507 20250624 7425.00 ... 7306.00 7455.00 L
120 l2508 20250624 7424.00 ... 7311.00 7424.00 L
121 l2509 20250624 7421.00 ... 7291.00 7422.00 L
122 l2510 20250624 7402.00 ... 7249.00 7391.00 L
123 l2511 20250624 7395.00 ... 7255.00 7391.00 L
124 l2512 20250624 7384.00 ... 7230.00 7369.00 L
125 l2601 20250624 7352.00 ... 7234.00 7357.00 L
126 l2602 20250624 7334.00 ... 7189.00 7343.00 L
127 l2603 20250624 7146.00 ... 7212.00 7339.00 L
128 l2604 20250624 7299.00 ... 7239.00 7330.00 L
129 l2605 20250624 7350.00 ... 7198.00 7348.00 L
130 l2606 20250624 7205.00 ... 7175.00 7367.00 L
131 lg2507 20250624 816.00 ... 810.00 818.50 LG
132 lg2509 20250624 797.00 ... 797.00 800.00 LG
133 lg2511 20250624 793.00 ... 794.00 795.00 LG
134 lg2601 20250624 795.50 ... 794.50 797.00 LG
135 lg2603 20250624 798.00 ... 796.50 798.50 LG
136 lg2605 20250624 804.00 ... 800.00 801.00 LG
137 lh2507 20250624 13460.00 ... 13500.00 13440.00 LH
138 lh2509 20250624 13980.00 ... 13975.00 13960.00 LH
139 lh2511 20250624 13480.00 ... 13460.00 13465.00 LH
140 lh2601 20250624 13595.00 ... 13570.00 13595.00 LH
141 lh2603 20250624 12785.00 ... 12770.00 12775.00 LH
142 lh2605 20250624 12990.00 ... 12965.00 12985.00 LH
143 m2507 20250624 2852.00 ... 2864.00 2880.00 M
144 m2508 20250624 3010.00 ... 3012.00 3023.00 M
145 m2509 20250624 3033.00 ... 3029.00 3042.00 M
146 m2511 20250624 3068.00 ... 3067.00 3077.00 M
147 m2512 20250624 3087.00 ... 3082.00 3094.00 M
148 m2601 20250624 3074.00 ... 3064.00 3076.00 M
149 m2603 20250624 2906.00 ... 2897.00 2912.00 M
150 m2605 20250624 2753.00 ... 2743.00 2757.00 M
151 p2507 20250624 8606.00 ... 8488.00 8606.00 P
152 p2508 20250624 8556.00 ... 8418.00 8552.00 P
153 p2509 20250624 8496.00 ... 8374.00 8508.00 P
154 p2510 20250624 8422.00 ... 8312.00 8486.00 P
155 p2511 20250624 8436.00 ... 8334.00 8452.00 P
156 p2512 20250624 8466.00 ... 8364.00 8470.00 P
157 p2601 20250624 8506.00 ... 8360.00 8492.00 P
158 p2602 20250624 8430.00 ... 8326.00 8452.00 P
159 p2603 20250624 8374.00 ... 8288.00 8414.00 P
160 p2604 20250624 8318.00 ... 8276.00 8402.00 P
161 p2605 20250624 8380.00 ... 8248.00 8376.00 P
162 p2606 20250624 8208.00 ... 8188.00 8344.00 P
163 pg2506 20250624 0.00 ... 4574.00 4574.00 PG
164 pg2507 20250624 4502.00 ... 4393.00 4547.00 PG
165 pg2508 20250624 4495.00 ... 4351.00 4528.00 PG
166 pg2509 20250624 4400.00 ... 4263.00 4442.00 PG
167 pg2510 20250624 4758.00 ... 4597.00 4773.00 PG
168 pg2511 20250624 4664.00 ... 4523.00 4668.00 PG
169 pg2512 20250624 4581.00 ... 4407.00 4589.00 PG
170 pg2601 20250624 4490.00 ... 4329.00 4503.00 PG
171 pg2602 20250624 4381.00 ... 4288.00 4477.00 PG
172 pg2603 20250624 4265.00 ... 4173.00 4317.00 PG
173 pg2604 20250624 4563.00 ... 4505.00 4578.00 PG
174 pg2605 20250624 4461.00 ... 4434.00 4486.00 PG
175 pp2507 20250624 7255.00 ... 7145.00 7249.00 PP
176 pp2508 20250624 7243.00 ... 7149.00 7246.00 PP
177 pp2509 20250624 7238.00 ... 7114.00 7237.00 PP
178 pp2510 20250624 7209.00 ... 7104.00 7206.00 PP
179 pp2511 20250624 7203.00 ... 7092.00 7206.00 PP
180 pp2512 20250624 7193.00 ... 7065.00 7203.00 PP
181 pp2601 20250624 7183.00 ... 7053.00 7193.00 PP
182 pp2602 20250624 7115.00 ... 7009.00 7178.00 PP
183 pp2603 20250624 7113.00 ... 7019.00 7165.00 PP
184 pp2604 20250624 7029.00 ... 7006.00 7179.00 PP
185 pp2605 20250624 7164.00 ... 7033.00 7185.00 PP
186 pp2606 20250624 0.00 ... 7173.00 7176.00 PP
187 rr2507 20250624 3624.00 ... 3630.00 3616.00 RR
188 rr2508 20250624 3598.00 ... 3595.00 3605.00 RR
189 rr2509 20250624 3609.00 ... 3608.00 3615.00 RR
190 rr2510 20250624 3597.00 ... 3595.00 3604.00 RR
191 rr2511 20250624 3601.00 ... 3598.00 3602.00 RR
192 rr2512 20250624 3603.00 ... 3602.00 3602.00 RR
193 rr2601 20250624 3598.00 ... 3605.00 3610.00 RR
194 rr2602 20250624 3611.00 ... 3607.00 3610.00 RR
195 rr2603 20250624 3605.00 ... 3605.00 3609.00 RR
196 rr2604 20250624 3622.00 ... 3617.00 3614.00 RR
197 rr2605 20250624 3620.00 ... 3619.00 3628.00 RR
198 rr2606 20250624 3612.00 ... 3612.00 3628.00 RR
199 v2507 20250624 4824.00 ... 4769.00 4838.00 V
200 v2508 20250624 4850.00 ... 4806.00 4871.00 V
201 v2509 20250624 4881.00 ... 4842.00 4907.00 V
202 v2510 20250624 4907.00 ... 4866.00 4929.00 V
203 v2511 20250624 4922.00 ... 4891.00 4959.00 V
204 v2512 20250624 4940.00 ... 4907.00 4979.00 V
205 v2601 20250624 4962.00 ... 4913.00 4986.00 V
206 v2602 20250624 4991.00 ... 4931.00 5022.00 V
207 v2603 20250624 5011.00 ... 4951.00 5034.00 V
208 v2604 20250624 5083.00 ... 5041.00 5119.00 V
209 v2605 20250624 5096.00 ... 5053.00 5130.00 V
210 v2606 20250624 5120.00 ... 5089.00 5138.00 V
211 y2507 20250624 8212.00 ... 8110.00 8246.00 Y
212 y2508 20250624 8172.00 ... 8072.00 8196.00 Y
213 y2509 20250624 8100.00 ... 8004.00 8130.00 Y
214 y2511 20250624 8084.00 ... 7988.00 8088.00 Y
215 y2512 20250624 8098.00 ... 8000.00 8116.00 Y
216 y2601 20250624 8044.00 ... 7940.00 8064.00 Y
217 y2603 20250624 7858.00 ... 7788.00 7886.00 Y
218 y2605 20250624 7720.00 ... 7648.00 7738.00 Y
[219 rows x 12 columns]
2025-07-01 18:25:26,470 - future_1d - INFO - ak.get_dce_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 SC2507 20250624 569.6 ... 566.8 570.4 SC
1 SC2508 20250624 566.9 ... 553.6 569.9 SC
2 SC2509 20250624 555 ... 532.1 558.3 SC
3 SC2510 20250624 543.3 ... 520.2 547.1 SC
4 SC2511 20250624 535.8 ... 507.8 539.7 SC
5 SC2512 20250624 528 ... 500.4 533.5 SC
6 SC2601 20250624 524.4 ... 496.8 528.1 SC
7 SC2602 20250624 519.5 ... 489 524.2 SC
8 SC2603 20250624 519.8 ... 483.7 517.1 SC
9 SC2604 20250624 514.9 ... 484.6 514 SC
10 SC2605 20250624 500.1 ... 479.1 507.2 SC
11 SC2606 20250624 511.5 ... 482 509.8 SC
12 SC2609 20250624 506.2 ... 481.8 511.1 SC
13 SC2612 20250624 502.3 ... 480.4 502.5 SC
14 SC2703 20250624 470 ... 470 493 SC
15 SC2706 20250624 ... 485 496 SC
16 SC2709 20250624 499.3 ... 499.3 505 SC
17 SC2712 20250624 477.4 ... 470.7 501.8 SC
18 SC2803 20250624 467 ... 469.6 498.6 SC
19 SC2806 20250624 501.2 ... 477.4 495.6 SC
21 LU2507 20250624 4210 ... 4198 3964 LU
22 LU2508 20250624 3982 ... 3825 3990 LU
23 LU2509 20250624 3940 ... 3756 3936 LU
24 LU2510 20250624 3890 ... 3724 3885 LU
25 LU2511 20250624 3838 ... 3639 3827 LU
26 LU2512 20250624 3781 ... 3560 3800 LU
27 LU2601 20250624 3789 ... 3549 3782 LU
28 LU2602 20250624 3759 ... 3563 3739 LU
29 LU2603 20250624 3727 ... 3482 3729 LU
30 LU2604 20250624 3442 ... 3445 3727 LU
31 LU2605 20250624 3467 ... 3439 3701 LU
32 LU2606 20250624 3432 ... 3423 3696 LU
34 NR2507 20250624 12055 ... 11900 12005 NR
35 NR2508 20250624 12000 ... 11890 11960 NR
36 NR2509 20250624 11995 ... 11885 11940 NR
37 NR2510 20250624 11970 ... 11865 11925 NR
38 NR2511 20250624 11910 ... 11890 11925 NR
39 NR2512 20250624 11940 ... 11965 11940 NR
40 NR2601 20250624 11980 ... 11920 11955 NR
41 NR2602 20250624 11970 ... 11910 11900 NR
42 NR2603 20250624 11970 ... 11970 12180 NR
43 NR2604 20250624 ... 12070 12070 NR
44 NR2605 20250624 11975 ... 11960 12110 NR
45 NR2606 20250624 ... 12195 12195 NR
47 BC2507 20250624 69720 ... 69780 69610 BC
48 BC2508 20250624 69510 ... 69640 69510 BC
49 BC2509 20250624 69400 ... 69470 69330 BC
50 BC2510 20250624 ... 69820 69820 BC
51 BC2511 20250624 69510 ... 69510 67140 BC
52 BC2512 20250624 ... 69160 69160 BC
53 BC2601 20250624 ... 68900 68900 BC
54 BC2602 20250624 ... 69410 67050 BC
55 BC2603 20250624 ... 69290 69290 BC
56 BC2604 20250624 ... 69760 67390 BC
57 BC2605 20250624 ... 68610 68610 BC
58 BC2606 20250624 ... 68610 68610 BC
60 EC2506 20250624 1880 ... 1889.3 1885.1 EC
61 EC2508 20250624 1825 ... 1795.3 1905.3 EC
62 EC2510 20250624 1349.8 ... 1323.4 1380.9 EC
63 EC2512 20250624 1490.2 ... 1484.4 1536.6 EC
64 EC2602 20250624 1370 ... 1327.1 1384.3 EC
65 EC2604 20250624 1180 ... 1174 1209.8 EC
68 SC_TAS2508 20250624 ... SC_TAS
69 SC_TAS2509 20250624 ... SC_TAS
70 SC_TAS2510 20250624 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:25:26,579 - future_1d - INFO - ak.get_ine_daily('2025-06-24') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250624 ... 78440 78330 CU
1 1 CU2508 20250624 ... 78270 78130 CU
2 2 CU2509 20250624 ... 78060 77920 CU
3 3 CU2510 20250624 ... 77870 77720 CU
4 4 CU2511 20250624 ... 77680 77530 CU
5 5 CU2512 20250624 ... 77450 77330 CU
6 6 CU2601 20250624 ... 77370 77160 CU
7 7 CU2602 20250624 ... 77260 77070 CU
8 8 CU2603 20250624 ... 77250 76990 CU
9 9 CU2604 20250624 ... 77170 77040 CU
10 10 CU2605 20250624 ... 77140 76950 CU
11 11 CU2606 20250624 ... 77070 76950 CU
12 12 BC2507 20250624 ... 69780 69610 BC
13 13 BC2508 20250624 ... 69640 69510 BC
14 14 BC2509 20250624 ... 69470 69330 BC
15 15 BC2510 20250624 ... 69820 69820 BC
16 16 BC2511 20250624 ... 69510 67140 BC
17 17 BC2512 20250624 ... 69160 69160 BC
18 18 BC2601 20250624 ... 68900 68900 BC
19 19 BC2602 20250624 ... 69410 67050 BC
20 20 BC2603 20250624 ... 69290 69290 BC
21 21 BC2604 20250624 ... 69760 67390 BC
22 22 BC2605 20250624 ... 68610 68610 BC
23 23 BC2606 20250624 ... 68610 68610 BC
24 24 AL2507 20250624 ... 20410 20515 AL
25 25 AL2508 20250624 ... 20330 20420 AL
26 26 AL2509 20250624 ... 20250 20310 AL
27 27 AL2510 20250624 ... 20150 20215 AL
28 28 AL2511 20250624 ... 20055 20110 AL
29 29 AL2512 20250624 ... 19970 19995 AL
30 30 AL2601 20250624 ... 19905 19950 AL
31 31 AL2602 20250624 ... 19880 19920 AL
32 32 AL2603 20250624 ... 19880 19930 AL
33 33 AL2604 20250624 ... 19890 19925 AL
34 34 AL2605 20250624 ... 19925 19930 AL
35 35 AL2606 20250624 ... 19935 19925 AL
36 36 ZN2507 20250624 ... 22080 21930 ZN
37 37 ZN2508 20250624 ... 21920 21735 ZN
38 38 ZN2509 20250624 ... 21795 21605 ZN
39 39 ZN2510 20250624 ... 21730 21520 ZN
40 40 ZN2511 20250624 ... 21635 21460 ZN
41 41 ZN2512 20250624 ... 21595 21375 ZN
42 42 ZN2601 20250624 ... 21490 21290 ZN
43 43 ZN2602 20250624 ... 21440 21200 ZN
44 44 ZN2603 20250624 ... 21360 21180 ZN
45 45 ZN2604 20250624 ... 21315 21155 ZN
46 46 ZN2605 20250624 ... 21290 21125 ZN
47 47 ZN2606 20250624 ... 21225 21125 ZN
48 48 PB2507 20250624 ... 16930 16870 PB
49 49 PB2508 20250624 ... 16940 16885 PB
50 50 PB2509 20250624 ... 16935 16895 PB
51 51 PB2510 20250624 ... 16945 16890 PB
52 52 PB2511 20250624 ... 16905 16875 PB
53 53 PB2512 20250624 ... 16900 16860 PB
54 54 PB2601 20250624 ... 16890 16890 PB
55 55 PB2602 20250624 ... 16920 16890 PB
56 56 PB2603 20250624 ... 16915 16905 PB
57 57 PB2604 20250624 ... 16930 16920 PB
58 58 PB2605 20250624 ... 16930 16915 PB
59 59 PB2606 20250624 ... 16970 16930 PB
60 60 NI2507 20250624 ... 117230 117970 NI
61 61 NI2508 20250624 ... 117360 118050 NI
62 62 NI2509 20250624 ... 117580 118280 NI
63 63 NI2510 20250624 ... 117750 118450 NI
64 64 NI2511 20250624 ... 117960 118410 NI
65 65 NI2512 20250624 ... 118110 118690 NI
66 66 NI2601 20250624 ... 118380 118920 NI
67 67 NI2602 20250624 ... 118580 119270 NI
68 68 NI2603 20250624 ... 118790 119600 NI
69 69 NI2604 20250624 ... 119200 120280 NI
70 70 NI2605 20250624 ... 119230 120430 NI
71 71 NI2606 20250624 ... 119210 119940 NI
72 72 SN2507 20250624 ... 263190 263020 SN
73 73 SN2508 20250624 ... 263140 262840 SN
74 74 SN2509 20250624 ... 262950 262580 SN
75 75 SN2510 20250624 ... 262870 262420 SN
76 76 SN2511 20250624 ... 262490 262090 SN
77 77 SN2512 20250624 ... 262530 262440 SN
78 78 SN2601 20250624 ... 262720 262120 SN
79 79 SN2602 20250624 ... 262600 262520 SN
80 80 SN2603 20250624 ... 263000 262110 SN
81 81 SN2604 20250624 ... 262830 262030 SN
82 82 SN2605 20250624 ... 262930 261780 SN
83 83 SN2606 20250624 ... 262250 260120 SN
84 84 AO2507 20250624 ... 3002 3003 AO
85 85 AO2508 20250624 ... 2947 2947 AO
86 86 AO2509 20250624 ... 2911 2907 AO
87 87 AO2510 20250624 ... 2883 2876 AO
88 88 AO2511 20250624 ... 2874 2872 AO
89 89 AO2512 20250624 ... 2867 2865 AO
90 90 AO2601 20250624 ... 2859 2852 AO
91 91 AO2602 20250624 ... 2860 2839 AO
92 92 AO2603 20250624 ... 2861 2848 AO
93 93 AO2604 20250624 ... 2852 2849 AO
94 94 AO2605 20250624 ... 2851 2844 AO
95 95 AO2606 20250624 ... 2849 2846 AO
96 96 AD2511 20250624 ... 19625 19695 AD
97 97 AD2512 20250624 ... 19515 19600 AD
98 98 AD2601 20250624 ... 19425 19500 AD
99 99 AD2602 20250624 ... 19350 19430 AD
100 100 AD2603 20250624 ... 19355 19355 AD
101 101 AD2604 20250624 ... 19295 19295 AD
102 102 AD2605 20250624 ... 19275 19305 AD
103 103 AD2606 20250624 ... 19200 19200 AD
104 104 AU2507 20250624 ... 777.58 779.84 AU
105 105 AU2508 20250624 ... 779.78 781.74 AU
106 106 AU2509 20250624 ... 780.68 783.32 AU
107 107 AU2510 20250624 ... 782.06 783.52 AU
108 108 AU2512 20250624 ... 782.32 785.22 AU
109 109 AU2602 20250624 ... 783.74 787.28 AU
110 110 AU2604 20250624 ... 784.84 789.56 AU
111 111 AU2606 20250624 ... 785.12 791.5 AU
112 112 AG2507 20250624 ... 8747 8725 AG
113 113 AG2508 20250624 ... 8765 8731 AG
114 114 AG2509 20250624 ... 8775 8743 AG
115 115 AG2510 20250624 ... 8784 8753 AG
116 116 AG2511 20250624 ... 8791 8761 AG
117 117 AG2512 20250624 ... 8800 8773 AG
118 118 AG2601 20250624 ... 8817 8787 AG
119 119 AG2602 20250624 ... 8823 8801 AG
120 120 AG2603 20250624 ... 8836 8808 AG
121 121 AG2604 20250624 ... 8850 8823 AG
122 122 AG2605 20250624 ... 8859 8835 AG
123 123 AG2606 20250624 ... 8874 8857 AG
124 124 RB2507 20250624 ... 3013 3018 RB
125 125 RB2508 20250624 ... 2960 2966 RB
126 126 RB2509 20250624 ... 2952 2964 RB
127 127 RB2510 20250624 ... 2986 2993 RB
128 128 RB2511 20250624 ... 2991 2994 RB
129 129 RB2512 20250624 ... 2994 2997 RB
130 130 RB2601 20250624 ... 2987 2987 RB
131 131 RB2602 20250624 ... 2987 2987 RB
132 132 RB2603 20250624 ... 2988 2992 RB
133 133 RB2604 20250624 ... 2998 3002 RB
134 134 RB2605 20250624 ... 2988 2988 RB
135 135 RB2606 20250624 ... 2988 2991 RB
136 136 WR2507 20250624 ... 3338 3338 WR
137 137 WR2508 20250624 ... 3359 3359 WR
138 138 WR2509 20250624 ... 3241 3241 WR
139 139 WR2510 20250624 ... 3290 3318 WR
140 140 WR2511 20250624 ... 3361 3361 WR
141 141 WR2512 20250624 ... 3316 3316 WR
142 142 WR2601 20250624 ... 3339 3324 WR
143 143 WR2602 20250624 ... 3396 3396 WR
144 144 WR2603 20250624 ... 3387 3387 WR
145 145 WR2604 20250624 ... 3392 3392 WR
146 146 WR2605 20250624 ... 3369 3369 WR
147 147 WR2606 20250624 ... 3379 3364 WR
148 148 HC2507 20250624 ... 3132 3143 HC
149 149 HC2508 20250624 ... 3133 3143 HC
150 150 HC2509 20250624 ... 3118 3128 HC
151 151 HC2510 20250624 ... 3106 3115 HC
152 152 HC2511 20250624 ... 3107 3112 HC
153 153 HC2512 20250624 ... 3115 3118 HC
154 154 HC2601 20250624 ... 3105 3111 HC
155 155 HC2602 20250624 ... 3110 3125 HC
156 156 HC2603 20250624 ... 3110 3122 HC
157 157 HC2604 20250624 ... 3119 3118 HC
158 158 HC2605 20250624 ... 3100 3105 HC
159 159 HC2606 20250624 ... 3112 3112 HC
160 160 SS2507 20250624 ... 12335 12440 SS
161 161 SS2508 20250624 ... 12385 12475 SS
162 162 SS2509 20250624 ... 12330 12425 SS
163 163 SS2510 20250624 ... 12275 12375 SS
164 164 SS2511 20250624 ... 12295 12380 SS
165 165 SS2512 20250624 ... 12305 12375 SS
166 166 SS2601 20250624 ... 12350 12445 SS
167 167 SS2602 20250624 ... 12425 12490 SS
168 168 SS2603 20250624 ... 12440 12490 SS
169 169 SS2604 20250624 ... 12485 12535 SS
170 170 SS2605 20250624 ... 12525 12565 SS
171 171 SS2606 20250624 ... 12565 12570 SS
172 172 SC2507 20250624 ... 566.8 570.4 SC
173 173 SC2508 20250624 ... 553.6 569.9 SC
174 174 SC2509 20250624 ... 532.1 558.3 SC
175 175 SC2510 20250624 ... 520.2 547.1 SC
176 176 SC2511 20250624 ... 507.8 539.7 SC
177 177 SC2512 20250624 ... 500.4 533.5 SC
178 178 SC2601 20250624 ... 496.8 528.1 SC
179 179 SC2602 20250624 ... 489 524.2 SC
180 180 SC2603 20250624 ... 483.7 517.1 SC
181 181 SC2604 20250624 ... 484.6 514 SC
182 182 SC2605 20250624 ... 479.1 507.2 SC
183 183 SC2606 20250624 ... 482 509.8 SC
184 184 SC2609 20250624 ... 481.8 511.1 SC
185 185 SC2612 20250624 ... 480.4 502.5 SC
186 186 SC2703 20250624 ... 470 493 SC
187 187 SC2706 20250624 ... 485 496 SC
188 188 SC2709 20250624 ... 499.3 505 SC
189 189 SC2712 20250624 ... 470.7 501.8 SC
190 190 SC2803 20250624 ... 469.6 498.6 SC
191 191 SC2806 20250624 ... 477.4 495.6 SC
192 192 LU2507 20250624 ... 4198 3964 LU
193 193 LU2508 20250624 ... 3825 3990 LU
194 194 LU2509 20250624 ... 3756 3936 LU
195 195 LU2510 20250624 ... 3724 3885 LU
196 196 LU2511 20250624 ... 3639 3827 LU
197 197 LU2512 20250624 ... 3560 3800 LU
198 198 LU2601 20250624 ... 3549 3782 LU
199 199 LU2602 20250624 ... 3563 3739 LU
200 200 LU2603 20250624 ... 3482 3729 LU
201 201 LU2604 20250624 ... 3445 3727 LU
202 202 LU2605 20250624 ... 3439 3701 LU
203 203 LU2606 20250624 ... 3423 3696 LU
204 204 FU2507 20250624 ... 3234 3357 FU
205 205 FU2508 20250624 ... 3225 3394 FU
206 206 FU2509 20250624 ... 3206 3369 FU
207 207 FU2510 20250624 ... 3155 3307 FU
208 208 FU2511 20250624 ... 3100 3253 FU
209 209 FU2512 20250624 ... 3019 3214 FU
210 210 FU2601 20250624 ... 2973 3163 FU
211 211 FU2602 20250624 ... 2940 3139 FU
212 212 FU2603 20250624 ... 2925 3113 FU
213 213 FU2604 20250624 ... 2904 3109 FU
214 214 FU2605 20250624 ... 2919 3090 FU
215 215 FU2606 20250624 ... 2890 3064 FU
216 216 BU2507 20250624 ... 3655 3784 BU
217 217 BU2508 20250624 ... 3647 3785 BU
218 218 BU2509 20250624 ... 3643 3769 BU
219 219 BU2510 20250624 ... 3610 3731 BU
220 220 BU2511 20250624 ... 3549 3677 BU
221 221 BU2512 20250624 ... 3459 3609 BU
222 222 BU2601 20250624 ... 3422 3567 BU
223 223 BU2602 20250624 ... 3389 3534 BU
224 224 BU2603 20250624 ... 3346 3513 BU
225 225 BU2604 20250624 ... 3330 3495 BU
226 226 BU2605 20250624 ... 3310 3464 BU
227 227 BU2606 20250624 ... 3311 3458 BU
228 228 BU2609 20250624 ... 3330 3485 BU
229 229 BU2612 20250624 ... 3300 3416 BU
230 230 BU2703 20250624 ... 3322 3426 BU
231 231 BU2706 20250624 ... 3345 3446 BU
232 232 BR2507 20250624 ... 11330 11585 BR
233 233 BR2508 20250624 ... 11190 11465 BR
234 234 BR2509 20250624 ... 11105 11375 BR
235 235 BR2510 20250624 ... 11060 11315 BR
236 236 BR2511 20250624 ... 11015 11310 BR
237 237 BR2512 20250624 ... 11025 11270 BR
238 238 BR2601 20250624 ... 10985 11240 BR
239 239 BR2602 20250624 ... 10975 11225 BR
240 240 BR2603 20250624 ... 10955 11280 BR
241 241 BR2604 20250624 ... 10980 11230 BR
242 242 BR2605 20250624 ... 10945 11185 BR
243 243 BR2606 20250624 ... 10850 11155 BR
244 244 RU2507 20250624 ... 13720 13860 RU
245 245 RU2508 20250624 ... 13735 13855 RU
246 246 RU2509 20250624 ... 13775 13885 RU
247 247 RU2510 20250624 ... 13760 13940 RU
248 248 RU2511 20250624 ... 13780 13900 RU
249 249 RU2601 20250624 ... 14630 14735 RU
250 250 RU2603 20250624 ... 14615 14655 RU
251 251 RU2604 20250624 ... 14565 14835 RU
252 252 RU2605 20250624 ... 14645 14775 RU
253 253 RU2606 20250624 ... 14915 14945 RU
254 254 NR2507 20250624 ... 11900 12005 NR
255 255 NR2508 20250624 ... 11890 11960 NR
256 256 NR2509 20250624 ... 11885 11940 NR
257 257 NR2510 20250624 ... 11865 11925 NR
258 258 NR2511 20250624 ... 11890 11925 NR
259 259 NR2512 20250624 ... 11965 11940 NR
260 260 NR2601 20250624 ... 11920 11955 NR
261 261 NR2602 20250624 ... 11910 11900 NR
262 262 NR2603 20250624 ... 11970 12180 NR
263 263 NR2604 20250624 ... 12070 12070 NR
264 264 NR2605 20250624 ... 11960 12110 NR
265 265 NR2606 20250624 ... 12195 12195 NR
266 266 SP2507 20250624 ... 5166 5300 SP
267 267 SP2508 20250624 ... 5170 5320 SP
268 268 SP2509 20250624 ... 5174 5328 SP
269 269 SP2510 20250624 ... 5172 5316 SP
270 270 SP2511 20250624 ... 5164 5290 SP
271 271 SP2512 20250624 ... 5160 5282 SP
272 272 SP2601 20250624 ... 5388 5466 SP
273 273 SP2602 20250624 ... 5358 5418 SP
274 274 SP2603 20250624 ... 5338 5382 SP
275 275 SP2604 20250624 ... 5336 5376 SP
276 276 SP2605 20250624 ... 5320 5372 SP
277 277 SP2606 20250624 ... 5334 5374 SP
278 278 EC2506 20250624 ... 1889.3 1885.1 EC
279 279 EC2508 20250624 ... 1795.3 1905.3 EC
280 280 EC2510 20250624 ... 1323.4 1380.9 EC
281 281 EC2512 20250624 ... 1484.4 1536.6 EC
282 282 EC2602 20250624 ... 1327.1 1384.3 EC
283 283 EC2604 20250624 ... 1174 1209.8 EC
284 285 SC_TAS2508 20250624 ... SC_TAS
285 286 SC_TAS2509 20250624 ... SC_TAS
286 287 SC_TAS2510 20250624 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:25:26,680 - future_1d - INFO - ak.get_shfe_daily('2025-06-24') done
symbol date open ... settle pre_settle variety
0 PS2507 20250624 31500.0 ... 31815.0 31630.0 PS
1 PS2508 20250624 30615.0 ... 31120.0 30935.0 PS
2 PS2509 20250624 30200.0 ... 30670.0 30635.0 PS
3 PS2510 20250624 30005.0 ... 30470.0 30475.0 PS
4 PS2511 20250624 30000.0 ... 30225.0 30405.0 PS
5 PS2512 20250624 31950.0 ... 32040.0 32220.0 PS
6 PS2601 20250624 31465.0 ... 31740.0 31790.0 PS
7 PS2602 20250624 31335.0 ... 31510.0 31725.0 PS
8 PS2603 20250624 31550.0 ... 31640.0 31755.0 PS
9 PS2604 20250624 31425.0 ... 31760.0 31735.0 PS
10 PS2605 20250624 31325.0 ... 31555.0 31705.0 PS
11 PS2606 20250624 31925.0 ... 32155.0 32055.0 PS
13 SI2507 20250624 7450.0 ... 7470.0 7440.0 SI
14 SI2508 20250624 7430.0 ... 7465.0 7430.0 SI
15 SI2509 20250624 7380.0 ... 7440.0 7405.0 SI
16 SI2510 20250624 7385.0 ... 7400.0 7380.0 SI
17 SI2511 20250624 7315.0 ... 7380.0 7345.0 SI
18 SI2512 20250624 7580.0 ... 7610.0 7560.0 SI
19 SI2601 20250624 7500.0 ... 7565.0 7520.0 SI
20 SI2602 20250624 7480.0 ... 7565.0 7520.0 SI
21 SI2603 20250624 7520.0 ... 7530.0 7520.0 SI
22 SI2604 20250624 7545.0 ... 7565.0 7530.0 SI
23 SI2605 20250624 7515.0 ... 7550.0 7515.0 SI
24 SI2606 20250624 7500.0 ... 7565.0 7510.0 SI
27 LC2507 20250624 60000.0 ... 60560.0 59820.0 LC
28 LC2508 20250624 59620.0 ... 60540.0 59320.0 LC
29 LC2509 20250624 58940.0 ... 60300.0 58900.0 LC
30 LC2510 20250624 58880.0 ... 60340.0 58720.0 LC
31 LC2511 20250624 58720.0 ... 60020.0 58580.0 LC
32 LC2512 20250624 59060.0 ... 60500.0 58940.0 LC
33 LC2601 20250624 59120.0 ... 60420.0 58920.0 LC
34 LC2602 20250624 58820.0 ... 60100.0 58800.0 LC
35 LC2603 20250624 58880.0 ... 59900.0 58940.0 LC
36 LC2604 20250624 59520.0 ... 60480.0 59340.0 LC
37 LC2605 20250624 59620.0 ... 60660.0 59420.0 LC
38 LC2606 20250624 59540.0 ... 60340.0 59380.0 LC
[36 rows x 12 columns]
2025-07-01 18:25:26,782 - future_1d - INFO - ak.get_gfex_daily('2025-06-24') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250624 7650.0 7719.0 ... 403382.59 7683.0 7632.0 AP
1 AP511 20250624 7519.0 7560.0 ... 2417.21 7530.0 7485.0 AP
2 AP512 20250624 7560.0 7570.0 ... 158.75 7559.0 7510.0 AP
3 AP601 20250624 7564.0 7613.0 ... 14689.82 7580.0 7534.0 AP
4 AP603 20250624 7610.0 7610.0 ... 129.31 7606.0 7554.0 AP
5 AP604 20250624 7653.0 7662.0 ... 38.30 7660.0 7635.0 AP
6 AP605 20250624 7731.0 7732.0 ... 177.35 7711.0 7680.0 AP
7 CF507 20250624 13215.0 13405.0 ... 24504.88 13280.0 13250.0 CF
8 CF509 20250624 13460.0 13640.0 ... 1657149.63 13535.0 13480.0 CF
9 CF511 20250624 13460.0 13565.0 ... 135480.18 13475.0 13470.0 CF
10 CF601 20250624 13475.0 13620.0 ... 358214.80 13545.0 13510.0 CF
11 CF603 20250624 13460.0 13570.0 ... 1552.74 13500.0 13465.0 CF
12 CF605 20250624 13470.0 13585.0 ... 4577.39 13505.0 13490.0 CF
13 CJ507 20250624 9325.0 9430.0 ... 694.80 9325.0 9295.0 CJ
14 CJ509 20250624 9395.0 9605.0 ... 859131.83 9485.0 9445.0 CJ
15 CJ512 20250624 10295.0 10465.0 ... 14522.59 10315.0 10295.0 CJ
16 CJ601 20250624 10335.0 10545.0 ... 440423.46 10395.0 10370.0 CJ
17 CJ603 20250624 10400.0 10590.0 ... 6219.29 10460.0 10410.0 CJ
18 CJ605 20250624 10600.0 10780.0 ... 22319.58 10665.0 10595.0 CJ
19 CY507 20250624 19690.0 19820.0 ... 2584.54 19730.0 19735.0 CY
20 CY508 20250624 0.0 0.0 ... 0.00 19435.0 19425.0 CY
21 CY509 20250624 19700.0 19935.0 ... 77208.01 19780.0 19730.0 CY
22 CY510 20250624 0.0 0.0 ... 0.00 19410.0 19360.0 CY
23 CY511 20250624 0.0 0.0 ... 0.00 19730.0 19705.0 CY
24 CY512 20250624 0.0 0.0 ... 0.00 19635.0 19635.0 CY
25 CY601 20250624 19820.0 19870.0 ... 39.69 19845.0 19765.0 CY
26 CY602 20250624 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250624 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250624 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250624 0.0 0.0 ... 0.00 19870.0 19735.0 CY
30 CY606 20250624 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250624 957.0 968.0 ... 10567.47 963.0 959.0 FG
32 FG508 20250624 1018.0 1036.0 ... 36488.82 1026.0 1017.0 FG
33 FG509 20250624 1004.0 1025.0 ... 3965022.01 1014.0 1004.0 FG
34 FG510 20250624 1034.0 1046.0 ... 24286.10 1038.0 1031.0 FG
35 FG511 20250624 1021.0 1035.0 ... 33728.24 1027.0 1018.0 FG
36 FG512 20250624 1075.0 1088.0 ... 1146.14 1081.0 1073.0 FG
37 FG601 20250624 1061.0 1075.0 ... 219217.89 1067.0 1061.0 FG
38 FG602 20250624 1095.0 1105.0 ... 202.45 1100.0 1095.0 FG
39 FG603 20250624 1088.0 1100.0 ... 312.78 1094.0 1088.0 FG
40 FG604 20250624 1116.0 1125.0 ... 340.46 1120.0 1115.0 FG
41 FG605 20250624 1102.0 1114.0 ... 3214.41 1106.0 1101.0 FG
42 FG606 20250624 1119.0 1126.0 ... 80.75 1122.0 1116.0 FG
43 JR507 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250624 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250624 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250624 2526.0 2526.0 ... 3704.82 2421.0 2546.0 MA
54 MA508 20250624 2524.0 2524.0 ... 121624.91 2423.0 2540.0 MA
55 MA509 20250624 2488.0 2495.0 ... 6980720.44 2414.0 2512.0 MA
56 MA510 20250624 2489.0 2490.0 ... 63349.35 2420.0 2499.0 MA
57 MA511 20250624 2484.0 2488.0 ... 91260.11 2421.0 2497.0 MA
58 MA512 20250624 2487.0 2493.0 ... 1238.65 2429.0 2511.0 MA
59 MA601 20250624 2480.0 2491.0 ... 587241.56 2428.0 2499.0 MA
60 MA602 20250624 2461.0 2461.0 ... 148.26 2391.0 2478.0 MA
61 MA603 20250624 2459.0 2459.0 ... 268.05 2393.0 2479.0 MA
62 MA604 20250624 2430.0 2434.0 ... 149.03 2366.0 2452.0 MA
63 MA605 20250624 2403.0 2407.0 ... 10842.52 2357.0 2412.0 MA
64 MA606 20250624 2408.0 2410.0 ... 132.63 2368.0 2437.0 MA
65 OI507 20250624 9767.0 9768.0 ... 10874.58 9684.0 9778.0 OI
66 OI509 20250624 9718.0 9718.0 ... 3972048.18 9607.0 9721.0 OI
67 OI511 20250624 9685.0 9686.0 ... 128257.84 9574.0 9686.0 OI
68 OI601 20250624 9633.0 9633.0 ... 434054.25 9515.0 9623.0 OI
69 OI603 20250624 9565.0 9570.0 ... 4020.55 9460.0 9555.0 OI
70 OI605 20250624 9439.0 9439.0 ... 1465.83 9336.0 9422.0 OI
71 PF507 20250624 6890.0 6904.0 ... 12402.08 6732.0 6906.0 PF
72 PF508 20250624 6800.0 6818.0 ... 692708.30 6672.0 6808.0 PF
73 PF509 20250624 6700.0 6716.0 ... 354589.12 6536.0 6700.0 PF
74 PF510 20250624 6694.0 6716.0 ... 96232.20 6530.0 6700.0 PF
75 PF511 20250624 6644.0 6664.0 ... 60110.49 6480.0 6646.0 PF
76 PF512 20250624 6614.0 6620.0 ... 1653.23 6434.0 6612.0 PF
77 PF601 20250624 6616.0 6616.0 ... 1762.14 6456.0 6624.0 PF
78 PF602 20250624 6392.0 6460.0 ... 25.72 6430.0 6588.0 PF
79 PF603 20250624 6440.0 6462.0 ... 51.37 6422.0 6624.0 PF
80 PF604 20250624 6604.0 6604.0 ... 44.96 6424.0 6614.0 PF
81 PF605 20250624 6606.0 6606.0 ... 188.92 6404.0 6550.0 PF
82 PF606 20250624 0.0 0.0 ... 0.00 6416.0 6494.0 PF
83 PK510 20250624 8202.0 8238.0 ... 164157.98 8218.0 8224.0 PK
84 PK511 20250624 7992.0 8028.0 ... 46420.87 8004.0 8022.0 PK
85 PK512 20250624 7982.0 8016.0 ... 769.67 7976.0 8010.0 PK
86 PK601 20250624 8006.0 8044.0 ... 4997.93 8004.0 8022.0 PK
87 PK603 20250624 8036.0 8054.0 ... 280.44 8014.0 8040.0 PK
88 PK604 20250624 8028.0 8046.0 ... 452.31 8006.0 8052.0 PK
89 PK605 20250624 8040.0 8060.0 ... 925.41 8012.0 8066.0 PK
90 PM507 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250624 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250624 6274.0 6280.0 ... 22914.38 6126.0 6274.0 PR
97 PR508 20250624 6240.0 6260.0 ... 184395.76 6108.0 6242.0 PR
98 PR509 20250624 6186.0 6198.0 ... 779684.19 6038.0 6186.0 PR
99 PR510 20250624 6146.0 6162.0 ... 143941.37 6046.0 6158.0 PR
100 PR511 20250624 6050.0 6064.0 ... 566.20 5898.0 6072.0 PR
101 PR512 20250624 6024.0 6024.0 ... 237.45 5864.0 6032.0 PR
102 PR601 20250624 6004.0 6034.0 ... 485.38 5884.0 6016.0 PR
103 PR602 20250624 6022.0 6042.0 ... 18.10 6032.0 6014.0 PR
104 PR603 20250624 6044.0 6044.0 ... 44.68 5958.0 6012.0 PR
105 PR604 20250624 6038.0 6038.0 ... 17.86 5954.0 6004.0 PR
106 PR605 20250624 6022.0 6022.0 ... 61.82 5888.0 6002.0 PR
107 PR606 20250624 0.0 0.0 ... 0.00 5928.0 5962.0 PR
108 PX507 20250624 7328.0 7342.0 ... 2499.02 7100.0 7294.0 PX
109 PX508 20250624 7262.0 7262.0 ... 63991.35 6960.0 7214.0 PX
110 PX509 20250624 7080.0 7124.0 ... 1548727.38 6868.0 7084.0 PX
111 PX510 20250624 6980.0 7008.0 ... 74731.95 6774.0 6968.0 PX
112 PX511 20250624 6916.0 6946.0 ... 158294.64 6720.0 6904.0 PX
113 PX512 20250624 0.0 0.0 ... 0.00 6572.0 6916.0 PX
114 PX601 20250624 6844.0 6858.0 ... 55497.38 6622.0 6832.0 PX
115 PX602 20250624 6556.0 6556.0 ... 13.05 6524.0 6842.0 PX
116 PX603 20250624 6834.0 6834.0 ... 16.73 6690.0 6816.0 PX
117 PX604 20250624 6476.0 6546.0 ... 19.48 6494.0 6818.0 PX
118 PX605 20250624 6794.0 6794.0 ... 312.00 6500.0 6784.0 PX
119 PX606 20250624 6482.0 6482.0 ... 3.24 6482.0 6768.0 PX
120 RI507 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250624 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250624 2560.0 2560.0 ... 21466.16 2548.0 2567.0 RM
127 RM508 20250624 2654.0 2675.0 ... 8201.69 2659.0 2666.0 RM
128 RM509 20250624 2650.0 2669.0 ... 624069.93 2653.0 2662.0 RM
129 RM511 20250624 2487.0 2487.0 ... 27594.20 2469.0 2495.0 RM
130 RM601 20250624 2375.0 2381.0 ... 125598.77 2369.0 2385.0 RM
131 RM603 20250624 2357.0 2360.0 ... 8466.88 2352.0 2361.0 RM
132 RM605 20250624 2382.0 2382.0 ... 4509.22 2377.0 2384.0 RM
133 RS507 20250624 5023.0 5224.0 ... 238.24 5069.0 5127.0 RS
134 RS508 20250624 0.0 0.0 ... 0.00 5253.0 5325.0 RS
135 RS509 20250624 5175.0 5235.0 ... 124.60 5192.0 5340.0 RS
