109 109 AU2602 20250710 ... 774.42 773.08 AU
110 110 AU2604 20250710 ... 777.02 774.44 AU
111 111 AU2606 20250710 ... 778.86 774.6 AU
112 112 AG2507 20250710 ... 8863 8881 AG
113 113 AG2508 20250710 ... 8859 8873 AG
114 114 AG2509 20250710 ... 8872 8888 AG
115 115 AG2510 20250710 ... 8885 8899 AG
116 116 AG2511 20250710 ... 8895 8910 AG
117 117 AG2512 20250710 ... 8906 8921 AG
118 118 AG2601 20250710 ... 8918 8934 AG
119 119 AG2602 20250710 ... 8929 8944 AG
120 120 AG2603 20250710 ... 8943 8958 AG
121 121 AG2604 20250710 ... 8954 8966 AG
122 122 AG2605 20250710 ... 8967 8980 AG
123 123 AG2606 20250710 ... 8980 8992 AG
124 124 RB2507 20250710 ... 3091 3055 RB
125 125 RB2508 20250710 ... 3063 3033 RB
126 126 RB2509 20250710 ... 3068 3033 RB
127 127 RB2510 20250710 ... 3099 3065 RB
128 128 RB2511 20250710 ... 3112 3079 RB
129 129 RB2512 20250710 ... 3129 3096 RB
130 130 RB2601 20250710 ... 3125 3088 RB
131 131 RB2602 20250710 ... 3117 3076 RB
132 132 RB2603 20250710 ... 3116 3083 RB
133 133 RB2604 20250710 ... 3112 3084 RB
134 134 RB2605 20250710 ... 3135 3100 RB
135 135 RB2606 20250710 ... 3136 3106 RB
136 136 WR2507 20250710 ... 3356 3356 WR
137 137 WR2508 20250710 ... 3190 3190 WR
138 138 WR2509 20250710 ... 3265 3251 WR
139 139 WR2510 20250710 ... 3329 3299 WR
140 140 WR2511 20250710 ... 3350 3350 WR
141 141 WR2512 20250710 ... 3362 3362 WR
142 142 WR2601 20250710 ... 3329 3333 WR
143 143 WR2602 20250710 ... 3396 3396 WR
144 144 WR2603 20250710 ... 3387 3387 WR
145 145 WR2604 20250710 ... 3392 3392 WR
146 146 WR2605 20250710 ... 3370 3370 WR
147 147 WR2606 20250710 ... 3356 3356 WR
148 148 HC2507 20250710 ... 3237 3176 HC
149 149 HC2508 20250710 ... 3228 3196 HC
150 150 HC2509 20250710 ... 3241 3202 HC
151 151 HC2510 20250710 ... 3233 3193 HC
152 152 HC2511 20250710 ... 3235 3197 HC
153 153 HC2512 20250710 ... 3230 3209 HC
154 154 HC2601 20250710 ... 3247 3203 HC
155 155 HC2602 20250710 ... 3247 3207 HC
156 156 HC2603 20250710 ... 3234 3209 HC
157 157 HC2604 20250710 ... 3257 3217 HC
158 158 HC2605 20250710 ... 3245 3206 HC
159 159 HC2606 20250710 ... 3270 3215 HC
160 160 SS2507 20250710 ... 12720 12595 SS
161 161 SS2508 20250710 ... 12815 12730 SS
162 162 SS2509 20250710 ... 12735 12655 SS
163 163 SS2510 20250710 ... 12740 12650 SS
164 164 SS2511 20250710 ... 12760 12675 SS
165 165 SS2512 20250710 ... 12780 12710 SS
166 166 SS2601 20250710 ... 12845 12760 SS
167 167 SS2602 20250710 ... 12890 12800 SS
168 168 SS2603 20250710 ... 12920 12840 SS
169 169 SS2604 20250710 ... 12945 12865 SS
170 170 SS2605 20250710 ... 12975 12900 SS
171 171 SS2606 20250710 ... 13015 12930 SS
172 172 SC2508 20250710 ... 520.3 515.7 SC
173 173 SC2509 20250710 ... 511 510.6 SC
174 174 SC2510 20250710 ... 503.4 503.3 SC
175 175 SC2511 20250710 ... 497.5 496.9 SC
176 176 SC2512 20250710 ... 492.2 492.3 SC