136 RS511 20250624 0.0 0.0 ... 0.00 5329.0 5338.0 RS
137 SA507 20250624 1162.0 1162.0 ... 3612.52 1154.0 1159.0 SA
138 SA508 20250624 1175.0 1181.0 ... 8705.00 1168.0 1174.0 SA
139 SA509 20250624 1169.0 1177.0 ... 3507793.21 1165.0 1168.0 SA
140 SA510 20250624 1184.0 1191.0 ... 5246.27 1180.0 1182.0 SA
141 SA511 20250624 1177.0 1185.0 ... 5645.06 1175.0 1176.0 SA
142 SA512 20250624 1185.0 1192.0 ... 1975.04 1183.0 1183.0 SA
143 SA601 20250624 1160.0 1167.0 ... 491690.54 1157.0 1158.0 SA
144 SA602 20250624 1183.0 1192.0 ... 1529.71 1182.0 1183.0 SA
145 SA603 20250624 1182.0 1191.0 ... 1759.49 1181.0 1183.0 SA
146 SA604 20250624 1210.0 1217.0 ... 718.70 1206.0 1210.0 SA
147 SA605 20250624 1207.0 1210.0 ... 10763.06 1201.0 1203.0 SA
148 SA606 20250624 1219.0 1224.0 ... 246.98 1211.0 1219.0 SA
149 SF507 20250624 5486.0 5508.0 ... 13911.57 5484.0 5496.0 SF
150 SF508 20250624 5320.0 5342.0 ... 33316.02 5306.0 5344.0 SF
151 SF509 20250624 5290.0 5308.0 ... 398780.84 5276.0 5316.0 SF
152 SF510 20250624 5200.0 5218.0 ... 64909.36 5184.0 5230.0 SF
153 SF511 20250624 5324.0 5330.0 ... 108195.23 5296.0 5346.0 SF
154 SF512 20250624 5244.0 5274.0 ... 28.88 5252.0 5310.0 SF
155 SF601 20250624 5260.0 5268.0 ... 6427.26 5228.0 5282.0 SF
156 SF602 20250624 5216.0 5216.0 ... 480.15 5164.0 5212.0 SF
157 SF603 20250624 5312.0 5324.0 ... 5.32 5318.0 5322.0 SF
158 SF604 20250624 0.0 0.0 ... 0.00 5312.0 5316.0 SF
159 SF605 20250624 5306.0 5306.0 ... 102.68 5266.0 5308.0 SF
160 SF606 20250624 5246.0 5248.0 ... 49.47 5208.0 5252.0 SF
161 SH507 20250624 2355.0 2370.0 ... 13534.38 2351.0 2354.0 SH
162 SH508 20250624 2267.0 2281.0 ... 169475.84 2267.0 2256.0 SH
163 SH509 20250624 2270.0 2294.0 ... 2878368.17 2277.0 2262.0 SH
164 SH510 20250624 2294.0 2325.0 ... 210446.03 2306.0 2289.0 SH
165 SH511 20250624 2287.0 2314.0 ... 153849.74 2296.0 2282.0 SH
166 SH512 20250624 2294.0 2315.0 ... 2331.56 2306.0 2292.0 SH
167 SH601 20250624 2265.0 2282.0 ... 43051.59 2272.0 2262.0 SH
168 SH602 20250624 2287.0 2300.0 ... 192.47 2291.0 2279.0 SH
169 SH603 20250624 2290.0 2306.0 ... 199.97 2299.0 2287.0 SH
170 SH604 20250624 2340.0 2348.0 ... 77.27 2342.0 2329.0 SH
171 SH605 20250624 2323.0 2347.0 ... 1066.56 2339.0 2329.0 SH
172 SH606 20250624 2350.0 2374.0 ... 63.80 2363.0 2355.0 SH
173 SM507 20250624 5562.0 5604.0 ... 4734.92 5562.0 5602.0 SM
174 SM508 20250624 5600.0 5614.0 ... 77171.61 5550.0 5610.0 SM
175 SM509 20250624 5590.0 5620.0 ... 1012493.82 5554.0 5618.0 SM
176 SM510 20250624 5564.0 5594.0 ... 40929.78 5530.0 5594.0 SM
177 SM511 20250624 5662.0 5668.0 ... 72006.20 5612.0 5666.0 SM
178 SM512 20250624 5634.0 5652.0 ... 22.56 5640.0 5666.0 SM
179 SM601 20250624 5632.0 5652.0 ... 40061.22 5592.0 5650.0 SM
180 SM602 20250624 5628.0 5638.0 ... 44.88 5610.0 5672.0 SM
181 SM603 20250624 0.0 0.0 ... 0.00 5638.0 5678.0 SM
182 SM604 20250624 5598.0 5652.0 ... 8.44 5630.0 5672.0 SM
183 SM605 20250624 5648.0 5662.0 ... 409.77 5614.0 5668.0 SM
184 SM606 20250624 5652.0 5652.0 ... 2.83 5652.0 5688.0 SM
185 SR507 20250624 5750.0 5756.0 ... 10425.70 5738.0 5750.0 SR
186 SR509 20250624 5724.0 5736.0 ... 982588.24 5717.0 5726.0 SR
187 SR511 20250624 5628.0 5631.0 ... 126131.89 5611.0 5625.0 SR
188 SR601 20250624 5575.0 5587.0 ... 104377.23 5566.0 5582.0 SR
189 SR603 20250624 5551.0 5560.0 ... 1279.79 5540.0 5558.0 SR
190 SR605 20250624 5531.0 5537.0 ... 6926.22 5519.0 5538.0 SR
191 TA507 20250624 5212.0 5234.0 ... 20791.05 5060.0 5224.0 TA
192 TA508 20250624 5112.0 5134.0 ... 179043.44 4948.0 5112.0 TA
193 TA509 20250624 4982.0 5012.0 ... 4759586.54 4834.0 4984.0 TA
194 TA510 20250624 4892.0 4906.0 ... 89463.59 4762.0 4884.0 TA
195 TA511 20250624 4848.0 4866.0 ... 67558.00 4736.0 4844.0 TA
196 TA512 20250624 4794.0 4802.0 ... 148.09 4628.0 4806.0 TA
197 TA601 20250624 4796.0 4814.0 ... 616440.95 4632.0 4798.0 TA
198 TA602 20250624 4728.0 4728.0 ... 121.97 4604.0 4796.0 TA
199 TA603 20250624 4800.0 4800.0 ... 152.57 4624.0 4794.0 TA
200 TA604 20250624 4780.0 4784.0 ... 83.08 4616.0 4802.0 TA
201 TA605 20250624 4806.0 4820.0 ... 2982.52 4624.0 4808.0 TA
202 TA606 20250624 4798.0 4798.0 ... 67.15 4632.0 4834.0 TA
203 UR507 20250624 1708.0 1753.0 ... 1341.49 1715.0 1723.0 UR
204 UR508 20250624 1691.0 1735.0 ... 1306.26 1705.0 1723.0 UR
205 UR509 20250624 1679.0 1726.0 ... 1493083.96 1698.0 1714.0 UR
206 UR510 20250624 1690.0 1712.0 ... 1332.33 1686.0 1702.0 UR
207 UR511 20250624 1686.0 1717.0 ... 230.51 1695.0 1717.0 UR
208 UR512 20250624 1682.0 1705.0 ... 47.36 1692.0 1712.0 UR
209 UR601 20250624 1663.0 1697.0 ... 138145.59 1673.0 1686.0 UR
210 UR602 20250624 1668.0 1693.0 ... 1518.09 1672.0 1682.0 UR
211 UR603 20250624 1694.0 1717.0 ... 590.60 1707.0 1715.0 UR
212 UR604 20250624 1692.0 1709.0 ... 666.11 1699.0 1715.0 UR
213 UR605 20250624 1691.0 1700.0 ... 6581.16 1693.0 1707.0 UR
214 UR606 20250624 1688.0 1693.0 ... 134.80 1685.0 1700.0 UR
215 WH507 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250624 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250624 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:25:27,133 - future_1d - INFO - ak.get_czce_daily('2025-06-24') done
2025-07-01 18:25:28,871 - future_1d - INFO - save future_daily 2025-06-24 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250625 5736.400 ... 5826.000 5719.800 IC
1 IC2508 20250625 5687.200 ... 5789.400 5671.800 IC
2 IC2509 20250625 5634.000 ... 5742.000 5626.200 IC
3 IC2512 20250625 5529.800 ... 5625.800 5507.200 IC
4 IF2507 20250625 3875.000 ... 3928.600 3870.000 IF
5 IF2508 20250625 3862.000 ... 3918.600 3856.000 IF
6 IF2509 20250625 3856.000 ... 3913.200 3848.600 IF
7 IF2512 20250625 3824.000 ... 3882.000 3816.600 IF
8 IH2507 20250625 2681.000 ... 2716.800 2682.000 IH
9 IH2508 20250625 2680.200 ... 2714.600 2679.600 IH
10 IH2509 20250625 2678.200 ... 2715.400 2680.000 IH
11 IH2512 20250625 2682.000 ... 2715.200 2680.000 IH
12 IM2507 20250625 6140.000 ... 6227.800 6128.000 IM
13 IM2508 20250625 6068.600 ... 6170.600 6059.800 IM
14 IM2509 20250625 5995.000 ... 6101.400 5988.600 IM
15 IM2512 20250625 5829.000 ... 5930.800 5811.200 IM
16 T2509 20250625 109.040 ... 108.975 109.035 T
17 T2512 20250625 109.035 ... 109.005 109.060 T
18 T2603 20250625 109.035 ... 108.975 109.025 T
19 TF2509 20250625 106.195 ... 106.175 106.190 TF
20 TF2512 20250625 106.285 ... 106.250 106.260 TF
21 TF2603 20250625 106.340 ... 106.285 106.300 TF
22 TL2509 20250625 120.940 ... 120.600 120.940 TL
23 TL2512 20250625 120.790 ... 120.480 120.810 TL
24 TL2603 20250625 120.600 ... 120.300 120.620 TL
25 TS2509 20250625 102.510 ... 102.506 102.500 TS
26 TS2512 20250625 102.658 ... 102.644 102.644 TS
27 TS2603 20250625 102.750 ... 102.738 102.732 TS
[28 rows x 12 columns]
2025-07-01 18:25:35,795 - future_1d - INFO - ak.get_cffex_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 a2507 20250625 4232.00 ... 4208.00 4235.00 A
1 a2509 20250625 4227.00 ... 4186.00 4235.00 A
2 a2511 20250625 4142.00 ... 4114.00 4148.00 A
3 a2601 20250625 4125.00 ... 4094.00 4133.00 A
4 a2603 20250625 4109.00 ... 4080.00 4113.00 A
5 a2605 20250625 4132.00 ... 4113.00 4145.00 A
6 b2507 20250625 3573.00 ... 3549.00 3580.00 B
7 b2508 20250625 3636.00 ... 3614.00 3643.00 B
8 b2509 20250625 3682.00 ... 3661.00 3686.00 B
9 b2510 20250625 3730.00 ... 3702.00 3730.00 B
10 b2511 20250625 3719.00 ... 3705.00 3725.00 B
11 b2512 20250625 3730.00 ... 3709.00 3726.00 B
12 b2601 20250625 3709.00 ... 3694.00 3715.00 B
13 b2602 20250625 3647.00 ... 3642.00 3660.00 B
14 b2603 20250625 3540.00 ... 3545.00 3559.00 B
15 b2604 20250625 3450.00 ... 3445.00 3466.00 B
16 b2605 20250625 3407.00 ... 3393.00 3409.00 B
17 b2606 20250625 3401.00 ... 3392.00 3411.00 B
18 bb2509 20250625 154.00 ... 153.15 154.45 BB
19 bb2511 20250625 151.35 ... 151.25 151.50 BB
20 bb2601 20250625 0.00 ... 168.40 168.65 BB
21 bb2603 20250625 0.00 ... 168.50 168.75 BB
22 bb2605 20250625 0.00 ... 168.50 168.75 BB
23 c2507 20250625 2363.00 ... 2353.00 2360.00 C
24 c2509 20250625 2388.00 ... 2381.00 2393.00 C
25 c2511 20250625 2328.00 ... 2316.00 2325.00 C
26 c2601 20250625 2280.00 ... 2273.00 2282.00 C
27 c2603 20250625 2277.00 ... 2269.00 2278.00 C
28 c2605 20250625 2313.00 ... 2301.00 2312.00 C
29 cs2507 20250625 2681.00 ... 2687.00 2677.00 CS
30 cs2509 20250625 2744.00 ... 2737.00 2761.00 CS
31 cs2511 20250625 2685.00 ... 2674.00 2692.00 CS
32 cs2601 20250625 2681.00 ... 2670.00 2684.00 CS
33 cs2603 20250625 2660.00 ... 2653.00 2665.00 CS
34 cs2605 20250625 2688.00 ... 2688.00 2697.00 CS
35 eb2506 20250625 7450.00 ... 7642.00 7411.00 EB
36 eb2507 20250625 7369.00 ... 7365.00 7477.00 EB
37 eb2508 20250625 7249.00 ... 7248.00 7339.00 EB
38 eb2509 20250625 7140.00 ... 7172.00 7256.00 EB
39 eb2510 20250625 7091.00 ... 7105.00 7181.00 EB
40 eb2511 20250625 7026.00 ... 7043.00 7110.00 EB
41 eb2512 20250625 7000.00 ... 7017.00 7081.00 EB
42 eb2601 20250625 7015.00 ... 7002.00 7041.00 EB
43 eb2602 20250625 6992.00 ... 7000.00 7026.00 EB
44 eb2603 20250625 6977.00 ... 6997.00 7020.00 EB
45 eb2604 20250625 6986.00 ... 6987.00 7077.00 EB
46 eb2605 20250625 7000.00 ... 7001.00 7071.00 EB
47 eg2506 20250625 0.00 ... 4288.00 4288.00 EG
48 eg2507 20250625 4279.00 ... 4272.00 4332.00 EG
49 eg2508 20250625 4319.00 ... 4304.00 4377.00 EG
50 eg2509 20250625 4321.00 ... 4319.00 4375.00 EG
51 eg2510 20250625 4326.00 ... 4317.00 4343.00 EG
52 eg2511 20250625 4316.00 ... 4311.00 4326.00 EG
53 eg2512 20250625 4323.00 ... 4317.00 4330.00 EG
54 eg2601 20250625 4318.00 ... 4331.00 4377.00 EG
55 eg2602 20250625 4335.00 ... 4336.00 4357.00 EG
56 eg2603 20250625 4340.00 ... 4339.00 4371.00 EG
57 eg2604 20250625 4348.00 ... 4348.00 4353.00 EG
58 eg2605 20250625 4337.00 ... 4337.00 4387.00 EG
59 fb2507 20250625 1314.00 ... 1313.50 1339.50 FB
60 fb2508 20250625 1306.50 ... 1304.50 1305.50 FB
61 fb2509 20250625 1299.00 ... 1300.50 1298.50 FB
62 fb2510 20250625 1323.50 ... 1324.00 1324.00 FB
63 fb2511 20250625 1321.50 ... 1320.50 1320.50 FB
64 fb2512 20250625 1314.00 ... 1319.50 1320.00 FB
65 fb2601 20250625 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250625 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250625 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250625 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250625 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250625 0.00 ... 1292.50 1292.50 FB
71 i2507 20250625 725.00 ... 719.50 727.00 I
72 i2508 20250625 711.00 ... 709.50 715.00 I
73 i2509 20250625 701.00 ... 701.00 705.50 I
74 i2510 20250625 696.50 ... 695.00 699.00 I
75 i2511 20250625 689.50 ... 688.50 692.00 I
76 i2512 20250625 683.00 ... 682.50 686.50 I
77 i2601 20250625 675.50 ... 674.50 678.00 I
78 i2602 20250625 672.00 ... 671.00 675.00 I
79 i2603 20250625 669.00 ... 669.00 672.00 I
80 i2604 20250625 666.50 ... 665.50 668.50 I
81 i2605 20250625 659.00 ... 658.50 661.00 I
82 i2606 20250625 652.50 ... 652.50 655.00 I
83 j2507 20250625 1359.00 ... 1296.00 1315.50 J
84 j2508 20250625 1317.50 ... 1341.50 1344.50 J
85 j2509 20250625 1352.00 ... 1370.00 1367.50 J
86 j2510 20250625 1383.00 ... 1393.50 1384.50 J
87 j2511 20250625 1377.50 ... 1398.00 1403.00 J
88 j2512 20250625 1420.50 ... 1415.50 1412.50 J
89 j2601 20250625 1402.00 ... 1410.00 1411.00 J
90 j2602 20250625 0.00 ... 1425.00 1425.00 J
91 j2603 20250625 0.00 ... 1422.50 1422.50 J
92 j2604 20250625 1417.50 ... 1417.50 1410.00 J
93 j2605 20250625 1425.00 ... 1440.50 1441.50 J
94 j2606 20250625 0.00 ... 1431.50 1432.00 J
95 jd2506 20250625 0.00 ... 2664.00 2694.00 JD
96 jd2507 20250625 2825.00 ... 2847.00 2833.00 JD
97 jd2508 20250625 3553.00 ... 3565.00 3555.00 JD
98 jd2509 20250625 3650.00 ... 3654.00 3636.00 JD
99 jd2510 20250625 3366.00 ... 3365.00 3365.00 JD
100 jd2511 20250625 3425.00 ... 3419.00 3421.00 JD
101 jd2512 20250625 3569.00 ... 3569.00 3564.00 JD
102 jd2601 20250625 3608.00 ... 3619.00 3606.00 JD
103 jd2602 20250625 3185.00 ... 3187.00 3180.00 JD
104 jd2603 20250625 3189.00 ... 3190.00 3188.00 JD
105 jd2604 20250625 3324.00 ... 3321.00 3318.00 JD
106 jd2605 20250625 3399.00 ... 3396.00 3397.00 JD
107 jm2507 20250625 760.00 ... 777.50 765.00 JM
108 jm2508 20250625 765.00 ... 774.50 779.50 JM
109 jm2509 20250625 784.00 ... 791.00 798.50 JM
110 jm2510 20250625 800.00 ... 805.50 812.50 JM
111 jm2511 20250625 809.00 ... 813.50 824.50 JM
112 jm2512 20250625 821.00 ... 823.50 834.50 JM
113 jm2601 20250625 822.50 ... 832.50 839.00 JM
114 jm2602 20250625 830.00 ... 841.00 849.50 JM
115 jm2603 20250625 846.50 ... 851.50 857.00 JM
116 jm2604 20250625 846.00 ... 857.50 857.00 JM
117 jm2605 20250625 851.50 ... 858.50 860.00 JM
118 jm2606 20250625 859.50 ... 869.00 871.00 JM
119 l2507 20250625 7258.00 ... 7288.00 7306.00 L
120 l2508 20250625 7279.00 ... 7254.00 7311.00 L
121 l2509 20250625 7240.00 ... 7248.00 7291.00 L
122 l2510 20250625 7211.00 ... 7213.00 7249.00 L
123 l2511 20250625 7207.00 ... 7208.00 7255.00 L
124 l2512 20250625 7201.00 ... 7206.00 7230.00 L
125 l2601 20250625 7186.00 ... 7196.00 7234.00 L
126 l2602 20250625 7165.00 ... 7181.00 7189.00 L
127 l2603 20250625 7162.00 ... 7172.00 7212.00 L
128 l2604 20250625 7181.00 ... 7193.00 7239.00 L
129 l2605 20250625 7158.00 ... 7175.00 7198.00 L
130 l2606 20250625 7206.00 ... 7185.00 7175.00 L
131 lg2507 20250625 806.50 ... 806.50 810.00 LG
132 lg2509 20250625 799.00 ... 795.00 797.00 LG
133 lg2511 20250625 795.00 ... 794.00 794.00 LG
134 lg2601 20250625 794.50 ... 794.50 794.50 LG
135 lg2603 20250625 793.50 ... 794.00 796.50 LG
136 lg2605 20250625 803.00 ... 796.50 800.00 LG
137 lh2507 20250625 13530.00 ... 13605.00 13500.00 LH
138 lh2509 20250625 13935.00 ... 13980.00 13975.00 LH
139 lh2511 20250625 13450.00 ... 13465.00 13460.00 LH
140 lh2601 20250625 13560.00 ... 13565.00 13570.00 LH
141 lh2603 20250625 12760.00 ... 12780.00 12770.00 LH
142 lh2605 20250625 12980.00 ... 12975.00 12965.00 LH
143 m2507 20250625 2869.00 ... 2851.00 2864.00 M
144 m2508 20250625 3019.00 ... 2991.00 3012.00 M
145 m2509 20250625 3031.00 ... 3009.00 3029.00 M
146 m2511 20250625 3068.00 ... 3043.00 3067.00 M
147 m2512 20250625 3085.00 ... 3060.00 3082.00 M
148 m2601 20250625 3063.00 ... 3045.00 3064.00 M
149 m2603 20250625 2897.00 ... 2881.00 2897.00 M
150 m2605 20250625 2744.00 ... 2729.00 2743.00 M
151 p2507 20250625 8464.00 ... 8440.00 8488.00 P
152 p2508 20250625 8358.00 ... 8366.00 8418.00 P
153 p2509 20250625 8310.00 ... 8324.00 8374.00 P
154 p2510 20250625 8294.00 ... 8300.00 8312.00 P
155 p2511 20250625 8286.00 ... 8298.00 8334.00 P
156 p2512 20250625 8302.00 ... 8300.00 8364.00 P
157 p2601 20250625 8318.00 ... 8322.00 8360.00 P
158 p2602 20250625 8296.00 ... 8296.00 8326.00 P
159 p2603 20250625 8268.00 ... 8256.00 8288.00 P
160 p2604 20250625 8230.00 ... 8244.00 8276.00 P
161 p2605 20250625 8202.00 ... 8212.00 8248.00 P
162 p2606 20250625 8160.00 ... 8186.00 8188.00 P
163 pg2506 20250625 0.00 ... 4379.00 4574.00 PG
164 pg2507 20250625 4270.00 ... 4237.00 4393.00 PG
165 pg2508 20250625 4244.00 ... 4209.00 4351.00 PG
166 pg2509 20250625 4167.00 ... 4129.00 4263.00 PG
167 pg2510 20250625 4520.00 ... 4501.00 4597.00 PG
168 pg2511 20250625 4429.00 ... 4406.00 4523.00 PG
169 pg2512 20250625 4311.00 ... 4335.00 4407.00 PG
170 pg2601 20250625 4229.00 ... 4254.00 4329.00 PG
171 pg2602 20250625 4168.00 ... 4176.00 4288.00 PG
172 pg2603 20250625 4118.00 ... 4081.00 4173.00 PG
173 pg2604 20250625 4344.00 ... 4388.00 4505.00 PG
174 pg2605 20250625 4239.00 ... 4286.00 4434.00 PG
175 pp2507 20250625 7096.00 ... 7098.00 7145.00 PP
176 pp2508 20250625 7108.00 ... 7081.00 7149.00 PP
177 pp2509 20250625 7080.00 ... 7070.00 7114.00 PP
178 pp2510 20250625 7054.00 ... 7033.00 7104.00 PP
179 pp2511 20250625 7050.00 ... 7028.00 7092.00 PP
180 pp2512 20250625 7031.00 ... 7024.00 7065.00 PP
181 pp2601 20250625 7013.00 ... 7016.00 7053.00 PP
182 pp2602 20250625 6993.00 ... 6993.00 7009.00 PP
183 pp2603 20250625 6988.00 ... 6988.00 7019.00 PP
184 pp2604 20250625 7000.00 ... 6991.00 7006.00 PP
185 pp2605 20250625 7006.00 ... 7000.00 7033.00 PP
186 pp2606 20250625 0.00 ... 7079.00 7173.00 PP
187 rr2507 20250625 3622.00 ... 3622.00 3630.00 RR
188 rr2508 20250625 3583.00 ... 3576.00 3595.00 RR
189 rr2509 20250625 3601.00 ... 3594.00 3608.00 RR
190 rr2510 20250625 3590.00 ... 3584.00 3595.00 RR
191 rr2511 20250625 3592.00 ... 3587.00 3598.00 RR
192 rr2512 20250625 3590.00 ... 3591.00 3602.00 RR
193 rr2601 20250625 3596.00 ... 3590.00 3605.00 RR
194 rr2602 20250625 3601.00 ... 3599.00 3607.00 RR
195 rr2603 20250625 3596.00 ... 3595.00 3605.00 RR
196 rr2604 20250625 3594.00 ... 3603.00 3617.00 RR
197 rr2605 20250625 3609.00 ... 3596.00 3619.00 RR
198 rr2606 20250625 3611.00 ... 3606.00 3612.00 RR
199 v2507 20250625 4776.00 ... 4782.00 4769.00 V
200 v2508 20250625 4807.00 ... 4817.00 4806.00 V
201 v2509 20250625 4836.00 ... 4850.00 4842.00 V
202 v2510 20250625 4864.00 ... 4874.00 4866.00 V
203 v2511 20250625 4885.00 ... 4887.00 4891.00 V
204 v2512 20250625 4900.00 ... 4913.00 4907.00 V
205 v2601 20250625 4914.00 ... 4924.00 4913.00 V
206 v2602 20250625 4935.00 ... 4939.00 4931.00 V
207 v2603 20250625 4948.00 ... 4954.00 4951.00 V
208 v2604 20250625 5048.00 ... 5048.00 5041.00 V
209 v2605 20250625 5061.00 ... 5067.00 5053.00 V
210 v2606 20250625 5081.00 ... 5080.00 5089.00 V
211 y2507 20250625 8062.00 ... 8076.00 8110.00 Y
212 y2508 20250625 8020.00 ... 8020.00 8072.00 Y
213 y2509 20250625 7948.00 ... 7954.00 8004.00 Y
214 y2511 20250625 7950.00 ... 7962.00 7988.00 Y
215 y2512 20250625 7966.00 ... 7978.00 8000.00 Y
216 y2601 20250625 7880.00 ... 7906.00 7940.00 Y
217 y2603 20250625 7748.00 ... 7770.00 7788.00 Y
218 y2605 20250625 7606.00 ... 7614.00 7648.00 Y
[219 rows x 12 columns]
2025-07-01 18:25:36,313 - future_1d - INFO - ak.get_dce_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 SC2507 20250625 520.9 ... 517.2 566.8 SC
1 SC2508 20250625 513 ... 508.7 553.6 SC
2 SC2509 20250625 500 ... 499.4 532.1 SC
3 SC2510 20250625 497.7 ... 493.3 520.2 SC
4 SC2511 20250625 491.9 ... 488.7 507.8 SC
5 SC2512 20250625 486.1 ... 485.4 500.4 SC
6 SC2601 20250625 480.5 ... 485.6 496.8 SC
7 SC2602 20250625 480.3 ... 481 489 SC
8 SC2603 20250625 481.5 ... 477.3 483.7 SC
9 SC2604 20250625 478.3 ... 474.2 484.6 SC
10 SC2605 20250625 476.5 ... 477.9 479.1 SC
11 SC2606 20250625 472.5 ... 476.9 482 SC
12 SC2609 20250625 469.1 ... 472.4 481.8 SC
13 SC2612 20250625 475 ... 475 480.4 SC
14 SC2703 20250625 ... 470 470 SC
15 SC2706 20250625 ... 478 485 SC
16 SC2709 20250625 463.1 ... 466.6 499.3 SC
17 SC2712 20250625 467.5 ... 467.7 470.7 SC
18 SC2803 20250625 469 ... 468.9 469.6 SC
19 SC2806 20250625 462 ... 468.1 477.4 SC
21 LU2507 20250625 3850 ... 3833 4198 LU
22 LU2508 20250625 3689 ... 3686 3825 LU
23 LU2509 20250625 3640 ... 3623 3756 LU
24 LU2510 20250625 3595 ... 3584 3724 LU
25 LU2511 20250625 3572 ... 3550 3639 LU
26 LU2512 20250625 3531 ... 3517 3560 LU
27 LU2601 20250625 3504 ... 3480 3549 LU
28 LU2602 20250625 3461 ... 3458 3563 LU
29 LU2603 20250625 3446 ... 3445 3482 LU
30 LU2604 20250625 3386 ... 3386 3445 LU
31 LU2605 20250625 3420 ... 3420 3439 LU
32 LU2606 20250625 3411 ... 3405 3423 LU
34 NR2507 20250625 11840 ... 11825 11900 NR
35 NR2508 20250625 11845 ... 11840 11890 NR
36 NR2509 20250625 11810 ... 11850 11885 NR
37 NR2510 20250625 11830 ... 11850 11865 NR
38 NR2511 20250625 11870 ... 11870 11890 NR
39 NR2512 20250625 11905 ... 11890 11965 NR
40 NR2601 20250625 11900 ... 11905 11920 NR
41 NR2602 20250625 11920 ... 11920 11910 NR
42 NR2603 20250625 11935 ... 11935 11970 NR
43 NR2604 20250625 ... 12070 12070 NR
44 NR2605 20250625 11985 ... 11975 11960 NR
45 NR2606 20250625 ... 12025 12195 NR
47 BC2507 20250625 69720 ... 69940 69780 BC
48 BC2508 20250625 69750 ... 69740 69640 BC
49 BC2509 20250625 69560 ... 69620 69470 BC
50 BC2510 20250625 ... 69820 69820 BC
51 BC2511 20250625 ... 69510 69510 BC
52 BC2512 20250625 ... 69160 69160 BC
53 BC2601 20250625 ... 69020 68900 BC
54 BC2602 20250625 ... 69410 69410 BC
55 BC2603 20250625 ... 69290 69290 BC
56 BC2604 20250625 ... 69760 69760 BC
57 BC2605 20250625 ... 68610 68610 BC
58 BC2606 20250625 ... 68610 68610 BC
60 EC2506 20250625 1881.1 ... 1887.1 1889.3 EC
61 EC2508 20250625 1780 ... 1738.3 1795.3 EC
62 EC2510 20250625 1288 ... 1288.5 1323.4 EC
63 EC2512 20250625 1448 ... 1430.2 1484.4 EC
64 EC2602 20250625 1300 ... 1271.6 1327.1 EC
65 EC2604 20250625 1140.5 ... 1131 1174 EC
68 SC_TAS2508 20250625 ... SC_TAS
69 SC_TAS2509 20250625 ... SC_TAS
70 SC_TAS2510 20250625 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:25:36,397 - future_1d - INFO - ak.get_ine_daily('2025-06-25') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250625 ... 78550 78440 CU
1 1 CU2508 20250625 ... 78440 78270 CU
2 2 CU2509 20250625 ... 78260 78060 CU
3 3 CU2510 20250625 ... 78090 77870 CU
4 4 CU2511 20250625 ... 77940 77680 CU
5 5 CU2512 20250625 ... 77660 77450 CU
6 6 CU2601 20250625 ... 77580 77370 CU
7 7 CU2602 20250625 ... 77450 77260 CU
8 8 CU2603 20250625 ... 77350 77250 CU
9 9 CU2604 20250625 ... 77330 77170 CU
10 10 CU2605 20250625 ... 77270 77140 CU
11 11 CU2606 20250625 ... 77230 77070 CU
12 12 BC2507 20250625 ... 69940 69780 BC
13 13 BC2508 20250625 ... 69740 69640 BC
14 14 BC2509 20250625 ... 69620 69470 BC
15 15 BC2510 20250625 ... 69820 69820 BC
16 16 BC2511 20250625 ... 69510 69510 BC
17 17 BC2512 20250625 ... 69160 69160 BC
18 18 BC2601 20250625 ... 69020 68900 BC
19 19 BC2602 20250625 ... 69410 69410 BC
20 20 BC2603 20250625 ... 69290 69290 BC
21 21 BC2604 20250625 ... 69760 69760 BC
22 22 BC2605 20250625 ... 68610 68610 BC
23 23 BC2606 20250625 ... 68610 68610 BC
24 24 AL2507 20250625 ... 20395 20410 AL
25 25 AL2508 20250625 ... 20295 20330 AL
26 26 AL2509 20250625 ... 20230 20250 AL
27 27 AL2510 20250625 ... 20145 20150 AL
28 28 AL2511 20250625 ... 20050 20055 AL
29 29 AL2512 20250625 ... 19940 19970 AL
30 30 AL2601 20250625 ... 19900 19905 AL
31 31 AL2602 20250625 ... 19885 19880 AL
32 32 AL2603 20250625 ... 19855 19880 AL
33 33 AL2604 20250625 ... 19890 19890 AL
34 34 AL2605 20250625 ... 19895 19925 AL
35 35 AL2606 20250625 ... 19895 19935 AL
36 36 ZN2507 20250625 ... 22125 22080 ZN
37 37 ZN2508 20250625 ... 21965 21920 ZN
38 38 ZN2509 20250625 ... 21870 21795 ZN
39 39 ZN2510 20250625 ... 21800 21730 ZN
40 40 ZN2511 20250625 ... 21740 21635 ZN
41 41 ZN2512 20250625 ... 21660 21595 ZN
42 42 ZN2601 20250625 ... 21585 21490 ZN
43 43 ZN2602 20250625 ... 21505 21440 ZN
44 44 ZN2603 20250625 ... 21485 21360 ZN
45 45 ZN2604 20250625 ... 21470 21315 ZN
46 46 ZN2605 20250625 ... 21455 21290 ZN
47 47 ZN2606 20250625 ... 21395 21225 ZN
48 48 PB2507 20250625 ... 17105 16930 PB
49 49 PB2508 20250625 ... 17120 16940 PB
50 50 PB2509 20250625 ... 17125 16935 PB
51 51 PB2510 20250625 ... 17110 16945 PB
52 52 PB2511 20250625 ... 17090 16905 PB
53 53 PB2512 20250625 ... 17100 16900 PB
54 54 PB2601 20250625 ... 17090 16890 PB
55 55 PB2602 20250625 ... 17110 16920 PB
56 56 PB2603 20250625 ... 17090 16915 PB
57 57 PB2604 20250625 ... 17140 16930 PB
58 58 PB2605 20250625 ... 16930 16930 PB
59 59 PB2606 20250625 ... 17105 16970 PB
60 60 NI2507 20250625 ... 117940 117230 NI
61 61 NI2508 20250625 ... 118080 117360 NI
62 62 NI2509 20250625 ... 118270 117580 NI
63 63 NI2510 20250625 ... 118430 117750 NI
64 64 NI2511 20250625 ... 118800 117960 NI
65 65 NI2512 20250625 ... 118940 118110 NI
66 66 NI2601 20250625 ... 119160 118380 NI
67 67 NI2602 20250625 ... 119150 118580 NI
68 68 NI2603 20250625 ... 119530 118790 NI
69 69 NI2604 20250625 ... 119690 119200 NI
70 70 NI2605 20250625 ... 120000 119230 NI
71 71 NI2606 20250625 ... 119750 119210 NI
72 72 SN2507 20250625 ... 262150 263190 SN
73 73 SN2508 20250625 ... 262240 263140 SN
74 74 SN2509 20250625 ... 262250 262950 SN
75 75 SN2510 20250625 ... 262160 262870 SN
76 76 SN2511 20250625 ... 262030 262490 SN
77 77 SN2512 20250625 ... 261760 262530 SN
78 78 SN2601 20250625 ... 262210 262720 SN
79 79 SN2602 20250625 ... 262600 262600 SN
80 80 SN2603 20250625 ... 263000 263000 SN
81 81 SN2604 20250625 ... 262830 262830 SN
82 82 SN2605 20250625 ... 261950 262930 SN
83 83 SN2606 20250625 ... 262250 262250 SN
84 84 AO2507 20250625 ... 3001 3002 AO
85 85 AO2508 20250625 ... 2942 2947 AO
86 86 AO2509 20250625 ... 2906 2911 AO
87 87 AO2510 20250625 ... 2879 2883 AO
88 88 AO2511 20250625 ... 2872 2874 AO
89 89 AO2512 20250625 ... 2864 2867 AO
90 90 AO2601 20250625 ... 2854 2859 AO
91 91 AO2602 20250625 ... 2847 2860 AO
92 92 AO2603 20250625 ... 2853 2861 AO
93 93 AO2604 20250625 ... 2853 2852 AO
94 94 AO2605 20250625 ... 2844 2851 AO
95 95 AO2606 20250625 ... 2841 2849 AO
96 96 AD2511 20250625 ... 19600 19625 AD
97 97 AD2512 20250625 ... 19495 19515 AD
98 98 AD2601 20250625 ... 19435 19425 AD
99 99 AD2602 20250625 ... 19315 19350 AD
100 100 AD2603 20250625 ... 19295 19355 AD
101 101 AD2604 20250625 ... 19265 19295 AD
102 102 AD2605 20250625 ... 19235 19275 AD
103 103 AD2606 20250625 ... 19200 19200 AD
104 104 AU2507 20250625 ... 769.34 777.58 AU
105 105 AU2508 20250625 ... 769.98 779.78 AU
106 106 AU2509 20250625 ... 775.02 780.68 AU
107 107 AU2510 20250625 ... 771.82 782.06 AU
108 108 AU2512 20250625 ... 774.52 782.32 AU
109 109 AU2602 20250625 ... 777.5 783.74 AU
110 110 AU2604 20250625 ... 780.36 784.84 AU
111 111 AU2606 20250625 ... 782 785.12 AU
112 112 AG2507 20250625 ... 8669 8747 AG
113 113 AG2508 20250625 ... 8649 8765 AG
114 114 AG2509 20250625 ... 8657 8775 AG
115 115 AG2510 20250625 ... 8670 8784 AG
116 116 AG2511 20250625 ... 8671 8791 AG
117 117 AG2512 20250625 ... 8690 8800 AG
118 118 AG2601 20250625 ... 8704 8817 AG
119 119 AG2602 20250625 ... 8717 8823 AG
120 120 AG2603 20250625 ... 8716 8836 AG
121 121 AG2604 20250625 ... 8728 8850 AG
122 122 AG2605 20250625 ... 8746 8859 AG
123 123 AG2606 20250625 ... 8766 8874 AG
124 124 RB2507 20250625 ... 2987 3013 RB
125 125 RB2508 20250625 ... 2941 2960 RB
126 126 RB2509 20250625 ... 2939 2952 RB
127 127 RB2510 20250625 ... 2970 2986 RB
128 128 RB2511 20250625 ... 2974 2991 RB
129 129 RB2512 20250625 ... 2980 2994 RB
130 130 RB2601 20250625 ... 2973 2987 RB
131 131 RB2602 20250625 ... 2978 2987 RB
132 132 RB2603 20250625 ... 2976 2988 RB
133 133 RB2604 20250625 ... 2985 2998 RB
134 134 RB2605 20250625 ... 2970 2988 RB
135 135 RB2606 20250625 ... 2975 2988 RB
136 136 WR2507 20250625 ... 3338 3338 WR
137 137 WR2508 20250625 ... 3359 3359 WR
138 138 WR2509 20250625 ... 3241 3241 WR
139 139 WR2510 20250625 ... 3273 3290 WR
140 140 WR2511 20250625 ... 3361 3361 WR
141 141 WR2512 20250625 ... 3316 3316 WR
142 142 WR2601 20250625 ... 3339 3339 WR
143 143 WR2602 20250625 ... 3396 3396 WR
144 144 WR2603 20250625 ... 3387 3387 WR
145 145 WR2604 20250625 ... 3392 3392 WR
146 146 WR2605 20250625 ... 3369 3369 WR
147 147 WR2606 20250625 ... 3379 3379 WR
148 148 HC2507 20250625 ... 3121 3132 HC
149 149 HC2508 20250625 ... 3119 3133 HC
150 150 HC2509 20250625 ... 3099 3118 HC
151 151 HC2510 20250625 ... 3091 3106 HC
152 152 HC2511 20250625 ... 3092 3107 HC
153 153 HC2512 20250625 ... 3100 3115 HC
154 154 HC2601 20250625 ... 3092 3105 HC
155 155 HC2602 20250625 ... 3103 3110 HC
156 156 HC2603 20250625 ... 3110 3110 HC
157 157 HC2604 20250625 ... 3106 3119 HC
158 158 HC2605 20250625 ... 3086 3100 HC
159 159 HC2606 20250625 ... 3096 3112 HC
160 160 SS2507 20250625 ... 12435 12335 SS
161 161 SS2508 20250625 ... 12490 12385 SS
162 162 SS2509 20250625 ... 12430 12330 SS
163 163 SS2510 20250625 ... 12360 12275 SS
164 164 SS2511 20250625 ... 12360 12295 SS
165 165 SS2512 20250625 ... 12375 12305 SS
166 166 SS2601 20250625 ... 12420 12350 SS
167 167 SS2602 20250625 ... 12475 12425 SS
168 168 SS2603 20250625 ... 12505 12440 SS
169 169 SS2604 20250625 ... 12520 12485 SS
170 170 SS2605 20250625 ... 12565 12525 SS
171 171 SS2606 20250625 ... 12615 12565 SS
172 172 SC2507 20250625 ... 517.2 566.8 SC
173 173 SC2508 20250625 ... 508.7 553.6 SC
174 174 SC2509 20250625 ... 499.4 532.1 SC
175 175 SC2510 20250625 ... 493.3 520.2 SC
176 176 SC2511 20250625 ... 488.7 507.8 SC
177 177 SC2512 20250625 ... 485.4 500.4 SC
178 178 SC2601 20250625 ... 485.6 496.8 SC
179 179 SC2602 20250625 ... 481 489 SC
180 180 SC2603 20250625 ... 477.3 483.7 SC
181 181 SC2604 20250625 ... 474.2 484.6 SC
182 182 SC2605 20250625 ... 477.9 479.1 SC
183 183 SC2606 20250625 ... 476.9 482 SC
184 184 SC2609 20250625 ... 472.4 481.8 SC
185 185 SC2612 20250625 ... 475 480.4 SC
186 186 SC2703 20250625 ... 470 470 SC
187 187 SC2706 20250625 ... 478 485 SC
188 188 SC2709 20250625 ... 466.6 499.3 SC
189 189 SC2712 20250625 ... 467.7 470.7 SC
190 190 SC2803 20250625 ... 468.9 469.6 SC
191 191 SC2806 20250625 ... 468.1 477.4 SC
192 192 LU2507 20250625 ... 3833 4198 LU
193 193 LU2508 20250625 ... 3686 3825 LU
194 194 LU2509 20250625 ... 3623 3756 LU
195 195 LU2510 20250625 ... 3584 3724 LU
196 196 LU2511 20250625 ... 3550 3639 LU
197 197 LU2512 20250625 ... 3517 3560 LU
198 198 LU2601 20250625 ... 3480 3549 LU
199 199 LU2602 20250625 ... 3458 3563 LU
200 200 LU2603 20250625 ... 3445 3482 LU
201 201 LU2604 20250625 ... 3386 3445 LU
202 202 LU2605 20250625 ... 3420 3439 LU
203 203 LU2606 20250625 ... 3405 3423 LU
204 204 FU2507 20250625 ... 2951 3234 FU
205 205 FU2508 20250625 ... 3011 3225 FU
206 206 FU2509 20250625 ... 3020 3206 FU
207 207 FU2510 20250625 ... 2971 3155 FU
208 208 FU2511 20250625 ... 2926 3100 FU
209 209 FU2512 20250625 ... 2901 3019 FU
210 210 FU2601 20250625 ... 2874 2973 FU
211 211 FU2602 20250625 ... 2854 2940 FU
212 212 FU2603 20250625 ... 2844 2925 FU
213 213 FU2604 20250625 ... 2829 2904 FU
214 214 FU2605 20250625 ... 2821 2919 FU
215 215 FU2606 20250625 ... 2808 2890 FU
216 216 BU2507 20250625 ... 3563 3655 BU
217 217 BU2508 20250625 ... 3567 3647 BU
218 218 BU2509 20250625 ... 3556 3643 BU
219 219 BU2510 20250625 ... 3516 3610 BU
220 220 BU2511 20250625 ... 3463 3549 BU
221 221 BU2512 20250625 ... 3393 3459 BU
222 222 BU2601 20250625 ... 3361 3422 BU
223 223 BU2602 20250625 ... 3345 3389 BU
224 224 BU2603 20250625 ... 3313 3346 BU
225 225 BU2604 20250625 ... 3300 3330 BU
226 226 BU2605 20250625 ... 3299 3310 BU
227 227 BU2606 20250625 ... 3272 3311 BU
228 228 BU2609 20250625 ... 3288 3330 BU
229 229 BU2612 20250625 ... 3252 3300 BU
230 230 BU2703 20250625 ... 3268 3322 BU
231 231 BU2706 20250625 ... 3259 3345 BU
232 232 BR2507 20250625 ... 11245 11330 BR
233 233 BR2508 20250625 ... 11065 11190 BR
234 234 BR2509 20250625 ... 10980 11105 BR
235 235 BR2510 20250625 ... 10935 11060 BR
236 236 BR2511 20250625 ... 10955 11015 BR
237 237 BR2512 20250625 ... 10955 11025 BR
238 238 BR2601 20250625 ... 10895 10985 BR
239 239 BR2602 20250625 ... 10895 10975 BR
240 240 BR2603 20250625 ... 10895 10955 BR
241 241 BR2604 20250625 ... 10885 10980 BR
242 242 BR2605 20250625 ... 10875 10945 BR
243 243 BR2606 20250625 ... 10945 10850 BR
244 244 RU2507 20250625 ... 13690 13720 RU
245 245 RU2508 20250625 ... 13720 13735 RU
246 246 RU2509 20250625 ... 13750 13775 RU
247 247 RU2510 20250625 ... 13765 13760 RU
248 248 RU2511 20250625 ... 13765 13780 RU
249 249 RU2601 20250625 ... 14605 14630 RU
250 250 RU2603 20250625 ... 14630 14615 RU
251 251 RU2604 20250625 ... 14615 14565 RU
252 252 RU2605 20250625 ... 14640 14645 RU
253 253 RU2606 20250625 ... 14915 14915 RU
254 254 NR2507 20250625 ... 11825 11900 NR
255 255 NR2508 20250625 ... 11840 11890 NR
256 256 NR2509 20250625 ... 11850 11885 NR
257 257 NR2510 20250625 ... 11850 11865 NR
258 258 NR2511 20250625 ... 11870 11890 NR
259 259 NR2512 20250625 ... 11890 11965 NR
260 260 NR2601 20250625 ... 11905 11920 NR
261 261 NR2602 20250625 ... 11920 11910 NR
262 262 NR2603 20250625 ... 11935 11970 NR
263 263 NR2604 20250625 ... 12070 12070 NR
264 264 NR2605 20250625 ... 11975 11960 NR
265 265 NR2606 20250625 ... 12025 12195 NR
266 266 SP2507 20250625 ... 5074 5166 SP
267 267 SP2508 20250625 ... 5086 5170 SP
268 268 SP2509 20250625 ... 5080 5174 SP
269 269 SP2510 20250625 ... 5088 5172 SP
270 270 SP2511 20250625 ... 5064 5164 SP
271 271 SP2512 20250625 ... 5070 5160 SP
272 272 SP2601 20250625 ... 5302 5388 SP
273 273 SP2602 20250625 ... 5252 5358 SP
274 274 SP2603 20250625 ... 5240 5338 SP
275 275 SP2604 20250625 ... 5248 5336 SP
276 276 SP2605 20250625 ... 5258 5320 SP
277 277 SP2606 20250625 ... 5274 5334 SP
278 278 EC2506 20250625 ... 1887.1 1889.3 EC
279 279 EC2508 20250625 ... 1738.3 1795.3 EC
280 280 EC2510 20250625 ... 1288.5 1323.4 EC
281 281 EC2512 20250625 ... 1430.2 1484.4 EC
282 282 EC2602 20250625 ... 1271.6 1327.1 EC
283 283 EC2604 20250625 ... 1131 1174 EC
284 284 SC_TAS2508 20250625 ... SC_TAS
285 285 SC_TAS2509 20250625 ... SC_TAS
286 286 SC_TAS2510 20250625 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:25:36,514 - future_1d - INFO - ak.get_shfe_daily('2025-06-25') done
symbol date open ... settle pre_settle variety
0 PS2507 20250625 32175.0 ... 31560.0 31815.0 PS
1 PS2508 20250625 31000.0 ... 30655.0 31120.0 PS
2 PS2509 20250625 30700.0 ... 30290.0 30670.0 PS
3 PS2510 20250625 30360.0 ... 30165.0 30470.0 PS
4 PS2511 20250625 30180.0 ... 29970.0 30225.0 PS
5 PS2512 20250625 32000.0 ... 31885.0 32040.0 PS
6 PS2601 20250625 31720.0 ... 31600.0 31740.0 PS
7 PS2602 20250625 31705.0 ... 31530.0 31510.0 PS
8 PS2603 20250625 31660.0 ... 31525.0 31640.0 PS
9 PS2604 20250625 31640.0 ... 31505.0 31760.0 PS
10 PS2605 20250625 31580.0 ... 31390.0 31555.0 PS
11 PS2606 20250625 32000.0 ... 32090.0 32155.0 PS
13 SI2507 20250625 7605.0 ... 7540.0 7470.0 SI
14 SI2508 20250625 7480.0 ... 7540.0 7465.0 SI
15 SI2509 20250625 7450.0 ... 7520.0 7440.0 SI
16 SI2510 20250625 7445.0 ... 7500.0 7400.0 SI
17 SI2511 20250625 7435.0 ... 7455.0 7380.0 SI
18 SI2512 20250625 7665.0 ... 7710.0 7610.0 SI
19 SI2601 20250625 7615.0 ... 7665.0 7565.0 SI
20 SI2602 20250625 7630.0 ... 7655.0 7565.0 SI
21 SI2603 20250625 7615.0 ... 7645.0 7530.0 SI
22 SI2604 20250625 7640.0 ... 7630.0 7565.0 SI
23 SI2605 20250625 7565.0 ... 7625.0 7550.0 SI
24 SI2606 20250625 7620.0 ... 7630.0 7565.0 SI
27 LC2507 20250625 61200.0 ... 61180.0 60560.0 LC
28 LC2508 20250625 61000.0 ... 61060.0 60540.0 LC
29 LC2509 20250625 60700.0 ... 60800.0 60300.0 LC
30 LC2510 20250625 60660.0 ... 60720.0 60340.0 LC
31 LC2511 20250625 60500.0 ... 60600.0 60020.0 LC
32 LC2512 20250625 60840.0 ... 60920.0 60500.0 LC
33 LC2601 20250625 60780.0 ... 61020.0 60420.0 LC
34 LC2602 20250625 60900.0 ... 60960.0 60100.0 LC
35 LC2603 20250625 60800.0 ... 60960.0 59900.0 LC
36 LC2604 20250625 61040.0 ... 61380.0 60480.0 LC
37 LC2605 20250625 61080.0 ... 61480.0 60660.0 LC
38 LC2606 20250625 61340.0 ... 61540.0 60340.0 LC
[36 rows x 12 columns]
2025-07-01 18:25:36,709 - future_1d - INFO - ak.get_gfex_daily('2025-06-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250625 7675.0 7708.0 ... 309556.31 7677.0 7683.0 AP
1 AP511 20250625 7527.0 7540.0 ... 654.24 7520.0 7530.0 AP
2 AP512 20250625 7559.0 7562.0 ... 83.07 7552.0 7559.0 AP
3 AP601 20250625 7570.0 7598.0 ... 10138.48 7572.0 7580.0 AP
4 AP603 20250625 7603.0 7603.0 ... 38.00 7599.0 7606.0 AP
5 AP604 20250625 7644.0 7651.0 ... 22.94 7647.0 7660.0 AP
6 AP605 20250625 7703.0 7703.0 ... 69.26 7695.0 7711.0 AP
7 CF507 20250625 13385.0 13445.0 ... 16408.31 13385.0 13280.0 CF
8 CF509 20250625 13610.0 13665.0 ... 1599446.64 13615.0 13535.0 CF
9 CF511 20250625 13545.0 13575.0 ... 114432.05 13530.0 13475.0 CF
10 CF601 20250625 13590.0 13650.0 ... 324731.33 13610.0 13545.0 CF
11 CF603 20250625 13560.0 13615.0 ... 1065.53 13575.0 13500.0 CF
12 CF605 20250625 13555.0 13625.0 ... 6399.15 13570.0 13505.0 CF
13 CJ507 20250625 9430.0 9535.0 ... 2332.50 9425.0 9325.0 CJ
14 CJ509 20250625 9570.0 9705.0 ... 902969.13 9570.0 9485.0 CJ
15 CJ512 20250625 10455.0 10615.0 ... 18551.61 10450.0 10315.0 CJ
16 CJ601 20250625 10540.0 10735.0 ... 520014.70 10550.0 10395.0 CJ
17 CJ603 20250625 11000.0 11000.0 ... 10735.37 10650.0 10460.0 CJ
18 CJ605 20250625 10740.0 11100.0 ... 32178.24 10855.0 10665.0 CJ
19 CY507 20250625 19810.0 19945.0 ... 1210.78 19850.0 19730.0 CY
20 CY508 20250625 0.0 0.0 ... 0.00 19555.0 19435.0 CY
21 CY509 20250625 19925.0 20050.0 ... 91389.97 19935.0 19780.0 CY
22 CY510 20250625 0.0 0.0 ... 0.00 19560.0 19410.0 CY
23 CY511 20250625 19830.0 19830.0 ... 9.92 19830.0 19730.0 CY
24 CY512 20250625 19785.0 19785.0 ... 9.89 19785.0 19635.0 CY
25 CY601 20250625 19830.0 19990.0 ... 129.57 19935.0 19845.0 CY
26 CY602 20250625 0.0 0.0 ... 0.00 19455.0 19455.0 CY
27 CY603 20250625 0.0 0.0 ... 0.00 19845.0 19845.0 CY
28 CY604 20250625 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250625 20055.0 20055.0 ... 10.03 20055.0 19870.0 CY
30 CY606 20250625 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250625 962.0 965.0 ... 2575.12 959.0 963.0 FG
32 FG508 20250625 1027.0 1029.0 ... 31056.93 1024.0 1026.0 FG
33 FG509 20250625 1015.0 1019.0 ... 2153652.13 1012.0 1014.0 FG
34 FG510 20250625 1040.0 1042.0 ... 20952.58 1037.0 1038.0 FG
35 FG511 20250625 1030.0 1031.0 ... 29559.67 1025.0 1027.0 FG
36 FG512 20250625 1081.0 1084.0 ... 722.96 1076.0 1081.0 FG
37 FG601 20250625 1064.0 1069.0 ... 132374.04 1063.0 1067.0 FG
38 FG602 20250625 1101.0 1102.0 ... 219.19 1096.0 1100.0 FG
39 FG603 20250625 1093.0 1096.0 ... 337.65 1089.0 1094.0 FG
40 FG604 20250625 1121.0 1122.0 ... 165.41 1118.0 1120.0 FG
41 FG605 20250625 1106.0 1110.0 ... 1533.63 1103.0 1106.0 FG
42 FG606 20250625 1116.0 1121.0 ... 46.93 1117.0 1122.0 FG
43 JR507 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250625 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250625 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250625 2435.0 2449.0 ... 1505.04 2431.0 2421.0 MA
54 MA508 20250625 2393.0 2422.0 ... 49469.03 2405.0 2423.0 MA
55 MA509 20250625 2383.0 2400.0 ... 2513787.39 2388.0 2414.0 MA
56 MA510 20250625 2388.0 2405.0 ... 26763.68 2395.0 2420.0 MA
57 MA511 20250625 2393.0 2408.0 ... 40501.57 2398.0 2421.0 MA
58 MA512 20250625 2409.0 2424.0 ... 256.29 2418.0 2429.0 MA
59 MA601 20250625 2401.0 2425.0 ... 193859.29 2412.0 2428.0 MA
60 MA602 20250625 2381.0 2394.0 ... 42.96 2387.0 2391.0 MA
61 MA603 20250625 2383.0 2390.0 ... 45.32 2385.0 2393.0 MA
62 MA604 20250625 2362.0 2365.0 ... 30.68 2360.0 2366.0 MA
63 MA605 20250625 2322.0 2330.0 ... 2775.94 2323.0 2357.0 MA
64 MA606 20250625 2338.0 2342.0 ... 16.37 2338.0 2368.0 MA
65 OI507 20250625 9675.0 9675.0 ... 5870.35 9624.0 9684.0 OI
66 OI509 20250625 9563.0 9575.0 ... 3718674.33 9510.0 9607.0 OI
67 OI511 20250625 9540.0 9542.0 ... 124789.39 9485.0 9574.0 OI
68 OI601 20250625 9477.0 9480.0 ... 360591.85 9423.0 9515.0 OI
69 OI603 20250625 9415.0 9417.0 ... 1854.87 9368.0 9460.0 OI
70 OI605 20250625 9310.0 9310.0 ... 1194.16 9257.0 9336.0 OI
71 PF507 20250625 6712.0 6712.0 ... 6769.21 6686.0 6732.0 PF
72 PF508 20250625 6610.0 6614.0 ... 417467.69 6592.0 6672.0 PF
73 PF509 20250625 6488.0 6496.0 ... 173899.31 6476.0 6536.0 PF
74 PF510 20250625 6484.0 6500.0 ... 39696.80 6482.0 6530.0 PF
75 PF511 20250625 6448.0 6456.0 ... 23695.10 6438.0 6480.0 PF
76 PF512 20250625 6414.0 6430.0 ... 1131.08 6408.0 6434.0 PF
77 PF601 20250625 6440.0 6444.0 ... 1039.88 6420.0 6456.0 PF
78 PF602 20250625 6418.0 6418.0 ... 16.03 6412.0 6430.0 PF
79 PF603 20250625 6416.0 6426.0 ... 22.45 6414.0 6422.0 PF
80 PF604 20250625 6412.0 6424.0 ... 16.04 6418.0 6424.0 PF
81 PF605 20250625 6420.0 6420.0 ... 9.63 6420.0 6404.0 PF
82 PF606 20250625 0.0 0.0 ... 0.00 6412.0 6416.0 PF
83 PK510 20250625 8220.0 8268.0 ... 156371.01 8246.0 8218.0 PK
84 PK511 20250625 7998.0 8040.0 ... 61024.98 8020.0 8004.0 PK
85 PK512 20250625 7990.0 8014.0 ... 296.07 8002.0 7976.0 PK
86 PK601 20250625 8000.0 8022.0 ... 4513.85 8010.0 8004.0 PK
87 PK603 20250625 8002.0 8016.0 ... 88.10 8010.0 8014.0 PK
88 PK604 20250625 8004.0 8012.0 ... 32.02 8006.0 8006.0 PK
89 PK605 20250625 8018.0 8018.0 ... 288.20 8006.0 8012.0 PK
90 PM507 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250625 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250625 6046.0 6060.0 ... 6689.89 6044.0 6126.0 PR
97 PR508 20250625 6018.0 6044.0 ... 77623.28 6026.0 6108.0 PR
98 PR509 20250625 5954.0 5970.0 ... 411041.65 5954.0 6038.0 PR
99 PR510 20250625 5922.0 5940.0 ... 145930.17 5916.0 6046.0 PR
100 PR511 20250625 5862.0 5886.0 ... 492.23 5860.0 5898.0 PR
101 PR512 20250625 5846.0 5874.0 ... 149.16 5850.0 5864.0 PR
102 PR601 20250625 5852.0 5860.0 ... 2077.33 5844.0 5884.0 PR
103 PR602 20250625 5876.0 5890.0 ... 17.65 5884.0 6032.0 PR
104 PR603 20250625 5878.0 5892.0 ... 17.66 5886.0 5958.0 PR
105 PR604 20250625 0.0 0.0 ... 0.00 5902.0 5954.0 PR
106 PR605 20250625 5862.0 5880.0 ... 44.03 5872.0 5888.0 PR
107 PR606 20250625 5824.0 5824.0 ... 8.74 5824.0 5928.0 PR
108 PX507 20250625 6982.0 6984.0 ... 6842.95 6952.0 7100.0 PX
109 PX508 20250625 6864.0 6888.0 ... 38990.80 6850.0 6960.0 PX
110 PX509 20250625 6754.0 6784.0 ... 760179.52 6752.0 6868.0 PX
111 PX510 20250625 6670.0 6688.0 ... 39791.17 6660.0 6774.0 PX
112 PX511 20250625 6610.0 6630.0 ... 84802.13 6604.0 6720.0 PX
113 PX512 20250625 0.0 0.0 ... 0.00 6574.0 6572.0 PX
114 PX601 20250625 6522.0 6556.0 ... 20896.99 6534.0 6622.0 PX
115 PX602 20250625 6508.0 6508.0 ... 3.25 6508.0 6524.0 PX
116 PX603 20250625 6502.0 6502.0 ... 3.25 6502.0 6690.0 PX
117 PX604 20250625 6478.0 6484.0 ... 9.72 6482.0 6494.0 PX
118 PX605 20250625 6474.0 6492.0 ... 32.41 6482.0 6500.0 PX
119 PX606 20250625 0.0 0.0 ... 0.00 6482.0 6482.0 PX
120 RI507 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250625 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250625 2548.0 2560.0 ... 35031.91 2514.0 2548.0 RM
127 RM508 20250625 2663.0 2679.0 ... 22874.98 2625.0 2659.0 RM
128 RM509 20250625 2658.0 2674.0 ... 1370215.32 2620.0 2653.0 RM
129 RM511 20250625 2473.0 2481.0 ... 6646.31 2448.0 2469.0 RM
130 RM601 20250625 2372.0 2376.0 ... 212622.67 2341.0 2369.0 RM
131 RM603 20250625 2353.0 2353.0 ... 12804.89 2326.0 2352.0 RM
132 RM605 20250625 2373.0 2376.0 ... 14190.38 2352.0 2377.0 RM
133 RS507 20250625 5035.0 5065.0 ... 259.45 4989.0 5069.0 RS
134 RS508 20250625 5102.0 5102.0 ... 5.10 5102.0 5253.0 RS
135 RS509 20250625 5151.0 5246.0 ... 175.62 5165.0 5192.0 RS
136 RS511 20250625 5260.0 5260.0 ... 5.26 5260.0 5329.0 RS
137 SA507 20250625 1150.0 1160.0 ... 2543.28 1152.0 1154.0 SA
138 SA508 20250625 1166.0 1173.0 ... 6189.32 1166.0 1168.0 SA
139 SA509 20250625 1158.0 1168.0 ... 2211464.87 1160.0 1165.0 SA
140 SA510 20250625 1176.0 1182.0 ... 4630.73 1177.0 1180.0 SA
141 SA511 20250625 1171.0 1177.0 ... 2921.65 1171.0 1175.0 SA
142 SA512 20250625 1178.0 1184.0 ... 1619.68 1179.0 1183.0 SA
143 SA601 20250625 1150.0 1160.0 ... 290321.64 1154.0 1157.0 SA
144 SA602 20250625 1178.0 1187.0 ... 1231.93 1180.0 1182.0 SA
145 SA603 20250625 1175.0 1185.0 ... 1535.32 1179.0 1181.0 SA
146 SA604 20250625 1203.0 1210.0 ... 412.60 1206.0 1206.0 SA
147 SA605 20250625 1197.0 1201.0 ... 6135.47 1197.0 1201.0 SA
148 SA606 20250625 1205.0 1211.0 ... 142.29 1206.0 1211.0 SA
149 SF507 20250625 5478.0 5576.0 ... 15072.88 5524.0 5484.0 SF
150 SF508 20250625 5314.0 5410.0 ... 56670.68 5368.0 5306.0 SF
151 SF509 20250625 5272.0 5374.0 ... 475567.95 5332.0 5276.0 SF
152 SF510 20250625 5194.0 5288.0 ... 81784.76 5238.0 5184.0 SF
153 SF511 20250625 5296.0 5416.0 ... 139340.63 5360.0 5296.0 SF
154 SF512 20250625 5278.0 5328.0 ... 215.38 5318.0 5252.0 SF
155 SF601 20250625 5218.0 5334.0 ... 7418.41 5290.0 5228.0 SF
156 SF602 20250625 5176.0 5264.0 ... 336.13 5212.0 5164.0 SF
157 SF603 20250625 5310.0 5392.0 ... 8.03 5352.0 5318.0 SF
158 SF604 20250625 5336.0 5336.0 ... 2.67 5336.0 5312.0 SF
159 SF605 20250625 5264.0 5358.0 ... 69.32 5332.0 5266.0 SF
160 SF606 20250625 5236.0 5284.0 ... 28.84 5244.0 5208.0 SF
161 SH507 20250625 2351.0 2361.0 ... 7293.68 2344.0 2351.0 SH
162 SH508 20250625 2258.0 2270.0 ... 158918.81 2255.0 2267.0 SH
163 SH509 20250625 2269.0 2284.0 ... 2519208.00 2272.0 2277.0 SH
164 SH510 20250625 2302.0 2323.0 ... 255791.41 2311.0 2306.0 SH
165 SH511 20250625 2303.0 2312.0 ... 171292.61 2303.0 2296.0 SH
166 SH512 20250625 2295.0 2315.0 ... 2359.12 2306.0 2306.0 SH
167 SH601 20250625 2271.0 2279.0 ... 38448.01 2269.0 2272.0 SH
168 SH602 20250625 2285.0 2296.0 ... 267.89 2290.0 2291.0 SH
169 SH603 20250625 2288.0 2310.0 ... 186.19 2299.0 2299.0 SH
170 SH604 20250625 2329.0 2351.0 ... 112.35 2341.0 2342.0 SH
171 SH605 20250625 2330.0 2342.0 ... 1304.34 2338.0 2339.0 SH
172 SH606 20250625 2351.0 2361.0 ... 35.37 2358.0 2363.0 SH
173 SM507 20250625 5542.0 5654.0 ... 6665.39 5600.0 5562.0 SM
174 SM508 20250625 5560.0 5664.0 ... 80292.32 5614.0 5550.0 SM
175 SM509 20250625 5566.0 5670.0 ... 921224.30 5622.0 5554.0 SM
176 SM510 20250625 5540.0 5636.0 ... 43531.11 5584.0 5530.0 SM
177 SM511 20250625 5624.0 5722.0 ... 72039.61 5674.0 5612.0 SM
178 SM512 20250625 5616.0 5702.0 ... 36.77 5656.0 5640.0 SM
179 SM601 20250625 5598.0 5698.0 ... 26541.53 5650.0 5592.0 SM
180 SM602 20250625 5620.0 5696.0 ... 53.61 5644.0 5610.0 SM
181 SM603 20250625 5628.0 5678.0 ... 45.13 5642.0 5638.0 SM
182 SM604 20250625 5632.0 5682.0 ... 62.13 5648.0 5630.0 SM
183 SM605 20250625 5622.0 5710.0 ... 258.30 5678.0 5614.0 SM
184 SM606 20250625 5670.0 5716.0 ... 14.24 5694.0 5652.0 SM
185 SR507 20250625 5730.0 5766.0 ... 4878.89 5747.0 5738.0 SR
186 SR509 20250625 5696.0 5757.0 ... 1291779.41 5727.0 5717.0 SR
187 SR511 20250625 5589.0 5637.0 ... 126783.08 5607.0 5611.0 SR
188 SR601 20250625 5530.0 5585.0 ... 130731.30 5561.0 5566.0 SR
189 SR603 20250625 5522.0 5560.0 ... 1679.52 5543.0 5540.0 SR
190 SR605 20250625 5517.0 5531.0 ... 16584.44 5512.0 5519.0 SR
191 TA507 20250625 5026.0 5036.0 ... 26494.86 5014.0 5060.0 TA
192 TA508 20250625 4912.0 4926.0 ... 86452.40 4912.0 4948.0 TA
193 TA509 20250625 4784.0 4796.0 ... 2155318.07 4780.0 4834.0 TA
194 TA510 20250625 4688.0 4700.0 ... 61639.05 4684.0 4762.0 TA
195 TA511 20250625 4644.0 4664.0 ... 51474.64 4648.0 4736.0 TA
196 TA512 20250625 4622.0 4626.0 ... 25.42 4622.0 4628.0 TA
197 TA601 20250625 4586.0 4618.0 ... 324770.16 4602.0 4632.0 TA
198 TA602 20250625 4606.0 4614.0 ... 69.08 4606.0 4604.0 TA
199 TA603 20250625 4594.0 4618.0 ... 87.51 4606.0 4624.0 TA
200 TA604 20250625 4606.0 4622.0 ... 27.69 4616.0 4616.0 TA
201 TA605 20250625 4604.0 4630.0 ... 579.35 4616.0 4624.0 TA
202 TA606 20250625 4614.0 4614.0 ... 4.61 4614.0 4632.0 TA
203 UR507 20250625 1715.0 1763.0 ... 751.57 1748.0 1715.0 UR
204 UR508 20250625 1707.0 1757.0 ... 1628.09 1739.0 1705.0 UR
205 UR509 20250625 1692.0 1743.0 ... 1898223.12 1721.0 1698.0 UR
206 UR510 20250625 1689.0 1728.0 ... 1556.62 1711.0 1686.0 UR
207 UR511 20250625 1693.0 1732.0 ... 226.79 1718.0 1695.0 UR
208 UR512 20250625 1708.0 1723.0 ... 51.44 1715.0 1692.0 UR
209 UR601 20250625 1665.0 1699.0 ... 95526.99 1678.0 1673.0 UR
210 UR602 20250625 1660.0 1696.0 ... 2564.17 1678.0 1672.0 UR
211 UR603 20250625 1685.0 1724.0 ... 581.78 1711.0 1707.0 UR
212 UR604 20250625 1684.0 1716.0 ... 447.52 1708.0 1699.0 UR
213 UR605 20250625 1685.0 1707.0 ... 4589.83 1695.0 1693.0 UR
214 UR606 20250625 1678.0 1699.0 ... 148.61 1689.0 1685.0 UR
215 WH507 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250625 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250625 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:25:37,014 - future_1d - INFO - ak.get_czce_daily('2025-06-25') done
2025-07-01 18:25:38,793 - future_1d - INFO - save future_daily 2025-06-25 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250626 5827.000 ... 5813.400 5826.000 IC
1 IC2508 20250626 5797.200 ... 5774.000 5789.400 IC
2 IC2509 20250626 5749.800 ... 5731.800 5742.000 IC
3 IC2512 20250626 5632.600 ... 5618.800 5625.800 IC
4 IF2507 20250626 3928.600 ... 3923.000 3928.600 IF
5 IF2508 20250626 3919.200 ... 3910.600 3918.600 IF
6 IF2509 20250626 3915.200 ... 3905.600 3913.200 IF
7 IF2512 20250626 3889.800 ... 3874.200 3882.000 IF
8 IH2507 20250626 2720.400 ... 2715.200 2716.800 IH
9 IH2508 20250626 2715.200 ... 2710.800 2714.600 IH
10 IH2509 20250626 2716.000 ... 2711.800 2715.400 IH
11 IH2512 20250626 2717.400 ... 2712.200 2715.200 IH
12 IM2507 20250626 6227.200 ... 6218.000 6227.800 IM
13 IM2508 20250626 6165.400 ... 6163.800 6170.600 IM
14 IM2509 20250626 6105.000 ... 6104.800 6101.400 IM
15 IM2512 20250626 5948.200 ... 5941.600 5930.800 IM
16 T2509 20250626 108.995 ... 108.950 108.975 T
17 T2512 20250626 108.995 ... 108.975 109.005 T
18 T2603 20250626 108.985 ... 108.950 108.975 T
19 TF2509 20250626 106.205 ... 106.160 106.175 TF
20 TF2512 20250626 106.295 ... 106.240 106.250 TF
21 TF2603 20250626 106.315 ... 106.265 106.285 TF
22 TL2509 20250626 120.750 ... 120.680 120.600 TL
23 TL2512 20250626 120.620 ... 120.530 120.480 TL
24 TL2603 20250626 120.450 ... 120.340 120.300 TL
25 TS2509 20250626 102.510 ... 102.508 102.506 TS
26 TS2512 20250626 102.654 ... 102.644 102.644 TS
27 TS2603 20250626 102.742 ... 102.736 102.738 TS
[28 rows x 12 columns]
2025-07-01 18:25:47,472 - future_1d - INFO - ak.get_cffex_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 a2507 20250626 4195.0 ... 4188.00 4208.00 A
1 a2509 20250626 4169.0 ... 4152.00 4186.00 A
2 a2511 20250626 4105.0 ... 4085.00 4114.00 A
3 a2601 20250626 4084.0 ... 4069.00 4094.00 A
4 a2603 20250626 4069.0 ... 4056.00 4080.00 A
5 a2605 20250626 4090.0 ... 4088.00 4113.00 A
6 b2507 20250626 3541.0 ... 3523.00 3549.00 B
7 b2508 20250626 3597.0 ... 3576.00 3614.00 B
8 b2509 20250626 3640.0 ... 3616.00 3661.00 B
9 b2510 20250626 3695.0 ... 3661.00 3702.00 B
10 b2511 20250626 3687.0 ... 3661.00 3705.00 B
11 b2512 20250626 3705.0 ... 3678.00 3709.00 B
12 b2601 20250626 3679.0 ... 3663.00 3694.00 B
13 b2602 20250626 3625.0 ... 3600.00 3642.00 B
14 b2603 20250626 3531.0 ... 3514.00 3545.00 B
15 b2604 20250626 3435.0 ... 3423.00 3445.00 B
16 b2605 20250626 3380.0 ... 3371.00 3393.00 B
17 b2606 20250626 3380.0 ... 3375.00 3392.00 B
18 bb2509 20250626 151.9 ... 152.75 153.15 BB
19 bb2511 20250626 152.0 ... 152.10 151.25 BB
20 bb2601 20250626 0.0 ... 169.30 168.40 BB
21 bb2603 20250626 0.0 ... 169.40 168.50 BB
22 bb2605 20250626 0.0 ... 169.40 168.50 BB
23 c2507 20250626 2356.0 ... 2355.00 2353.00 C
24 c2509 20250626 2377.0 ... 2379.00 2381.00 C
25 c2511 20250626 2311.0 ... 2318.00 2316.00 C
26 c2601 20250626 2270.0 ... 2273.00 2273.00 C
27 c2603 20250626 2268.0 ... 2266.00 2269.00 C
28 c2605 20250626 2300.0 ... 2298.00 2301.00 C
29 cs2507 20250626 2685.0 ... 2702.00 2687.00 CS
30 cs2509 20250626 2733.0 ... 2732.00 2737.00 CS
31 cs2511 20250626 2670.0 ... 2674.00 2674.00 CS
32 cs2601 20250626 2666.0 ... 2670.00 2670.00 CS
33 cs2603 20250626 2647.0 ... 2652.00 2653.00 CS
34 cs2605 20250626 2686.0 ... 2686.00 2688.00 CS
35 eb2507 20250626 7416.0 ... 7425.00 7365.00 EB
36 eb2508 20250626 7265.0 ... 7299.00 7248.00 EB
37 eb2509 20250626 7196.0 ... 7216.00 7172.00 EB
38 eb2510 20250626 7116.0 ... 7131.00 7105.00 EB
39 eb2511 20250626 7041.0 ... 7057.00 7043.00 EB
40 eb2512 20250626 7014.0 ... 7024.00 7017.00 EB
41 eb2601 20250626 7041.0 ... 7023.00 7002.00 EB
42 eb2602 20250626 7040.0 ... 7075.00 7000.00 EB
43 eb2603 20250626 7045.0 ... 7131.00 6997.00 EB
44 eb2604 20250626 7117.0 ... 7010.00 6987.00 EB
45 eb2605 20250626 7029.0 ... 7025.00 7001.00 EB
46 eb2606 20250626 6847.0 ... 6898.00 7001.00 EB
47 eg2507 20250626 4300.0 ... 4261.00 4272.00 EG
48 eg2508 20250626 4295.0 ... 4287.00 4304.00 EG
49 eg2509 20250626 4314.0 ... 4302.00 4319.00 EG
50 eg2510 20250626 4328.0 ... 4298.00 4317.00 EG
51 eg2511 20250626 4317.0 ... 4292.00 4311.00 EG
52 eg2512 20250626 4320.0 ... 4301.00 4317.00 EG
53 eg2601 20250626 4331.0 ... 4321.00 4331.00 EG
54 eg2602 20250626 4310.0 ... 4312.00 4336.00 EG
55 eg2603 20250626 4339.0 ... 4327.00 4339.00 EG
56 eg2604 20250626 4345.0 ... 4347.00 4348.00 EG
57 eg2605 20250626 4344.0 ... 4344.00 4337.00 EG
58 eg2606 20250626 0.0 ... 4337.00 4337.00 EG
59 fb2507 20250626 0.0 ... 1313.50 1313.50 FB
60 fb2508 20250626 1309.0 ... 1307.00 1304.50 FB
61 fb2509 20250626 1300.0 ... 1302.00 1300.50 FB
62 fb2510 20250626 1325.0 ... 1326.50 1324.00 FB
63 fb2511 20250626 1320.0 ... 1324.50 1320.50 FB
64 fb2512 20250626 1318.0 ... 1321.50 1319.50 FB
65 fb2601 20250626 0.0 ... 1309.00 1309.00 FB
66 fb2602 20250626 0.0 ... 1295.50 1295.50 FB
67 fb2603 20250626 0.0 ... 1313.50 1313.50 FB
68 fb2604 20250626 0.0 ... 1310.50 1310.50 FB
69 fb2605 20250626 0.0 ... 1292.50 1292.50 FB
70 fb2606 20250626 0.0 ... 1292.50 1292.50 FB
71 i2507 20250626 720.5 ... 720.50 719.50 I
72 i2508 20250626 711.0 ... 711.00 709.50 I
73 i2509 20250626 702.5 ... 702.50 701.00 I
74 i2510 20250626 696.5 ... 697.00 695.00 I
75 i2511 20250626 690.5 ... 691.00 688.50 I
76 i2512 20250626 684.0 ... 684.50 682.50 I
77 i2601 20250626 675.5 ... 677.00 674.50 I
78 i2602 20250626 674.0 ... 674.50 671.00 I
79 i2603 20250626 671.0 ... 673.00 669.00 I
80 i2604 20250626 667.5 ... 668.50 665.50 I
81 i2605 20250626 659.5 ... 660.00 658.50 I
82 i2606 20250626 654.5 ... 654.50 652.50 I
83 j2507 20250626 1322.5 ... 1322.50 1296.00 J
84 j2508 20250626 1351.5 ... 1355.00 1341.50 J
85 j2509 20250626 1387.0 ... 1386.50 1370.00 J
86 j2510 20250626 1405.5 ... 1405.00 1393.50 J
87 j2511 20250626 1417.0 ... 1419.00 1398.00 J
88 j2512 20250626 1423.5 ... 1425.50 1415.50 J
89 j2601 20250626 1427.0 ... 1425.00 1410.00 J
90 j2602 20250626 1427.5 ... 1430.50 1425.00 J
91 j2603 20250626 1429.5 ... 1433.00 1422.50 J
92 j2604 20250626 0.0 ... 1427.50 1417.50 J
93 j2605 20250626 1451.0 ... 1453.50 1440.50 J
94 j2606 20250626 0.0 ... 1444.00 1431.50 J
95 jd2507 20250626 2820.0 ... 2828.00 2847.00 JD
96 jd2508 20250626 3550.0 ... 3555.00 3565.00 JD
97 jd2509 20250626 3653.0 ... 3657.00 3654.00 JD
98 jd2510 20250626 3360.0 ... 3356.00 3365.00 JD
99 jd2511 20250626 3409.0 ... 3406.00 3419.00 JD
100 jd2512 20250626 3566.0 ... 3573.00 3569.00 JD
101 jd2601 20250626 3628.0 ... 3638.00 3619.00 JD
102 jd2602 20250626 3188.0 ... 3195.00 3187.00 JD
103 jd2603 20250626 3194.0 ... 3195.00 3190.00 JD
104 jd2604 20250626 3326.0 ... 3328.00 3321.00 JD
105 jd2605 20250626 3396.0 ... 3400.00 3396.00 JD
106 jd2606 20250626 3275.0 ... 3228.00 3396.00 JD
107 jm2507 20250626 792.5 ... 800.00 777.50 JM
108 jm2508 20250626 784.0 ... 788.00 774.50 JM
109 jm2509 20250626 804.0 ... 808.00 791.00 JM
110 jm2510 20250626 817.5 ... 820.50 805.50 JM
111 jm2511 20250626 828.0 ... 829.50 813.50 JM
112 jm2512 20250626 838.5 ... 840.50 823.50 JM
113 jm2601 20250626 845.0 ... 848.00 832.50 JM
114 jm2602 20250626 849.5 ... 852.00 841.00 JM
115 jm2603 20250626 858.0 ... 858.00 851.50 JM
116 jm2604 20250626 864.0 ... 864.50 857.50 JM
117 jm2605 20250626 873.5 ... 873.00 858.50 JM
118 jm2606 20250626 876.5 ... 886.50 869.00 JM
119 l2507 20250626 7327.0 ... 7349.00 7288.00 L
120 l2508 20250626 7254.0 ... 7296.00 7254.00 L
121 l2509 20250626 7261.0 ... 7289.00 7248.00 L
122 l2510 20250626 7232.0 ... 7252.00 7213.00 L
123 l2511 20250626 7229.0 ... 7250.00 7208.00 L
124 l2512 20250626 7227.0 ... 7245.00 7206.00 L
125 l2601 20250626 7219.0 ... 7245.00 7196.00 L
126 l2602 20250626 7212.0 ... 7212.00 7181.00 L
127 l2603 20250626 0.0 ... 7208.00 7172.00 L
128 l2604 20250626 7265.0 ... 7265.00 7193.00 L
129 l2605 20250626 7199.0 ... 7228.00 7175.00 L
130 l2606 20250626 7192.0 ... 7194.00 7185.00 L
131 lg2507 20250626 807.0 ... 816.00 806.50 LG
132 lg2509 20250626 799.0 ... 794.00 795.00 LG
133 lg2511 20250626 793.5 ... 790.50 794.00 LG
134 lg2601 20250626 794.5 ... 792.50 794.50 LG
135 lg2603 20250626 795.5 ... 795.00 794.00 LG
136 lg2605 20250626 0.0 ... 796.50 796.50 LG
137 lh2507 20250626 13620.0 ... 13630.00 13605.00 LH
138 lh2509 20250626 14010.0 ... 14025.00 13980.00 LH
139 lh2511 20250626 13470.0 ... 13470.00 13465.00 LH
140 lh2601 20250626 13560.0 ... 13560.00 13565.00 LH
141 lh2603 20250626 12780.0 ... 12775.00 12780.00 LH
142 lh2605 20250626 12995.0 ... 12975.00 12975.00 LH
143 m2507 20250626 2825.0 ... 2804.00 2851.00 M
144 m2508 20250626 2970.0 ... 2936.00 2991.00 M
145 m2509 20250626 2986.0 ... 2951.00 3009.00 M
146 m2511 20250626 3025.0 ... 2985.00 3043.00 M
147 m2512 20250626 3046.0 ... 3022.00 3060.00 M
148 m2601 20250626 3025.0 ... 2997.00 3045.00 M
149 m2603 20250626 2869.0 ... 2847.00 2881.00 M
150 m2605 20250626 2720.0 ... 2706.00 2729.00 M
151 p2507 20250626 8440.0 ... 8426.00 8440.00 P
152 p2508 20250626 8366.0 ... 8388.00 8366.00 P
153 p2509 20250626 8308.0 ... 8348.00 8324.00 P
154 p2510 20250626 8314.0 ... 8338.00 8300.00 P
155 p2511 20250626 8274.0 ... 8336.00 8298.00 P
156 p2512 20250626 8322.0 ... 8340.00 8300.00 P
157 p2601 20250626 8308.0 ... 8356.00 8322.00 P
158 p2602 20250626 8338.0 ... 8322.00 8296.00 P
159 p2603 20250626 8250.0 ... 8300.00 8256.00 P
160 p2604 20250626 8218.0 ... 8226.00 8244.00 P
161 p2605 20250626 8230.0 ... 8240.00 8212.00 P
162 p2606 20250626 8172.0 ... 8196.00 8186.00 P
163 pg2507 20250626 4237.0 ... 4265.00 4237.00 PG
164 pg2508 20250626 4225.0 ... 4253.00 4209.00 PG
165 pg2509 20250626 4139.0 ... 4148.00 4129.00 PG
166 pg2510 20250626 4515.0 ... 4514.00 4501.00 PG
167 pg2511 20250626 4423.0 ... 4423.00 4406.00 PG
168 pg2512 20250626 4341.0 ... 4344.00 4335.00 PG
169 pg2601 20250626 4247.0 ... 4267.00 4254.00 PG
170 pg2602 20250626 4170.0 ... 4191.00 4176.00 PG
171 pg2603 20250626 4066.0 ... 4079.00 4081.00 PG
172 pg2604 20250626 4372.0 ... 4376.00 4388.00 PG
173 pg2605 20250626 4280.0 ... 4283.00 4286.00 PG
174 pg2606 20250626 0.0 ... 4255.00 4286.00 PG
175 pp2507 20250626 7098.0 ... 7116.00 7098.00 PP
176 pp2508 20250626 7095.0 ... 7100.00 7081.00 PP
177 pp2509 20250626 7084.0 ... 7087.00 7070.00 PP
178 pp2510 20250626 7039.0 ... 7044.00 7033.00 PP
179 pp2511 20250626 7031.0 ... 7038.00 7028.00 PP
180 pp2512 20250626 7027.0 ... 7029.00 7024.00 PP
181 pp2601 20250626 7025.0 ... 7030.00 7016.00 PP
182 pp2602 20250626 6994.0 ... 6998.00 6993.00 PP
183 pp2603 20250626 6993.0 ... 6999.00 6988.00 PP
184 pp2604 20250626 7006.0 ... 7011.00 6991.00 PP
185 pp2605 20250626 7000.0 ... 7031.00 7000.00 PP
186 pp2606 20250626 0.0 ... 7079.00 7079.00 PP
187 rr2507 20250626 3636.0 ... 3593.00 3622.00 RR
188 rr2508 20250626 3576.0 ... 3587.00 3576.00 RR
189 rr2509 20250626 3589.0 ... 3596.00 3594.00 RR
190 rr2510 20250626 3586.0 ... 3590.00 3584.00 RR
191 rr2511 20250626 3588.0 ... 3589.00 3587.00 RR
192 rr2512 20250626 3598.0 ... 3601.00 3591.00 RR
193 rr2601 20250626 3595.0 ... 3604.00 3590.00 RR
194 rr2602 20250626 3605.0 ... 3605.00 3599.00 RR
195 rr2603 20250626 3600.0 ... 3600.00 3595.00 RR
196 rr2604 20250626 0.0 ... 3603.00 3603.00 RR
197 rr2605 20250626 3593.0 ... 3597.00 3596.00 RR
198 rr2606 20250626 3606.0 ... 3606.00 3606.00 RR
199 v2507 20250626 4782.0 ... 4794.00 4782.00 V
200 v2508 20250626 4827.0 ... 4829.00 4817.00 V
201 v2509 20250626 4853.0 ... 4863.00 4850.00 V
202 v2510 20250626 4886.0 ... 4886.00 4874.00 V
203 v2511 20250626 4906.0 ... 4902.00 4887.00 V
204 v2512 20250626 4922.0 ... 4920.00 4913.00 V
205 v2601 20250626 4944.0 ... 4938.00 4924.00 V