177 177 SC2601 20250710 ... 487.8 489.2 SC
178 178 SC2602 20250710 ... 484.1 485.4 SC
179 179 SC2603 20250710 ... 482.9 483.1 SC
180 180 SC2604 20250710 ... 480.7 478.6 SC
181 181 SC2605 20250710 ... 478.8 477.6 SC
182 182 SC2606 20250710 ... 476.7 477.7 SC
183 183 SC2607 20250710 ... 475 472.5 SC
184 184 SC2609 20250710 ... 472.9 472.6 SC
185 185 SC2612 20250710 ... 468.1 472.2 SC
186 186 SC2703 20250710 ... 468 467.9 SC
187 187 SC2706 20250710 ... 468.9 470.7 SC
188 188 SC2709 20250710 ... 464.6 466.8 SC
189 189 SC2712 20250710 ... 465.8 466.5 SC
190 190 SC2803 20250710 ... 465.8 465.8 SC
191 191 SC2806 20250710 ... 464.4 463.2 SC
192 192 LU2508 20250710 ... 3688 3709 LU
193 193 LU2509 20250710 ... 3678 3697 LU
194 194 LU2510 20250710 ... 3648 3662 LU
195 195 LU2511 20250710 ... 3619 3626 LU
196 196 LU2512 20250710 ... 3590 3596 LU
197 197 LU2601 20250710 ... 3558 3561 LU
198 198 LU2602 20250710 ... 3523 3543 LU
199 199 LU2603 20250710 ... 3510 3510 LU
200 200 LU2604 20250710 ... 3489 3486 LU
201 201 LU2605 20250710 ... 3472 3483 LU
202 202 LU2606 20250710 ... 3455 3477 LU
203 203 LU2607 20250710 ... 3449 3459 LU
204 204 FU2508 20250710 ... 2931 2945 FU
205 205 FU2509 20250710 ... 2962 2982 FU
206 206 FU2510 20250710 ... 2952 2966 FU
207 207 FU2511 20250710 ... 2931 2934 FU
208 208 FU2512 20250710 ... 2903 2904 FU
209 209 FU2601 20250710 ... 2893 2890 FU
210 210 FU2602 20250710 ... 2885 2877 FU
211 211 FU2603 20250710 ... 2861 2857 FU
212 212 FU2604 20250710 ... 2850 2843 FU
213 213 FU2605 20250710 ... 2835 2827 FU
214 214 FU2606 20250710 ... 2813 2805 FU
215 215 FU2607 20250710 ... 2794 2787 FU
216 216 BU2507 20250710 ... 3652 3663 BU
217 217 BU2508 20250710 ... 3657 3650 BU
218 218 BU2509 20250710 ... 3625 3619 BU
219 219 BU2510 20250710 ... 3573 3569 BU
220 220 BU2511 20250710 ... 3513 3503 BU
221 221 BU2512 20250710 ... 3441 3428 BU
222 222 BU2601 20250710 ... 3410 3388 BU
223 223 BU2602 20250710 ... 3386 3382 BU
224 224 BU2603 20250710 ... 3384 3381 BU
225 225 BU2604 20250710 ... 3376 3353 BU
226 226 BU2605 20250710 ... 3361 3341 BU
227 227 BU2606 20250710 ... 3361 3338 BU
228 228 BU2609 20250710 ... 3332 3308 BU
229 229 BU2612 20250710 ... 3276 3262 BU
230 230 BU2703 20250710 ... 3282 3266 BU
231 231 BU2706 20250710 ... 3272 3265 BU
232 232 BR2507 20250710 ... 11545 11200 BR
233 233 BR2508 20250710 ... 11460 11315 BR
234 234 BR2509 20250710 ... 11420 11245 BR
235 235 BR2510 20250710 ... 11395 11220 BR
236 236 BR2511 20250710 ... 11415 11200 BR
237 237 BR2512 20250710 ... 11415 11195 BR
238 238 BR2601 20250710 ... 11355 11185 BR
239 239 BR2602 20250710 ... 11385 11170 BR
240 240 BR2603 20250710 ... 11350 11160 BR
241 241 BR2604 20250710 ... 11365 11205 BR
242 242 BR2605 20250710 ... 11350 11185 BR
243 243 BR2606 20250710 ... 11340 11150 BR
244 244 RU2507 20250710 ... 14140 13845 RU
245 245 RU2508 20250710 ... 14225 13935 RU
246 246 RU2509 20250710 ... 14240 14005 RU
247 247 RU2510 20250710 ... 14210 14030 RU
248 248 RU2511 20250710 ... 14270 14025 RU
249 249 RU2601 20250710 ... 15135 14885 RU
250 250 RU2603 20250710 ... 15100 14880 RU
251 251 RU2604 20250710 ... 15180 14860 RU
252 252 RU2605 20250710 ... 15210 14935 RU
253 253 RU2606 20250710 ... 15300 14950 RU
254 254 NR2507 20250710 ... 12315 12015 NR
255 255 NR2508 20250710 ... 12275 12040 NR
256 256 NR2509 20250710 ... 12305 12060 NR
257 257 NR2510 20250710 ... 12320 12075 NR
258 258 NR2511 20250710 ... 12340 12095 NR
259 259 NR2512 20250710 ... 12340 12105 NR
260 260 NR2601 20250710 ... 12365 12130 NR
261 261 NR2602 20250710 ... 12400 12200 NR
262 262 NR2603 20250710 ... 12465 12180 NR
263 263 NR2604 20250710 ... 12470 12195 NR
264 264 NR2605 20250710 ... 12515 12250 NR
265 265 NR2606 20250710 ... 12540 12225 NR
266 266 SP2507 20250710 ... 5120 5050 SP
267 267 SP2508 20250710 ... 5138 5070 SP
268 268 SP2509 20250710 ... 5166 5094 SP
269 269 SP2510 20250710 ... 5168 5108 SP
270 270 SP2511 20250710 ... 5164 5098 SP
271 271 SP2512 20250710 ... 5152 5092 SP
272 272 SP2601 20250710 ... 5360 5308 SP
273 273 SP2602 20250710 ... 5304 5248 SP
274 274 SP2603 20250710 ... 5296 5248 SP
275 275 SP2604 20250710 ... 5300 5252 SP
276 276 SP2605 20250710 ... 5298 5250 SP
277 277 SP2606 20250710 ... 5292 5254 SP
278 278 EC2508 20250710 ... 2045.2 1990.2 EC
279 279 EC2510 20250710 ... 1401.6 1382.4 EC
280 280 EC2512 20250710 ... 1564.1 1551.1 EC
281 281 EC2602 20250710 ... 1368.4 1348.7 EC
282 282 EC2604 20250710 ... 1198.3 1184.2 EC
283 283 EC2606 20250710 ... 1341.1 1325.2 EC
284 284 SC_TAS2508 20250710 ... SC_TAS
285 285 SC_TAS2509 20250710 ... SC_TAS
286 286 SC_TAS2510 20250710 ... SC_TAS
287 287 SC_TAS2511 20250710 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:46,352 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
2025-07-14 20:56:48,152 - future_1d - INFO - save future_daily 2025-07-10 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250711 519 519.7 ... 6642524.02 514.1 520.3 SC
1 SC2509 20250711 508.8 509.5 ... 2185225.48 504.1 511 SC
2 SC2510 20250711 501 502.4 ... 406530.13 497.4 503.4 SC
3 SC2511 20250711 495.8 496.2 ... 75005.63 492.1 497.5 SC
4 SC2512 20250711 489.7 490.7 ... 14991.18 488.3 492.2 SC
5 SC2601 20250711 488.5 488.5 ... 6108.89 484.8 487.8 SC
6 SC2602 20250711 484.2 484.2 ... 14340.67 481.2 484.1 SC
7 SC2603 20250711 480 480.9 ... 8913.08 479.1 482.9 SC
8 SC2604 20250711 477.3 477.3 ... 95.45 477.2 480.7 SC
9 SC2605 20250711 474.3 475.2 ... 94.95 474.7 478.8 SC
10 SC2606 20250711 474.9 474.9 ... 379.2 474 476.7 SC
11 SC2607 20250711 ... 0 473.7 475 SC
12 SC2609 20250711 470.1 472.3 ... 281.7 469.5 472.9 SC
13 SC2612 20250711 ... 0 468.1 468.1 SC