206 v2602 20250626 4967.0 ... 4955.00 4939.00 V
207 v2603 20250626 4973.0 ... 4965.00 4954.00 V
208 v2604 20250626 5072.0 ... 5045.00 5048.00 V
209 v2605 20250626 5080.0 ... 5073.00 5067.00 V
210 v2606 20250626 5096.0 ... 5087.00 5080.00 V
211 y2507 20250626 8076.0 ... 8104.00 8076.00 Y
212 y2508 20250626 8022.0 ... 8044.00 8020.00 Y
213 y2509 20250626 7956.0 ... 7982.00 7954.00 Y
214 y2511 20250626 7976.0 ... 7986.00 7962.00 Y
215 y2512 20250626 7982.0 ... 8012.00 7978.00 Y
216 y2601 20250626 7916.0 ... 7930.00 7906.00 Y
217 y2603 20250626 7776.0 ... 7778.00 7770.00 Y
218 y2605 20250626 7606.0 ... 7594.00 7614.00 Y
[219 rows x 12 columns]
2025-07-01 18:25:48,221 - future_1d - INFO - ak.get_dce_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 SC2507 20250626 505 ... 504.7 517.2 SC
1 SC2508 20250626 506.7 ... 505.4 508.7 SC
2 SC2509 20250626 498 ... 495.1 499.4 SC
3 SC2510 20250626 491.5 ... 489.4 493.3 SC
4 SC2511 20250626 488.2 ... 485.3 488.7 SC
5 SC2512 20250626 485.1 ... 482 485.4 SC
6 SC2601 20250626 485.2 ... 480.2 485.6 SC
7 SC2602 20250626 480.3 ... 479.6 481 SC
8 SC2603 20250626 479.2 ... 477.6 477.3 SC
9 SC2604 20250626 477.1 ... 479 474.2 SC
10 SC2605 20250626 475.7 ... 476.1 477.9 SC
11 SC2606 20250626 484.3 ... 475.7 476.9 SC
12 SC2609 20250626 473.7 ... 472.5 472.4 SC
13 SC2612 20250626 470.7 ... 470.6 475 SC
14 SC2703 20250626 465 ... 468.4 470 SC
15 SC2706 20250626 ... 474 478 SC
16 SC2709 20250626 471 ... 469.1 466.6 SC
17 SC2712 20250626 465.8 ... 465.8 467.7 SC
18 SC2803 20250626 467.2 ... 467.2 468.9 SC
19 SC2806 20250626 465.1 ... 465.6 468.1 SC
21 LU2507 20250626 3832 ... 3774 3833 LU
22 LU2508 20250626 3697 ... 3694 3686 LU
23 LU2509 20250626 3624 ... 3623 3623 LU
24 LU2510 20250626 3596 ... 3582 3584 LU
25 LU2511 20250626 3558 ... 3553 3550 LU
26 LU2512 20250626 3515 ... 3503 3517 LU
27 LU2601 20250626 3492 ... 3497 3480 LU
28 LU2602 20250626 3492 ... 3492 3458 LU
29 LU2603 20250626 3466 ... 3458 3445 LU
30 LU2604 20250626 ... 3398 3386 LU
31 LU2605 20250626 3441 ... 3428 3420 LU
32 LU2606 20250626 ... 3405 3405 LU
34 NR2507 20250626 11775 ... 11935 11825 NR
35 NR2508 20250626 11810 ... 11980 11840 NR
36 NR2509 20250626 11870 ... 11975 11850 NR
37 NR2510 20250626 11835 ... 11980 11850 NR
38 NR2511 20250626 11835 ... 12040 11870 NR
39 NR2512 20250626 11890 ... 12015 11890 NR
40 NR2601 20250626 11875 ... 11990 11905 NR
41 NR2602 20250626 12090 ... 12105 11920 NR
42 NR2603 20250626 11930 ... 12135 11935 NR
43 NR2604 20250626 11945 ... 12055 12070 NR
44 NR2605 20250626 12210 ... 12210 11975 NR
45 NR2606 20250626 ... 12260 12025 NR
47 BC2507 20250626 70200 ... 70280 69940 BC
48 BC2508 20250626 70060 ... 70120 69740 BC
49 BC2509 20250626 69790 ... 69910 69620 BC
50 BC2510 20250626 ... 69820 69820 BC
51 BC2511 20250626 ... 69510 69510 BC
52 BC2512 20250626 ... 69450 69160 BC
53 BC2601 20250626 69570 ... 69570 69020 BC
54 BC2602 20250626 ... 69410 69410 BC
55 BC2603 20250626 ... 69290 69290 BC
56 BC2604 20250626 ... 69760 69760 BC
57 BC2605 20250626 ... 68610 68610 BC
58 BC2606 20250626 ... 68610 68610 BC
60 EC2506 20250626 1885 ... 1885.8 1887.1 EC
61 EC2508 20250626 1720 ... 1763.9 1738.3 EC
62 EC2510 20250626 1307.4 ... 1314.5 1288.5 EC
63 EC2512 20250626 1413 ... 1469.6 1430.2 EC
64 EC2602 20250626 1260 ... 1296 1271.6 EC
65 EC2604 20250626 1126.4 ... 1156.7 1131 EC
69 SC_TAS2508 20250626 ... SC_TAS
70 SC_TAS2509 20250626 ... SC_TAS
71 SC_TAS2510 20250626 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:25:48,294 - future_1d - INFO - ak.get_ine_daily('2025-06-26') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250626 ... 78860 78550 CU
1 1 CU2508 20250626 ... 78740 78440 CU
2 2 CU2509 20250626 ... 78560 78260 CU
3 3 CU2510 20250626 ... 78380 78090 CU
4 4 CU2511 20250626 ... 78220 77940 CU
5 5 CU2512 20250626 ... 77950 77660 CU
6 6 CU2601 20250626 ... 77820 77580 CU
7 7 CU2602 20250626 ... 77640 77450 CU
8 8 CU2603 20250626 ... 77510 77350 CU
9 9 CU2604 20250626 ... 77440 77330 CU
10 10 CU2605 20250626 ... 77420 77270 CU
11 11 CU2606 20250626 ... 77380 77230 CU
12 12 BC2507 20250626 ... 70280 69940 BC
13 13 BC2508 20250626 ... 70120 69740 BC
14 14 BC2509 20250626 ... 69910 69620 BC
15 15 BC2510 20250626 ... 69820 69820 BC
16 16 BC2511 20250626 ... 69510 69510 BC
17 17 BC2512 20250626 ... 69450 69160 BC
18 18 BC2601 20250626 ... 69570 69020 BC
19 19 BC2602 20250626 ... 69410 69410 BC
20 20 BC2603 20250626 ... 69290 69290 BC
21 21 BC2604 20250626 ... 69760 69760 BC
22 22 BC2605 20250626 ... 68610 68610 BC
23 23 BC2606 20250626 ... 68610 68610 BC
24 24 AL2507 20250626 ... 20510 20395 AL
25 25 AL2508 20250626 ... 20380 20295 AL
26 26 AL2509 20250626 ... 20305 20230 AL
27 27 AL2510 20250626 ... 20210 20145 AL
28 28 AL2511 20250626 ... 20110 20050 AL
29 29 AL2512 20250626 ... 20000 19940 AL
30 30 AL2601 20250626 ... 19940 19900 AL
31 31 AL2602 20250626 ... 19945 19885 AL
32 32 AL2603 20250626 ... 19935 19855 AL
33 33 AL2604 20250626 ... 19940 19890 AL
34 34 AL2605 20250626 ... 19935 19895 AL
35 35 AL2606 20250626 ... 19950 19895 AL
36 36 ZN2507 20250626 ... 22265 22125 ZN
37 37 ZN2508 20250626 ... 22155 21965 ZN
38 38 ZN2509 20250626 ... 22055 21870 ZN
39 39 ZN2510 20250626 ... 22000 21800 ZN
40 40 ZN2511 20250626 ... 21950 21740 ZN
41 41 ZN2512 20250626 ... 21905 21660 ZN
42 42 ZN2601 20250626 ... 21830 21585 ZN
43 43 ZN2602 20250626 ... 21795 21505 ZN
44 44 ZN2603 20250626 ... 21715 21485 ZN
45 45 ZN2604 20250626 ... 21630 21470 ZN
46 46 ZN2605 20250626 ... 21575 21455 ZN
47 47 ZN2606 20250626 ... 21625 21395 ZN
48 48 PB2507 20250626 ... 17185 17105 PB
49 49 PB2508 20250626 ... 17205 17120 PB
50 50 PB2509 20250626 ... 17215 17125 PB
51 51 PB2510 20250626 ... 17205 17110 PB
52 52 PB2511 20250626 ... 17180 17090 PB
53 53 PB2512 20250626 ... 17175 17100 PB
54 54 PB2601 20250626 ... 17175 17090 PB
55 55 PB2602 20250626 ... 17185 17110 PB
56 56 PB2603 20250626 ... 17175 17090 PB
57 57 PB2604 20250626 ... 17195 17140 PB
58 58 PB2605 20250626 ... 17155 16930 PB
59 59 PB2606 20250626 ... 17185 17105 PB
60 60 NI2507 20250626 ... 119540 117940 NI
61 61 NI2508 20250626 ... 119780 118080 NI
62 62 NI2509 20250626 ... 120030 118270 NI
63 63 NI2510 20250626 ... 120090 118430 NI
64 64 NI2511 20250626 ... 120320 118800 NI
65 65 NI2512 20250626 ... 120890 118940 NI
66 66 NI2601 20250626 ... 120790 119160 NI
67 67 NI2602 20250626 ... 120910 119150 NI
68 68 NI2603 20250626 ... 121070 119530 NI
69 69 NI2604 20250626 ... 121530 119690 NI
70 70 NI2605 20250626 ... 121700 120000 NI
71 71 NI2606 20250626 ... 121980 119750 NI
72 72 SN2507 20250626 ... 266610 262150 SN
73 73 SN2508 20250626 ... 266690 262240 SN
74 74 SN2509 20250626 ... 266570 262250 SN
75 75 SN2510 20250626 ... 266380 262160 SN
76 76 SN2511 20250626 ... 266380 262030 SN
77 77 SN2512 20250626 ... 266170 261760 SN
78 78 SN2601 20250626 ... 266410 262210 SN
79 79 SN2602 20250626 ... 266240 262600 SN
80 80 SN2603 20250626 ... 266410 263000 SN
81 81 SN2604 20250626 ... 266320 262830 SN
82 82 SN2605 20250626 ... 266480 261950 SN
83 83 SN2606 20250626 ... 265260 262250 SN
84 84 AO2507 20250626 ... 3028 3001 AO
85 85 AO2508 20250626 ... 2973 2942 AO
86 86 AO2509 20250626 ... 2935 2906 AO
87 87 AO2510 20250626 ... 2907 2879 AO
88 88 AO2511 20250626 ... 2899 2872 AO
89 89 AO2512 20250626 ... 2894 2864 AO
90 90 AO2601 20250626 ... 2883 2854 AO
91 91 AO2602 20250626 ... 2879 2847 AO
92 92 AO2603 20250626 ... 2868 2853 AO
93 93 AO2604 20250626 ... 2874 2853 AO
94 94 AO2605 20250626 ... 2869 2844 AO
95 95 AO2606 20250626 ... 2868 2841 AO
96 96 AD2511 20250626 ... 19690 19600 AD
97 97 AD2512 20250626 ... 19575 19495 AD
98 98 AD2601 20250626 ... 19465 19435 AD
99 99 AD2602 20250626 ... 19360 19315 AD
100 100 AD2603 20250626 ... 19310 19295 AD
101 101 AD2604 20250626 ... 19295 19265 AD
102 102 AD2605 20250626 ... 19300 19235 AD
103 103 AD2606 20250626 ... 19200 19200 AD
104 104 AU2507 20250626 ... 772.22 769.34 AU
105 105 AU2508 20250626 ... 773.16 769.98 AU
106 106 AU2509 20250626 ... 774.36 775.02 AU
107 107 AU2510 20250626 ... 775.18 771.82 AU
108 108 AU2512 20250626 ... 777 774.52 AU
109 109 AU2602 20250626 ... 779.46 777.5 AU
110 110 AU2604 20250626 ... 781.84 780.36 AU
111 111 AU2606 20250626 ... 783.32 782 AU
112 112 AG2507 20250626 ... 8742 8669 AG
113 113 AG2508 20250626 ... 8744 8649 AG
114 114 AG2509 20250626 ... 8756 8657 AG
115 115 AG2510 20250626 ... 8766 8670 AG
116 116 AG2511 20250626 ... 8782 8671 AG
117 117 AG2512 20250626 ... 8789 8690 AG
118 118 AG2601 20250626 ... 8806 8704 AG
119 119 AG2602 20250626 ... 8819 8717 AG
120 120 AG2603 20250626 ... 8825 8716 AG
121 121 AG2604 20250626 ... 8844 8728 AG
122 122 AG2605 20250626 ... 8853 8746 AG
123 123 AG2606 20250626 ... 8887 8766 AG
124 124 RB2507 20250626 ... 2985 2987 RB
125 125 RB2508 20250626 ... 2942 2941 RB
126 126 RB2509 20250626 ... 2937 2939 RB
127 127 RB2510 20250626 ... 2966 2970 RB
128 128 RB2511 20250626 ... 2970 2974 RB
129 129 RB2512 20250626 ... 2980 2980 RB
130 130 RB2601 20250626 ... 2971 2973 RB
131 131 RB2602 20250626 ... 2972 2978 RB
132 132 RB2603 20250626 ... 2971 2976 RB
133 133 RB2604 20250626 ... 2986 2985 RB
134 134 RB2605 20250626 ... 2973 2970 RB
135 135 RB2606 20250626 ... 2978 2975 RB
136 136 WR2507 20250626 ... 3338 3338 WR
137 137 WR2508 20250626 ... 3359 3359 WR
138 138 WR2509 20250626 ... 3241 3241 WR
139 139 WR2510 20250626 ... 3272 3273 WR
140 140 WR2511 20250626 ... 3361 3361 WR
141 141 WR2512 20250626 ... 3316 3316 WR
142 142 WR2601 20250626 ... 3327 3339 WR
143 143 WR2602 20250626 ... 3396 3396 WR
144 144 WR2603 20250626 ... 3387 3387 WR
145 145 WR2604 20250626 ... 3392 3392 WR
146 146 WR2605 20250626 ... 3369 3369 WR
147 147 WR2606 20250626 ... 3366 3379 WR
148 148 HC2507 20250626 ... 3126 3121 HC
149 149 HC2508 20250626 ... 3119 3119 HC
150 150 HC2509 20250626 ... 3103 3099 HC
151 151 HC2510 20250626 ... 3092 3091 HC
152 152 HC2511 20250626 ... 3091 3092 HC
153 153 HC2512 20250626 ... 3093 3100 HC
154 154 HC2601 20250626 ... 3092 3092 HC
155 155 HC2602 20250626 ... 3094 3103 HC
156 156 HC2603 20250626 ... 3103 3110 HC
157 157 HC2604 20250626 ... 3103 3106 HC
158 158 HC2605 20250626 ... 3087 3086 HC
159 159 HC2606 20250626 ... 3096 3096 HC
160 160 SS2507 20250626 ... 12570 12435 SS
161 161 SS2508 20250626 ... 12625 12490 SS
162 162 SS2509 20250626 ... 12570 12430 SS
163 163 SS2510 20250626 ... 12520 12360 SS
164 164 SS2511 20250626 ... 12520 12360 SS
165 165 SS2512 20250626 ... 12535 12375 SS
166 166 SS2601 20250626 ... 12555 12420 SS
167 167 SS2602 20250626 ... 12575 12475 SS
168 168 SS2603 20250626 ... 12615 12505 SS
169 169 SS2604 20250626 ... 12670 12520 SS
170 170 SS2605 20250626 ... 12685 12565 SS
171 171 SS2606 20250626 ... 12740 12615 SS
172 172 SC2507 20250626 ... 504.7 517.2 SC
173 173 SC2508 20250626 ... 505.4 508.7 SC
174 174 SC2509 20250626 ... 495.1 499.4 SC
175 175 SC2510 20250626 ... 489.4 493.3 SC
176 176 SC2511 20250626 ... 485.3 488.7 SC
177 177 SC2512 20250626 ... 482 485.4 SC
178 178 SC2601 20250626 ... 480.2 485.6 SC
179 179 SC2602 20250626 ... 479.6 481 SC
180 180 SC2603 20250626 ... 477.6 477.3 SC
181 181 SC2604 20250626 ... 479 474.2 SC
182 182 SC2605 20250626 ... 476.1 477.9 SC
183 183 SC2606 20250626 ... 475.7 476.9 SC
184 184 SC2609 20250626 ... 472.5 472.4 SC
185 185 SC2612 20250626 ... 470.6 475 SC
186 186 SC2703 20250626 ... 468.4 470 SC
187 187 SC2706 20250626 ... 474 478 SC
188 188 SC2709 20250626 ... 469.1 466.6 SC
189 189 SC2712 20250626 ... 465.8 467.7 SC
190 190 SC2803 20250626 ... 467.2 468.9 SC
191 191 SC2806 20250626 ... 465.6 468.1 SC
192 192 LU2507 20250626 ... 3774 3833 LU
193 193 LU2508 20250626 ... 3694 3686 LU
194 194 LU2509 20250626 ... 3623 3623 LU
195 195 LU2510 20250626 ... 3582 3584 LU
196 196 LU2511 20250626 ... 3553 3550 LU
197 197 LU2512 20250626 ... 3503 3517 LU
198 198 LU2601 20250626 ... 3497 3480 LU
199 199 LU2602 20250626 ... 3492 3458 LU
200 200 LU2603 20250626 ... 3458 3445 LU
201 201 LU2604 20250626 ... 3398 3386 LU
202 202 LU2605 20250626 ... 3428 3420 LU
203 203 LU2606 20250626 ... 3405 3405 LU
204 204 FU2507 20250626 ... 2967 2951 FU
205 205 FU2508 20250626 ... 2991 3011 FU
206 206 FU2509 20250626 ... 3004 3020 FU
207 207 FU2510 20250626 ... 2953 2971 FU
208 208 FU2511 20250626 ... 2911 2926 FU
209 209 FU2512 20250626 ... 2883 2901 FU
210 210 FU2601 20250626 ... 2856 2874 FU
211 211 FU2602 20250626 ... 2837 2854 FU
212 212 FU2603 20250626 ... 2826 2844 FU
213 213 FU2604 20250626 ... 2814 2829 FU
214 214 FU2605 20250626 ... 2802 2821 FU
215 215 FU2606 20250626 ... 2789 2808 FU
216 216 BU2507 20250626 ... 3569 3563 BU
217 217 BU2508 20250626 ... 3570 3567 BU
218 218 BU2509 20250626 ... 3562 3556 BU
219 219 BU2510 20250626 ... 3522 3516 BU
220 220 BU2511 20250626 ... 3466 3463 BU
221 221 BU2512 20250626 ... 3394 3393 BU
222 222 BU2601 20250626 ... 3361 3361 BU
223 223 BU2602 20250626 ... 3341 3345 BU
224 224 BU2603 20250626 ... 3320 3313 BU
225 225 BU2604 20250626 ... 3307 3300 BU
226 226 BU2605 20250626 ... 3304 3299 BU
227 227 BU2606 20250626 ... 3286 3272 BU
228 228 BU2609 20250626 ... 3295 3288 BU
229 229 BU2612 20250626 ... 3254 3252 BU
230 230 BU2703 20250626 ... 3243 3268 BU
231 231 BU2706 20250626 ... 3269 3259 BU
232 232 BR2507 20250626 ... 11225 11245 BR
233 233 BR2508 20250626 ... 11090 11065 BR
234 234 BR2509 20250626 ... 11020 10980 BR
235 235 BR2510 20250626 ... 10985 10935 BR
236 236 BR2511 20250626 ... 10930 10955 BR
237 237 BR2512 20250626 ... 10940 10955 BR
238 238 BR2601 20250626 ... 10925 10895 BR
239 239 BR2602 20250626 ... 10960 10895 BR
240 240 BR2603 20250626 ... 10925 10895 BR
241 241 BR2604 20250626 ... 10960 10885 BR
242 242 BR2605 20250626 ... 10945 10875 BR
243 243 BR2606 20250626 ... 10940 10945 BR
244 244 RU2507 20250626 ... 13835 13690 RU
245 245 RU2508 20250626 ... 13910 13720 RU
246 246 RU2509 20250626 ... 13885 13750 RU
247 247 RU2510 20250626 ... 13910 13765 RU
248 248 RU2511 20250626 ... 13920 13765 RU
249 249 RU2601 20250626 ... 14735 14605 RU
250 250 RU2603 20250626 ... 14705 14630 RU
251 251 RU2604 20250626 ... 14890 14615 RU
252 252 RU2605 20250626 ... 14765 14640 RU
253 253 RU2606 20250626 ... 14915 14915 RU
254 254 NR2507 20250626 ... 11935 11825 NR
255 255 NR2508 20250626 ... 11980 11840 NR
256 256 NR2509 20250626 ... 11975 11850 NR
257 257 NR2510 20250626 ... 11980 11850 NR
258 258 NR2511 20250626 ... 12040 11870 NR
259 259 NR2512 20250626 ... 12015 11890 NR
260 260 NR2601 20250626 ... 11990 11905 NR
261 261 NR2602 20250626 ... 12105 11920 NR
262 262 NR2603 20250626 ... 12135 11935 NR
263 263 NR2604 20250626 ... 12055 12070 NR
264 264 NR2605 20250626 ... 12210 11975 NR
265 265 NR2606 20250626 ... 12260 12025 NR
266 266 SP2507 20250626 ... 5062 5074 SP
267 267 SP2508 20250626 ... 5062 5086 SP
268 268 SP2509 20250626 ... 5070 5080 SP
269 269 SP2510 20250626 ... 5072 5088 SP
270 270 SP2511 20250626 ... 5058 5064 SP
271 271 SP2512 20250626 ... 5062 5070 SP
272 272 SP2601 20250626 ... 5284 5302 SP
273 273 SP2602 20250626 ... 5234 5252 SP
274 274 SP2603 20250626 ... 5236 5240 SP
275 275 SP2604 20250626 ... 5238 5248 SP
276 276 SP2605 20250626 ... 5236 5258 SP
277 277 SP2606 20250626 ... 5248 5274 SP
278 278 EC2506 20250626 ... 1885.8 1887.1 EC
279 279 EC2508 20250626 ... 1763.9 1738.3 EC
280 280 EC2510 20250626 ... 1314.5 1288.5 EC
281 281 EC2512 20250626 ... 1469.6 1430.2 EC
282 282 EC2602 20250626 ... 1296 1271.6 EC
283 283 EC2604 20250626 ... 1156.7 1131 EC
284 285 SC_TAS2508 20250626 ... SC_TAS
285 286 SC_TAS2509 20250626 ... SC_TAS
286 287 SC_TAS2510 20250626 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:25:48,417 - future_1d - INFO - ak.get_shfe_daily('2025-06-26') done
symbol date open ... settle pre_settle variety
0 PS2507 20250626 31225.0 ... 32035.0 31560.0 PS
1 PS2508 20250626 30745.0 ... 31425.0 30655.0 PS
2 PS2509 20250626 30220.0 ... 30900.0 30290.0 PS
3 PS2510 20250626 30245.0 ... 30725.0 30165.0 PS
4 PS2511 20250626 29980.0 ... 30505.0 29970.0 PS
5 PS2512 20250626 31960.0 ... 32480.0 31885.0 PS
6 PS2601 20250626 31750.0 ... 32225.0 31600.0 PS
7 PS2602 20250626 31660.0 ... 32070.0 31530.0 PS
8 PS2603 20250626 31760.0 ... 32020.0 31525.0 PS
9 PS2604 20250626 31700.0 ... 32060.0 31505.0 PS
10 PS2605 20250626 31600.0 ... 32020.0 31390.0 PS
11 PS2606 20250626 32525.0 ... 33625.0 32090.0 PS
13 SI2507 20250626 7575.0 ... 7730.0 7540.0 SI
14 SI2508 20250626 7555.0 ... 7720.0 7540.0 SI
15 SI2509 20250626 7600.0 ... 7720.0 7520.0 SI
16 SI2510 20250626 7575.0 ... 7670.0 7500.0 SI
17 SI2511 20250626 7550.0 ... 7660.0 7455.0 SI
18 SI2512 20250626 7785.0 ... 7890.0 7710.0 SI
19 SI2601 20250626 7760.0 ... 7835.0 7665.0 SI
20 SI2602 20250626 7775.0 ... 7815.0 7655.0 SI
21 SI2603 20250626 7690.0 ... 7795.0 7645.0 SI
22 SI2604 20250626 7735.0 ... 7780.0 7630.0 SI
23 SI2605 20250626 7690.0 ... 7765.0 7625.0 SI
24 SI2606 20250626 7675.0 ... 7780.0 7630.0 SI
27 LC2507 20250626 60580.0 ... 61380.0 61180.0 LC
28 LC2508 20250626 60660.0 ... 61460.0 61060.0 LC
29 LC2509 20250626 60680.0 ... 61260.0 60800.0 LC
30 LC2510 20250626 60820.0 ... 61220.0 60720.0 LC
31 LC2511 20250626 60700.0 ... 61100.0 60600.0 LC
32 LC2512 20250626 61060.0 ... 61400.0 60920.0 LC
33 LC2601 20250626 61200.0 ... 61440.0 61020.0 LC
34 LC2602 20250626 61060.0 ... 61400.0 60960.0 LC
35 LC2603 20250626 60920.0 ... 61440.0 60960.0 LC
36 LC2604 20250626 61500.0 ... 61960.0 61380.0 LC
37 LC2605 20250626 61460.0 ... 62060.0 61480.0 LC
38 LC2606 20250626 61580.0 ... 62060.0 61540.0 LC
[36 rows x 12 columns]
2025-07-01 18:25:48,600 - future_1d - INFO - ak.get_gfex_daily('2025-06-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250626 7691.0 7749.0 ... 358350.16 7728.0 7677.0 AP
1 AP511 20250626 7577.0 7584.0 ... 1052.08 7569.0 7520.0 AP
2 AP512 20250626 7594.0 7598.0 ... 197.22 7586.0 7552.0 AP
3 AP601 20250626 7580.0 7635.0 ... 12498.15 7616.0 7572.0 AP
4 AP603 20250626 7648.0 7648.0 ... 335.76 7631.0 7599.0 AP
5 AP604 20250626 7693.0 7693.0 ... 38.42 7684.0 7647.0 AP
6 AP605 20250626 7736.0 7763.0 ... 123.90 7744.0 7695.0 AP
7 CF507 20250626 13435.0 13505.0 ... 16299.83 13465.0 13385.0 CF
8 CF509 20250626 13635.0 13730.0 ... 1315653.53 13685.0 13615.0 CF
9 CF511 20250626 13570.0 13635.0 ... 104440.74 13590.0 13530.0 CF
10 CF601 20250626 13615.0 13695.0 ... 278558.06 13660.0 13610.0 CF
11 CF603 20250626 13595.0 13660.0 ... 1655.79 13630.0 13575.0 CF
12 CF605 20250626 13600.0 13670.0 ... 5071.59 13635.0 13570.0 CF
13 CJ507 20250626 9550.0 9610.0 ... 1875.64 9545.0 9425.0 CJ
14 CJ509 20250626 9690.0 9780.0 ... 1152276.16 9690.0 9570.0 CJ
15 CJ512 20250626 10630.0 10685.0 ... 23381.16 10585.0 10450.0 CJ
16 CJ601 20250626 10725.0 10815.0 ... 602265.75 10705.0 10550.0 CJ
17 CJ603 20250626 10895.0 10920.0 ... 9277.66 10840.0 10650.0 CJ
18 CJ605 20250626 11045.0 11100.0 ... 35144.75 11005.0 10855.0 CJ
19 CY507 20250626 19970.0 20005.0 ... 978.40 19965.0 19850.0 CY
20 CY508 20250626 0.0 0.0 ... 0.00 19555.0 19555.0 CY
21 CY509 20250626 20000.0 20135.0 ... 103466.43 20080.0 19935.0 CY
22 CY510 20250626 0.0 0.0 ... 0.00 19700.0 19560.0 CY
23 CY511 20250626 19900.0 19900.0 ... 29.85 19900.0 19830.0 CY
24 CY512 20250626 0.0 0.0 ... 0.00 19785.0 19785.0 CY
25 CY601 20250626 20040.0 20070.0 ... 90.15 20035.0 19935.0 CY
26 CY602 20250626 0.0 0.0 ... 0.00 19505.0 19455.0 CY
27 CY603 20250626 0.0 0.0 ... 0.00 19970.0 19845.0 CY
28 CY604 20250626 0.0 0.0 ... 0.00 19410.0 19410.0 CY
29 CY605 20250626 20050.0 20050.0 ... 10.03 20050.0 20055.0 CY
30 CY606 20250626 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250626 960.0 962.0 ... 6940.97 951.0 959.0 FG
32 FG508 20250626 1026.0 1033.0 ... 29287.82 1024.0 1024.0 FG
33 FG509 20250626 1015.0 1023.0 ... 2253256.67 1014.0 1012.0 FG
34 FG510 20250626 1039.0 1047.0 ... 21507.53 1040.0 1037.0 FG
35 FG511 20250626 1029.0 1035.0 ... 33695.67 1028.0 1025.0 FG
36 FG512 20250626 1082.0 1087.0 ... 1287.12 1082.0 1076.0 FG
37 FG601 20250626 1065.0 1074.0 ... 136489.63 1068.0 1063.0 FG
38 FG602 20250626 1097.0 1105.0 ... 283.98 1101.0 1096.0 FG
39 FG603 20250626 1095.0 1100.0 ... 331.27 1097.0 1089.0 FG
40 FG604 20250626 1115.0 1126.0 ... 266.61 1120.0 1118.0 FG
41 FG605 20250626 1107.0 1116.0 ... 1941.76 1111.0 1103.0 FG
42 FG606 20250626 1129.0 1131.0 ... 83.34 1126.0 1117.0 FG
43 JR507 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250626 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250626 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250626 2437.0 2460.0 ... 1002.59 2439.0 2431.0 MA
54 MA508 20250626 2404.0 2446.0 ... 69225.07 2423.0 2405.0 MA
55 MA509 20250626 2384.0 2429.0 ... 3893299.10 2402.0 2388.0 MA
56 MA510 20250626 2396.0 2433.0 ... 39181.64 2407.0 2395.0 MA
57 MA511 20250626 2399.0 2435.0 ... 50267.84 2411.0 2398.0 MA
58 MA512 20250626 2416.0 2442.0 ... 220.50 2423.0 2418.0 MA
59 MA601 20250626 2410.0 2440.0 ... 253429.26 2424.0 2412.0 MA
60 MA602 20250626 2390.0 2405.0 ... 26.33 2394.0 2387.0 MA
61 MA603 20250626 2375.0 2417.0 ... 55.03 2393.0 2385.0 MA
62 MA604 20250626 2361.0 2390.0 ... 23.71 2371.0 2360.0 MA
63 MA605 20250626 2325.0 2342.0 ... 3679.70 2327.0 2323.0 MA
64 MA606 20250626 2345.0 2348.0 ... 145.25 2343.0 2338.0 MA
65 OI507 20250626 9576.0 9614.0 ... 6703.04 9576.0 9624.0 OI
66 OI509 20250626 9450.0 9492.0 ... 2847106.69 9458.0 9510.0 OI
67 OI511 20250626 9446.0 9468.0 ... 98790.05 9434.0 9485.0 OI
68 OI601 20250626 9378.0 9419.0 ... 206910.18 9382.0 9423.0 OI
69 OI603 20250626 9319.0 9367.0 ... 1687.56 9324.0 9368.0 OI
70 OI605 20250626 9217.0 9272.0 ... 2214.62 9228.0 9257.0 OI
71 PF507 20250626 6700.0 6712.0 ... 6898.76 6670.0 6686.0 PF
72 PF508 20250626 6588.0 6618.0 ... 411622.26 6576.0 6592.0 PF
73 PF509 20250626 6468.0 6496.0 ... 182260.93 6460.0 6476.0 PF
74 PF510 20250626 6486.0 6494.0 ... 46526.82 6460.0 6482.0 PF
75 PF511 20250626 6440.0 6444.0 ... 32487.49 6410.0 6438.0 PF
76 PF512 20250626 6386.0 6408.0 ... 973.01 6380.0 6408.0 PF
77 PF601 20250626 6424.0 6424.0 ... 868.94 6390.0 6420.0 PF
78 PF602 20250626 6422.0 6422.0 ... 28.76 6390.0 6412.0 PF
79 PF603 20250626 6386.0 6404.0 ... 19.16 6388.0 6414.0 PF
80 PF604 20250626 6388.0 6388.0 ... 3.19 6388.0 6418.0 PF
81 PF605 20250626 6384.0 6404.0 ... 15.98 6392.0 6420.0 PF
82 PF606 20250626 0.0 0.0 ... 0.00 6384.0 6412.0 PF
83 PK510 20250626 8238.0 8238.0 ... 241626.37 8180.0 8246.0 PK
84 PK511 20250626 8018.0 8018.0 ... 77791.61 7948.0 8020.0 PK
85 PK512 20250626 7968.0 7974.0 ... 1759.24 7960.0 8002.0 PK
86 PK601 20250626 7996.0 7996.0 ... 6963.14 7968.0 8010.0 PK
87 PK603 20250626 7976.0 7990.0 ... 223.24 7974.0 8010.0 PK
88 PK604 20250626 7982.0 7982.0 ... 398.50 7970.0 8006.0 PK
89 PK605 20250626 7990.0 7990.0 ... 1040.30 7972.0 8006.0 PK
90 PM507 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250626 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250626 6034.0 6054.0 ... 9747.83 6024.0 6044.0 PR
97 PR508 20250626 6026.0 6040.0 ... 104522.36 6006.0 6026.0 PR
98 PR509 20250626 5948.0 5968.0 ... 540214.73 5936.0 5954.0 PR
99 PR510 20250626 5912.0 5926.0 ... 223336.02 5894.0 5916.0 PR
100 PR511 20250626 5854.0 5876.0 ... 1423.34 5858.0 5860.0 PR
101 PR512 20250626 5846.0 5860.0 ... 78.95 5848.0 5850.0 PR
102 PR601 20250626 5844.0 5860.0 ... 3274.31 5838.0 5844.0 PR
103 PR602 20250626 0.0 0.0 ... 0.00 5876.0 5884.0 PR
104 PR603 20250626 5870.0 5870.0 ... 8.81 5870.0 5886.0 PR
105 PR604 20250626 0.0 0.0 ... 0.00 5876.0 5902.0 PR
106 PR605 20250626 5870.0 5870.0 ... 26.40 5868.0 5872.0 PR
107 PR606 20250626 5848.0 5848.0 ... 8.77 5848.0 5824.0 PR
108 PX507 20250626 6878.0 6904.0 ... 3550.03 6848.0 6952.0 PX
109 PX508 20250626 6856.0 6920.0 ... 158452.84 6802.0 6850.0 PX
110 PX509 20250626 6716.0 6748.0 ... 973999.17 6710.0 6752.0 PX
111 PX510 20250626 6648.0 6664.0 ... 68787.59 6626.0 6660.0 PX
112 PX511 20250626 6582.0 6620.0 ... 107568.07 6580.0 6604.0 PX
113 PX512 20250626 0.0 0.0 ... 0.00 6568.0 6574.0 PX
114 PX601 20250626 6528.0 6556.0 ... 64639.41 6512.0 6534.0 PX
115 PX602 20250626 6482.0 6482.0 ... 9.72 6482.0 6508.0 PX
116 PX603 20250626 0.0 0.0 ... 0.00 6502.0 6502.0 PX
117 PX604 20250626 0.0 0.0 ... 0.00 6482.0 6482.0 PX
118 PX605 20250626 6466.0 6506.0 ... 67.93 6470.0 6482.0 PX
119 PX606 20250626 6460.0 6460.0 ... 6.45 6454.0 6482.0 PX
120 RI507 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250626 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250626 2472.0 2472.0 ... 40815.02 2440.0 2514.0 RM
127 RM508 20250626 2596.0 2598.0 ... 25942.60 2556.0 2625.0 RM
128 RM509 20250626 2586.0 2588.0 ... 1746127.11 2548.0 2620.0 RM
129 RM511 20250626 2424.0 2437.0 ... 11924.38 2417.0 2448.0 RM
130 RM601 20250626 2327.0 2331.0 ... 259737.76 2308.0 2341.0 RM
131 RM603 20250626 2314.0 2314.0 ... 30450.00 2293.0 2326.0 RM
132 RM605 20250626 2344.0 2344.0 ... 25020.62 2327.0 2352.0 RM
133 RS507 20250626 4995.0 5000.0 ... 153.96 4967.0 4989.0 RS
134 RS508 20250626 5191.0 5191.0 ... 10.38 5191.0 5102.0 RS
135 RS509 20250626 5177.0 5230.0 ... 114.65 5211.0 5165.0 RS
136 RS511 20250626 0.0 0.0 ... 0.00 5260.0 5260.0 RS
137 SA507 20250626 1159.0 1165.0 ... 4257.47 1162.0 1152.0 SA
138 SA508 20250626 1170.0 1182.0 ... 9398.88 1177.0 1166.0 SA
139 SA509 20250626 1164.0 1180.0 ... 2590049.22 1172.0 1160.0 SA
140 SA510 20250626 1179.0 1191.0 ... 5382.62 1188.0 1177.0 SA
141 SA511 20250626 1178.0 1186.0 ... 3516.09 1181.0 1171.0 SA
142 SA512 20250626 1184.0 1195.0 ... 2136.56 1191.0 1179.0 SA
143 SA601 20250626 1160.0 1172.0 ... 376143.80 1166.0 1154.0 SA
144 SA602 20250626 1186.0 1197.0 ... 1030.00 1192.0 1180.0 SA
145 SA603 20250626 1182.0 1196.0 ... 1286.34 1189.0 1179.0 SA
146 SA604 20250626 1207.0 1217.0 ... 608.43 1212.0 1206.0 SA
147 SA605 20250626 1196.0 1208.0 ... 8130.60 1202.0 1197.0 SA
148 SA606 20250626 1210.0 1218.0 ... 189.45 1214.0 1206.0 SA
149 SF507 20250626 5544.0 5618.0 ... 20188.03 5550.0 5524.0 SF
150 SF508 20250626 5404.0 5442.0 ... 65039.75 5412.0 5368.0 SF
151 SF509 20250626 5366.0 5410.0 ... 532018.97 5380.0 5332.0 SF
152 SF510 20250626 5292.0 5324.0 ... 82720.57 5292.0 5238.0 SF
153 SF511 20250626 5392.0 5450.0 ... 117956.04 5416.0 5360.0 SF
154 SF512 20250626 5364.0 5396.0 ... 77.75 5362.0 5318.0 SF
155 SF601 20250626 5344.0 5368.0 ... 7088.96 5344.0 5290.0 SF
156 SF602 20250626 5266.0 5300.0 ... 321.90 5278.0 5212.0 SF
157 SF603 20250626 5390.0 5392.0 ... 8.08 5386.0 5352.0 SF
158 SF604 20250626 5376.0 5376.0 ... 5.37 5374.0 5336.0 SF
159 SF605 20250626 5358.0 5388.0 ... 83.11 5362.0 5332.0 SF
160 SF606 20250626 5294.0 5320.0 ... 23.84 5298.0 5244.0 SF
161 SH507 20250626 2345.0 2394.0 ... 7476.57 2380.0 2344.0 SH
162 SH508 20250626 2260.0 2296.0 ... 198267.41 2280.0 2255.0 SH
163 SH509 20250626 2276.0 2315.0 ... 2971881.55 2299.0 2272.0 SH
164 SH510 20250626 2316.0 2356.0 ... 215865.59 2340.0 2311.0 SH
165 SH511 20250626 2304.0 2343.0 ... 165376.03 2329.0 2303.0 SH
166 SH512 20250626 2319.0 2340.0 ... 3102.79 2329.0 2306.0 SH
167 SH601 20250626 2275.0 2302.0 ... 61503.47 2291.0 2269.0 SH
168 SH602 20250626 2308.0 2314.0 ... 297.24 2304.0 2290.0 SH
169 SH603 20250626 2314.0 2319.0 ... 291.32 2312.0 2299.0 SH
170 SH604 20250626 2354.0 2362.0 ... 134.09 2352.0 2341.0 SH
171 SH605 20250626 2341.0 2363.0 ... 2713.13 2349.0 2338.0 SH
172 SH606 20250626 2348.0 2371.0 ... 113.39 2362.0 2358.0 SH
173 SM507 20250626 5632.0 5690.0 ... 3817.10 5642.0 5600.0 SM
174 SM508 20250626 5652.0 5700.0 ... 67673.27 5658.0 5614.0 SM
175 SM509 20250626 5660.0 5704.0 ... 755129.86 5664.0 5622.0 SM
176 SM510 20250626 5590.0 5668.0 ... 32125.33 5628.0 5584.0 SM
177 SM511 20250626 5716.0 5750.0 ... 54438.87 5712.0 5674.0 SM
178 SM512 20250626 5702.0 5736.0 ... 51.39 5710.0 5656.0 SM
179 SM601 20250626 5678.0 5722.0 ... 29900.14 5694.0 5650.0 SM
180 SM602 20250626 5708.0 5726.0 ... 105.39 5698.0 5644.0 SM
181 SM603 20250626 5724.0 5730.0 ... 25.75 5722.0 5642.0 SM
182 SM604 20250626 5730.0 5732.0 ... 45.77 5722.0 5648.0 SM
183 SM605 20250626 5702.0 5734.0 ... 162.58 5704.0 5678.0 SM
184 SM606 20250626 5702.0 5714.0 ... 19.99 5710.0 5694.0 SM
185 SR507 20250626 5782.0 5802.0 ... 6635.80 5790.0 5747.0 SR
186 SR509 20250626 5760.0 5796.0 ... 1265557.21 5779.0 5727.0 SR
187 SR511 20250626 5633.0 5676.0 ... 111541.92 5656.0 5607.0 SR
188 SR601 20250626 5580.0 5608.0 ... 152174.70 5595.0 5561.0 SR
189 SR603 20250626 5563.0 5583.0 ... 1487.12 5570.0 5543.0 SR
190 SR605 20250626 5538.0 5563.0 ... 9271.23 5552.0 5512.0 SR
191 TA507 20250626 5012.0 5016.0 ... 18627.72 4974.0 5014.0 TA
192 TA508 20250626 4902.0 4918.0 ... 97327.93 4884.0 4912.0 TA
193 TA509 20250626 4774.0 4794.0 ... 2524428.88 4762.0 4780.0 TA
194 TA510 20250626 4676.0 4700.0 ... 61567.57 4676.0 4684.0 TA
195 TA511 20250626 4652.0 4660.0 ... 49187.93 4640.0 4648.0 TA
196 TA512 20250626 4614.0 4628.0 ... 62.20 4608.0 4622.0 TA
197 TA601 20250626 4600.0 4614.0 ... 409166.87 4588.0 4602.0 TA
198 TA602 20250626 4580.0 4612.0 ... 73.50 4594.0 4606.0 TA
199 TA603 20250626 4592.0 4610.0 ... 80.39 4594.0 4606.0 TA
200 TA604 20250626 4592.0 4612.0 ... 13.82 4606.0 4616.0 TA
201 TA605 20250626 4620.0 4624.0 ... 1401.92 4604.0 4616.0 TA
202 TA606 20250626 4602.0 4602.0 ... 4.60 4598.0 4614.0 TA
203 UR507 20250626 1781.0 1781.0 ... 150.66 1752.0 1748.0 UR
204 UR508 20250626 1753.0 1753.0 ... 1286.65 1739.0 1739.0 UR
205 UR509 20250626 1738.0 1741.0 ... 1853143.17 1720.0 1721.0 UR
206 UR510 20250626 1724.0 1724.0 ... 1252.20 1706.0 1711.0 UR