14 SC2703 20250711 ... 0 468 468 SC
15 SC2706 20250711 ... 0 468.9 468.9 SC
16 SC2709 20250711 ... 0 464.6 464.6 SC
17 SC2712 20250711 462.1 462.3 ... 138.66 462.2 465.8 SC
18 SC2803 20250711 461.6 461.6 ... 92.32 461.6 465.8 SC
19 SC2806 20250711 465 465 ... 323.51 462.1 464.4 SC
21 LU2508 20250711 3677 3677 ... 4070.807 3647 3688 LU
22 LU2509 20250711 3672 3673 ... 336316.911 3640 3678 LU
23 LU2510 20250711 3644 3645 ... 151983.097 3611 3648 LU
24 LU2511 20250711 3614 3614 ... 4890.054 3585 3619 LU
25 LU2512 20250711 3566 3570 ... 135.364 3562 3590 LU
26 LU2601 20250711 3545 3552 ... 540.771 3534 3558 LU
27 LU2602 20250711 3516 3523 ... 31.633 3514 3523 LU
28 LU2603 20250711 3488 3500 ... 55.814 3488 3510 LU
29 LU2604 20250711 3456 3464 ... 10.382 3460 3489 LU
30 LU2605 20250711 3441 3460 ... 89.644 3447 3472 LU
31 LU2606 20250711 3421 3446 ... 89.043 3424 3455 LU
32 LU2607 20250711 3415 3434 ... 17.109 3421 3449 LU
34 NR2507 20250711 ... 0 12315 12315 NR
35 NR2508 20250711 12400 12450 ... 635879.56 12390 12275 NR
36 NR2509 20250711 12420 12465 ... 541868.955 12410 12305 NR
37 NR2510 20250711 12425 12475 ... 76289.965 12410 12320 NR
38 NR2511 20250711 12410 12475 ... 4880.74 12415 12340 NR
39 NR2512 20250711 12420 12475 ... 1331.315 12440 12340 NR
40 NR2601 20250711 12450 12500 ... 5339.275 12445 12365 NR
41 NR2602 20250711 12460 12485 ... 99.625 12450 12400 NR
42 NR2603 20250711 12455 12485 ... 62.26 12450 12465 NR
43 NR2604 20250711 12455 12455 ... 12.455 12455 12470 NR
44 NR2605 20250711 12545 12545 ... 50.08 12520 12515 NR
45 NR2606 20250711 12560 12560 ... 12.56 12560 12540 NR
47 BC2507 20250711 ... 0 70600 70600 BC
48 BC2508 20250711 69880 69970 ... 158825.725 69750 69560 BC
49 BC2509 20250711 69820 69920 ... 32730.62 69710 69510 BC
50 BC2510 20250711 69830 69830 ... 243.62 69600 69340 BC
51 BC2511 20250711 ... 0 69190 69130 BC
52 BC2512 20250711 ... 0 69320 69320 BC
53 BC2601 20250711 ... 0 69800 69810 BC
54 BC2602 20250711 ... 0 69410 69410 BC
55 BC2603 20250711 ... 0 69290 69290 BC
56 BC2604 20250711 ... 0 69750 69750 BC
57 BC2605 20250711 69460 69460 ... 34.73 69460 69530 BC
58 BC2606 20250711 ... 0 67820 67820 BC
60 EC2508 20250711 2028 2049.9 ... 231415.474 2016.6 2045.2 EC
61 EC2510 20250711 1387 1403.6 ... 83231.578 1385.3 1401.6 EC
62 EC2512 20250711 1560 1570.7 ... 10716.9785 1542 1564.1 EC
63 EC2602 20250711 1359.9 1374.9 ... 1913.2475 1352.1 1368.4 EC
64 EC2604 20250711 1196.8 1203.9 ... 3647.5965 1193.9 1198.3 EC
65 EC2606 20250711 1340.9 1342.3 ... 721.7895 1336.6 1341.1 EC
68 SC_TAS2508 20250711 ... SC_TAS
69 SC_TAS2509 20250711 ... SC_TAS
70 SC_TAS2510 20250711 ... SC_TAS
71 SC_TAS2511 20250711 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:56,568 - future_1d - INFO - ak.get_ine_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 a2507 20250711 0.00 ... 4150.00 4150.00 A
1 a2509 20250711 4105.00 ... 4098.00 4110.00 A
2 a2511 20250711 4042.00 ... 4040.00 4042.00 A
3 a2601 20250711 4026.00 ... 4027.00 4025.00 A
4 a2603 20250711 4017.00 ... 4021.00 4018.00 A
5 a2605 20250711 4056.00 ... 4056.00 4051.00 A
6 b2507 20250711 0.00 ... 3480.00 3480.00 B
7 b2508 20250711 3540.00 ... 3542.00 3527.00 B
8 b2509 20250711 3594.00 ... 3613.00 3581.00 B
9 b2510 20250711 3633.00 ... 3659.00 3618.00 B
10 b2511 20250711 3653.00 ... 3667.00 3641.00 B
11 b2512 20250711 3673.00 ... 3684.00 3659.00 B
12 b2601 20250711 3660.00 ... 3673.00 3648.00 B
13 b2602 20250711 3624.00 ... 3638.00 3614.00 B
14 b2603 20250711 3534.00 ... 3547.00 3517.00 B
15 b2604 20250711 3442.00 ... 3446.00 3431.00 B
16 b2605 20250711 3376.00 ... 3376.00 3371.00 B
17 b2606 20250711 3372.00 ... 3370.00 3366.00 B
18 bb2509 20250711 151.85 ... 151.80 152.75 BB
19 bb2511 20250711 153.50 ... 152.70 154.60 BB
20 bb2601 20250711 156.00 ... 155.60 156.40 BB
21 bb2603 20250711 0.00 ... 162.45 163.25 BB
22 bb2605 20250711 0.00 ... 162.45 163.25 BB
23 bz2603 20250711 6231.00 ... 6238.00 6215.00 BZ
24 bz2604 20250711 6266.00 ... 6226.00 6226.00 BZ
25 bz2605 20250711 6269.00 ... 6231.00 6202.00 BZ
26 bz2606 20250711 6216.00 ... 6217.00 6180.00 BZ
27 c2507 20250711 2283.00 ... 2283.00 2296.00 C
28 c2509 20250711 2320.00 ... 2312.00 2318.00 C
29 c2511 20250711 2276.00 ... 2273.00 2272.00 C
30 c2601 20250711 2235.00 ... 2233.00 2233.00 C
31 c2603 20250711 2241.00 ... 2236.00 2235.00 C
32 c2605 20250711 2266.00 ... 2267.00 2264.00 C
33 cs2507 20250711 0.00 ... 2700.00 2700.00 CS
34 cs2509 20250711 2672.00 ... 2667.00 2675.00 CS
35 cs2511 20250711 2630.00 ... 2624.00 2626.00 CS
36 cs2601 20250711 2626.00 ... 2619.00 2622.00 CS
37 cs2603 20250711 2613.00 ... 2603.00 2608.00 CS
38 cs2605 20250711 2650.00 ... 2641.00 2647.00 CS
39 eb2507 20250711 7598.00 ... 7598.00 7499.00 EB
40 eb2508 20250711 7500.00 ... 7466.00 7436.00 EB
41 eb2509 20250711 7394.00 ... 7369.00 7348.00 EB
42 eb2510 20250711 7322.00 ... 7290.00 7277.00 EB
43 eb2511 20250711 7268.00 ... 7221.00 7206.00 EB
44 eb2512 20250711 7243.00 ... 7192.00 7169.00 EB
45 eb2601 20250711 7234.00 ... 7191.00 7169.00 EB
46 eb2602 20250711 7229.00 ... 7204.00 7212.00 EB
47 eb2603 20250711 7248.00 ... 7223.00 7228.00 EB
48 eb2604 20250711 7196.00 ... 7212.00 7198.00 EB
49 eb2605 20250711 7239.00 ... 7195.00 7185.00 EB
50 eb2606 20250711 7226.00 ... 7187.00 7181.00 EB
51 eg2507 20250711 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250711 4307.00 ... 4298.00 4296.00 EG
53 eg2509 20250711 4325.00 ... 4317.00 4307.00 EG
54 eg2510 20250711 4339.00 ... 4332.00 4321.00 EG
55 eg2511 20250711 4344.00 ... 4340.00 4328.00 EG
56 eg2512 20250711 4352.00 ... 4339.00 4328.00 EG
57 eg2601 20250711 4350.00 ... 4345.00 4336.00 EG