207 UR511 20250626 1719.0 1729.0 ... 92.49 1713.0 1718.0 UR
208 UR512 20250626 1705.0 1717.0 ... 13.63 1704.0 1715.0 UR
209 UR601 20250626 1693.0 1697.0 ... 104446.29 1683.0 1678.0 UR
210 UR602 20250626 1693.0 1693.0 ... 1204.91 1678.0 1678.0 UR
211 UR603 20250626 1706.0 1719.0 ... 102.28 1705.0 1711.0 UR
212 UR604 20250626 1699.0 1709.0 ... 149.52 1699.0 1708.0 UR
213 UR605 20250626 1705.0 1705.0 ... 4102.15 1692.0 1695.0 UR
214 UR606 20250626 1691.0 1692.0 ... 80.83 1684.0 1689.0 UR
215 WH507 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250626 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250626 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:25:48,935 - future_1d - INFO - ak.get_czce_daily('2025-06-26') done
2025-07-01 18:25:50,648 - future_1d - INFO - save future_daily 2025-06-26 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250627 5828.800 ... 5829.800 5813.400 IC
1 IC2508 20250627 5787.600 ... 5793.000 5774.000 IC
2 IC2509 20250627 5748.000 ... 5748.400 5731.800 IC
3 IC2512 20250627 5647.000 ... 5635.000 5618.800 IC
4 IF2507 20250627 3931.000 ... 3895.600 3923.000 IF
5 IF2508 20250627 3911.400 ... 3884.400 3910.600 IF
6 IF2509 20250627 3911.000 ... 3878.200 3905.600 IF
7 IF2512 20250627 3880.000 ... 3849.000 3874.200 IF
8 IH2507 20250627 2719.400 ... 2684.200 2715.200 IH
9 IH2508 20250627 2713.000 ... 2681.400 2710.800 IH
10 IH2509 20250627 2714.000 ... 2681.800 2711.800 IH
11 IH2512 20250627 2714.600 ... 2683.000 2712.200 IH
12 IM2507 20250627 6235.000 ... 6234.600 6218.000 IM
13 IM2508 20250627 6177.400 ... 6178.200 6163.800 IM
14 IM2509 20250627 6120.000 ... 6118.800 6104.800 IM
15 IM2512 20250627 5962.400 ... 5952.600 5941.600 IM
16 T2509 20250627 108.980 ... 109.070 108.950 T
17 T2512 20250627 109.020 ... 109.080 108.975 T
18 T2603 20250627 109.000 ... 109.065 108.950 T
19 TF2509 20250627 106.185 ... 106.265 106.160 TF
20 TF2512 20250627 106.260 ... 106.345 106.240 TF
21 TF2603 20250627 106.285 ... 106.375 106.265 TF
22 TL2509 20250627 120.840 ... 120.940 120.680 TL
23 TL2512 20250627 120.690 ... 120.800 120.530 TL
24 TL2603 20250627 120.560 ... 120.660 120.340 TL
25 TS2509 20250627 102.516 ... 102.546 102.508 TS
26 TS2512 20250627 102.650 ... 102.676 102.644 TS
27 TS2603 20250627 102.748 ... 102.776 102.736 TS
[28 rows x 12 columns]
2025-07-01 18:25:59,289 - future_1d - INFO - ak.get_cffex_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 a2507 20250627 4190.00 ... 4196.00 4188.00 A
1 a2509 20250627 4154.00 ... 4144.00 4152.00 A
2 a2511 20250627 4088.00 ... 4075.00 4085.00 A
3 a2601 20250627 4072.00 ... 4059.00 4069.00 A
4 a2603 20250627 4056.00 ... 4046.00 4056.00 A
5 a2605 20250627 4086.00 ... 4078.00 4088.00 A
6 b2507 20250627 3523.00 ... 3524.00 3523.00 B
7 b2508 20250627 3570.00 ... 3567.00 3576.00 B
8 b2509 20250627 3602.00 ... 3601.00 3616.00 B
9 b2510 20250627 3660.00 ... 3652.00 3661.00 B
10 b2511 20250627 3659.00 ... 3654.00 3661.00 B
11 b2512 20250627 3668.00 ... 3663.00 3678.00 B
12 b2601 20250627 3653.00 ... 3651.00 3663.00 B
13 b2602 20250627 3605.00 ... 3606.00 3600.00 B
14 b2603 20250627 3513.00 ... 3513.00 3514.00 B
15 b2604 20250627 3419.00 ... 3419.00 3423.00 B
16 b2605 20250627 3377.00 ... 3373.00 3371.00 B
17 b2606 20250627 3378.00 ... 3375.00 3375.00 B
18 bb2509 20250627 152.55 ... 152.40 152.75 BB
19 bb2511 20250627 152.00 ... 151.75 152.10 BB
20 bb2601 20250627 0.00 ... 168.95 169.30 BB
21 bb2603 20250627 0.00 ... 169.05 169.40 BB
22 bb2605 20250627 0.00 ... 169.05 169.40 BB
23 c2507 20250627 2355.00 ... 2356.00 2355.00 C
24 c2509 20250627 2379.00 ... 2378.00 2379.00 C
25 c2511 20250627 2316.00 ... 2319.00 2318.00 C
26 c2601 20250627 2274.00 ... 2272.00 2273.00 C
27 c2603 20250627 2264.00 ... 2266.00 2266.00 C
28 c2605 20250627 2295.00 ... 2298.00 2298.00 C
29 cs2507 20250627 2709.00 ... 2727.00 2702.00 CS
30 cs2509 20250627 2730.00 ... 2733.00 2732.00 CS
31 cs2511 20250627 2676.00 ... 2674.00 2674.00 CS
32 cs2601 20250627 2673.00 ... 2670.00 2670.00 CS
33 cs2603 20250627 2654.00 ... 2650.00 2652.00 CS
34 cs2605 20250627 2687.00 ... 2685.00 2686.00 CS
35 eb2507 20250627 7454.00 ... 7448.00 7425.00 EB
36 eb2508 20250627 7316.00 ... 7312.00 7299.00 EB
37 eb2509 20250627 7200.00 ... 7227.00 7216.00 EB
38 eb2510 20250627 7124.00 ... 7142.00 7131.00 EB
39 eb2511 20250627 7057.00 ... 7066.00 7057.00 EB
40 eb2512 20250627 7048.00 ... 7036.00 7024.00 EB
41 eb2601 20250627 7092.00 ... 7031.00 7023.00 EB
42 eb2602 20250627 7101.00 ... 7072.00 7075.00 EB
43 eb2603 20250627 7066.00 ... 7078.00 7131.00 EB
44 eb2604 20250627 7048.00 ... 7037.00 7010.00 EB
45 eb2605 20250627 7045.00 ... 7046.00 7025.00 EB
46 eb2606 20250627 0.00 ... 6900.00 6898.00 EB
47 eg2507 20250627 4245.00 ... 4233.00 4261.00 EG
48 eg2508 20250627 4279.00 ... 4262.00 4287.00 EG
49 eg2509 20250627 4290.00 ... 4279.00 4302.00 EG
50 eg2510 20250627 4303.00 ... 4280.00 4298.00 EG
51 eg2511 20250627 4305.00 ... 4299.00 4292.00 EG
52 eg2512 20250627 4318.00 ... 4306.00 4301.00 EG
53 eg2601 20250627 4318.00 ... 4319.00 4321.00 EG
54 eg2602 20250627 4323.00 ... 4310.00 4312.00 EG
55 eg2603 20250627 4325.00 ... 4325.00 4327.00 EG
56 eg2604 20250627 0.00 ... 4347.00 4347.00 EG
57 eg2605 20250627 4314.00 ... 4319.00 4344.00 EG
58 eg2606 20250627 0.00 ... 4337.00 4337.00 EG
59 fb2507 20250627 0.00 ... 1313.50 1313.50 FB
60 fb2508 20250627 1303.50 ... 1305.50 1307.00 FB
61 fb2509 20250627 1300.00 ... 1301.50 1302.00 FB
62 fb2510 20250627 1326.00 ... 1326.50 1326.50 FB
63 fb2511 20250627 1322.50 ... 1324.50 1324.50 FB
64 fb2512 20250627 1321.00 ... 1323.50 1321.50 FB
65 fb2601 20250627 0.00 ... 1309.00 1309.00 FB
66 fb2602 20250627 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250627 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250627 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250627 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250627 0.00 ... 1292.50 1292.50 FB
71 i2507 20250627 723.50 ... 724.50 720.50 I
72 i2508 20250627 718.00 ... 723.00 711.00 I
73 i2509 20250627 707.00 ... 714.00 702.50 I
74 i2510 20250627 700.00 ... 708.00 697.00 I
75 i2511 20250627 695.50 ... 703.50 691.00 I
76 i2512 20250627 689.50 ... 696.50 684.50 I
77 i2601 20250627 681.00 ... 688.00 677.00 I
78 i2602 20250627 677.50 ... 685.00 674.50 I
79 i2603 20250627 674.00 ... 681.00 673.00 I
80 i2604 20250627 672.00 ... 677.50 668.50 I
81 i2605 20250627 663.50 ... 669.50 660.00 I
82 i2606 20250627 658.50 ... 665.00 654.50 I
83 j2507 20250627 0.00 ... 1339.00 1322.50 J
84 j2508 20250627 1361.50 ... 1377.50 1355.00 J
85 j2509 20250627 1389.00 ... 1410.50 1386.50 J
86 j2510 20250627 1421.00 ... 1421.00 1405.00 J
87 j2511 20250627 1441.50 ... 1441.50 1419.00 J
88 j2512 20250627 1438.50 ... 1444.00 1425.50 J
89 j2601 20250627 1435.00 ... 1451.00 1425.00 J
90 j2602 20250627 0.00 ... 1456.50 1430.50 J
91 j2603 20250627 1469.50 ... 1470.00 1433.00 J
92 j2604 20250627 0.00 ... 1464.00 1427.50 J
93 j2605 20250627 1479.50 ... 1484.00 1453.50 J
94 j2606 20250627 0.00 ... 1474.00 1444.00 J
95 jd2507 20250627 2815.00 ... 2810.00 2828.00 JD
96 jd2508 20250627 3544.00 ... 3542.00 3555.00 JD
97 jd2509 20250627 3656.00 ... 3664.00 3657.00 JD
98 jd2510 20250627 3356.00 ... 3371.00 3356.00 JD
99 jd2511 20250627 3403.00 ... 3401.00 3406.00 JD
100 jd2512 20250627 3575.00 ... 3579.00 3573.00 JD
101 jd2601 20250627 3640.00 ... 3639.00 3638.00 JD
102 jd2602 20250627 3198.00 ... 3196.00 3195.00 JD
103 jd2603 20250627 3198.00 ... 3194.00 3195.00 JD
104 jd2604 20250627 3328.00 ... 3327.00 3328.00 JD
105 jd2605 20250627 3405.00 ... 3401.00 3400.00 JD
106 jd2606 20250627 3232.00 ... 3236.00 3228.00 JD
107 jm2507 20250627 801.00 ... 810.50 800.00 JM
108 jm2508 20250627 798.00 ... 809.00 788.00 JM
109 jm2509 20250627 821.00 ... 834.00 808.00 JM
110 jm2510 20250627 830.50 ... 844.50 820.50 JM
111 jm2511 20250627 840.50 ... 854.00 829.50 JM
112 jm2512 20250627 854.50 ... 866.00 840.50 JM
113 jm2601 20250627 856.00 ... 875.00 848.00 JM
114 jm2602 20250627 870.50 ... 879.00 852.00 JM
115 jm2603 20250627 875.00 ... 883.00 858.00 JM
116 jm2604 20250627 882.00 ... 895.00 864.50 JM
117 jm2605 20250627 885.00 ... 899.00 873.00 JM
118 jm2606 20250627 900.00 ... 909.50 886.50 JM
119 l2507 20250627 7345.00 ... 7344.00 7349.00 L
120 l2508 20250627 7296.00 ... 7321.00 7296.00 L
121 l2509 20250627 7300.00 ... 7308.00 7289.00 L
122 l2510 20250627 7259.00 ... 7271.00 7252.00 L
123 l2511 20250627 7257.00 ... 7260.00 7250.00 L
124 l2512 20250627 7252.00 ... 7259.00 7245.00 L
125 l2601 20250627 7243.00 ... 7251.00 7245.00 L
126 l2602 20250627 7225.00 ... 7228.00 7212.00 L
127 l2603 20250627 0.00 ... 7208.00 7208.00 L
128 l2604 20250627 0.00 ... 7265.00 7265.00 L
129 l2605 20250627 7227.00 ... 7231.00 7228.00 L
130 l2606 20250627 7240.00 ... 7229.00 7194.00 L
131 lg2507 20250627 820.00 ... 818.00 816.00 LG
132 lg2509 20250627 795.00 ... 789.00 794.00 LG
133 lg2511 20250627 790.50 ... 784.50 790.50 LG
134 lg2601 20250627 793.00 ... 786.50 792.50 LG
135 lg2603 20250627 797.00 ... 787.00 795.00 LG
136 lg2605 20250627 790.00 ... 788.50 796.50 LG
137 lh2507 20250627 13655.00 ... 13625.00 13630.00 LH
138 lh2509 20250627 14050.00 ... 13990.00 14025.00 LH
139 lh2511 20250627 13500.00 ... 13445.00 13470.00 LH
140 lh2601 20250627 13575.00 ... 13550.00 13560.00 LH
141 lh2603 20250627 12785.00 ... 12795.00 12775.00 LH
142 lh2605 20250627 12995.00 ... 12980.00 12975.00 LH
143 m2507 20250627 2804.00 ... 2809.00 2804.00 M
144 m2508 20250627 2925.00 ... 2923.00 2936.00 M
145 m2509 20250627 2940.00 ... 2938.00 2951.00 M
146 m2511 20250627 2973.00 ... 2975.00 2985.00 M
147 m2512 20250627 3011.00 ... 3005.00 3022.00 M
148 m2601 20250627 2987.00 ... 2982.00 2997.00 M
149 m2603 20250627 2846.00 ... 2843.00 2847.00 M
150 m2605 20250627 2710.00 ... 2706.00 2706.00 M
151 p2507 20250627 8454.00 ... 8424.00 8426.00 P
152 p2508 20250627 8400.00 ... 8410.00 8388.00 P
153 p2509 20250627 8382.00 ... 8366.00 8348.00 P
154 p2510 20250627 8374.00 ... 8364.00 8338.00 P
155 p2511 20250627 8352.00 ... 8358.00 8336.00 P
156 p2512 20250627 8360.00 ... 8360.00 8340.00 P
157 p2601 20250627 8380.00 ... 8370.00 8356.00 P
158 p2602 20250627 8352.00 ... 8350.00 8322.00 P
159 p2603 20250627 8314.00 ... 8312.00 8300.00 P
160 p2604 20250627 8280.00 ... 8276.00 8226.00 P
161 p2605 20250627 8246.00 ... 8250.00 8240.00 P
162 p2606 20250627 8226.00 ... 8258.00 8196.00 P
163 pg2507 20250627 4263.00 ... 4256.00 4265.00 PG
164 pg2508 20250627 4248.00 ... 4249.00 4253.00 PG
165 pg2509 20250627 4144.00 ... 4149.00 4148.00 PG
166 pg2510 20250627 4521.00 ... 4526.00 4514.00 PG
167 pg2511 20250627 4430.00 ... 4436.00 4423.00 PG
168 pg2512 20250627 4354.00 ... 4362.00 4344.00 PG
169 pg2601 20250627 4287.00 ... 4284.00 4267.00 PG
170 pg2602 20250627 4186.00 ... 4208.00 4191.00 PG
171 pg2603 20250627 4090.00 ... 4116.00 4079.00 PG
172 pg2604 20250627 4387.00 ... 4406.00 4376.00 PG
173 pg2605 20250627 4281.00 ... 4299.00 4283.00 PG
174 pg2606 20250627 0.00 ... 4255.00 4255.00 PG
175 pp2507 20250627 7146.00 ... 7121.00 7116.00 PP
176 pp2508 20250627 7121.00 ... 7126.00 7100.00 PP
177 pp2509 20250627 7095.00 ... 7112.00 7087.00 PP
178 pp2510 20250627 7053.00 ... 7064.00 7044.00 PP
179 pp2511 20250627 7049.00 ... 7061.00 7038.00 PP
180 pp2512 20250627 7046.00 ... 7052.00 7029.00 PP
181 pp2601 20250627 7043.00 ... 7051.00 7030.00 PP
182 pp2602 20250627 7021.00 ... 7024.00 6998.00 PP
183 pp2603 20250627 0.00 ... 7006.00 6999.00 PP
184 pp2604 20250627 7049.00 ... 7044.00 7011.00 PP
185 pp2605 20250627 7031.00 ... 7037.00 7031.00 PP
186 pp2606 20250627 0.00 ... 7046.00 7079.00 PP
187 rr2507 20250627 3595.00 ... 3589.00 3593.00 RR
188 rr2508 20250627 3587.00 ... 3587.00 3587.00 RR
189 rr2509 20250627 3604.00 ... 3607.00 3596.00 RR
190 rr2510 20250627 3588.00 ... 3596.00 3590.00 RR
191 rr2511 20250627 3601.00 ... 3601.00 3589.00 RR
192 rr2512 20250627 3602.00 ... 3605.00 3601.00 RR
193 rr2601 20250627 3610.00 ... 3608.00 3604.00 RR
194 rr2602 20250627 3612.00 ... 3613.00 3605.00 RR
195 rr2603 20250627 3605.00 ... 3605.00 3600.00 RR
196 rr2604 20250627 3618.00 ... 3618.00 3603.00 RR
197 rr2605 20250627 0.00 ... 3601.00 3597.00 RR
198 rr2606 20250627 0.00 ... 3606.00 3606.00 RR
199 v2507 20250627 4805.00 ... 4847.00 4794.00 V
200 v2508 20250627 4836.00 ... 4880.00 4829.00 V
201 v2509 20250627 4868.00 ... 4911.00 4863.00 V
202 v2510 20250627 4897.00 ... 4932.00 4886.00 V
203 v2511 20250627 4918.00 ... 4964.00 4902.00 V
204 v2512 20250627 4926.00 ... 4987.00 4920.00 V
205 v2601 20250627 4942.00 ... 4995.00 4938.00 V
206 v2602 20250627 4968.00 ... 5023.00 4955.00 V
207 v2603 20250627 4984.00 ... 5036.00 4965.00 V
208 v2604 20250627 5072.00 ... 5114.00 5045.00 V
209 v2605 20250627 5085.00 ... 5124.00 5073.00 V
210 v2606 20250627 5105.00 ... 5132.00 5087.00 V
211 y2507 20250627 8164.00 ... 8114.00 8104.00 Y
212 y2508 20250627 8080.00 ... 8064.00 8044.00 Y
213 y2509 20250627 8012.00 ... 8002.00 7982.00 Y
214 y2511 20250627 8016.00 ... 8004.00 7986.00 Y
215 y2512 20250627 8024.00 ... 8018.00 8012.00 Y
216 y2601 20250627 7962.00 ... 7944.00 7930.00 Y
217 y2603 20250627 7792.00 ... 7786.00 7778.00 Y
218 y2605 20250627 7602.00 ... 7592.00 7594.00 Y
[219 rows x 12 columns]
2025-07-01 18:25:59,850 - future_1d - INFO - ak.get_dce_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 SC2507 20250627 492.2 ... 496.6 504.7 SC
1 SC2508 20250627 501 ... 502.2 505.4 SC
2 SC2509 20250627 491.2 ... 492.7 495.1 SC
3 SC2510 20250627 484.9 ... 487.6 489.4 SC
4 SC2511 20250627 483.8 ... 485.8 485.3 SC
5 SC2512 20250627 481 ... 483.3 482 SC
6 SC2601 20250627 481.8 ... 481.8 480.2 SC
7 SC2602 20250627 478.9 ... 480.4 479.6 SC
8 SC2603 20250627 477.5 ... 478.5 477.6 SC
9 SC2604 20250627 ... 477.2 479 SC
10 SC2605 20250627 476.5 ... 476.5 476.1 SC
11 SC2606 20250627 474 ... 474.3 475.7 SC
12 SC2609 20250627 ... 472.5 472.5 SC
13 SC2612 20250627 ... 470.6 470.6 SC
14 SC2703 20250627 ... 468.4 468.4 SC
15 SC2706 20250627 ... 474 474 SC
16 SC2709 20250627 465.3 ... 465.7 469.1 SC
17 SC2712 20250627 ... 465.8 465.8 SC
18 SC2803 20250627 464 ... 466.5 467.2 SC
19 SC2806 20250627 ... 465.6 465.6 SC
21 LU2507 20250627 3601 ... 3557 3774 LU
22 LU2508 20250627 3660 ... 3655 3694 LU
23 LU2509 20250627 3612 ... 3603 3623 LU
24 LU2510 20250627 3556 ... 3568 3582 LU
25 LU2511 20250627 3530 ... 3539 3553 LU
26 LU2512 20250627 3500 ... 3504 3503 LU
27 LU2601 20250627 3486 ... 3509 3497 LU
28 LU2602 20250627 3464 ... 3476 3492 LU
29 LU2603 20250627 3437 ... 3449 3458 LU
30 LU2604 20250627 3417 ... 3439 3398 LU
31 LU2605 20250627 3408 ... 3419 3428 LU
32 LU2606 20250627 3414 ... 3418 3405 LU
34 NR2507 20250627 12120 ... 12135 11935 NR
35 NR2508 20250627 12135 ... 12180 11980 NR
36 NR2509 20250627 12100 ... 12130 11975 NR
37 NR2510 20250627 12095 ... 12120 11980 NR
38 NR2511 20250627 12130 ... 12130 12040 NR
39 NR2512 20250627 12130 ... 12125 12015 NR
40 NR2601 20250627 12110 ... 12135 11990 NR
41 NR2602 20250627 12180 ... 12160 12105 NR
42 NR2603 20250627 12210 ... 12210 12135 NR
43 NR2604 20250627 ... 12055 12055 NR
44 NR2605 20250627 12300 ... 12300 12210 NR
45 NR2606 20250627 ... 12260 12260 NR
47 BC2507 20250627 70930 ... 71170 70280 BC
48 BC2508 20250627 70820 ... 71090 70120 BC
49 BC2509 20250627 70490 ... 70850 69910 BC
50 BC2510 20250627 ... 70600 69820 BC
51 BC2511 20250627 ... 69510 69510 BC
52 BC2512 20250627 ... 69450 69450 BC
53 BC2601 20250627 ... 69570 69570 BC
54 BC2602 20250627 ... 69410 69410 BC
55 BC2603 20250627 ... 69290 69290 BC
56 BC2604 20250627 ... 69760 69760 BC
57 BC2605 20250627 ... 68610 68610 BC
58 BC2606 20250627 ... 68610 68610 BC
60 EC2506 20250627 1885 ... 1886.6 1885.8 EC
61 EC2508 20250627 1770 ... 1795.9 1763.9 EC
62 EC2510 20250627 1342.1 ... 1334.8 1314.5 EC
63 EC2512 20250627 1483 ... 1491.1 1469.6 EC
64 EC2602 20250627 1318 ... 1320.4 1296 EC
65 EC2604 20250627 1161.1 ... 1168.3 1156.7 EC
68 SC_TAS2508 20250627 ... SC_TAS
69 SC_TAS2509 20250627 ... SC_TAS
70 SC_TAS2510 20250627 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:25:59,927 - future_1d - INFO - ak.get_ine_daily('2025-06-27') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250627 ... 79890 78860 CU
1 1 CU2508 20250627 ... 79740 78740 CU
2 2 CU2509 20250627 ... 79590 78560 CU
3 3 CU2510 20250627 ... 79370 78380 CU
4 4 CU2511 20250627 ... 79190 78220 CU
5 5 CU2512 20250627 ... 78940 77950 CU
6 6 CU2601 20250627 ... 78750 77820 CU
7 7 CU2602 20250627 ... 78640 77640 CU
8 8 CU2603 20250627 ... 78480 77510 CU
9 9 CU2604 20250627 ... 78380 77440 CU
10 10 CU2605 20250627 ... 78320 77420 CU
11 11 CU2606 20250627 ... 78260 77380 CU
12 12 BC2507 20250627 ... 71170 70280 BC
13 13 BC2508 20250627 ... 71090 70120 BC
14 14 BC2509 20250627 ... 70850 69910 BC
15 15 BC2510 20250627 ... 70600 69820 BC
16 16 BC2511 20250627 ... 69510 69510 BC
17 17 BC2512 20250627 ... 69450 69450 BC
18 18 BC2601 20250627 ... 69570 69570 BC
19 19 BC2602 20250627 ... 69410 69410 BC
20 20 BC2603 20250627 ... 69290 69290 BC
21 21 BC2604 20250627 ... 69760 69760 BC
22 22 BC2605 20250627 ... 68610 68610 BC
23 23 BC2606 20250627 ... 68610 68610 BC
24 24 AL2507 20250627 ... 20740 20510 AL
25 25 AL2508 20250627 ... 20575 20380 AL
26 26 AL2509 20250627 ... 20485 20305 AL
27 27 AL2510 20250627 ... 20400 20210 AL
28 28 AL2511 20250627 ... 20275 20110 AL
29 29 AL2512 20250627 ... 20145 20000 AL
30 30 AL2601 20250627 ... 20090 19940 AL
31 31 AL2602 20250627 ... 20070 19945 AL
32 32 AL2603 20250627 ... 20055 19935 AL
33 33 AL2604 20250627 ... 20050 19940 AL
34 34 AL2605 20250627 ... 20070 19935 AL
35 35 AL2606 20250627 ... 20055 19950 AL
36 36 ZN2507 20250627 ... 22510 22265 ZN
37 37 ZN2508 20250627 ... 22425 22155 ZN
38 38 ZN2509 20250627 ... 22345 22055 ZN
39 39 ZN2510 20250627 ... 22285 22000 ZN
40 40 ZN2511 20250627 ... 22200 21950 ZN
41 41 ZN2512 20250627 ... 22110 21905 ZN
42 42 ZN2601 20250627 ... 22045 21830 ZN
43 43 ZN2602 20250627 ... 21985 21795 ZN
44 44 ZN2603 20250627 ... 21970 21715 ZN
45 45 ZN2604 20250627 ... 21965 21630 ZN
46 46 ZN2605 20250627 ... 21940 21575 ZN
47 47 ZN2606 20250627 ... 21885 21625 ZN
48 48 PB2507 20250627 ... 17155 17185 PB
49 49 PB2508 20250627 ... 17195 17205 PB
50 50 PB2509 20250627 ... 17210 17215 PB
51 51 PB2510 20250627 ... 17225 17205 PB
52 52 PB2511 20250627 ... 17205 17180 PB
53 53 PB2512 20250627 ... 17210 17175 PB
54 54 PB2601 20250627 ... 17195 17175 PB
55 55 PB2602 20250627 ... 17200 17185 PB
56 56 PB2603 20250627 ... 17225 17175 PB
57 57 PB2604 20250627 ... 17165 17195 PB
58 58 PB2605 20250627 ... 17155 17155 PB
59 59 PB2606 20250627 ... 17185 17185 PB
60 60 NI2507 20250627 ... 120500 119540 NI
61 61 NI2508 20250627 ... 120630 119780 NI
62 62 NI2509 20250627 ... 120740 120030 NI
63 63 NI2510 20250627 ... 120850 120090 NI
64 64 NI2511 20250627 ... 121070 120320 NI
65 65 NI2512 20250627 ... 121260 120890 NI
66 66 NI2601 20250627 ... 121460 120790 NI
67 67 NI2602 20250627 ... 121640 120910 NI
68 68 NI2603 20250627 ... 121870 121070 NI
69 69 NI2604 20250627 ... 122200 121530 NI
70 70 NI2605 20250627 ... 122300 121700 NI
71 71 NI2606 20250627 ... 122640 121980 NI
72 72 SN2507 20250627 ... 269490 266610 SN
73 73 SN2508 20250627 ... 269730 266690 SN
74 74 SN2509 20250627 ... 269500 266570 SN
75 75 SN2510 20250627 ... 269350 266380 SN
76 76 SN2511 20250627 ... 269020 266380 SN
77 77 SN2512 20250627 ... 267930 266170 SN
78 78 SN2601 20250627 ... 269060 266410 SN
79 79 SN2602 20250627 ... 269180 266240 SN
80 80 SN2603 20250627 ... 269160 266410 SN
81 81 SN2604 20250627 ... 268950 266320 SN
82 82 SN2605 20250627 ... 268090 266480 SN
83 83 SN2606 20250627 ... 267450 265260 SN
84 84 AO2507 20250627 ... 3075 3028 AO
85 85 AO2508 20250627 ... 3010 2973 AO
86 86 AO2509 20250627 ... 2978 2935 AO
87 87 AO2510 20250627 ... 2951 2907 AO
88 88 AO2511 20250627 ... 2942 2899 AO
89 89 AO2512 20250627 ... 2935 2894 AO
90 90 AO2601 20250627 ... 2924 2883 AO
91 91 AO2602 20250627 ... 2928 2879 AO
92 92 AO2603 20250627 ... 2906 2868 AO
93 93 AO2604 20250627 ... 2906 2874 AO
94 94 AO2605 20250627 ... 2909 2869 AO
95 95 AO2606 20250627 ... 2903 2868 AO
96 96 AD2511 20250627 ... 19805 19690 AD
97 97 AD2512 20250627 ... 19700 19575 AD
98 98 AD2601 20250627 ... 19610 19465 AD
99 99 AD2602 20250627 ... 19535 19360 AD
100 100 AD2603 20250627 ... 19435 19310 AD
101 101 AD2604 20250627 ... 19360 19295 AD
102 102 AD2605 20250627 ... 19425 19300 AD
103 103 AD2606 20250627 ... 19415 19200 AD
104 104 AU2507 20250627 ... 769.52 772.22 AU
105 105 AU2508 20250627 ... 770.14 773.16 AU
106 106 AU2509 20250627 ... 771.26 774.36 AU
107 107 AU2510 20250627 ... 772.44 775.18 AU
108 108 AU2512 20250627 ... 773.94 777 AU
109 109 AU2602 20250627 ... 775.9 779.46 AU
110 110 AU2604 20250627 ... 778.04 781.84 AU
111 111 AU2606 20250627 ... 779.02 783.32 AU
112 112 AG2507 20250627 ... 8799 8742 AG
113 113 AG2508 20250627 ... 8810 8744 AG
114 114 AG2509 20250627 ... 8820 8756 AG
115 115 AG2510 20250627 ... 8831 8766 AG
116 116 AG2511 20250627 ... 8838 8782 AG
117 117 AG2512 20250627 ... 8849 8789 AG
118 118 AG2601 20250627 ... 8861 8806 AG
119 119 AG2602 20250627 ... 8873 8819 AG
120 120 AG2603 20250627 ... 8884 8825 AG
121 121 AG2604 20250627 ... 8897 8844 AG
122 122 AG2605 20250627 ... 8910 8853 AG
123 123 AG2606 20250627 ... 8926 8887 AG
124 124 RB2507 20250627 ... 2994 2985 RB
125 125 RB2508 20250627 ... 2958 2942 RB
126 126 RB2509 20250627 ... 2958 2937 RB
127 127 RB2510 20250627 ... 2990 2966 RB
128 128 RB2511 20250627 ... 2996 2970 RB
129 129 RB2512 20250627 ... 3007 2980 RB
130 130 RB2601 20250627 ... 2997 2971 RB
131 131 RB2602 20250627 ... 2990 2972 RB
132 132 RB2603 20250627 ... 2991 2971 RB
133 133 RB2604 20250627 ... 3010 2986 RB
134 134 RB2605 20250627 ... 3001 2973 RB
135 135 RB2606 20250627 ... 2997 2978 RB
136 136 WR2507 20250627 ... 3338 3338 WR
137 137 WR2508 20250627 ... 3359 3359 WR
138 138 WR2509 20250627 ... 3241 3241 WR
139 139 WR2510 20250627 ... 3322 3272 WR
140 140 WR2511 20250627 ... 3361 3361 WR
141 141 WR2512 20250627 ... 3316 3316 WR
142 142 WR2601 20250627 ... 3330 3327 WR
143 143 WR2602 20250627 ... 3396 3396 WR
144 144 WR2603 20250627 ... 3387 3387 WR
145 145 WR2604 20250627 ... 3392 3392 WR
146 146 WR2605 20250627 ... 3369 3369 WR
147 147 WR2606 20250627 ... 3366 3366 WR
148 148 HC2507 20250627 ... 3143 3126 HC
149 149 HC2508 20250627 ... 3139 3119 HC
150 150 HC2509 20250627 ... 3128 3103 HC
151 151 HC2510 20250627 ... 3119 3092 HC
152 152 HC2511 20250627 ... 3122 3091 HC
153 153 HC2512 20250627 ... 3134 3093 HC
154 154 HC2601 20250627 ... 3121 3092 HC
155 155 HC2602 20250627 ... 3130 3094 HC
156 156 HC2603 20250627 ... 3135 3103 HC
157 157 HC2604 20250627 ... 3136 3103 HC
158 158 HC2605 20250627 ... 3122 3087 HC
159 159 HC2606 20250627 ... 3129 3096 HC
160 160 SS2507 20250627 ... 12530 12570 SS
161 161 SS2508 20250627 ... 12590 12625 SS
162 162 SS2509 20250627 ... 12555 12570 SS
163 163 SS2510 20250627 ... 12515 12520 SS
164 164 SS2511 20250627 ... 12515 12520 SS
165 165 SS2512 20250627 ... 12530 12535 SS
166 166 SS2601 20250627 ... 12570 12555 SS
167 167 SS2602 20250627 ... 12620 12575 SS
168 168 SS2603 20250627 ... 12670 12615 SS
169 169 SS2604 20250627 ... 12665 12670 SS
170 170 SS2605 20250627 ... 12705 12685 SS
171 171 SS2606 20250627 ... 12720 12740 SS
172 172 SC2507 20250627 ... 496.6 504.7 SC
173 173 SC2508 20250627 ... 502.2 505.4 SC
174 174 SC2509 20250627 ... 492.7 495.1 SC
175 175 SC2510 20250627 ... 487.6 489.4 SC
176 176 SC2511 20250627 ... 485.8 485.3 SC
177 177 SC2512 20250627 ... 483.3 482 SC
178 178 SC2601 20250627 ... 481.8 480.2 SC
179 179 SC2602 20250627 ... 480.4 479.6 SC
180 180 SC2603 20250627 ... 478.5 477.6 SC
181 181 SC2604 20250627 ... 477.2 479 SC
182 182 SC2605 20250627 ... 476.5 476.1 SC
183 183 SC2606 20250627 ... 474.3 475.7 SC
184 184 SC2609 20250627 ... 472.5 472.5 SC
185 185 SC2612 20250627 ... 470.6 470.6 SC
186 186 SC2703 20250627 ... 468.4 468.4 SC
187 187 SC2706 20250627 ... 474 474 SC
188 188 SC2709 20250627 ... 465.7 469.1 SC
189 189 SC2712 20250627 ... 465.8 465.8 SC
190 190 SC2803 20250627 ... 466.5 467.2 SC
191 191 SC2806 20250627 ... 465.6 465.6 SC
192 192 LU2507 20250627 ... 3557 3774 LU
193 193 LU2508 20250627 ... 3655 3694 LU
194 194 LU2509 20250627 ... 3603 3623 LU
195 195 LU2510 20250627 ... 3568 3582 LU
196 196 LU2511 20250627 ... 3539 3553 LU
197 197 LU2512 20250627 ... 3504 3503 LU
198 198 LU2601 20250627 ... 3509 3497 LU
199 199 LU2602 20250627 ... 3476 3492 LU
200 200 LU2603 20250627 ... 3449 3458 LU
201 201 LU2604 20250627 ... 3439 3398 LU
202 202 LU2605 20250627 ... 3419 3428 LU
203 203 LU2606 20250627 ... 3418 3405 LU
204 204 FU2507 20250627 ... 2930 2967 FU
205 205 FU2508 20250627 ... 2989 2991 FU
206 206 FU2509 20250627 ... 3005 3004 FU
207 207 FU2510 20250627 ... 2954 2953 FU
208 208 FU2511 20250627 ... 2910 2911 FU
209 209 FU2512 20250627 ... 2884 2883 FU
210 210 FU2601 20250627 ... 2858 2856 FU
211 211 FU2602 20250627 ... 2838 2837 FU
212 212 FU2603 20250627 ... 2831 2826 FU
213 213 FU2604 20250627 ... 2818 2814 FU
214 214 FU2605 20250627 ... 2807 2802 FU
215 215 FU2606 20250627 ... 2795 2789 FU
216 216 BU2507 20250627 ... 3571 3569 BU
217 217 BU2508 20250627 ... 3569 3570 BU
218 218 BU2509 20250627 ... 3559 3562 BU
219 219 BU2510 20250627 ... 3522 3522 BU
220 220 BU2511 20250627 ... 3466 3466 BU
221 221 BU2512 20250627 ... 3390 3394 BU
222 222 BU2601 20250627 ... 3350 3361 BU
223 223 BU2602 20250627 ... 3341 3341 BU
224 224 BU2603 20250627 ... 3327 3320 BU
225 225 BU2604 20250627 ... 3306 3307 BU
226 226 BU2605 20250627 ... 3295 3304 BU
227 227 BU2606 20250627 ... 3275 3286 BU
228 228 BU2609 20250627 ... 3277 3295 BU
229 229 BU2612 20250627 ... 3250 3254 BU
230 230 BU2703 20250627 ... 3247 3243 BU
231 231 BU2706 20250627 ... 3250 3269 BU
232 232 BR2507 20250627 ... 11305 11225 BR
233 233 BR2508 20250627 ... 11210 11090 BR
234 234 BR2509 20250627 ... 11120 11020 BR
235 235 BR2510 20250627 ... 11085 10985 BR
236 236 BR2511 20250627 ... 11075 10930 BR
237 237 BR2512 20250627 ... 11055 10940 BR
238 238 BR2601 20250627 ... 11000 10925 BR
239 239 BR2602 20250627 ... 11030 10960 BR
240 240 BR2603 20250627 ... 11025 10925 BR
241 241 BR2604 20250627 ... 10995 10960 BR
242 242 BR2605 20250627 ... 11015 10945 BR
243 243 BR2606 20250627 ... 11040 10940 BR
244 244 RU2507 20250627 ... 13965 13835 RU
245 245 RU2508 20250627 ... 14020 13910 RU
246 246 RU2509 20250627 ... 14045 13885 RU
247 247 RU2510 20250627 ... 14080 13910 RU
248 248 RU2511 20250627 ... 14050 13920 RU
249 249 RU2601 20250627 ... 14885 14735 RU
250 250 RU2603 20250627 ... 14885 14705 RU
251 251 RU2604 20250627 ... 14915 14890 RU
252 252 RU2605 20250627 ... 14925 14765 RU
253 253 RU2606 20250627 ... 14915 14915 RU
254 254 NR2507 20250627 ... 12135 11935 NR
255 255 NR2508 20250627 ... 12180 11980 NR
256 256 NR2509 20250627 ... 12130 11975 NR
257 257 NR2510 20250627 ... 12120 11980 NR
258 258 NR2511 20250627 ... 12130 12040 NR
259 259 NR2512 20250627 ... 12125 12015 NR
260 260 NR2601 20250627 ... 12135 11990 NR
261 261 NR2602 20250627 ... 12160 12105 NR
262 262 NR2603 20250627 ... 12210 12135 NR
263 263 NR2604 20250627 ... 12055 12055 NR
264 264 NR2605 20250627 ... 12300 12210 NR
265 265 NR2606 20250627 ... 12260 12260 NR
266 266 SP2507 20250627 ... 5082 5062 SP
267 267 SP2508 20250627 ... 5088 5062 SP
268 268 SP2509 20250627 ... 5088 5070 SP
269 269 SP2510 20250627 ... 5080 5072 SP
270 270 SP2511 20250627 ... 5068 5058 SP
271 271 SP2512 20250627 ... 5070 5062 SP
272 272 SP2601 20250627 ... 5296 5284 SP
273 273 SP2602 20250627 ... 5234 5234 SP
274 274 SP2603 20250627 ... 5226 5236 SP
275 275 SP2604 20250627 ... 5230 5238 SP
276 276 SP2605 20250627 ... 5234 5236 SP
277 277 SP2606 20250627 ... 5214 5248 SP
278 278 EC2506 20250627 ... 1886.6 1885.8 EC
279 279 EC2508 20250627 ... 1795.9 1763.9 EC
280 280 EC2510 20250627 ... 1334.8 1314.5 EC
281 281 EC2512 20250627 ... 1491.1 1469.6 EC
282 282 EC2602 20250627 ... 1320.4 1296 EC
283 283 EC2604 20250627 ... 1168.3 1156.7 EC
284 285 SC_TAS2508 20250627 ... SC_TAS
285 286 SC_TAS2509 20250627 ... SC_TAS
286 287 SC_TAS2510 20250627 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:26:00,037 - future_1d - INFO - ak.get_shfe_daily('2025-06-27') done
symbol date open ... settle pre_settle variety
0 PS2507 20250627 32600.0 ... 32500.0 32035.0 PS
1 PS2508 20250627 32000.0 ... 32075.0 31425.0 PS
2 PS2509 20250627 31320.0 ... 31520.0 30900.0 PS
3 PS2510 20250627 31190.0 ... 31575.0 30725.0 PS
4 PS2511 20250627 31200.0 ... 31300.0 30505.0 PS
5 PS2512 20250627 32665.0 ... 33145.0 32480.0 PS
6 PS2601 20250627 32655.0 ... 32920.0 32225.0 PS
7 PS2602 20250627 32950.0 ... 32555.0 32070.0 PS
8 PS2603 20250627 32865.0 ... 32895.0 32020.0 PS
9 PS2604 20250627 32875.0 ... 32725.0 32060.0 PS
10 PS2605 20250627 32340.0 ... 32545.0 32020.0 PS
11 PS2606 20250627 34460.0 ... 34115.0 33625.0 PS
13 SI2507 20250627 7760.0 ... 7830.0 7730.0 SI
14 SI2508 20250627 7840.0 ... 7810.0 7720.0 SI
15 SI2509 20250627 7780.0 ... 7830.0 7720.0 SI
16 SI2510 20250627 7800.0 ... 7755.0 7670.0 SI
17 SI2511 20250627 7750.0 ... 7770.0 7660.0 SI
18 SI2512 20250627 7980.0 ... 8010.0 7890.0 SI
19 SI2601 20250627 7865.0 ... 7950.0 7835.0 SI
20 SI2602 20250627 7885.0 ... 7955.0 7815.0 SI
21 SI2603 20250627 7860.0 ... 7935.0 7795.0 SI
22 SI2604 20250627 7885.0 ... 7910.0 7780.0 SI
23 SI2605 20250627 7865.0 ... 7910.0 7765.0 SI