58 eg2602 20250711 4350.00 ... 4356.00 4343.00 EG
59 eg2603 20250711 4343.00 ... 4354.00 4340.00 EG
60 eg2604 20250711 4376.00 ... 4376.00 4355.00 EG
61 eg2605 20250711 4365.00 ... 4370.00 4355.00 EG
62 eg2606 20250711 4366.00 ... 4373.00 4364.00 EG
63 fb2507 20250711 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250711 1335.50 ... 1336.50 1335.50 FB
65 fb2509 20250711 1318.50 ... 1321.50 1323.50 FB
66 fb2510 20250711 1332.00 ... 1328.50 1329.50 FB
67 fb2511 20250711 1333.50 ... 1329.50 1329.00 FB
68 fb2512 20250711 1331.50 ... 1326.50 1329.00 FB
69 fb2601 20250711 1311.00 ... 1325.50 1315.50 FB
70 fb2602 20250711 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250711 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250711 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250711 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250711 0.00 ... 1292.50 1292.50 FB
75 i2507 20250711 748.00 ... 748.00 748.00 I
76 i2508 20250711 766.50 ... 768.50 754.50 I
77 i2509 20250711 762.00 ... 764.50 750.50 I
78 i2510 20250711 752.50 ... 758.50 747.50 I
79 i2511 20250711 750.00 ... 751.50 739.50 I
80 i2512 20250711 743.00 ... 746.00 734.00 I
81 i2601 20250711 735.00 ... 737.00 724.00 I
82 i2602 20250711 732.00 ... 734.00 721.00 I
83 i2603 20250711 728.50 ... 731.00 716.50 I
84 i2604 20250711 724.50 ... 727.00 711.50 I
85 i2605 20250711 717.00 ... 718.00 705.00 I
86 i2606 20250711 709.00 ... 712.00 698.50 I
87 j2507 20250711 0.00 ... 1304.50 1304.50 J
88 j2508 20250711 1484.00 ... 1483.50 1448.00 J
89 j2509 20250711 1498.00 ... 1508.50 1478.00 J
90 j2510 20250711 1522.00 ... 1521.00 1488.00 J
91 j2511 20250711 1521.00 ... 1529.50 1500.00 J
92 j2512 20250711 1525.50 ... 1536.50 1497.50 J
93 j2601 20250711 1522.00 ... 1538.00 1507.50 J
94 j2602 20250711 1541.50 ... 1545.00 1515.50 J
95 j2603 20250711 1558.50 ... 1567.00 1528.50 J
96 j2604 20250711 1563.00 ... 1563.00 1520.50 J
97 j2605 20250711 1556.00 ... 1573.00 1540.00 J
98 j2606 20250711 0.00 ... 1557.00 1555.50 J
99 jd2507 20250711 2720.00 ... 2704.00 2728.00 JD
100 jd2508 20250711 3450.00 ... 3450.00 3447.00 JD
101 jd2509 20250711 3580.00 ... 3582.00 3572.00 JD
102 jd2510 20250711 3370.00 ... 3378.00 3362.00 JD
103 jd2511 20250711 3380.00 ... 3389.00 3381.00 JD
104 jd2512 20250711 3553.00 ... 3554.00 3547.00 JD
105 jd2601 20250711 3614.00 ... 3611.00 3606.00 JD
106 jd2602 20250711 3185.00 ... 3191.00 3189.00 JD
107 jd2603 20250711 3192.00 ... 3198.00 3199.00 JD
108 jd2604 20250711 3340.00 ... 3340.00 3340.00 JD
109 jd2605 20250711 3408.00 ... 3413.00 3411.00 JD
110 jd2606 20250711 3265.00 ... 3270.00 3264.00 JD
111 jm2507 20250711 868.00 ... 903.00 861.00 JM
112 jm2508 20250711 849.00 ... 859.50 834.50 JM
113 jm2509 20250711 897.00 ... 909.50 883.50 JM
114 jm2510 20250711 909.50 ... 923.00 897.50 JM