24 SI2606 20250627 7880.0 ... 7895.0 7780.0 SI
27 LC2507 20250627 62380.0 ... 62620.0 61380.0 LC
28 LC2508 20250627 62240.0 ... 62820.0 61460.0 LC
29 LC2509 20250627 62000.0 ... 62740.0 61260.0 LC
30 LC2510 20250627 61960.0 ... 62640.0 61220.0 LC
31 LC2511 20250627 61980.0 ... 62460.0 61100.0 LC
32 LC2512 20250627 61840.0 ... 62840.0 61400.0 LC
33 LC2601 20250627 61960.0 ... 62940.0 61440.0 LC
34 LC2602 20250627 61980.0 ... 62900.0 61400.0 LC
35 LC2603 20250627 62000.0 ... 62880.0 61440.0 LC
36 LC2604 20250627 62800.0 ... 63480.0 61960.0 LC
37 LC2605 20250627 62860.0 ... 63600.0 62060.0 LC
38 LC2606 20250627 62900.0 ... 63780.0 62060.0 LC
[36 rows x 12 columns]
2025-07-01 18:26:00,224 - future_1d - INFO - ak.get_gfex_daily('2025-06-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250627 7754.0 7754.0 ... 322297.75 7709.0 7728.0 AP
1 AP511 20250627 7586.0 7588.0 ... 2546.98 7535.0 7569.0 AP
2 AP512 20250627 7600.0 7600.0 ... 105.92 7566.0 7586.0 AP
3 AP601 20250627 7628.0 7649.0 ... 7795.17 7605.0 7616.0 AP
4 AP603 20250627 7643.0 7646.0 ... 53.48 7641.0 7631.0 AP
5 AP604 20250627 7647.0 7647.0 ... 7.65 7647.0 7684.0 AP
6 AP605 20250627 7736.0 7736.0 ... 108.11 7722.0 7744.0 AP
7 CF507 20250627 13480.0 13545.0 ... 20507.31 13525.0 13465.0 CF
8 CF509 20250627 13725.0 13775.0 ... 1273254.35 13740.0 13685.0 CF
9 CF511 20250627 13620.0 13700.0 ... 83145.91 13660.0 13590.0 CF
10 CF601 20250627 13675.0 13780.0 ... 337050.65 13730.0 13660.0 CF
11 CF603 20250627 13640.0 13740.0 ... 1459.06 13700.0 13630.0 CF
12 CF605 20250627 13655.0 13765.0 ... 7916.07 13705.0 13635.0 CF
13 CJ507 20250627 9470.0 9545.0 ... 552.92 9450.0 9545.0 CJ
14 CJ509 20250627 9600.0 9700.0 ... 1034670.35 9590.0 9690.0 CJ
15 CJ512 20250627 10495.0 10620.0 ... 14835.98 10490.0 10585.0 CJ
16 CJ601 20250627 10630.0 10760.0 ... 475395.53 10630.0 10705.0 CJ
17 CJ603 20250627 10800.0 10880.0 ... 11878.03 10705.0 10840.0 CJ
18 CJ605 20250627 10915.0 11060.0 ... 42498.81 10885.0 11005.0 CJ
19 CY507 20250627 20005.0 20115.0 ... 180.37 20040.0 19965.0 CY
20 CY508 20250627 0.0 0.0 ... 0.00 19630.0 19555.0 CY
21 CY509 20250627 20050.0 20155.0 ... 74669.76 20105.0 20080.0 CY
22 CY510 20250627 0.0 0.0 ... 0.00 19725.0 19700.0 CY
23 CY511 20250627 0.0 0.0 ... 0.00 19900.0 19900.0 CY
24 CY512 20250627 0.0 0.0 ... 0.00 19785.0 19785.0 CY
25 CY601 20250627 20055.0 20055.0 ... 10.03 20055.0 20035.0 CY
26 CY602 20250627 0.0 0.0 ... 0.00 19785.0 19505.0 CY
27 CY603 20250627 0.0 0.0 ... 0.00 20120.0 19970.0 CY
28 CY604 20250627 0.0 0.0 ... 0.00 19555.0 19410.0 CY
29 CY605 20250627 0.0 0.0 ... 0.00 20110.0 20050.0 CY
30 CY606 20250627 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250627 947.0 953.0 ... 7659.16 948.0 951.0 FG
32 FG508 20250627 1024.0 1039.0 ... 43521.58 1029.0 1024.0 FG
33 FG509 20250627 1013.0 1028.0 ... 3061282.26 1019.0 1014.0 FG
34 FG510 20250627 1043.0 1056.0 ... 30021.40 1048.0 1040.0 FG
35 FG511 20250627 1029.0 1044.0 ... 38007.30 1035.0 1028.0 FG
36 FG512 20250627 1086.0 1097.0 ... 1589.86 1087.0 1082.0 FG
37 FG601 20250627 1073.0 1086.0 ... 262678.72 1074.0 1068.0 FG
38 FG602 20250627 1104.0 1120.0 ... 512.93 1110.0 1101.0 FG
39 FG603 20250627 1099.0 1112.0 ... 679.55 1103.0 1097.0 FG
40 FG604 20250627 1123.0 1136.0 ... 430.98 1128.0 1120.0 FG
41 FG605 20250627 1113.0 1128.0 ... 6215.04 1119.0 1111.0 FG
42 FG606 20250627 1122.0 1138.0 ... 124.30 1130.0 1126.0 FG
43 JR507 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250627 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250627 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250627 2455.0 2461.0 ... 591.47 2434.0 2439.0 MA
54 MA508 20250627 2437.0 2452.0 ... 47343.41 2430.0 2423.0 MA
55 MA509 20250627 2417.0 2429.0 ... 2374059.13 2406.0 2402.0 MA
56 MA510 20250627 2422.0 2432.0 ... 38936.46 2413.0 2407.0 MA
57 MA511 20250627 2422.0 2436.0 ... 49589.86 2415.0 2411.0 MA
58 MA512 20250627 2432.0 2448.0 ... 1193.00 2435.0 2423.0 MA
59 MA601 20250627 2433.0 2444.0 ... 123323.94 2427.0 2424.0 MA
60 MA602 20250627 2406.0 2413.0 ... 262.24 2406.0 2394.0 MA
61 MA603 20250627 2400.0 2413.0 ... 120.09 2402.0 2393.0 MA
62 MA604 20250627 2374.0 2381.0 ... 42.68 2371.0 2371.0 MA
63 MA605 20250627 2343.0 2346.0 ... 2062.47 2333.0 2327.0 MA
64 MA606 20250627 2335.0 2335.0 ... 2.34 2335.0 2343.0 MA
65 OI507 20250627 9588.0 9608.0 ... 3402.50 9584.0 9576.0 OI
66 OI509 20250627 9494.0 9494.0 ... 2026945.72 9462.0 9458.0 OI
67 OI511 20250627 9468.0 9468.0 ... 80525.18 9440.0 9434.0 OI
68 OI601 20250627 9418.0 9418.0 ... 192684.71 9387.0 9382.0 OI
69 OI603 20250627 9352.0 9352.0 ... 643.95 9333.0 9324.0 OI
70 OI605 20250627 9235.0 9246.0 ... 987.83 9232.0 9228.0 OI
71 PF507 20250627 6638.0 6644.0 ... 3740.37 6620.0 6670.0 PF
72 PF508 20250627 6542.0 6562.0 ... 431418.23 6532.0 6576.0 PF
73 PF509 20250627 6450.0 6462.0 ... 168688.62 6442.0 6460.0 PF
74 PF510 20250627 6448.0 6466.0 ... 40934.27 6446.0 6460.0 PF
75 PF511 20250627 6400.0 6418.0 ... 23966.69 6402.0 6410.0 PF
76 PF512 20250627 6388.0 6388.0 ... 417.65 6376.0 6380.0 PF
77 PF601 20250627 6378.0 6400.0 ... 485.32 6386.0 6390.0 PF
78 PF602 20250627 6396.0 6396.0 ... 3.20 6396.0 6390.0 PF
79 PF603 20250627 6396.0 6396.0 ... 9.59 6396.0 6388.0 PF
80 PF604 20250627 6380.0 6380.0 ... 3.19 6380.0 6388.0 PF
81 PF605 20250627 6370.0 6370.0 ... 3.19 6370.0 6392.0 PF
82 PF606 20250627 6348.0 6348.0 ... 3.17 6348.0 6384.0 PF
83 PK510 20250627 8150.0 8184.0 ... 136464.01 8170.0 8180.0 PK
84 PK511 20250627 7924.0 7946.0 ... 50579.30 7932.0 7948.0 PK
85 PK512 20250627 7934.0 7950.0 ... 301.73 7940.0 7960.0 PK
86 PK601 20250627 7966.0 7968.0 ... 2974.39 7954.0 7968.0 PK
87 PK603 20250627 7966.0 7968.0 ... 55.68 7954.0 7974.0 PK
88 PK604 20250627 7974.0 7974.0 ... 43.77 7958.0 7970.0 PK
89 PK605 20250627 7984.0 7984.0 ... 437.62 7958.0 7972.0 PK
90 PM507 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250627 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250627 6024.0 6026.0 ... 5906.10 6012.0 6024.0 PR
97 PR508 20250627 5998.0 6022.0 ... 108047.69 6000.0 6006.0 PR
98 PR509 20250627 5918.0 5946.0 ... 401249.07 5928.0 5936.0 PR
99 PR510 20250627 5874.0 5900.0 ... 143366.41 5884.0 5894.0 PR
100 PR511 20250627 5850.0 5880.0 ... 175.73 5858.0 5858.0 PR
101 PR512 20250627 5830.0 5846.0 ... 52.51 5834.0 5848.0 PR
102 PR601 20250627 5838.0 5858.0 ... 3013.50 5824.0 5838.0 PR
103 PR602 20250627 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250627 5858.0 5868.0 ... 26.36 5860.0 5870.0 PR
105 PR604 20250627 5858.0 5874.0 ... 26.39 5864.0 5876.0 PR
106 PR605 20250627 5858.0 5858.0 ... 26.33 5852.0 5868.0 PR
107 PR606 20250627 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250627 6844.0 7230.0 ... 2505.18 6912.0 6848.0 PX
109 PX508 20250627 6788.0 6834.0 ... 70578.26 6802.0 6802.0 PX
110 PX509 20250627 6712.0 6760.0 ... 765808.10 6728.0 6710.0 PX
111 PX510 20250627 6638.0 6684.0 ... 59427.81 6652.0 6626.0 PX
112 PX511 20250627 6580.0 6636.0 ... 87061.90 6604.0 6580.0 PX
113 PX512 20250627 6584.0 6594.0 ... 75.61 6576.0 6568.0 PX
114 PX601 20250627 6512.0 6560.0 ... 21909.44 6530.0 6512.0 PX
115 PX602 20250627 0.0 0.0 ... 0.00 6520.0 6482.0 PX
116 PX603 20250627 6510.0 6510.0 ... 3.26 6510.0 6502.0 PX
117 PX604 20250627 0.0 0.0 ... 0.00 6494.0 6482.0 PX
118 PX605 20250627 6470.0 6498.0 ... 119.83 6478.0 6470.0 PX
119 PX606 20250627 6476.0 6476.0 ... 6.48 6476.0 6454.0 PX
120 RI507 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250627 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250627 2436.0 2444.0 ... 16201.58 2427.0 2440.0 RM
127 RM508 20250627 2558.0 2569.0 ... 12145.57 2552.0 2556.0 RM
128 RM509 20250627 2553.0 2562.0 ... 1116499.24 2543.0 2548.0 RM
129 RM511 20250627 2397.0 2400.0 ... 5769.00 2387.0 2417.0 RM
130 RM601 20250627 2308.0 2311.0 ... 178635.86 2295.0 2308.0 RM
131 RM603 20250627 2295.0 2297.0 ... 26500.62 2283.0 2293.0 RM
132 RM605 20250627 2330.0 2331.0 ... 14490.70 2324.0 2327.0 RM
133 RS507 20250627 4962.0 5040.0 ... 238.06 4960.0 4967.0 RS
134 RS508 20250627 5097.0 5149.0 ... 35.90 5129.0 5191.0 RS
135 RS509 20250627 5212.0 5230.0 ... 26.07 5214.0 5211.0 RS
136 RS511 20250627 0.0 0.0 ... 0.00 5260.0 5260.0 RS
137 SA507 20250627 1163.0 1188.0 ... 4821.05 1175.0 1162.0 SA
138 SA508 20250627 1180.0 1205.0 ... 19275.02 1194.0 1177.0 SA
139 SA509 20250627 1178.0 1205.0 ... 5006804.52 1192.0 1172.0 SA
140 SA510 20250627 1190.0 1214.0 ... 15246.71 1203.0 1188.0 SA
141 SA511 20250627 1185.0 1210.0 ... 9866.40 1199.0 1181.0 SA
142 SA512 20250627 1193.0 1220.0 ... 6991.07 1207.0 1191.0 SA
143 SA601 20250627 1172.0 1205.0 ... 907292.90 1190.0 1166.0 SA
144 SA602 20250627 1198.0 1223.0 ... 5888.58 1212.0 1192.0 SA
145 SA603 20250627 1195.0 1219.0 ... 6863.58 1209.0 1189.0 SA
146 SA604 20250627 1217.0 1233.0 ... 2152.27 1224.0 1212.0 SA
147 SA605 20250627 1206.0 1220.0 ... 28573.86 1212.0 1202.0 SA
148 SA606 20250627 1215.0 1234.0 ... 539.81 1227.0 1214.0 SA
149 SF507 20250627 5570.0 5618.0 ... 21507.19 5576.0 5550.0 SF
150 SF508 20250627 5450.0 5452.0 ... 65717.30 5418.0 5412.0 SF
151 SF509 20250627 5420.0 5422.0 ... 361640.36 5392.0 5380.0 SF
152 SF510 20250627 5320.0 5334.0 ... 70509.98 5302.0 5292.0 SF
153 SF511 20250627 5470.0 5470.0 ... 89270.55 5428.0 5416.0 SF
154 SF512 20250627 5418.0 5418.0 ... 64.64 5388.0 5362.0 SF
155 SF601 20250627 5380.0 5396.0 ... 4549.82 5370.0 5344.0 SF
156 SF602 20250627 5312.0 5324.0 ... 360.35 5300.0 5278.0 SF
157 SF603 20250627 5450.0 5452.0 ... 8.16 5442.0 5386.0 SF
158 SF604 20250627 0.0 0.0 ... 0.00 5378.0 5374.0 SF
159 SF605 20250627 5410.0 5416.0 ... 29.66 5394.0 5362.0 SF
160 SF606 20250627 5348.0 5348.0 ... 10.67 5336.0 5298.0 SF
161 SH507 20250627 2390.0 2414.0 ... 10887.37 2388.0 2380.0 SH
162 SH508 20250627 2293.0 2346.0 ... 316781.31 2314.0 2280.0 SH
163 SH509 20250627 2315.0 2349.0 ... 3856609.52 2330.0 2299.0 SH
164 SH510 20250627 2357.0 2383.0 ... 305402.70 2366.0 2340.0 SH
165 SH511 20250627 2346.0 2365.0 ... 183495.35 2351.0 2329.0 SH
166 SH512 20250627 2347.0 2363.0 ... 3767.44 2352.0 2329.0 SH
167 SH601 20250627 2303.0 2330.0 ... 80758.21 2316.0 2291.0 SH
168 SH602 20250627 2321.0 2343.0 ... 799.97 2339.0 2304.0 SH
169 SH603 20250627 2328.0 2349.0 ... 435.66 2342.0 2312.0 SH
170 SH604 20250627 2379.0 2388.0 ... 142.80 2380.0 2352.0 SH
171 SH605 20250627 2360.0 2388.0 ... 3389.52 2374.0 2349.0 SH
172 SH606 20250627 2383.0 2405.0 ... 201.16 2395.0 2362.0 SH
173 SM507 20250627 5668.0 5706.0 ... 5961.68 5640.0 5642.0 SM
174 SM508 20250627 5698.0 5722.0 ... 67803.39 5672.0 5658.0 SM
175 SM509 20250627 5700.0 5728.0 ... 590801.67 5684.0 5664.0 SM
176 SM510 20250627 5680.0 5694.0 ... 42559.00 5652.0 5628.0 SM
177 SM511 20250627 5750.0 5780.0 ... 54289.06 5734.0 5712.0 SM
178 SM512 20250627 5748.0 5754.0 ... 63.09 5736.0 5710.0 SM
179 SM601 20250627 5742.0 5756.0 ... 35370.92 5718.0 5694.0 SM
180 SM602 20250627 5742.0 5750.0 ... 214.96 5732.0 5698.0 SM
181 SM603 20250627 5748.0 5748.0 ... 146.15 5732.0 5722.0 SM
182 SM604 20250627 5752.0 5768.0 ... 157.70 5734.0 5722.0 SM
183 SM605 20250627 5754.0 5762.0 ... 671.21 5738.0 5704.0 SM
184 SM606 20250627 5752.0 5752.0 ... 20.08 5736.0 5710.0 SM
185 SR507 20250627 5784.0 5813.0 ... 3138.10 5801.0 5790.0 SR
186 SR509 20250627 5770.0 5805.0 ... 1237703.61 5787.0 5779.0 SR
187 SR511 20250627 5645.0 5682.0 ... 105110.62 5666.0 5656.0 SR
188 SR601 20250627 5586.0 5609.0 ... 148083.31 5591.0 5595.0 SR
189 SR603 20250627 5555.0 5580.0 ... 2815.56 5564.0 5570.0 SR
190 SR605 20250627 5541.0 5548.0 ... 8550.27 5534.0 5552.0 SR
191 TA507 20250627 4968.0 5012.0 ... 6502.47 4992.0 4974.0 TA
192 TA508 20250627 4870.0 4918.0 ... 85852.41 4894.0 4884.0 TA
193 TA509 20250627 4762.0 4790.0 ... 1904810.33 4768.0 4762.0 TA
194 TA510 20250627 4674.0 4702.0 ... 147211.51 4676.0 4676.0 TA
195 TA511 20250627 4634.0 4664.0 ... 75439.63 4640.0 4640.0 TA
196 TA512 20250627 4610.0 4630.0 ... 133.98 4620.0 4608.0 TA
197 TA601 20250627 4582.0 4614.0 ... 217858.53 4594.0 4588.0 TA
198 TA602 20250627 4598.0 4612.0 ... 78.12 4596.0 4594.0 TA
199 TA603 20250627 4602.0 4610.0 ... 69.01 4600.0 4594.0 TA
200 TA604 20250627 4590.0 4616.0 ... 20.73 4608.0 4606.0 TA
201 TA605 20250627 4618.0 4628.0 ... 1584.26 4612.0 4604.0 TA
202 TA606 20250627 4612.0 4622.0 ... 6.93 4618.0 4598.0 TA
203 UR507 20250627 1757.0 1757.0 ... 239.89 1738.0 1752.0 UR
204 UR508 20250627 1740.0 1753.0 ... 615.14 1738.0 1739.0 UR
205 UR509 20250627 1735.0 1740.0 ... 795294.73 1723.0 1720.0 UR
206 UR510 20250627 1724.0 1726.0 ... 771.69 1707.0 1706.0 UR
207 UR511 20250627 1717.0 1728.0 ... 133.64 1713.0 1713.0 UR
208 UR512 20250627 1710.0 1713.0 ... 27.32 1708.0 1704.0 UR
209 UR601 20250627 1684.0 1694.0 ... 61256.98 1685.0 1683.0 UR
210 UR602 20250627 1685.0 1690.0 ... 332.98 1682.0 1678.0 UR
211 UR603 20250627 1714.0 1714.0 ... 20.50 1709.0 1705.0 UR
212 UR604 20250627 1706.0 1710.0 ... 30.67 1704.0 1699.0 UR
213 UR605 20250627 1699.0 1703.0 ... 1714.18 1694.0 1692.0 UR
214 UR606 20250627 1692.0 1692.0 ... 81.06 1689.0 1684.0 UR
215 WH507 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250627 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250627 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:26:00,543 - future_1d - INFO - ak.get_czce_daily('2025-06-27') done
2025-07-01 18:26:02,269 - future_1d - INFO - save future_daily 2025-06-27 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250630 5864.000 ... 5867.400 5829.800 IC
1 IC2508 20250630 5806.600 ... 5825.400 5793.000 IC
2 IC2509 20250630 5766.000 ... 5775.800 5748.400 IC
3 IC2512 20250630 5640.200 ... 5655.600 5635.000 IC
4 IF2507 20250630 3899.800 ... 3907.800 3895.600 IF
5 IF2508 20250630 3887.800 ... 3894.600 3884.400 IF
6 IF2509 20250630 3881.200 ... 3887.000 3878.200 IF
7 IF2512 20250630 3849.000 ... 3856.600 3849.000 IF
8 IH2507 20250630 2685.600 ... 2691.800 2684.200 IH
9 IH2508 20250630 2679.400 ... 2687.800 2681.400 IH
10 IH2509 20250630 2683.200 ... 2687.600 2681.800 IH
11 IH2512 20250630 2677.000 ... 2687.400 2683.000 IH
12 IM2507 20250630 6267.000 ... 6289.400 6234.600 IM
13 IM2508 20250630 6185.400 ... 6224.400 6178.200 IM
14 IM2509 20250630 6140.400 ... 6155.600 6118.800 IM
15 IM2512 20250630 5955.400 ... 5979.800 5952.600 IM
16 T2509 20250630 109.025 ... 108.900 109.070 T
17 T2512 20250630 109.050 ... 108.935 109.080 T
18 T2603 20250630 108.980 ... 108.910 109.065 T
19 TF2509 20250630 106.235 ... 106.145 106.265 TF
20 TF2512 20250630 106.310 ... 106.240 106.345 TF
21 TF2603 20250630 106.355 ... 106.295 106.375 TF
22 TL2509 20250630 120.760 ... 120.400 120.940 TL
23 TL2512 20250630 120.690 ... 120.260 120.800 TL
24 TL2603 20250630 120.420 ... 120.100 120.660 TL
25 TS2509 20250630 102.542 ... 102.496 102.546 TS
26 TS2512 20250630 102.674 ... 102.640 102.676 TS
27 TS2603 20250630 102.772 ... 102.748 102.776 TS
[28 rows x 12 columns]
2025-07-01 18:26:09,851 - future_1d - INFO - ak.get_cffex_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 a2507 20250630 4196.0 ... 4209.00 4196.00 A
1 a2509 20250630 4141.0 ... 4147.00 4144.00 A
2 a2511 20250630 4078.0 ... 4080.00 4075.00 A
3 a2601 20250630 4062.0 ... 4062.00 4059.00 A
4 a2603 20250630 4049.0 ... 4050.00 4046.00 A
5 a2605 20250630 4083.0 ... 4084.00 4078.00 A
6 b2507 20250630 3528.0 ... 3479.00 3524.00 B
7 b2508 20250630 3579.0 ... 3578.00 3567.00 B
8 b2509 20250630 3601.0 ... 3611.00 3601.00 B
9 b2510 20250630 3645.0 ... 3660.00 3652.00 B
10 b2511 20250630 3663.0 ... 3667.00 3654.00 B
11 b2512 20250630 3680.0 ... 3675.00 3663.00 B
12 b2601 20250630 3663.0 ... 3662.00 3651.00 B
13 b2602 20250630 3623.0 ... 3622.00 3606.00 B
14 b2603 20250630 3525.0 ... 3523.00 3513.00 B
15 b2604 20250630 3433.0 ... 3432.00 3419.00 B
16 b2605 20250630 3373.0 ... 3378.00 3373.00 B
17 b2606 20250630 3379.0 ... 3379.00 3375.00 B
18 bb2509 20250630 153.0 ... 153.75 152.40 BB
19 bb2511 20250630 153.0 ... 152.70 151.75 BB
20 bb2601 20250630 0.0 ... 170.00 168.95 BB
21 bb2603 20250630 0.0 ... 170.10 169.05 BB
22 bb2605 20250630 0.0 ... 170.10 169.05 BB
23 c2507 20250630 2359.0 ... 2359.00 2356.00 C
24 c2509 20250630 2379.0 ... 2376.00 2378.00 C
25 c2511 20250630 2323.0 ... 2319.00 2319.00 C
26 c2601 20250630 2270.0 ... 2272.00 2272.00 C
27 c2603 20250630 2269.0 ... 2268.00 2266.00 C
28 c2605 20250630 2302.0 ... 2298.00 2298.00 C
29 cs2507 20250630 2738.0 ... 2750.00 2727.00 CS
30 cs2509 20250630 2740.0 ... 2731.00 2733.00 CS
31 cs2511 20250630 2679.0 ... 2673.00 2674.00 CS
32 cs2601 20250630 2669.0 ... 2671.00 2670.00 CS
33 cs2603 20250630 2651.0 ... 2652.00 2650.00 CS
34 cs2605 20250630 2683.0 ... 2687.00 2685.00 CS
35 eb2507 20250630 7420.0 ... 7429.00 7448.00 EB
36 eb2508 20250630 7287.0 ... 7306.00 7312.00 EB
37 eb2509 20250630 7200.0 ... 7223.00 7227.00 EB
38 eb2510 20250630 7153.0 ... 7139.00 7142.00 EB
39 eb2511 20250630 7060.0 ... 7066.00 7066.00 EB
40 eb2512 20250630 7025.0 ... 7030.00 7036.00 EB
41 eb2601 20250630 7020.0 ... 7031.00 7031.00 EB
42 eb2602 20250630 7012.0 ... 7031.00 7072.00 EB
43 eb2603 20250630 7033.0 ... 7038.00 7078.00 EB
44 eb2604 20250630 6994.0 ... 7026.00 7037.00 EB
45 eb2605 20250630 7074.0 ... 7039.00 7046.00 EB
46 eb2606 20250630 0.0 ... 6900.00 6900.00 EB
47 eg2507 20250630 4225.0 ... 4218.00 4233.00 EG
48 eg2508 20250630 4248.0 ... 4253.00 4262.00 EG
49 eg2509 20250630 4271.0 ... 4272.00 4279.00 EG
50 eg2510 20250630 4274.0 ... 4276.00 4280.00 EG
51 eg2511 20250630 4292.0 ... 4287.00 4299.00 EG
52 eg2512 20250630 4307.0 ... 4299.00 4306.00 EG
53 eg2601 20250630 4321.0 ... 4304.00 4319.00 EG
54 eg2602 20250630 4304.0 ... 4302.00 4310.00 EG
55 eg2603 20250630 4307.0 ... 4303.00 4325.00 EG
56 eg2604 20250630 4311.0 ... 4311.00 4347.00 EG
57 eg2605 20250630 4330.0 ... 4322.00 4319.00 EG
58 eg2606 20250630 0.0 ... 4337.00 4337.00 EG
59 fb2507 20250630 1360.0 ... 1341.50 1313.50 FB
60 fb2508 20250630 1311.0 ... 1309.00 1305.50 FB
61 fb2509 20250630 1305.5 ... 1303.00 1301.50 FB
62 fb2510 20250630 1327.5 ... 1322.50 1326.50 FB
63 fb2511 20250630 1325.5 ... 1322.50 1324.50 FB
64 fb2512 20250630 1326.0 ... 1323.50 1323.50 FB
65 fb2601 20250630 1284.5 ... 1284.50 1309.00 FB
66 fb2602 20250630 0.0 ... 1295.50 1295.50 FB
67 fb2603 20250630 0.0 ... 1313.50 1313.50 FB
68 fb2604 20250630 0.0 ... 1310.50 1310.50 FB
69 fb2605 20250630 0.0 ... 1292.50 1292.50 FB
70 fb2606 20250630 0.0 ... 1292.50 1292.50 FB
71 i2507 20250630 726.5 ... 723.50 724.50 I
72 i2508 20250630 722.5 ... 725.00 723.00 I
73 i2509 20250630 718.5 ... 718.00 714.00 I
74 i2510 20250630 710.0 ... 712.00 708.00 I
75 i2511 20250630 705.5 ... 706.50 703.50 I
76 i2512 20250630 699.5 ... 698.50 696.50 I
77 i2601 20250630 692.0 ... 692.50 688.00 I
78 i2602 20250630 688.0 ... 689.00 685.00 I
79 i2603 20250630 684.5 ... 687.00 681.00 I
80 i2604 20250630 680.5 ... 682.50 677.50 I
81 i2605 20250630 673.5 ... 675.00 669.50 I
82 i2606 20250630 667.5 ... 669.00 665.00 I
83 j2507 20250630 1310.5 ... 1324.00 1339.00 J
84 j2508 20250630 1388.5 ... 1395.00 1377.50 J
85 j2509 20250630 1420.0 ... 1423.50 1410.50 J
86 j2510 20250630 1452.5 ... 1441.00 1421.00 J
87 j2511 20250630 1449.0 ... 1449.00 1441.50 J
88 j2512 20250630 1462.0 ... 1465.50 1444.00 J
89 j2601 20250630 1458.5 ... 1464.00 1451.00 J
90 j2602 20250630 1472.5 ... 1472.50 1456.50 J
91 j2603 20250630 0.0 ... 1470.00 1470.00 J
92 j2604 20250630 1497.5 ... 1497.50 1464.00 J
93 j2605 20250630 1499.0 ... 1505.00 1484.00 J
94 j2606 20250630 0.0 ... 1474.00 1474.00 J
95 jd2507 20250630 2780.0 ... 2776.00 2810.00 JD
96 jd2508 20250630 3520.0 ... 3539.00 3542.00 JD
97 jd2509 20250630 3654.0 ... 3673.00 3664.00 JD
98 jd2510 20250630 3373.0 ... 3401.00 3371.00 JD
99 jd2511 20250630 3398.0 ... 3418.00 3401.00 JD
100 jd2512 20250630 3579.0 ... 3592.00 3579.00 JD
101 jd2601 20250630 3645.0 ... 3647.00 3639.00 JD
102 jd2602 20250630 3198.0 ... 3204.00 3196.00 JD
103 jd2603 20250630 3200.0 ... 3205.00 3194.00 JD
104 jd2604 20250630 3331.0 ... 3337.00 3327.00 JD
105 jd2605 20250630 3414.0 ... 3416.00 3401.00 JD
106 jd2606 20250630 3262.0 ... 3257.00 3236.00 JD
107 jm2507 20250630 813.5 ... 824.00 810.50 JM
108 jm2508 20250630 827.0 ... 817.00 809.00 JM
109 jm2509 20250630 847.0 ... 842.50 834.00 JM
110 jm2510 20250630 856.0 ... 853.50 844.50 JM
111 jm2511 20250630 867.0 ... 864.00 854.00 JM
112 jm2512 20250630 881.5 ... 874.50 866.00 JM
113 jm2601 20250630 888.0 ... 886.00 875.00 JM
114 jm2602 20250630 898.0 ... 891.50 879.00 JM
115 jm2603 20250630 900.0 ... 897.00 883.00 JM
116 jm2604 20250630 906.0 ... 903.50 895.00 JM
117 jm2605 20250630 913.0 ... 913.00 899.00 JM
118 jm2606 20250630 921.5 ... 918.50 909.50 JM
119 l2507 20250630 7376.0 ... 7337.00 7344.00 L
120 l2508 20250630 7316.0 ... 7297.00 7321.00 L
121 l2509 20250630 7302.0 ... 7286.00 7308.00 L
122 l2510 20250630 7267.0 ... 7256.00 7271.00 L
123 l2511 20250630 7258.0 ... 7246.00 7260.00 L
124 l2512 20250630 7250.0 ... 7249.00 7259.00 L
125 l2601 20250630 7227.0 ... 7236.00 7251.00 L
126 l2602 20250630 7227.0 ... 7229.00 7228.00 L
127 l2603 20250630 0.0 ... 7208.00 7208.00 L
128 l2604 20250630 0.0 ... 7265.00 7265.00 L
129 l2605 20250630 7231.0 ... 7215.00 7231.00 L
130 l2606 20250630 0.0 ... 7229.00 7229.00 L
131 lg2507 20250630 822.0 ... 820.00 818.00 LG
132 lg2509 20250630 792.0 ... 792.50 789.00 LG
133 lg2511 20250630 786.5 ... 785.00 784.50 LG
134 lg2601 20250630 786.5 ... 785.50 786.50 LG
135 lg2603 20250630 790.5 ... 787.50 787.00 LG
136 lg2605 20250630 784.5 ... 788.00 788.50 LG
137 lh2507 20250630 13650.0 ... 13825.00 13625.00 LH
138 lh2509 20250630 14020.0 ... 13890.00 13990.00 LH
139 lh2511 20250630 13450.0 ... 13365.00 13445.00 LH
140 lh2601 20250630 13570.0 ... 13505.00 13550.00 LH
141 lh2603 20250630 12820.0 ... 12800.00 12795.00 LH
142 lh2605 20250630 13000.0 ... 12975.00 12980.00 LH
143 m2507 20250630 2821.0 ... 2843.00 2809.00 M
144 m2508 20250630 2930.0 ... 2943.00 2923.00 M
145 m2509 20250630 2942.0 ... 2958.00 2938.00 M
146 m2511 20250630 2988.0 ... 2997.00 2975.00 M
147 m2512 20250630 3012.0 ... 3020.00 3005.00 M
148 m2601 20250630 2985.0 ... 2995.00 2982.00 M
149 m2603 20250630 2850.0 ... 2851.00 2843.00 M
150 m2605 20250630 2710.0 ... 2711.00 2706.00 M
151 p2507 20250630 8418.0 ... 8398.00 8424.00 P
152 p2508 20250630 8414.0 ... 8368.00 8410.00 P
153 p2509 20250630 8366.0 ... 8312.00 8366.00 P
154 p2510 20250630 8370.0 ... 8308.00 8364.00 P
155 p2511 20250630 8324.0 ... 8318.00 8358.00 P
156 p2512 20250630 8366.0 ... 8320.00 8360.00 P
157 p2601 20250630 8392.0 ... 8326.00 8370.00 P
158 p2602 20250630 8308.0 ... 8294.00 8350.00 P
159 p2603 20250630 8300.0 ... 8274.00 8312.00 P
160 p2604 20250630 8208.0 ... 8208.00 8276.00 P
161 p2605 20250630 8250.0 ... 8212.00 8250.00 P
162 p2606 20250630 8188.0 ... 8184.00 8258.00 P
163 pg2507 20250630 4259.0 ... 4235.00 4256.00 PG
164 pg2508 20250630 4254.0 ... 4230.00 4249.00 PG
165 pg2509 20250630 4162.0 ... 4136.00 4149.00 PG
166 pg2510 20250630 4532.0 ... 4507.00 4526.00 PG
167 pg2511 20250630 4447.0 ... 4421.00 4436.00 PG
168 pg2512 20250630 4369.0 ... 4344.00 4362.00 PG
169 pg2601 20250630 4279.0 ... 4266.00 4284.00 PG
170 pg2602 20250630 4202.0 ... 4201.00 4208.00 PG
171 pg2603 20250630 4118.0 ... 4109.00 4116.00 PG
172 pg2604 20250630 4410.0 ... 4394.00 4406.00 PG
173 pg2605 20250630 4300.0 ... 4296.00 4299.00 PG
174 pg2606 20250630 0.0 ... 4254.00 4255.00 PG
175 pp2507 20250630 7112.0 ... 7108.00 7121.00 PP
176 pp2508 20250630 7113.0 ... 7109.00 7126.00 PP
177 pp2509 20250630 7098.0 ... 7092.00 7112.00 PP
178 pp2510 20250630 7053.0 ... 7045.00 7064.00 PP
179 pp2511 20250630 7052.0 ... 7039.00 7061.00 PP
180 pp2512 20250630 7045.0 ... 7033.00 7052.00 PP
181 pp2601 20250630 7053.0 ... 7028.00 7051.00 PP
182 pp2602 20250630 6986.0 ... 6986.00 7024.00 PP
183 pp2603 20250630 0.0 ... 7006.00 7006.00 PP
184 pp2604 20250630 0.0 ... 7044.00 7044.00 PP
185 pp2605 20250630 7037.0 ... 7012.00 7037.00 PP
186 pp2606 20250630 0.0 ... 7046.00 7046.00 PP
187 rr2507 20250630 3590.0 ... 3578.00 3589.00 RR
188 rr2508 20250630 3586.0 ... 3585.00 3587.00 RR
189 rr2509 20250630 3608.0 ... 3607.00 3607.00 RR
190 rr2510 20250630 3591.0 ... 3591.00 3596.00 RR
191 rr2511 20250630 3596.0 ... 3596.00 3601.00 RR
192 rr2512 20250630 0.0 ... 3605.00 3605.00 RR
193 rr2601 20250630 3603.0 ... 3606.00 3608.00 RR
194 rr2602 20250630 3606.0 ... 3609.00 3613.00 RR
195 rr2603 20250630 0.0 ... 3605.00 3605.00 RR
196 rr2604 20250630 3602.0 ... 3603.00 3618.00 RR
197 rr2605 20250630 0.0 ... 3601.00 3601.00 RR
198 rr2606 20250630 0.0 ... 3606.00 3606.00 RR
199 v2507 20250630 4857.0 ... 4853.00 4847.00 V
200 v2508 20250630 4883.0 ... 4890.00 4880.00 V
201 v2509 20250630 4920.0 ... 4924.00 4911.00 V
202 v2510 20250630 4943.0 ... 4951.00 4932.00 V
203 v2511 20250630 4969.0 ... 4978.00 4964.00 V
204 v2512 20250630 4991.0 ... 5003.00 4987.00 V
205 v2601 20250630 5009.0 ... 5016.00 4995.00 V
206 v2602 20250630 5035.0 ... 5017.00 5023.00 V
207 v2603 20250630 5053.0 ... 5046.00 5036.00 V
208 v2604 20250630 5138.0 ... 5129.00 5114.00 V
209 v2605 20250630 5132.0 ... 5155.00 5124.00 V
210 v2606 20250630 5155.0 ... 5166.00 5132.00 V
211 y2507 20250630 8114.0 ... 8068.00 8114.00 Y
212 y2508 20250630 8062.0 ... 8026.00 8064.00 Y
213 y2509 20250630 7994.0 ... 7974.00 8002.00 Y
214 y2511 20250630 7996.0 ... 7980.00 8004.00 Y
215 y2512 20250630 8020.0 ... 8000.00 8018.00 Y
216 y2601 20250630 7958.0 ... 7930.00 7944.00 Y
217 y2603 20250630 7798.0 ... 7796.00 7786.00 Y
218 y2605 20250630 7598.0 ... 7598.00 7592.00 Y
[219 rows x 12 columns]
2025-07-01 18:26:10,323 - future_1d - INFO - ak.get_dce_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 SC2507 20250630 ... 496.6 496.6 SC
1 SC2508 20250630 498.6 ... 496.1 502.2 SC
2 SC2509 20250630 491.2 ... 490.3 492.7 SC
3 SC2510 20250630 486.1 ... 484.8 487.6 SC
4 SC2511 20250630 484.2 ... 481.7 485.8 SC
5 SC2512 20250630 486.5 ... 480 483.3 SC
6 SC2601 20250630 480 ... 478.4 481.8 SC
7 SC2602 20250630 479 ... 476.9 480.4 SC
8 SC2603 20250630 477.7 ... 476.5 478.5 SC
9 SC2604 20250630 479.3 ... 474.9 477.2 SC
10 SC2605 20250630 481 ... 473.2 476.5 SC
11 SC2606 20250630 470.6 ... 472.6 474.3 SC
12 SC2609 20250630 ... 472.5 472.5 SC
13 SC2612 20250630 ... 470.6 470.6 SC
14 SC2703 20250630 ... 468.4 468.4 SC
15 SC2706 20250630 453.6 ... 466.8 474 SC
16 SC2709 20250630 ... 465.7 465.7 SC
17 SC2712 20250630 ... 465.8 465.8 SC
18 SC2803 20250630 460 ... 461.3 466.5 SC
19 SC2806 20250630 ... 465.6 465.6 SC
21 LU2507 20250630 3557 ... 3557 3557 LU
22 LU2508 20250630 3631 ... 3621 3655 LU
23 LU2509 20250630 3603 ... 3591 3603 LU
24 LU2510 20250630 3568 ... 3564 3568 LU
25 LU2511 20250630 3550 ... 3543 3539 LU
26 LU2512 20250630 3533 ... 3514 3504 LU
27 LU2601 20250630 3529 ... 3518 3509 LU
28 LU2602 20250630 3506 ... 3507 3476 LU
29 LU2603 20250630 3484 ... 3487 3449 LU
30 LU2604 20250630 3472 ... 3472 3439 LU
31 LU2605 20250630 3457 ... 3437 3419 LU
32 LU2606 20250630 3417 ... 3416 3418 LU
34 NR2507 20250630 12185 ... 12130 12135 NR
35 NR2508 20250630 12185 ... 12170 12180 NR
36 NR2509 20250630 12100 ... 12125 12130 NR
37 NR2510 20250630 12110 ... 12115 12120 NR
38 NR2511 20250630 12120 ... 12130 12130 NR
39 NR2512 20250630 12100 ... 12130 12125 NR
40 NR2601 20250630 12160 ... 12115 12135 NR
41 NR2602 20250630 12180 ... 12180 12160 NR
42 NR2603 20250630 12115 ... 12115 12210 NR
43 NR2604 20250630 12200 ... 12200 12055 NR
44 NR2605 20250630 12225 ... 12225 12300 NR
45 NR2606 20250630 ... 12260 12260 NR
47 BC2507 20250630 71070 ... 71090 71170 BC
48 BC2508 20250630 70840 ... 71100 71090 BC
49 BC2509 20250630 70460 ... 70860 70850 BC
50 BC2510 20250630 ... 70700 70600 BC
51 BC2511 20250630 ... 69520 69510 BC
52 BC2512 20250630 ... 69450 69450 BC
53 BC2601 20250630 ... 69570 69570 BC
54 BC2602 20250630 ... 69410 69410 BC
55 BC2603 20250630 ... 69290 69290 BC
56 BC2604 20250630 ... 69760 69760 BC
57 BC2605 20250630 ... 68610 68610 BC
58 BC2606 20250630 ... 68610 68610 BC
60 EC2506 20250630 1889 ... 1889.1 1886.6 EC
61 EC2508 20250630 1810 ... 1767.1 1795.9 EC
62 EC2510 20250630 1328.1 ... 1339.8 1334.8 EC
63 EC2512 20250630 1496 ... 1498 1491.1 EC
64 EC2602 20250630 1321.8 ... 1316.5 1320.4 EC
65 EC2604 20250630 1177.9 ... 1169 1168.3 EC
68 SC_TAS2508 20250630 ... SC_TAS
69 SC_TAS2509 20250630 ... SC_TAS
70 SC_TAS2510 20250630 ... SC_TAS
[65 rows x 12 columns]
2025-07-01 18:26:10,388 - future_1d - INFO - ak.get_ine_daily('2025-06-30') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250630 ... 79970 79890 CU
1 1 CU2508 20250630 ... 79770 79740 CU
2 2 CU2509 20250630 ... 79620 79590 CU
3 3 CU2510 20250630 ... 79410 79370 CU
4 4 CU2511 20250630 ... 79180 79190 CU
5 5 CU2512 20250630 ... 78930 78940 CU
6 6 CU2601 20250630 ... 78750 78750 CU
7 7 CU2602 20250630 ... 78560 78640 CU
8 8 CU2603 20250630 ... 78430 78480 CU
9 9 CU2604 20250630 ... 78380 78380 CU
10 10 CU2605 20250630 ... 78350 78320 CU
11 11 CU2606 20250630 ... 78290 78260 CU
12 12 BC2507 20250630 ... 71090 71170 BC
13 13 BC2508 20250630 ... 71100 71090 BC
14 14 BC2509 20250630 ... 70860 70850 BC
15 15 BC2510 20250630 ... 70700 70600 BC
16 16 BC2511 20250630 ... 69520 69510 BC
17 17 BC2512 20250630 ... 69450 69450 BC
18 18 BC2601 20250630 ... 69570 69570 BC
19 19 BC2602 20250630 ... 69410 69410 BC
20 20 BC2603 20250630 ... 69290 69290 BC
21 21 BC2604 20250630 ... 69760 69760 BC
22 22 BC2605 20250630 ... 68610 68610 BC
23 23 BC2606 20250630 ... 68610 68610 BC
24 24 AL2507 20250630 ... 20735 20740 AL
25 25 AL2508 20250630 ... 20550 20575 AL
26 26 AL2509 20250630 ... 20455 20485 AL
27 27 AL2510 20250630 ... 20360 20400 AL
28 28 AL2511 20250630 ... 20235 20275 AL
29 29 AL2512 20250630 ... 20115 20145 AL
30 30 AL2601 20250630 ... 20055 20090 AL
31 31 AL2602 20250630 ... 20030 20070 AL
32 32 AL2603 20250630 ... 20020 20055 AL
33 33 AL2604 20250630 ... 20020 20050 AL
34 34 AL2605 20250630 ... 20050 20070 AL
35 35 AL2606 20250630 ... 20045 20055 AL
36 36 ZN2507 20250630 ... 22490 22510 ZN
37 37 ZN2508 20250630 ... 22435 22425 ZN
38 38 ZN2509 20250630 ... 22390 22345 ZN
39 39 ZN2510 20250630 ... 22330 22285 ZN
40 40 ZN2511 20250630 ... 22250 22200 ZN
41 41 ZN2512 20250630 ... 22200 22110 ZN
42 42 ZN2601 20250630 ... 22130 22045 ZN
43 43 ZN2602 20250630 ... 22100 21985 ZN
44 44 ZN2603 20250630 ... 22000 21970 ZN
45 45 ZN2604 20250630 ... 22025 21965 ZN
46 46 ZN2605 20250630 ... 22010 21940 ZN
47 47 ZN2606 20250630 ... 22010 21885 ZN
48 48 PB2507 20250630 ... 17100 17155 PB
49 49 PB2508 20250630 ... 17145 17195 PB
50 50 PB2509 20250630 ... 17170 17210 PB
51 51 PB2510 20250630 ... 17165 17225 PB
52 52 PB2511 20250630 ... 17150 17205 PB
53 53 PB2512 20250630 ... 17125 17210 PB
54 54 PB2601 20250630 ... 17155 17195 PB
55 55 PB2602 20250630 ... 17150 17200 PB
56 56 PB2603 20250630 ... 17150 17225 PB
57 57 PB2604 20250630 ... 17165 17165 PB
58 58 PB2605 20250630 ... 17155 17155 PB
59 59 PB2606 20250630 ... 17185 17185 PB
60 60 NI2507 20250630 ... 120740 120500 NI
61 61 NI2508 20250630 ... 120970 120630 NI
62 62 NI2509 20250630 ... 121030 120740 NI
63 63 NI2510 20250630 ... 121150 120850 NI
64 64 NI2511 20250630 ... 121340 121070 NI
65 65 NI2512 20250630 ... 121630 121260 NI
66 66 NI2601 20250630 ... 121770 121460 NI
67 67 NI2602 20250630 ... 121840 121640 NI
68 68 NI2603 20250630 ... 122170 121870 NI
69 69 NI2604 20250630 ... 122640 122200 NI
70 70 NI2605 20250630 ... 122520 122300 NI
71 71 NI2606 20250630 ... 122680 122640 NI
72 72 SN2507 20250630 ... 267860 269490 SN
73 73 SN2508 20250630 ... 268140 269730 SN
74 74 SN2509 20250630 ... 268090 269500 SN
75 75 SN2510 20250630 ... 267790 269350 SN
76 76 SN2511 20250630 ... 267280 269020 SN
77 77 SN2512 20250630 ... 266680 267930 SN
78 78 SN2601 20250630 ... 266910 269060 SN
79 79 SN2602 20250630 ... 267310 269180 SN
80 80 SN2603 20250630 ... 267190 269160 SN
81 81 SN2604 20250630 ... 266590 268950 SN
82 82 SN2605 20250630 ... 266070 268090 SN
83 83 SN2606 20250630 ... 266430 267450 SN
84 84 AO2507 20250630 ... 3106 3075 AO
85 85 AO2508 20250630 ... 3023 3010 AO
86 86 AO2509 20250630 ... 2987 2978 AO
87 87 AO2510 20250630 ... 2959 2951 AO
88 88 AO2511 20250630 ... 2949 2942 AO
89 89 AO2512 20250630 ... 2943 2935 AO
90 90 AO2601 20250630 ... 2933 2924 AO
91 91 AO2602 20250630 ... 2932 2928 AO
92 92 AO2603 20250630 ... 2926 2906 AO
93 93 AO2604 20250630 ... 2924 2906 AO
94 94 AO2605 20250630 ... 2918 2909 AO
95 95 AO2606 20250630 ... 2913 2903 AO
96 96 AD2511 20250630 ... 19775 19805 AD
97 97 AD2512 20250630 ... 19695 19700 AD
98 98 AD2601 20250630 ... 19625 19610 AD
99 99 AD2602 20250630 ... 19570 19535 AD
100 100 AD2603 20250630 ... 19490 19435 AD
101 101 AD2604 20250630 ... 19360 19360 AD
102 102 AD2605 20250630 ... 19410 19425 AD
103 103 AD2606 20250630 ... 19415 19415 AD
104 104 AU2507 20250630 ... 761.7 769.52 AU
105 105 AU2508 20250630 ... 762.5 770.14 AU
106 106 AU2509 20250630 ... 763.52 771.26 AU
107 107 AU2510 20250630 ... 764.86 772.44 AU
108 108 AU2512 20250630 ... 766.6 773.94 AU
109 109 AU2602 20250630 ... 768.48 775.9 AU
110 110 AU2604 20250630 ... 770.68 778.04 AU
111 111 AU2606 20250630 ... 773.18 779.02 AU
112 112 AG2507 20250630 ... 8705 8799 AG
113 113 AG2508 20250630 ... 8713 8810 AG
114 114 AG2509 20250630 ... 8724 8820 AG
115 115 AG2510 20250630 ... 8738 8831 AG
116 116 AG2511 20250630 ... 8742 8838 AG
117 117 AG2512 20250630 ... 8756 8849 AG
118 118 AG2601 20250630 ... 8763 8861 AG
119 119 AG2602 20250630 ... 8772 8873 AG
120 120 AG2603 20250630 ... 8786 8884 AG
121 121 AG2604 20250630 ... 8800 8897 AG
122 122 AG2605 20250630 ... 8815 8910 AG
123 123 AG2606 20250630 ... 8829 8926 AG
124 124 RB2507 20250630 ... 2999 2994 RB
125 125 RB2508 20250630 ... 2975 2958 RB
126 126 RB2509 20250630 ... 2971 2958 RB
127 127 RB2510 20250630 ... 3009 2990 RB
128 128 RB2511 20250630 ... 3015 2996 RB
129 129 RB2512 20250630 ... 3024 3007 RB
130 130 RB2601 20250630 ... 3023 2997 RB
131 131 RB2602 20250630 ... 3010 2990 RB
132 132 RB2603 20250630 ... 3009 2991 RB
133 133 RB2604 20250630 ... 3033 3010 RB
134 134 RB2605 20250630 ... 3026 3001 RB
135 135 RB2606 20250630 ... 3032 2997 RB
136 136 WR2507 20250630 ... 3356 3338 WR
137 137 WR2508 20250630 ... 3359 3359 WR
138 138 WR2509 20250630 ... 3245 3241 WR
139 139 WR2510 20250630 ... 3328 3322 WR
140 140 WR2511 20250630 ... 3361 3361 WR
141 141 WR2512 20250630 ... 3337 3316 WR
142 142 WR2601 20250630 ... 3330 3330 WR
143 143 WR2602 20250630 ... 3396 3396 WR
144 144 WR2603 20250630 ... 3387 3387 WR
145 145 WR2604 20250630 ... 3392 3392 WR
146 146 WR2605 20250630 ... 3369 3369 WR
147 147 WR2606 20250630 ... 3373 3366 WR
148 148 HC2507 20250630 ... 3147 3143 HC
149 149 HC2508 20250630 ... 3151 3139 HC
150 150 HC2509 20250630 ... 3141 3128 HC
151 151 HC2510 20250630 ... 3134 3119 HC
152 152 HC2511 20250630 ... 3137 3122 HC
153 153 HC2512 20250630 ... 3147 3134 HC
154 154 HC2601 20250630 ... 3140 3121 HC
155 155 HC2602 20250630 ... 3150 3130 HC
156 156 HC2603 20250630 ... 3154 3135 HC
157 157 HC2604 20250630 ... 3155 3136 HC
158 158 HC2605 20250630 ... 3142 3122 HC
159 159 HC2606 20250630 ... 3151 3129 HC
160 160 SS2507 20250630 ... 12580 12530 SS
161 161 SS2508 20250630 ... 12670 12590 SS
162 162 SS2509 20250630 ... 12620 12555 SS
163 163 SS2510 20250630 ... 12580 12515 SS
164 164 SS2511 20250630 ... 12595 12515 SS
165 165 SS2512 20250630 ... 12600 12530 SS
166 166 SS2601 20250630 ... 12635 12570 SS
167 167 SS2602 20250630 ... 12680 12620 SS
168 168 SS2603 20250630 ... 12700 12670 SS
169 169 SS2604 20250630 ... 12730 12665 SS
170 170 SS2605 20250630 ... 12765 12705 SS
171 171 SS2606 20250630 ... 12785 12720 SS
172 172 SC2507 20250630 ... 496.6 496.6 SC
173 173 SC2508 20250630 ... 496.1 502.2 SC
174 174 SC2509 20250630 ... 490.3 492.7 SC
175 175 SC2510 20250630 ... 484.8 487.6 SC
176 176 SC2511 20250630 ... 481.7 485.8 SC
177 177 SC2512 20250630 ... 480 483.3 SC
178 178 SC2601 20250630 ... 478.4 481.8 SC
179 179 SC2602 20250630 ... 476.9 480.4 SC
180 180 SC2603 20250630 ... 476.5 478.5 SC
181 181 SC2604 20250630 ... 474.9 477.2 SC
182 182 SC2605 20250630 ... 473.2 476.5 SC
183 183 SC2606 20250630 ... 472.6 474.3 SC
184 184 SC2609 20250630 ... 472.5 472.5 SC
185 185 SC2612 20250630 ... 470.6 470.6 SC
186 186 SC2703 20250630 ... 468.4 468.4 SC
187 187 SC2706 20250630 ... 466.8 474 SC
188 188 SC2709 20250630 ... 465.7 465.7 SC
189 189 SC2712 20250630 ... 465.8 465.8 SC
190 190 SC2803 20250630 ... 461.3 466.5 SC
191 191 SC2806 20250630 ... 465.6 465.6 SC
192 192 LU2507 20250630 ... 3557 3557 LU
193 193 LU2508 20250630 ... 3621 3655 LU
194 194 LU2509 20250630 ... 3591 3603 LU
195 195 LU2510 20250630 ... 3564 3568 LU
196 196 LU2511 20250630 ... 3543 3539 LU
197 197 LU2512 20250630 ... 3514 3504 LU
198 198 LU2601 20250630 ... 3518 3509 LU
199 199 LU2602 20250630 ... 3507 3476 LU
200 200 LU2603 20250630 ... 3487 3449 LU
201 201 LU2604 20250630 ... 3472 3439 LU
202 202 LU2605 20250630 ... 3437 3419 LU
203 203 LU2606 20250630 ... 3416 3418 LU
204 204 FU2507 20250630 ... 2874 2930 FU
205 205 FU2508 20250630 ... 2964 2989 FU
206 206 FU2509 20250630 ... 2990 3005 FU
207 207 FU2510 20250630 ... 2935 2954 FU
208 208 FU2511 20250630 ... 2892 2910 FU
209 209 FU2512 20250630 ... 2863 2884 FU
210 210 FU2601 20250630 ... 2849 2858 FU
211 211 FU2602 20250630 ... 2827 2838 FU
212 212 FU2603 20250630 ... 2819 2831 FU
213 213 FU2604 20250630 ... 2806 2818 FU
214 214 FU2605 20250630 ... 2800 2807 FU
215 215 FU2606 20250630 ... 2788 2795 FU
216 216 BU2507 20250630 ... 3570 3571 BU
217 217 BU2508 20250630 ... 3567 3569 BU
218 218 BU2509 20250630 ... 3556 3559 BU
219 219 BU2510 20250630 ... 3514 3522 BU
220 220 BU2511 20250630 ... 3450 3466 BU
221 221 BU2512 20250630 ... 3376 3390 BU
222 222 BU2601 20250630 ... 3338 3350 BU
223 223 BU2602 20250630 ... 3309 3341 BU
224 224 BU2603 20250630 ... 3310 3327 BU
225 225 BU2604 20250630 ... 3299 3306 BU
226 226 BU2605 20250630 ... 3282 3295 BU
227 227 BU2606 20250630 ... 3259 3275 BU
228 228 BU2609 20250630 ... 3249 3277 BU
229 229 BU2612 20250630 ... 3219 3250 BU
230 230 BU2703 20250630 ... 3229 3247 BU
231 231 BU2706 20250630 ... 3235 3250 BU
232 232 BR2507 20250630 ... 11360 11305 BR
233 233 BR2508 20250630 ... 11270 11210 BR
234 234 BR2509 20250630 ... 11165 11120 BR
235 235 BR2510 20250630 ... 11130 11085 BR
236 236 BR2511 20250630 ... 11095 11075 BR
237 237 BR2512 20250630 ... 11070 11055 BR
238 238 BR2601 20250630 ... 11035 11000 BR
239 239 BR2602 20250630 ... 11020 11030 BR
240 240 BR2603 20250630 ... 11025 11025 BR
241 241 BR2604 20250630 ... 11045 10995 BR
242 242 BR2605 20250630 ... 11060 11015 BR
243 243 BR2606 20250630 ... 11035 11040 BR
244 244 RU2507 20250630 ... 13935 13965 RU
245 245 RU2508 20250630 ... 13985 14020 RU
246 246 RU2509 20250630 ... 14010 14045 RU
247 247 RU2510 20250630 ... 14020 14080 RU
248 248 RU2511 20250630 ... 14005 14050 RU
249 249 RU2601 20250630 ... 14850 14885 RU
250 250 RU2603 20250630 ... 14890 14885 RU
251 251 RU2604 20250630 ... 14880 14915 RU
252 252 RU2605 20250630 ... 14895 14925 RU
253 253 RU2606 20250630 ... 14915 14915 RU
254 254 NR2507 20250630 ... 12130 12135 NR
255 255 NR2508 20250630 ... 12170 12180 NR
256 256 NR2509 20250630 ... 12125 12130 NR
257 257 NR2510 20250630 ... 12115 12120 NR
258 258 NR2511 20250630 ... 12130 12130 NR
259 259 NR2512 20250630 ... 12130 12125 NR
260 260 NR2601 20250630 ... 12115 12135 NR
261 261 NR2602 20250630 ... 12180 12160 NR
262 262 NR2603 20250630 ... 12115 12210 NR
263 263 NR2604 20250630 ... 12200 12055 NR
264 264 NR2605 20250630 ... 12225 12300 NR
265 265 NR2606 20250630 ... 12260 12260 NR
266 266 SP2507 20250630 ... 5048 5082 SP
267 267 SP2508 20250630 ... 5068 5088 SP
268 268 SP2509 20250630 ... 5066 5088 SP
269 269 SP2510 20250630 ... 5064 5080 SP
270 270 SP2511 20250630 ... 5052 5068 SP
271 271 SP2512 20250630 ... 5050 5070 SP
272 272 SP2601 20250630 ... 5262 5296 SP
273 273 SP2602 20250630 ... 5198 5234 SP
274 274 SP2603 20250630 ... 5186 5226 SP
275 275 SP2604 20250630 ... 5190 5230 SP
276 276 SP2605 20250630 ... 5198 5234 SP
277 277 SP2606 20250630 ... 5200 5214 SP
278 278 EC2506 20250630 ... 1889.1 1886.6 EC
279 279 EC2508 20250630 ... 1767.1 1795.9 EC
280 280 EC2510 20250630 ... 1339.8 1334.8 EC
281 281 EC2512 20250630 ... 1498 1491.1 EC
282 282 EC2602 20250630 ... 1316.5 1320.4 EC
283 283 EC2604 20250630 ... 1169 1168.3 EC
284 284 SC_TAS2508 20250630 ... SC_TAS
285 285 SC_TAS2509 20250630 ... SC_TAS
286 286 SC_TAS2510 20250630 ... SC_TAS
[287 rows x 13 columns]
2025-07-01 18:26:10,498 - future_1d - INFO - ak.get_shfe_daily('2025-06-30') done
symbol date open ... settle pre_settle variety
0 PS2507 20250630 33490.0 ... 33640.0 32500.0 PS
1 PS2508 20250630 33295.0 ... 33500.0 32075.0 PS
2 PS2509 20250630 32770.0 ... 32860.0 31520.0 PS
3 PS2510 20250630 32610.0 ... 32660.0 31575.0 PS
4 PS2511 20250630 32545.0 ... 32525.0 31300.0 PS
5 PS2512 20250630 34535.0 ... 34605.0 33145.0 PS
6 PS2601 20250630 34100.0 ... 34375.0 32920.0 PS
7 PS2602 20250630 33880.0 ... 34205.0 32555.0 PS
8 PS2603 20250630 33740.0 ... 34110.0 32895.0 PS
9 PS2604 20250630 33575.0 ... 33900.0 32725.0 PS
10 PS2605 20250630 34750.0 ... 33990.0 32545.0 PS
11 PS2606 20250630 35240.0 ... 35360.0 34115.0 PS
13 SI2507 20250630 8040.0 ... 8150.0 7830.0 SI
14 SI2508 20250630 8255.0 ... 8125.0 7810.0 SI
15 SI2509 20250630 8075.0 ... 8115.0 7830.0 SI
16 SI2510 20250630 8105.0 ... 8105.0 7755.0 SI
17 SI2511 20250630 7955.0 ... 8030.0 7770.0 SI
18 SI2512 20250630 8200.0 ... 8295.0 8010.0 SI
19 SI2601 20250630 8020.0 ... 8240.0 7950.0 SI
20 SI2602 20250630 8125.0 ... 8225.0 7955.0 SI
21 SI2603 20250630 8105.0 ... 8215.0 7935.0 SI
22 SI2604 20250630 8090.0 ... 8210.0 7910.0 SI
23 SI2605 20250630 8060.0 ... 8210.0 7910.0 SI
24 SI2606 20250630 8365.0 ... 8200.0 7895.0 SI
27 LC2507 20250630 64040.0 ... 62880.0 62620.0 LC
28 LC2508 20250630 64020.0 ... 62780.0 62820.0 LC
29 LC2509 20250630 63460.0 ... 62680.0 62740.0 LC
30 LC2510 20250630 63240.0 ... 62600.0 62640.0 LC
31 LC2511 20250630 63500.0 ... 62460.0 62460.0 LC
32 LC2512 20250630 63500.0 ... 62860.0 62840.0 LC
33 LC2601 20250630 64200.0 ... 62920.0 62940.0 LC
34 LC2602 20250630 63980.0 ... 62760.0 62900.0 LC
35 LC2603 20250630 63880.0 ... 62920.0 62880.0 LC
36 LC2604 20250630 64260.0 ... 63400.0 63480.0 LC
37 LC2605 20250630 64340.0 ... 63500.0 63600.0 LC
38 LC2606 20250630 64240.0 ... 63480.0 63780.0 LC
[36 rows x 12 columns]
2025-07-01 18:26:10,627 - future_1d - INFO - ak.get_gfex_daily('2025-06-30') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250630 7718.0 7762.0 ... 489584.85 7699.0 7709.0 AP
1 AP511 20250630 7544.0 7553.0 ... 2295.76 7527.0 7535.0 AP
2 AP512 20250630 7585.0 7605.0 ... 363.31 7569.0 7566.0 AP
3 AP601 20250630 7600.0 7653.0 ... 13356.83 7598.0 7605.0 AP
4 AP603 20250630 7631.0 7653.0 ... 183.04 7627.0 7641.0 AP
5 AP604 20250630 7647.0 7720.0 ... 69.14 7682.0 7647.0 AP
6 AP605 20250630 7739.0 7777.0 ... 262.56 7722.0 7722.0 AP
7 CF507 20250630 13750.0 13750.0 ... 16625.73 13620.0 13525.0 CF
8 CF509 20250630 13755.0 13920.0 ... 2327213.54 13815.0 13740.0 CF
9 CF511 20250630 13685.0 13825.0 ... 173420.85 13740.0 13660.0 CF
10 CF601 20250630 13765.0 13920.0 ... 618010.68 13830.0 13730.0 CF
11 CF603 20250630 13740.0 13885.0 ... 1979.87 13795.0 13700.0 CF
12 CF605 20250630 13755.0 13915.0 ... 15656.68 13820.0 13705.0 CF
13 CJ507 20250630 9470.0 9565.0 ... 1334.05 9495.0 9450.0 CJ
14 CJ509 20250630 9680.0 9690.0 ... 828281.73 9620.0 9590.0 CJ
15 CJ512 20250630 10575.0 10695.0 ... 16908.28 10580.0 10490.0 CJ
16 CJ601 20250630 10700.0 10840.0 ... 539601.91 10715.0 10630.0 CJ
17 CJ603 20250630 10790.0 10935.0 ... 12066.59 10815.0 10705.0 CJ
18 CJ605 20250630 10975.0 11115.0 ... 35185.17 11000.0 10885.0 CJ
19 CY507 20250630 20025.0 20160.0 ... 692.29 20065.0 20040.0 CY
20 CY508 20250630 0.0 0.0 ... 0.00 19630.0 19630.0 CY
21 CY509 20250630 20125.0 20245.0 ... 114674.45 20110.0 20105.0 CY
22 CY510 20250630 0.0 0.0 ... 0.00 19730.0 19725.0 CY
23 CY511 20250630 19980.0 19980.0 ... 9.99 19980.0 19900.0 CY
24 CY512 20250630 19910.0 19910.0 ... 9.96 19910.0 19785.0 CY
25 CY601 20250630 20050.0 20160.0 ... 351.51 20085.0 20055.0 CY
26 CY602 20250630 0.0 0.0 ... 0.00 19810.0 19785.0 CY
27 CY603 20250630 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250630 0.0 0.0 ... 0.00 19555.0 19555.0 CY
29 CY605 20250630 0.0 0.0 ... 0.00 20135.0 20110.0 CY
30 CY606 20250630 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250630 946.0 951.0 ... 20122.09 935.0 948.0 FG
32 FG508 20250630 1027.0 1040.0 ... 51036.52 1025.0 1029.0 FG
33 FG509 20250630 1017.0 1032.0 ... 3283151.35 1018.0 1019.0 FG
34 FG510 20250630 1049.0 1062.0 ... 30628.55 1054.0 1048.0 FG
35 FG511 20250630 1036.0 1050.0 ... 43676.13 1043.0 1035.0 FG
36 FG512 20250630 1092.0 1105.0 ... 2627.76 1099.0 1087.0 FG
37 FG601 20250630 1076.0 1093.0 ... 335523.51 1087.0 1074.0 FG
38 FG602 20250630 1088.0 1127.0 ... 771.21 1121.0 1110.0 FG
39 FG603 20250630 1085.0 1121.0 ... 836.07 1115.0 1103.0 FG
40 FG604 20250630 1132.0 1145.0 ... 633.12 1139.0 1128.0 FG
41 FG605 20250630 1124.0 1148.0 ... 6893.75 1132.0 1119.0 FG
42 FG606 20250630 1133.0 1149.0 ... 141.57 1142.0 1130.0 FG
43 JR507 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250630 2435.0 2439.0 ... 721.59 2430.0 2434.0 MA
54 MA508 20250630 2424.0 2435.0 ... 39959.53 2425.0 2430.0 MA
55 MA509 20250630 2389.0 2397.0 ... 2059225.75 2386.0 2406.0 MA
56 MA510 20250630 2398.0 2402.0 ... 47964.12 2391.0 2413.0 MA
57 MA511 20250630 2403.0 2407.0 ... 66859.49 2397.0 2415.0 MA
58 MA512 20250630 2416.0 2425.0 ... 190.92 2417.0 2435.0 MA
59 MA601 20250630 2416.0 2424.0 ... 108202.77 2415.0 2427.0 MA
60 MA602 20250630 2401.0 2405.0 ... 100.76 2399.0 2406.0 MA
61 MA603 20250630 2396.0 2402.0 ... 194.08 2396.0 2402.0 MA
62 MA604 20250630 2368.0 2373.0 ... 94.62 2366.0 2371.0 MA
63 MA605 20250630 2328.0 2331.0 ... 1620.10 2324.0 2333.0 MA
64 MA606 20250630 2338.0 2338.0 ... 49.01 2334.0 2335.0 MA
65 OI507 20250630 9536.0 9792.0 ... 7055.60 9547.0 9584.0 OI
66 OI509 20250630 9466.0 9490.0 ... 3347163.06 9427.0 9462.0 OI
67 OI511 20250630 9443.0 9479.0 ... 143044.03 9419.0 9440.0 OI
68 OI601 20250630 9390.0 9428.0 ... 368990.65 9371.0 9387.0 OI
69 OI603 20250630 9348.0 9365.0 ... 1882.40 9319.0 9333.0 OI
70 OI605 20250630 9252.0 9270.0 ... 2519.08 9227.0 9232.0 OI
71 PF507 20250630 6620.0 6724.0 ... 1951.77 6650.0 6620.0 PF
72 PF508 20250630 6534.0 6592.0 ... 432566.35 6546.0 6532.0 PF
73 PF509 20250630 6454.0 6512.0 ... 206326.80 6472.0 6442.0 PF
74 PF510 20250630 6456.0 6514.0 ... 45795.58 6476.0 6446.0 PF
75 PF511 20250630 6416.0 6466.0 ... 24095.78 6428.0 6402.0 PF
76 PF512 20250630 6404.0 6436.0 ... 585.78 6402.0 6376.0 PF
77 PF601 20250630 6712.0 6712.0 ... 955.06 6410.0 6386.0 PF
78 PF602 20250630 6706.0 6706.0 ... 26.12 6530.0 6396.0 PF
79 PF603 20250630 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
80 PF604 20250630 6436.0 6436.0 ... 3.22 6436.0 6380.0 PF
81 PF605 20250630 6370.0 6432.0 ... 9.59 6396.0 6370.0 PF
82 PF606 20250630 6372.0 6372.0 ... 3.19 6372.0 6348.0 PF
83 PK510 20250630 8178.0 8190.0 ... 100600.23 8162.0 8170.0 PK
84 PK511 20250630 7940.0 7946.0 ... 23441.29 7926.0 7932.0 PK
85 PK512 20250630 7930.0 7940.0 ... 186.37 7932.0 7940.0 PK
86 PK601 20250630 7946.0 7966.0 ... 1963.44 7950.0 7954.0 PK
87 PK603 20250630 7940.0 7960.0 ... 55.66 7952.0 7954.0 PK
88 PK604 20250630 0.0 0.0 ... 0.00 7956.0 7958.0 PK
89 PK605 20250630 7940.0 7960.0 ... 214.67 7952.0 7958.0 PK
90 PM507 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250630 6012.0 6068.0 ... 1514.42 6010.0 6012.0 PR
97 PR508 20250630 6002.0 6070.0 ... 92762.39 6022.0 6000.0 PR
98 PR509 20250630 5938.0 6002.0 ... 572909.51 5956.0 5928.0 PR
99 PR510 20250630 5892.0 5942.0 ... 256801.43 5904.0 5884.0 PR
100 PR511 20250630 5892.0 5920.0 ... 309.55 5896.0 5858.0 PR
101 PR512 20250630 5872.0 5872.0 ... 52.67 5852.0 5834.0 PR
102 PR601 20250630 5844.0 5888.0 ... 228.74 5866.0 5824.0 PR
103 PR602 20250630 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250630 0.0 0.0 ... 0.00 5874.0 5860.0 PR
105 PR604 20250630 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250630 0.0 0.0 ... 0.00 5860.0 5852.0 PR
107 PR606 20250630 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250630 7022.0 7130.0 ... 1445.43 6984.0 6912.0 PX
109 PX508 20250630 6850.0 6968.0 ... 38881.88 6904.0 6802.0 PX
110 PX509 20250630 6776.0 6890.0 ... 1007224.53 6826.0 6728.0 PX
111 PX510 20250630 6690.0 6794.0 ... 70390.34 6732.0 6652.0 PX
112 PX511 20250630 6636.0 6744.0 ... 94677.79 6686.0 6604.0 PX
113 PX512 20250630 6684.0 6718.0 ... 43.45 6684.0 6576.0 PX
114 PX601 20250630 6546.0 6658.0 ... 47098.92 6602.0 6530.0 PX
115 PX602 20250630 0.0 0.0 ... 0.00 6572.0 6520.0 PX
116 PX603 20250630 6510.0 6630.0 ... 6.57 6570.0 6510.0 PX
117 PX604 20250630 0.0 0.0 ... 0.00 6554.0 6494.0 PX
118 PX605 20250630 6550.0 6600.0 ... 105.00 6562.0 6478.0 PX
119 PX606 20250630 6522.0 6522.0 ... 3.26 6522.0 6476.0 PX
120 RI507 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250630 2442.0 2447.0 ... 24493.71 2437.0 2427.0 RM
127 RM508 20250630 2564.0 2590.0 ... 25685.88 2578.0 2552.0 RM
128 RM509 20250630 2558.0 2583.0 ... 960218.07 2569.0 2543.0 RM
129 RM511 20250630 2392.0 2414.0 ... 2861.58 2405.0 2387.0 RM
130 RM601 20250630 2290.0 2308.0 ... 166700.47 2300.0 2295.0 RM
131 RM603 20250630 2280.0 2289.0 ... 11835.73 2284.0 2283.0 RM
132 RM605 20250630 2325.0 2329.0 ... 21679.04 2316.0 2324.0 RM
133 RS507 20250630 4931.0 5235.0 ... 628.67 4950.0 4960.0 RS
134 RS508 20250630 5083.0 5178.0 ... 20.48 5120.0 5129.0 RS
135 RS509 20250630 5245.0 5245.0 ... 298.79 5152.0 5214.0 RS
136 RS511 20250630 0.0 0.0 ... 0.00 5252.0 5260.0 RS
137 SA507 20250630 1175.0 1200.0 ... 5906.72 1173.0 1175.0 SA
138 SA508 20250630 1201.0 1222.0 ... 25758.16 1202.0 1194.0 SA
139 SA509 20250630 1194.0 1219.0 ... 5420353.28 1199.0 1192.0 SA
140 SA510 20250630 1208.0 1228.0 ... 19638.94 1212.0 1203.0 SA
141 SA511 20250630 1204.0 1227.0 ... 13357.04 1212.0 1199.0 SA
142 SA512 20250630 1211.0 1241.0 ... 11722.28 1225.0 1207.0 SA
143 SA601 20250630 1192.0 1234.0 ... 1175558.20 1211.0 1190.0 SA
144 SA602 20250630 1211.0 1247.0 ... 9140.38 1226.0 1212.0 SA
145 SA603 20250630 1210.0 1244.0 ... 7389.14 1224.0 1209.0 SA
146 SA604 20250630 1228.0 1255.0 ... 2453.86 1243.0 1224.0 SA
147 SA605 20250630 1216.0 1246.0 ... 28474.87 1229.0 1212.0 SA
148 SA606 20250630 1231.0 1260.0 ... 1007.80 1244.0 1227.0 SA
149 SF507 20250630 5572.0 5590.0 ... 40532.86 5514.0 5576.0 SF
150 SF508 20250630 5420.0 5434.0 ... 54719.77 5400.0 5418.0 SF
151 SF509 20250630 5388.0 5412.0 ... 441775.80 5380.0 5392.0 SF
152 SF510 20250630 5310.0 5322.0 ... 117576.32 5294.0 5302.0 SF
153 SF511 20250630 5418.0 5450.0 ... 149676.05 5420.0 5428.0 SF
154 SF512 20250630 5366.0 5372.0 ... 34.83 5358.0 5388.0 SF
155 SF601 20250630 5370.0 5384.0 ... 4216.28 5348.0 5370.0 SF
156 SF602 20250630 5304.0 5316.0 ... 1116.63 5268.0 5300.0 SF
157 SF603 20250630 5404.0 5412.0 ... 105.12 5392.0 5442.0 SF
158 SF604 20250630 5364.0 5380.0 ... 13.43 5370.0 5378.0 SF
159 SF605 20250630 5396.0 5410.0 ... 225.91 5380.0 5394.0 SF
160 SF606 20250630 5330.0 5352.0 ... 90.58 5328.0 5336.0 SF
161 SH507 20250630 2381.0 2420.0 ... 7489.57 2391.0 2388.0 SH
162 SH508 20250630 2301.0 2341.0 ... 235974.92 2315.0 2314.0 SH
163 SH509 20250630 2317.0 2363.0 ... 3575553.72 2340.0 2330.0 SH
164 SH510 20250630 2357.0 2402.0 ... 255008.73 2380.0 2366.0 SH
165 SH511 20250630 2347.0 2384.0 ... 167783.73 2365.0 2351.0 SH
166 SH512 20250630 2352.0 2386.0 ... 2195.45 2368.0 2352.0 SH
167 SH601 20250630 2311.0 2356.0 ... 68415.22 2337.0 2316.0 SH
168 SH602 20250630 2340.0 2375.0 ... 665.63 2360.0 2339.0 SH
169 SH603 20250630 2366.0 2381.0 ... 675.03 2369.0 2342.0 SH
170 SH604 20250630 2405.0 2416.0 ... 302.87 2404.0 2380.0 SH
171 SH605 20250630 2370.0 2411.0 ... 1819.61 2397.0 2374.0 SH
172 SH606 20250630 2420.0 2426.0 ... 43.44 2414.0 2395.0 SH
173 SM507 20250630 5650.0 5682.0 ... 9916.77 5660.0 5640.0 SM
174 SM508 20250630 5678.0 5700.0 ... 61090.79 5670.0 5672.0 SM
175 SM509 20250630 5690.0 5708.0 ... 534901.23 5678.0 5684.0 SM
176 SM510 20250630 5660.0 5676.0 ... 34656.37 5646.0 5652.0 SM
177 SM511 20250630 5734.0 5754.0 ... 48671.73 5728.0 5734.0 SM
178 SM512 20250630 5680.0 5688.0 ... 5.68 5684.0 5736.0 SM
179 SM601 20250630 5722.0 5736.0 ... 34999.46 5708.0 5718.0 SM
180 SM602 20250630 5720.0 5724.0 ... 116.78 5696.0 5732.0 SM
181 SM603 20250630 5738.0 5738.0 ... 77.05 5708.0 5732.0 SM
182 SM604 20250630 5744.0 5744.0 ... 114.24 5712.0 5734.0 SM
183 SM605 20250630 5736.0 5756.0 ... 785.88 5736.0 5738.0 SM
184 SM606 20250630 5736.0 5740.0 ... 11.46 5728.0 5736.0 SM
185 SR507 20250630 5897.0 5954.0 ... 6550.44 5817.0 5801.0 SR
186 SR509 20250630 5808.0 5816.0 ... 1095770.25 5802.0 5787.0 SR
187 SR511 20250630 5690.0 5697.0 ... 103669.11 5681.0 5666.0 SR
188 SR601 20250630 5611.0 5635.0 ... 149575.13 5620.0 5591.0 SR
189 SR603 20250630 5584.0 5606.0 ... 2661.42 5591.0 5564.0 SR
190 SR605 20250630 5545.0 5571.0 ... 5781.87 5559.0 5534.0 SR
191 TA507 20250630 5002.0 5084.0 ... 11243.87 5016.0 4992.0 TA
192 TA508 20250630 4912.0 4992.0 ... 94085.95 4940.0 4894.0 TA
193 TA509 20250630 4796.0 4864.0 ... 2625355.39 4824.0 4768.0 TA
194 TA510 20250630 4698.0 4760.0 ... 177748.45 4738.0 4676.0 TA
195 TA511 20250630 4664.0 4726.0 ... 86232.33 4700.0 4640.0 TA
196 TA512 20250630 4672.0 4700.0 ... 112.23 4676.0 4620.0 TA
197 TA601 20250630 4616.0 4680.0 ... 470814.55 4650.0 4594.0 TA
198 TA602 20250630 4654.0 4686.0 ... 123.52 4662.0 4596.0 TA
199 TA603 20250630 4666.0 4684.0 ... 135.18 4662.0 4600.0 TA
200 TA604 20250630 4656.0 4690.0 ... 72.44 4674.0 4608.0 TA
201 TA605 20250630 4620.0 4692.0 ... 2679.07 4664.0 4612.0 TA
202 TA606 20250630 4676.0 4688.0 ... 16.36 4674.0 4618.0 TA
203 UR507 20250630 1727.0 1740.0 ... 1851.55 1724.0 1738.0 UR
204 UR508 20250630 1730.0 1737.0 ... 773.87 1727.0 1738.0 UR
205 UR509 20250630 1720.0 1727.0 ... 748813.55 1715.0 1723.0 UR
206 UR510 20250630 1705.0 1714.0 ... 1248.88 1701.0 1707.0 UR
207 UR511 20250630 1704.0 1716.0 ... 177.89 1710.0 1713.0 UR
208 UR512 20250630 1702.0 1715.0 ... 40.98 1707.0 1708.0 UR
209 UR601 20250630 1687.0 1690.0 ... 56890.24 1683.0 1685.0 UR
210 UR602 20250630 1682.0 1686.0 ... 1353.55 1679.0 1682.0 UR
211 UR603 20250630 1706.0 1722.0 ... 312.83 1700.0 1709.0 UR
212 UR604 20250630 1696.0 1717.0 ... 146.09 1699.0 1704.0 UR
213 UR605 20250630 1698.0 1700.0 ... 2363.70 1696.0 1694.0 UR
214 UR606 20250630 1690.0 1695.0 ... 64.24 1690.0 1689.0 UR
215 WH507 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:26:10,945 - future_1d - INFO - ak.get_czce_daily('2025-06-30') done
2025-07-01 18:26:13,568 - future_1d - INFO - save future_daily 2025-06-30 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250701 5851.000 ... 5872.000 5867.400 IC
1 IC2508 20250701 5818.800 ... 5824.000 5825.400 IC
2 IC2509 20250701 5759.000 ... 5770.600 5775.800 IC
3 IC2512 20250701 5645.000 ... 5644.400 5655.600 IC
4 IF2507 20250701 3905.000 ... 3915.000 3907.800 IF
5 IF2508 20250701 3895.400 ... 3899.200 3894.600 IF
6 IF2509 20250701 3889.200 ... 3889.400 3887.000 IF
7 IF2512 20250701 3860.600 ... 3854.800 3856.600 IF
8 IH2507 20250701 2692.000 ... 2698.400 2691.800 IH
9 IH2508 20250701 2689.400 ... 2693.600 2687.800 IH
10 IH2509 20250701 2691.000 ... 2692.600 2687.600 IH
11 IH2512 20250701 2690.000 ... 2692.200 2687.400 IH
12 IM2507 20250701 6275.000 ... 6287.000 6289.400 IM
13 IM2508 20250701 6220.000 ... 6211.000 6224.400 IM
14 IM2509 20250701 6143.000 ... 6134.000 6155.600 IM
15 IM2512 20250701 5975.000 ... 5953.400 5979.800 IM
16 T2509 20250701 108.925 ... 108.975 108.900 T
17 T2512 20250701 108.960 ... 109.010 108.935 T
18 T2603 20250701 108.960 ... 108.995 108.910 T
19 TF2509 20250701 106.170 ... 106.175 106.145 TF
20 TF2512 20250701 106.265 ... 106.270 106.240 TF
21 TF2603 20250701 106.295 ... 106.320 106.295 TF
22 TL2509 20250701 120.450 ... 120.700 120.400 TL
23 TL2512 20250701 120.310 ... 120.560 120.260 TL
24 TL2603 20250701 120.100 ... 120.390 120.100 TL
25 TS2509 20250701 102.498 ... 102.482 102.496 TS
26 TS2512 20250701 102.638 ... 102.626 102.640 TS
27 TS2603 20250701 102.740 ... 102.738 102.748 TS
[28 rows x 12 columns]
2025-07-01 18:26:18,967 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 a2507 20250701 4250.00 ... 4204.0 4209.00 A
1 a2509 20250701 4136.00 ... 4129.0 4147.00 A
2 a2511 20250701 4078.00 ... 4069.0 4080.00 A
3 a2601 20250701 4057.00 ... 4051.0 4062.00 A
4 a2603 20250701 4044.00 ... 4039.0 4050.00 A
5 a2605 20250701 4067.00 ... 4075.0 4084.00 A
6 b2507 20250701 3560.00 ... 3550.0 3479.00 B
7 b2508 20250701 3592.00 ... 3576.0 3578.00 B
8 b2509 20250701 3618.00 ... 3608.0 3611.00 B
9 b2510 20250701 3670.00 ... 3660.0 3660.00 B
10 b2511 20250701 3671.00 ... 3665.0 3667.00 B
11 b2512 20250701 3674.00 ... 3677.0 3675.00 B
12 b2601 20250701 3663.00 ... 3662.0 3662.00 B
13 b2602 20250701 3629.00 ... 3618.0 3622.00 B
14 b2603 20250701 3528.00 ... 3528.0 3523.00 B
15 b2604 20250701 3439.00 ... 3434.0 3432.00 B
16 b2605 20250701 3383.00 ... 3380.0 3378.00 B
17 b2606 20250701 3381.00 ... 3380.0 3379.00 B
18 bb2509 20250701 152.75 ... 153.2 153.75 BB
19 bb2511 20250701 152.90 ... 152.8 152.70 BB
20 bb2601 20250701 0.00 ... 170.1 170.00 BB
21 bb2603 20250701 0.00 ... 170.2 170.10 BB
22 bb2605 20250701 0.00 ... 170.2 170.10 BB
23 c2507 20250701 2353.00 ... 2358.0 2359.00 C
24 c2509 20250701 2379.00 ... 2381.0 2376.00 C
25 c2511 20250701 2316.00 ... 2319.0 2319.00 C
26 c2601 20250701 2274.00 ... 2277.0 2272.00 C
27 c2603 20250701 2273.00 ... 2273.0 2268.00 C
28 c2605 20250701 2305.00 ... 2303.0 2298.00 C
29 cs2507 20250701 2740.00 ... 2727.0 2750.00 CS
30 cs2509 20250701 2732.00 ... 2743.0 2731.00 CS
31 cs2511 20250701 2673.00 ... 2678.0 2673.00 CS
32 cs2601 20250701 2674.00 ... 2677.0 2671.00 CS
33 cs2603 20250701 2656.00 ... 2659.0 2652.00 CS
34 cs2605 20250701 2691.00 ... 2694.0 2687.00 CS
35 eb2507 20250701 7408.00 ... 7422.0 7429.00 EB
36 eb2508 20250701 7307.00 ... 7273.0 7306.00 EB
37 eb2509 20250701 7223.00 ... 7186.0 7223.00 EB
38 eb2510 20250701 7118.00 ... 7104.0 7139.00 EB
39 eb2511 20250701 7052.00 ... 7033.0 7066.00 EB
40 eb2512 20250701 7032.00 ... 7006.0 7030.00 EB
41 eb2601 20250701 7031.00 ... 7015.0 7031.00 EB
42 eb2602 20250701 7057.00 ... 7047.0 7031.00 EB
43 eb2603 20250701 7053.00 ... 7099.0 7038.00 EB
44 eb2604 20250701 7101.00 ... 7042.0 7026.00 EB
45 eb2605 20250701 7099.00 ... 7065.0 7039.00 EB
46 eb2606 20250701 7020.00 ... 7014.0 6900.00 EB
47 eg2507 20250701 4201.00 ... 4203.0 4218.00 EG
48 eg2508 20250701 4246.00 ... 4245.0 4253.00 EG
49 eg2509 20250701 4272.00 ... 4262.0 4272.00 EG
50 eg2510 20250701 4281.00 ... 4269.0 4276.00 EG
51 eg2511 20250701 4289.00 ... 4271.0 4287.00 EG
52 eg2512 20250701 4289.00 ... 4276.0 4299.00 EG
53 eg2601 20250701 4294.00 ... 4286.0 4304.00 EG
54 eg2602 20250701 4283.00 ... 4284.0 4302.00 EG
55 eg2603 20250701 4308.00 ... 4288.0 4303.00 EG
56 eg2604 20250701 0.00 ... 4311.0 4311.00 EG
57 eg2605 20250701 4320.00 ... 4302.0 4322.00 EG
58 eg2606 20250701 4280.00 ... 4285.0 4337.00 EG
59 fb2507 20250701 0.00 ... 1341.5 1341.50 FB
60 fb2508 20250701 1309.00 ... 1311.0 1309.00 FB
61 fb2509 20250701 1299.50 ... 1306.0 1303.00 FB
62 fb2510 20250701 1326.50 ... 1327.5 1322.50 FB
63 fb2511 20250701 1324.00 ... 1325.5 1322.50 FB
64 fb2512 20250701 1323.00 ... 1323.5 1323.50 FB
65 fb2601 20250701 1287.50 ... 1300.5 1284.50 FB
66 fb2602 20250701 0.00 ... 1295.5 1295.50 FB
67 fb2603 20250701 0.00 ... 1313.5 1313.50 FB
68 fb2604 20250701 0.00 ... 1310.5 1310.50 FB
69 fb2605 20250701 0.00 ... 1292.5 1292.50 FB
70 fb2606 20250701 0.00 ... 1292.5 1292.50 FB
71 i2507 20250701 723.50 ... 719.0 723.50 I
72 i2508 20250701 724.00 ... 719.0 725.00 I
73 i2509 20250701 715.00 ... 710.5 718.00 I
74 i2510 20250701 709.00 ... 704.5 712.00 I
75 i2511 20250701 702.50 ... 698.5 706.50 I
76 i2512 20250701 696.50 ... 692.5 698.50 I
77 i2601 20250701 688.00 ... 686.5 692.50 I
78 i2602 20250701 686.50 ... 684.0 689.00 I
79 i2603 20250701 683.50 ... 681.0 687.00 I
80 i2604 20250701 679.00 ... 676.5 682.50 I
81 i2605 20250701 672.50 ... 669.0 675.00 I
82 i2606 20250701 666.00 ... 664.0 669.00 I
83 j2507 20250701 1304.50 ... 1304.5 1324.00 J
84 j2508 20250701 1376.00 ... 1371.5 1395.00 J
85 j2509 20250701 1404.00 ... 1398.0 1423.50 J
86 j2510 20250701 1423.50 ... 1415.0 1441.00 J
87 j2511 20250701 1431.00 ... 1428.5 1449.00 J
88 j2512 20250701 1433.50 ... 1431.5 1465.50 J
89 j2601 20250701 1439.00 ... 1433.0 1464.00 J
90 j2602 20250701 1440.00 ... 1440.0 1472.50 J
91 j2603 20250701 0.00 ... 1470.0 1470.00 J
92 j2604 20250701 0.00 ... 1497.5 1497.50 J
93 j2605 20250701 1481.00 ... 1463.5 1505.00 J
94 j2606 20250701 0.00 ... 1474.0 1474.00 J
95 jd2507 20250701 2819.00 ... 2835.0 2776.00 JD
96 jd2508 20250701 3566.00 ... 3568.0 3539.00 JD
97 jd2509 20250701 3690.00 ... 3690.0 3673.00 JD
98 jd2510 20250701 3406.00 ... 3417.0 3401.00 JD
99 jd2511 20250701 3430.00 ... 3433.0 3418.00 JD
100 jd2512 20250701 3589.00 ... 3594.0 3592.00 JD
101 jd2601 20250701 3636.00 ... 3637.0 3647.00 JD
102 jd2602 20250701 3205.00 ... 3203.0 3204.00 JD
103 jd2603 20250701 3205.00 ... 3206.0 3205.00 JD
104 jd2604 20250701 3341.00 ... 3343.0 3337.00 JD
105 jd2605 20250701 3417.00 ... 3422.0 3416.00 JD
106 jd2606 20250701 3264.00 ... 3266.0 3257.00 JD
107 jm2507 20250701 818.00 ... 821.0 824.00 JM
108 jm2508 20250701 800.00 ... 784.0 817.00 JM
109 jm2509 20250701 824.50 ... 817.5 842.50 JM
110 jm2510 20250701 838.00 ... 832.5 853.50 JM
111 jm2511 20250701 846.00 ... 840.5 864.00 JM
112 jm2512 20250701 852.50 ... 848.0 874.50 JM
113 jm2601 20250701 858.00 ... 854.0 886.00 JM
114 jm2602 20250701 861.50 ... 862.5 891.50 JM
115 jm2603 20250701 876.00 ... 868.5 897.00 JM
116 jm2604 20250701 874.00 ... 877.5 903.50 JM
117 jm2605 20250701 891.50 ... 883.5 913.00 JM
118 jm2606 20250701 902.00 ... 896.0 918.50 JM
119 l2507 20250701 7293.00 ... 7282.0 7337.00 L
120 l2508 20250701 7271.00 ... 7252.0 7297.00 L
121 l2509 20250701 7266.00 ... 7246.0 7286.00 L
122 l2510 20250701 7241.00 ... 7229.0 7256.00 L
123 l2511 20250701 7242.00 ... 7222.0 7246.00 L
124 l2512 20250701 7240.00 ... 7219.0 7249.00 L
125 l2601 20250701 7233.00 ... 7210.0 7236.00 L
126 l2602 20250701 7204.00 ... 7202.0 7229.00 L
127 l2603 20250701 7195.00 ... 7198.0 7208.00 L
128 l2604 20250701 7212.00 ... 7219.0 7265.00 L
129 l2605 20250701 7212.00 ... 7196.0 7215.00 L
130 l2606 20250701 7208.00 ... 7195.0 7229.00 L
131 lg2507 20250701 813.00 ... 815.5 820.00 LG
132 lg2509 20250701 784.00 ... 782.5 792.50 LG
133 lg2511 20250701 779.00 ... 778.5 785.00 LG
134 lg2601 20250701 780.00 ... 781.5 785.50 LG
135 lg2603 20250701 782.00 ... 784.5 787.50 LG
136 lg2605 20250701 782.00 ... 785.5 788.00 LG
137 lh2507 20250701 13945.00 ... 13820.0 13825.00 LH
138 lh2509 20250701 13880.00 ... 13895.0 13890.00 LH
139 lh2511 20250701 13370.00 ... 13400.0 13365.00 LH
140 lh2601 20250701 13485.00 ... 13495.0 13505.00 LH
141 lh2603 20250701 12810.00 ... 12800.0 12800.00 LH
142 lh2605 20250701 12940.00 ... 12955.0 12975.00 LH
143 m2507 20250701 2844.00 ... 2832.0 2843.00 M
144 m2508 20250701 2951.00 ... 2944.0 2943.00 M
145 m2509 20250701 2968.00 ... 2961.0 2958.00 M
146 m2511 20250701 3004.00 ... 3000.0 2997.00 M
147 m2512 20250701 3025.00 ... 3022.0 3020.00 M
148 m2601 20250701 3004.00 ... 3002.0 2995.00 M
149 m2603 20250701 2860.00 ... 2861.0 2851.00 M
150 m2605 20250701 2715.00 ... 2713.0 2711.00 M
151 p2507 20250701 8310.00 ... 8328.0 8398.00 P
152 p2508 20250701 8392.00 ... 8372.0 8368.00 P
153 p2509 20250701 8340.00 ... 8314.0 8312.00 P
154 p2510 20250701 8340.00 ... 8310.0 8308.00 P
155 p2511 20250701 8338.00 ... 8302.0 8318.00 P
156 p2512 20250701 8342.00 ... 8310.0 8320.00 P
157 p2601 20250701 8350.00 ... 8334.0 8326.00 P
158 p2602 20250701 8292.00 ... 8316.0 8294.00 P
159 p2603 20250701 8310.00 ... 8274.0 8274.00 P
160 p2604 20250701 8252.00 ... 8234.0 8208.00 P
161 p2605 20250701 8226.00 ... 8220.0 8212.00 P
162 p2606 20250701 8172.00 ... 8210.0 8184.00 P
163 pg2507 20250701 4209.00 ... 4203.0 4235.00 PG
164 pg2508 20250701 4231.00 ... 4194.0 4230.00 PG
165 pg2509 20250701 4125.00 ... 4098.0 4136.00 PG
166 pg2510 20250701 4500.00 ... 4470.0 4507.00 PG
167 pg2511 20250701 4406.00 ... 4383.0 4421.00 PG
168 pg2512 20250701 4316.00 ... 4305.0 4344.00 PG
169 pg2601 20250701 4239.00 ... 4236.0 4266.00 PG
170 pg2602 20250701 4156.00 ... 4155.0 4201.00 PG
171 pg2603 20250701 4096.00 ... 4072.0 4109.00 PG
172 pg2604 20250701 4356.00 ... 4360.0 4394.00 PG
173 pg2605 20250701 4253.00 ... 4245.0 4296.00 PG
174 pg2606 20250701 4204.00 ... 4202.0 4254.00 PG
175 pp2507 20250701 7083.00 ... 7073.0 7108.00 PP
176 pp2508 20250701 7095.00 ... 7055.0 7109.00 PP
177 pp2509 20250701 7077.00 ... 7048.0 7092.00 PP
178 pp2510 20250701 7019.00 ... 7003.0 7045.00 PP
179 pp2511 20250701 7016.00 ... 6999.0 7039.00 PP
180 pp2512 20250701 7011.00 ... 6993.0 7033.00 PP
181 pp2601 20250701 7013.00 ... 6997.0 7028.00 PP
182 pp2602 20250701 6987.00 ... 6978.0 6986.00 PP
183 pp2603 20250701 6969.00 ... 6976.0 7006.00 PP
184 pp2604 20250701 6993.00 ... 6989.0 7044.00 PP
185 pp2605 20250701 6992.00 ... 6976.0 7012.00 PP
186 pp2606 20250701 6993.00 ... 6985.0 7046.00 PP
187 rr2507 20250701 0.00 ... 3578.0 3578.00 RR
188 rr2508 20250701 3585.00 ... 3579.0 3585.00 RR
189 rr2509 20250701 3608.00 ... 3608.0 3607.00 RR
190 rr2510 20250701 3588.00 ... 3596.0 3591.00 RR
191 rr2511 20250701 3592.00 ... 3596.0 3596.00 RR
192 rr2512 20250701 3593.00 ... 3599.0 3605.00 RR
193 rr2601 20250701 3608.00 ... 3607.0 3606.00 RR
194 rr2602 20250701 3606.00 ... 3614.0 3609.00 RR
195 rr2603 20250701 3607.00 ... 3607.0 3605.00 RR
196 rr2604 20250701 3614.00 ... 3619.0 3603.00 RR
197 rr2605 20250701 3602.00 ... 3602.0 3601.00 RR
198 rr2606 20250701 3599.00 ... 3603.0 3606.00 RR
199 v2507 20250701 4801.00 ... 4767.0 4853.00 V
200 v2508 20250701 4850.00 ... 4800.0 4890.00 V
201 v2509 20250701 4885.00 ... 4839.0 4924.00 V
202 v2510 20250701 4910.00 ... 4867.0 4951.00 V
203 v2511 20250701 4935.00 ... 4897.0 4978.00 V
204 v2512 20250701 4958.00 ... 4922.0 5003.00 V
205 v2601 20250701 4977.00 ... 4932.0 5016.00 V
206 v2602 20250701 4988.00 ... 4959.0 5017.00 V
207 v2603 20250701 5007.00 ... 4983.0 5046.00 V
208 v2604 20250701 5100.00 ... 5078.0 5129.00 V
209 v2605 20250701 5129.00 ... 5090.0 5155.00 V
210 v2606 20250701 5110.00 ... 5100.0 5166.00 V
211 y2507 20250701 8022.00 ... 8038.0 8068.00 Y
212 y2508 20250701 8038.00 ... 8002.0 8026.00 Y
213 y2509 20250701 7996.00 ... 7968.0 7974.00 Y
214 y2511 20250701 8000.00 ... 7974.0 7980.00 Y
215 y2512 20250701 8018.00 ... 7998.0 8000.00 Y
216 y2601 20250701 7950.00 ... 7926.0 7930.00 Y
217 y2603 20250701 7808.00 ... 7804.0 7796.00 Y
218 y2605 20250701 7620.00 ... 7608.0 7598.00 Y
[219 rows x 12 columns]
2025-07-01 18:26:19,616 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 SC2508 20250701 498 ... 497 496.1 SC
1 SC2509 20250701 492.5 ... 490.9 490.3 SC
2 SC2510 20250701 485.8 ... 485.4 484.8 SC
3 SC2511 20250701 482.6 ... 481.8 481.7 SC
4 SC2512 20250701 477.1 ... 478.8 480 SC
5 SC2601 20250701 476.6 ... 476.5 478.4 SC
6 SC2602 20250701 475.8 ... 475 476.9 SC
7 SC2603 20250701 478 ... 473.9 476.5 SC
8 SC2604 20250701 476.3 ... 476.3 474.9 SC
9 SC2605 20250701 470.6 ... 470.6 473.2 SC
10 SC2606 20250701 463.8 ... 470.2 472.6 SC
11 SC2607 20250701 470.9 ... 470.9 472.6 SC
12 SC2609 20250701 460.7 ... 467.3 472.5 SC
13 SC2612 20250701 ... 470.6 470.6 SC
14 SC2703 20250701 ... 468.4 468.4 SC
15 SC2706 20250701 462.7 ... 462.7 466.8 SC
16 SC2709 20250701 ... 465.7 465.7 SC
17 SC2712 20250701 ... 465.8 465.8 SC
18 SC2803 20250701 461.8 ... 460.4 461.3 SC
19 SC2806 20250701 459.9 ... 459.9 465.6 SC
21 LU2508 20250701 3611 ... 3591 3621 LU
22 LU2509 20250701 3582 ... 3576 3591 LU
23 LU2510 20250701 3562 ... 3553 3564 LU
24 LU2511 20250701 3535 ... 3528 3543 LU
25 LU2512 20250701 3518 ... 3505 3514 LU
26 LU2601 20250701 3514 ... 3499 3518 LU
27 LU2602 20250701 3478 ... 3480 3507 LU
28 LU2603 20250701 3471 ... 3456 3487 LU
29 LU2604 20250701 3450 ... 3450 3472 LU
30 LU2605 20250701 3419 ... 3427 3437 LU
31 LU2606 20250701 ... 3423 3416 LU
32 LU2607 20250701 ... 3416 3416 LU
34 NR2507 20250701 12130 ... 12175 12130 NR
35 NR2508 20250701 12185 ... 12210 12170 NR
36 NR2509 20250701 12115 ... 12170 12125 NR
37 NR2510 20250701 12115 ... 12165 12115 NR
38 NR2511 20250701 12115 ... 12180 12130 NR
39 NR2512 20250701 12125 ... 12180 12130 NR
40 NR2601 20250701 12130 ... 12165 12115 NR
41 NR2602 20250701 12150 ... 12185 12180 NR
42 NR2603 20250701 12155 ... 12175 12115 NR
43 NR2604 20250701 12185 ... 12185 12200 NR
44 NR2605 20250701 ... 12225 12225 NR
45 NR2606 20250701 ... 12260 12260 NR
47 BC2507 20250701 71500 ... 71500 71090 BC
48 BC2508 20250701 70910 ... 71280 71100 BC
49 BC2509 20250701 70860 ... 70970 70860 BC
50 BC2510 20250701 ... 71300 70700 BC
51 BC2511 20250701 ... 69520 69520 BC
52 BC2512 20250701 ... 69450 69450 BC
53 BC2601 20250701 ... 69570 69570 BC
54 BC2602 20250701 ... 69410 69410 BC
55 BC2603 20250701 ... 69290 69290 BC
56 BC2604 20250701 ... 69760 69760 BC
57 BC2605 20250701 ... 69710 68610 BC
58 BC2606 20250701 71790 ... 71590 68610 BC
60 EC2508 20250701 1784.2 ... 1852.6 1767.1 EC
61 EC2510 20250701 1352.6 ... 1368.8 1339.8 EC
62 EC2512 20250701 1518.3 ... 1526.5 1498 EC
63 EC2602 20250701 1323.3 ... 1331.2 1316.5 EC
64 EC2604 20250701 1150 ... 1175.5 1169 EC
65 EC2606 20250701 1300 ... 1313.6 1169 EC
68 SC_TAS2508 20250701 ... SC_TAS
69 SC_TAS2509 20250701 ... SC_TAS
70 SC_TAS2510 20250701 ... SC_TAS
71 SC_TAS2511 20250701 ... SC_TAS
[66 rows x 12 columns]
2025-07-01 18:26:19,705 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250701 ... 80140 79970 CU
1 1 CU2508 20250701 ... 80020 79770 CU
2 2 CU2509 20250701 ... 79790 79620 CU
3 3 CU2510 20250701 ... 79550 79410 CU
4 4 CU2511 20250701 ... 79320 79180 CU
5 5 CU2512 20250701 ... 79130 78930 CU
6 6 CU2601 20250701 ... 78970 78750 CU
7 7 CU2602 20250701 ... 78890 78560 CU
8 8 CU2603 20250701 ... 78560 78430 CU
9 9 CU2604 20250701 ... 78600 78380 CU
10 10 CU2605 20250701 ... 78440 78350 CU
11 11 CU2606 20250701 ... 78280 78290 CU
12 12 BC2507 20250701 ... 71500 71090 BC
13 13 BC2508 20250701 ... 71280 71100 BC
14 14 BC2509 20250701 ... 70970 70860 BC
15 15 BC2510 20250701 ... 71300 70700 BC
16 16 BC2511 20250701 ... 69520 69520 BC
17 17 BC2512 20250701 ... 69450 69450 BC
18 18 BC2601 20250701 ... 69570 69570 BC
19 19 BC2602 20250701 ... 69410 69410 BC
20 20 BC2603 20250701 ... 69290 69290 BC
21 21 BC2604 20250701 ... 69760 69760 BC
22 22 BC2605 20250701 ... 69710 68610 BC
23 23 BC2606 20250701 ... 71590 68610 BC
24 24 AL2507 20250701 ... 20750 20735 AL
25 25 AL2508 20250701 ... 20560 20550 AL
26 26 AL2509 20250701 ... 20475 20455 AL
27 27 AL2510 20250701 ... 20365 20360 AL
28 28 AL2511 20250701 ... 20255 20235 AL
29 29 AL2512 20250701 ... 20160 20115 AL
30 30 AL2601 20250701 ... 20090 20055 AL
31 31 AL2602 20250701 ... 20100 20030 AL
32 32 AL2603 20250701 ... 20100 20020 AL
33 33 AL2604 20250701 ... 20135 20020 AL
34 34 AL2605 20250701 ... 20100 20050 AL
35 35 AL2606 20250701 ... 20125 20045 AL
36 36 ZN2507 20250701 ... 22310 22490 ZN
37 37 ZN2508 20250701 ... 22255 22435 ZN
38 38 ZN2509 20250701 ... 22190 22390 ZN
39 39 ZN2510 20250701 ... 22140 22330 ZN
40 40 ZN2511 20250701 ... 22085 22250 ZN
41 41 ZN2512 20250701 ... 22060 22200 ZN
42 42 ZN2601 20250701 ... 22045 22130 ZN
43 43 ZN2602 20250701 ... 21995 22100 ZN
44 44 ZN2603 20250701 ... 21995 22000 ZN
45 45 ZN2604 20250701 ... 22005 22025 ZN
46 46 ZN2605 20250701 ... 21990 22010 ZN
47 47 ZN2606 20250701 ... 21955 22010 ZN
48 48 PB2507 20250701 ... 17085 17100 PB
49 49 PB2508 20250701 ... 17135 17145 PB
50 50 PB2509 20250701 ... 17150 17170 PB
51 51 PB2510 20250701 ... 17145 17165 PB
52 52 PB2511 20250701 ... 17125 17150 PB
53 53 PB2512 20250701 ... 17115 17125 PB
54 54 PB2601 20250701 ... 17140 17155 PB
55 55 PB2602 20250701 ... 17120 17150 PB
56 56 PB2603 20250701 ... 17150 17150 PB
57 57 PB2604 20250701 ... 17165 17165 PB
58 58 PB2605 20250701 ... 17155 17155 PB
59 59 PB2606 20250701 ... 17115 17185 PB
60 60 NI2507 20250701 ... 120250 120740 NI
61 61 NI2508 20250701 ... 120390 120970 NI
62 62 NI2509 20250701 ... 120460 121030 NI
63 63 NI2510 20250701 ... 120600 121150 NI
64 64 NI2511 20250701 ... 120750 121340 NI
65 65 NI2512 20250701 ... 121010 121630 NI
66 66 NI2601 20250701 ... 121140 121770 NI
67 67 NI2602 20250701 ... 121300 121840 NI
68 68 NI2603 20250701 ... 122170 122170 NI
69 69 NI2604 20250701 ... 122640 122640 NI
70 70 NI2605 20250701 ... 121940 122520 NI
71 71 NI2606 20250701 ... 122680 122680 NI
72 72 SN2507 20250701 ... 266880 267860 SN
73 73 SN2508 20250701 ... 267340 268140 SN
74 74 SN2509 20250701 ... 267450 268090 SN
75 75 SN2510 20250701 ... 267400 267790 SN
76 76 SN2511 20250701 ... 266490 267280 SN
77 77 SN2512 20250701 ... 265990 266680 SN
78 78 SN2601 20250701 ... 266150 266910 SN
79 79 SN2602 20250701 ... 266050 267310 SN
80 80 SN2603 20250701 ... 266060 267190 SN
81 81 SN2604 20250701 ... 266230 266590 SN
82 82 SN2605 20250701 ... 265950 266070 SN
83 83 SN2606 20250701 ... 266200 266430 SN
84 84 AO2507 20250701 ... 3071 3106 AO
85 85 AO2508 20250701 ... 2977 3023 AO
86 86 AO2509 20250701 ... 2941 2987 AO
87 87 AO2510 20250701 ... 2916 2959 AO
88 88 AO2511 20250701 ... 2907 2949 AO
89 89 AO2512 20250701 ... 2899 2943 AO
90 90 AO2601 20250701 ... 2892 2933 AO
91 91 AO2602 20250701 ... 2888 2932 AO
92 92 AO2603 20250701 ... 2886 2926 AO
93 93 AO2604 20250701 ... 2886 2924 AO
94 94 AO2605 20250701 ... 2886 2918 AO
95 95 AO2606 20250701 ... 2879 2913 AO
96 96 AD2511 20250701 ... 19795 19775 AD
97 97 AD2512 20250701 ... 19700 19695 AD
98 98 AD2601 20250701 ... 19635 19625 AD
99 99 AD2602 20250701 ... 19610 19570 AD
100 100 AD2603 20250701 ... 19490 19490 AD
101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-01 18:26:19,808 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 PS2507 20250701 33640.0 ... 33355.0 33640.0 PS
1 PS2508 20250701 33470.0 ... 32760.0 33500.0 PS
2 PS2509 20250701 32640.0 ... 32065.0 32860.0 PS
3 PS2510 20250701 32490.0 ... 31840.0 32660.0 PS
4 PS2511 20250701 32500.0 ... 31725.0 32525.0 PS
5 PS2512 20250701 34230.0 ... 33800.0 34605.0 PS
6 PS2601 20250701 34045.0 ... 33565.0 34375.0 PS
7 PS2602 20250701 33660.0 ... 33425.0 34205.0 PS
8 PS2603 20250701 33555.0 ... 33460.0 34110.0 PS
9 PS2604 20250701 33610.0 ... 33235.0 33900.0 PS
10 PS2605 20250701 33600.0 ... 33315.0 33990.0 PS
11 PS2606 20250701 35130.0 ... 34660.0 35360.0 PS
13 SI2507 20250701 8130.0 ... 7950.0 8150.0 SI
14 SI2508 20250701 8095.0 ... 7845.0 8125.0 SI
15 SI2509 20250701 8000.0 ... 7835.0 8115.0 SI
16 SI2510 20250701 8020.0 ... 7790.0 8105.0 SI
17 SI2511 20250701 7970.0 ... 7775.0 8030.0 SI
18 SI2512 20250701 8245.0 ... 8055.0 8295.0 SI
19 SI2601 20250701 8195.0 ... 7980.0 8240.0 SI
20 SI2602 20250701 8075.0 ... 7945.0 8225.0 SI
21 SI2603 20250701 8090.0 ... 7945.0 8215.0 SI
22 SI2604 20250701 8085.0 ... 7960.0 8210.0 SI
23 SI2605 20250701 8150.0 ... 7955.0 8210.0 SI
24 SI2606 20250701 8265.0 ... 7960.0 8200.0 SI
27 LC2507 20250701 63120.0 ... 62120.0 62880.0 LC
28 LC2508 20250701 62440.0 ... 62200.0 62780.0 LC
29 LC2509 20250701 62140.0 ... 61980.0 62680.0 LC
30 LC2510 20250701 62000.0 ... 61800.0 62600.0 LC
31 LC2511 20250701 61940.0 ... 61700.0 62460.0 LC
32 LC2512 20250701 62300.0 ... 62020.0 62860.0 LC
33 LC2601 20250701 62520.0 ... 62080.0 62920.0 LC
34 LC2602 20250701 62360.0 ... 62040.0 62760.0 LC
35 LC2603 20250701 62580.0 ... 62020.0 62920.0 LC
36 LC2604 20250701 62840.0 ... 62580.0 63400.0 LC
37 LC2605 20250701 62700.0 ... 62600.0 63500.0 LC
38 LC2606 20250701 62860.0 ... 62480.0 63480.0 LC
[36 rows x 12 columns]
2025-07-01 18:26:19,917 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250701 7678.0 7735.0 ... 360261.78 7700.0 7699.0 AP
1 AP511 20250701 7530.0 7554.0 ... 806.44 7537.0 7527.0 AP
2 AP512 20250701 7564.0 7591.0 ... 68.09 7566.0 7569.0 AP
3 AP601 20250701 7566.0 7630.0 ... 10522.48 7603.0 7598.0 AP
4 AP603 20250701 7625.0 7638.0 ... 99.14 7626.0 7627.0 AP
5 AP604 20250701 7676.0 7698.0 ... 23.06 7685.0 7682.0 AP
6 AP605 20250701 7745.0 7753.0 ... 208.51 7723.0 7722.0 AP
7 CF507 20250701 13505.0 13530.0 ... 3816.86 13515.0 13620.0 CF
8 CF509 20250701 13760.0 13780.0 ... 1296433.16 13735.0 13815.0 CF
9 CF511 20250701 13675.0 13700.0 ... 129178.71 13660.0 13740.0 CF
10 CF601 20250701 13725.0 13785.0 ... 318377.51 13750.0 13830.0 CF
11 CF603 20250701 13755.0 13760.0 ... 1145.27 13715.0 13795.0 CF
12 CF605 20250701 13760.0 13780.0 ... 8848.99 13750.0 13820.0 CF
13 CJ507 20250701 9465.0 9495.0 ... 236.57 9465.0 9495.0 CJ
14 CJ509 20250701 9550.0 9770.0 ... 938605.48 9650.0 9620.0 CJ
15 CJ512 20250701 10575.0 10845.0 ... 17583.73 10700.0 10580.0 CJ
16 CJ601 20250701 10730.0 10980.0 ... 720610.29 10840.0 10715.0 CJ
17 CJ603 20250701 10815.0 11125.0 ... 13006.69 10960.0 10815.0 CJ
18 CJ605 20250701 11000.0 11300.0 ... 41948.62 11155.0 11000.0 CJ
19 CY507 20250701 0.0 0.0 ... 0.00 20035.0 20065.0 CY
20 CY508 20250701 0.0 0.0 ... 0.00 19665.0 19630.0 CY
21 CY509 20250701 19965.0 20055.0 ... 73358.52 20000.0 20110.0 CY
22 CY510 20250701 0.0 0.0 ... 0.00 19620.0 19730.0 CY
23 CY511 20250701 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250701 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250701 0.0 0.0 ... 0.00 20030.0 20085.0 CY
26 CY602 20250701 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250701 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250701 0.0 0.0 ... 0.00 19725.0 19555.0 CY
29 CY605 20250701 0.0 0.0 ... 0.00 20135.0 20135.0 CY
30 CY606 20250701 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250701 902.0 905.0 ... 972.71 901.0 935.0 FG
32 FG508 20250701 1011.0 1014.0 ... 28597.26 995.0 1025.0 FG
33 FG509 20250701 1005.0 1006.0 ... 3176519.12 988.0 1018.0 FG
34 FG510 20250701 1042.0 1047.0 ... 22475.27 1034.0 1054.0 FG
35 FG511 20250701 1034.0 1036.0 ... 28432.62 1022.0 1043.0 FG
36 FG512 20250701 1100.0 1100.0 ... 10938.45 1082.0 1099.0 FG
37 FG601 20250701 1082.0 1086.0 ... 282747.65 1070.0 1087.0 FG
38 FG602 20250701 1117.0 1117.0 ... 397.80 1105.0 1121.0 FG
39 FG603 20250701 1111.0 1115.0 ... 853.33 1100.0 1115.0 FG
40 FG604 20250701 1135.0 1138.0 ... 479.88 1126.0 1139.0 FG
41 FG605 20250701 1130.0 1131.0 ... 5061.98 1116.0 1132.0 FG
42 FG606 20250701 1145.0 1145.0 ... 416.75 1132.0 1142.0 FG
43 JR507 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250701 2421.0 2425.0 ... 285.65 2421.0 2430.0 MA
54 MA508 20250701 2417.0 2429.0 ... 20543.30 2415.0 2425.0 MA
55 MA509 20250701 2380.0 2385.0 ... 1945243.80 2374.0 2386.0 MA
56 MA510 20250701 2391.0 2393.0 ... 72797.55 2384.0 2391.0 MA
57 MA511 20250701 2396.0 2401.0 ... 86742.69 2392.0 2397.0 MA
58 MA512 20250701 2414.0 2419.0 ... 12119.45 2405.0 2417.0 MA
59 MA601 20250701 2413.0 2420.0 ... 155567.38 2410.0 2415.0 MA
60 MA602 20250701 2399.0 2399.0 ... 2173.44 2399.0 2399.0 MA
61 MA603 20250701 2396.0 2399.0 ... 2180.30 2396.0 2396.0 MA
62 MA604 20250701 2359.0 2362.0 ... 14.16 2360.0 2366.0 MA
63 MA605 20250701 2324.0 2335.0 ... 2635.79 2324.0 2324.0 MA
64 MA606 20250701 2331.0 2340.0 ... 37.30 2331.0 2334.0 MA
65 OI507 20250701 9586.0 9586.0 ... 9.59 9586.0 9547.0 OI
66 OI509 20250701 9437.0 9506.0 ... 2811059.76 9461.0 9427.0 OI
67 OI511 20250701 9423.0 9501.0 ... 96915.08 9458.0 9419.0 OI
68 OI601 20250701 9386.0 9455.0 ... 325897.27 9410.0 9371.0 OI
69 OI603 20250701 9319.0 9395.0 ... 1057.51 9359.0 9319.0 OI
70 OI605 20250701 9260.0 9300.0 ... 2659.41 9266.0 9227.0 OI
71 PF507 20250701 6680.0 6860.0 ... 904.83 6678.0 6650.0 PF
72 PF508 20250701 6560.0 6626.0 ... 589383.71 6578.0 6546.0 PF
73 PF509 20250701 6472.0 6532.0 ... 242233.79 6482.0 6472.0 PF
74 PF510 20250701 6480.0 6522.0 ... 158511.41 6480.0 6476.0 PF
75 PF511 20250701 6438.0 6472.0 ... 142366.59 6426.0 6428.0 PF
76 PF512 20250701 6414.0 6440.0 ... 30760.71 6376.0 6402.0 PF
77 PF601 20250701 6420.0 6442.0 ... 1112.51 6394.0 6410.0 PF
78 PF602 20250701 6376.0 6414.0 ... 19.20 6402.0 6530.0 PF
79 PF603 20250701 6400.0 6420.0 ... 12.82 6410.0 6402.0 PF
80 PF604 20250701 6414.0 6414.0 ... 9.60 6402.0 6436.0 PF
81 PF605 20250701 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
82 PF606 20250701 6404.0 6404.0 ... 3.20 6404.0 6372.0 PF
83 PK510 20250701 8166.0 8228.0 ... 188273.69 8196.0 8162.0 PK
84 PK511 20250701 7926.0 7982.0 ... 49641.61 7958.0 7926.0 PK
85 PK512 20250701 7938.0 7968.0 ... 386.04 7960.0 7932.0 PK
86 PK601 20250701 7958.0 7968.0 ... 3335.63 7962.0 7950.0 PK
87 PK603 20250701 7950.0 7956.0 ... 135.19 7952.0 7952.0 PK
88 PK604 20250701 7948.0 7950.0 ... 27.82 7950.0 7956.0 PK
89 PK605 20250701 7950.0 7952.0 ... 119.26 7952.0 7952.0 PK
90 PM507 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250701 6010.0 6010.0 ... 98.74 5984.0 6010.0 PR
97 PR508 20250701 6010.0 6046.0 ... 48814.05 6000.0 6022.0 PR
98 PR509 20250701 5948.0 5974.0 ... 507324.11 5932.0 5956.0 PR
99 PR510 20250701 5902.0 5930.0 ... 360901.70 5884.0 5904.0 PR
100 PR511 20250701 5888.0 5912.0 ... 119335.45 5870.0 5896.0 PR
101 PR512 20250701 5860.0 5874.0 ... 166.62 5846.0 5852.0 PR
102 PR601 20250701 5862.0 5874.0 ... 253.91 5838.0 5866.0 PR
103 PR602 20250701 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250701 0.0 0.0 ... 0.00 5874.0 5874.0 PR
105 PR604 20250701 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250701 0.0 0.0 ... 0.00 5860.0 5860.0 PR
107 PR606 20250701 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250701 6984.0 6984.0 ... 14956.24 6984.0 6984.0 PX
109 PX508 20250701 6898.0 6938.0 ... 13268.60 6862.0 6904.0 PX
110 PX509 20250701 6816.0 6870.0 ... 954627.77 6798.0 6826.0 PX
111 PX510 20250701 6734.0 6782.0 ... 80379.82 6712.0 6732.0 PX
112 PX511 20250701 6684.0 6740.0 ... 117567.69 6668.0 6686.0 PX
113 PX512 20250701 6666.0 6696.0 ... 19741.27 6636.0 6684.0 PX
114 PX601 20250701 6618.0 6678.0 ... 48705.72 6614.0 6602.0 PX
115 PX602 20250701 0.0 0.0 ... 0.00 6606.0 6572.0 PX
116 PX603 20250701 0.0 0.0 ... 0.00 6584.0 6570.0 PX
117 PX604 20250701 6604.0 6604.0 ... 16.42 6570.0 6554.0 PX
118 PX605 20250701 6602.0 6612.0 ... 118.49 6584.0 6562.0 PX
119 PX606 20250701 6564.0 6564.0 ... 9.80 6536.0 6522.0 PX
120 RI507 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250701 2433.0 2453.0 ... 4995.96 2445.0 2437.0 RM
127 RM508 20250701 2583.0 2600.0 ... 19040.96 2590.0 2578.0 RM
128 RM509 20250701 2575.0 2597.0 ... 954504.43 2583.0 2569.0 RM
129 RM511 20250701 2405.0 2420.0 ... 8929.70 2411.0 2405.0 RM
130 RM601 20250701 2304.0 2316.0 ... 110269.55 2308.0 2300.0 RM
131 RM603 20250701 2286.0 2293.0 ... 14581.93 2288.0 2284.0 RM
132 RM605 20250701 2313.0 2323.0 ... 11338.07 2318.0 2316.0 RM
133 RS507 20250701 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250701 5083.0 5130.0 ... 10.21 5107.0 5120.0 RS
135 RS509 20250701 5104.0 5117.0 ... 96.85 5097.0 5152.0 RS
136 RS511 20250701 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250701 1255.0 1255.0 ... 235.75 1156.0 1173.0 SA
138 SA508 20250701 1182.0 1185.0 ... 22702.34 1172.0 1202.0 SA
139 SA509 20250701 1178.0 1180.0 ... 3157410.25 1169.0 1199.0 SA
140 SA510 20250701 1195.0 1197.0 ... 67075.95 1189.0 1212.0 SA
141 SA511 20250701 1191.0 1194.0 ... 78551.81 1187.0 1212.0 SA
142 SA512 20250701 1205.0 1206.0 ... 25602.63 1197.0 1225.0 SA
143 SA601 20250701 1193.0 1194.0 ... 496098.28 1182.0 1211.0 SA
144 SA602 20250701 1209.0 1209.0 ... 4357.17 1194.0 1226.0 SA
145 SA603 20250701 1204.0 1207.0 ... 6868.89 1191.0 1224.0 SA
146 SA604 20250701 1219.0 1220.0 ... 8561.90 1203.0 1243.0 SA
147 SA605 20250701 1215.0 1217.0 ... 29004.57 1202.0 1229.0 SA
148 SA606 20250701 1224.0 1225.0 ... 2829.06 1203.0 1244.0 SA
149 SF507 20250701 5386.0 5464.0 ... 4221.16 5350.0 5514.0 SF
150 SF508 20250701 5324.0 5326.0 ... 18289.05 5268.0 5400.0 SF
151 SF509 20250701 5320.0 5326.0 ... 529354.16 5258.0 5380.0 SF
152 SF510 20250701 5236.0 5242.0 ... 110075.01 5172.0 5294.0 SF
153 SF511 20250701 5360.0 5360.0 ... 142772.36 5296.0 5420.0 SF
154 SF512 20250701 5290.0 5290.0 ... 26673.38 5264.0 5358.0 SF
155 SF601 20250701 5302.0 5302.0 ... 12071.39 5236.0 5348.0 SF
156 SF602 20250701 5224.0 5232.0 ... 872.15 5176.0 5268.0 SF
157 SF603 20250701 5368.0 5368.0 ... 47.75 5306.0 5392.0 SF
158 SF604 20250701 5312.0 5312.0 ... 10.61 5304.0 5370.0 SF
159 SF605 20250701 5330.0 5330.0 ... 250.94 5284.0 5380.0 SF
160 SF606 20250701 5260.0 5260.0 ... 33.90 5216.0 5328.0 SF
161 SH507 20250701 2400.0 2414.0 ... 548.62 2406.0 2391.0 SH
162 SH508 20250701 2288.0 2347.0 ... 191005.93 2301.0 2315.0 SH
163 SH509 20250701 2317.0 2361.0 ... 4002167.99 2317.0 2340.0 SH
164 SH510 20250701 2360.0 2400.0 ... 324305.14 2358.0 2380.0 SH
165 SH511 20250701 2350.0 2386.0 ... 210076.76 2345.0 2365.0 SH
166 SH512 20250701 2345.0 2387.0 ... 20487.74 2351.0 2368.0 SH
167 SH601 20250701 2327.0 2355.0 ... 88616.44 2323.0 2337.0 SH
168 SH602 20250701 2333.0 2370.0 ... 386.17 2340.0 2360.0 SH
169 SH603 20250701 2338.0 2378.0 ... 169.28 2351.0 2369.0 SH
170 SH604 20250701 2374.0 2406.0 ... 35.77 2384.0 2404.0 SH
171 SH605 20250701 2373.0 2410.0 ... 1892.12 2380.0 2397.0 SH
172 SH606 20250701 2391.0 2426.0 ... 50.40 2400.0 2414.0 SH
173 SM507 20250701 5584.0 5604.0 ... 547.26 5584.0 5660.0 SM
174 SM508 20250701 5620.0 5638.0 ... 31535.84 5604.0 5670.0 SM
175 SM509 20250701 5638.0 5644.0 ... 565565.68 5610.0 5678.0 SM
176 SM510 20250701 5602.0 5608.0 ... 34860.60 5578.0 5646.0 SM
177 SM511 20250701 5684.0 5692.0 ... 74618.20 5666.0 5728.0 SM
178 SM512 20250701 5682.0 5682.0 ... 29246.98 5658.0 5684.0 SM
179 SM601 20250701 5676.0 5676.0 ... 21189.98 5642.0 5708.0 SM
180 SM602 20250701 5672.0 5676.0 ... 121.29 5642.0 5696.0 SM
181 SM603 20250701 5678.0 5686.0 ... 62.18 5654.0 5708.0 SM
182 SM604 20250701 5662.0 5676.0 ... 36.80 5662.0 5712.0 SM
183 SM605 20250701 5672.0 5694.0 ... 170.05 5668.0 5736.0 SM
184 SM606 20250701 5674.0 5684.0 ... 5.68 5680.0 5728.0 SM
185 SR507 20250701 5796.0 5805.0 ... 1263.63 5796.0 5817.0 SR
186 SR509 20250701 5773.0 5795.0 ... 1100524.80 5781.0 5802.0 SR
187 SR511 20250701 5661.0 5675.0 ... 98163.84 5662.0 5681.0 SR
188 SR601 20250701 5598.0 5615.0 ... 139980.50 5601.0 5620.0 SR
189 SR603 20250701 5573.0 5584.0 ... 3204.33 5573.0 5591.0 SR
190 SR605 20250701 5557.0 5557.0 ... 5138.72 5543.0 5559.0 SR
191 TA507 20250701 5016.0 5030.0 ... 6247.75 4968.0 5016.0 TA
192 TA508 20250701 4926.0 4958.0 ... 64316.04 4906.0 4940.0 TA
193 TA509 20250701 4818.0 4850.0 ... 2823690.82 4804.0 4824.0 TA
194 TA510 20250701 4730.0 4774.0 ... 131623.75 4730.0 4738.0 TA
195 TA511 20250701 4702.0 4736.0 ... 62709.24 4704.0 4700.0 TA
196 TA512 20250701 4674.0 4720.0 ... 4547.51 4676.0 4676.0 TA
197 TA601 20250701 4668.0 4702.0 ... 670356.22 4664.0 4650.0 TA
198 TA602 20250701 4676.0 4708.0 ... 312.55 4700.0 4662.0 TA
199 TA603 20250701 4668.0 4702.0 ... 135.34 4668.0 4662.0 TA
200 TA604 20250701 4666.0 4706.0 ... 18.71 4678.0 4674.0 TA
201 TA605 20250701 4674.0 4712.0 ... 2240.24 4678.0 4664.0 TA
202 TA606 20250701 4708.0 4708.0 ... 7.06 4706.0 4674.0 TA
203 UR507 20250701 1702.0 1732.0 ... 190.14 1729.0 1724.0 UR
204 UR508 20250701 1710.0 1735.0 ... 247.56 1719.0 1727.0 UR
205 UR509 20250701 1707.0 1728.0 ... 935589.85 1710.0 1715.0 UR
206 UR510 20250701 1692.0 1715.0 ... 7274.90 1700.0 1701.0 UR
207 UR511 20250701 1704.0 1724.0 ... 4820.79 1707.0 1710.0 UR
208 UR512 20250701 1701.0 1708.0 ... 156.01 1696.0 1707.0 UR
209 UR601 20250701 1677.0 1687.0 ... 66453.34 1675.0 1683.0 UR
210 UR602 20250701 1674.0 1683.0 ... 782.77 1673.0 1679.0 UR
211 UR603 20250701 1703.0 1703.0 ... 27.19 1700.0 1700.0 UR
212 UR604 20250701 1692.0 1699.0 ... 33.88 1694.0 1699.0 UR
213 UR605 20250701 1690.0 1698.0 ... 2010.32 1689.0 1696.0 UR
214 UR606 20250701 1684.0 1692.0 ... 138.21 1685.0 1690.0 UR
215 WH507 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-01 18:26:20,209 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
2025-07-01 18:26:21,941 - future_1d - INFO - save future_daily 2025-07-01 completed