115 jm2511 20250711 917.00 ... 931.00 907.50 JM
116 jm2512 20250711 926.50 ... 934.50 919.50 JM
117 jm2601 20250711 930.00 ... 941.50 922.00 JM
118 jm2602 20250711 946.50 ... 948.00 931.00 JM
119 jm2603 20250711 945.00 ... 953.50 942.50 JM
120 jm2604 20250711 950.00 ... 955.50 941.00 JM
121 jm2605 20250711 955.00 ... 960.50 947.50 JM
122 jm2606 20250711 974.00 ... 971.50 958.00 JM
123 l2507 20250711 0.00 ... 7300.00 7300.00 L
124 l2508 20250711 7315.00 ... 7288.00 7302.00 L
125 l2509 20250711 7322.00 ... 7302.00 7309.00 L
126 l2510 20250711 7326.00 ... 7300.00 7309.00 L
127 l2511 20250711 7321.00 ... 7301.00 7300.00 L
128 l2512 20250711 7314.00 ... 7296.00 7286.00 L
129 l2601 20250711 7294.00 ... 7290.00 7283.00 L
130 l2602 20250711 7253.00 ... 7284.00 7260.00 L
131 l2603 20250711 7279.00 ... 7276.00 7265.00 L
132 l2604 20250711 0.00 ... 7292.00 7292.00 L
133 l2605 20250711 7265.00 ... 7256.00 7255.00 L
134 l2606 20250711 7270.00 ... 7265.00 7261.00 L
135 lg2507 20250711 817.00 ... 803.50 813.00 LG
136 lg2509 20250711 787.00 ... 789.00 785.00 LG
137 lg2511 20250711 785.50 ... 786.50 783.50 LG
138 lg2601 20250711 786.00 ... 789.00 785.50 LG
139 lg2603 20250711 787.50 ... 790.50 787.00 LG
140 lg2605 20250711 798.00 ... 798.00 792.00 LG
141 lh2507 20250711 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250711 14380.00 ... 14350.00 14330.00 LH
143 lh2511 20250711 13700.00 ... 13680.00 13650.00 LH
144 lh2601 20250711 13730.00 ... 13750.00 13725.00 LH
145 lh2603 20250711 13000.00 ... 13010.00 12980.00 LH
146 lh2605 20250711 13185.00 ... 13185.00 13175.00 LH
147 m2507 20250711 0.00 ... 2802.00 2802.00 M
148 m2508 20250711 2943.00 ... 2952.00 2925.00 M
149 m2509 20250711 2952.00 ... 2971.00 2943.00 M
150 m2511 20250711 2989.00 ... 3009.00 2983.00 M
151 m2512 20250711 3016.00 ... 3034.00 3011.00 M
152 m2601 20250711 2994.00 ... 3009.00 2988.00 M
153 m2603 20250711 2857.00 ... 2871.00 2854.00 M
154 m2605 20250711 2706.00 ... 2704.00 2701.00 M
155 p2507 20250711 0.00 ... 8620.00 8620.00 P
156 p2508 20250711 8634.00 ... 8708.00 8664.00 P
157 p2509 20250711 8600.00 ... 8686.00 8628.00 P
158 p2510 20250711 8630.00 ... 8698.00 8628.00 P
159 p2511 20250711 8598.00 ... 8648.00 8606.00 P
160 p2512 20250711 8596.00 ... 8660.00 8606.00 P
161 p2601 20250711 8606.00 ... 8672.00 8602.00 P
162 p2602 20250711 8542.00 ... 8654.00 8574.00 P
163 p2603 20250711 8504.00 ... 8576.00 8520.00 P
164 p2604 20250711 8556.00 ... 8552.00 8452.00 P
165 p2605 20250711 8392.00 ... 8450.00 8400.00 P
166 p2606 20250711 8412.00 ... 8448.00 8368.00 P
167 pg2507 20250711 4188.00 ... 4179.00 4223.00 PG
168 pg2508 20250711 4207.00 ... 4164.00 4199.00 PG
169 pg2509 20250711 4097.00 ... 4073.00 4096.00 PG
170 pg2510 20250711 4519.00 ... 4488.00 4510.00 PG
171 pg2511 20250711 4434.00 ... 4405.00 4423.00 PG
172 pg2512 20250711 4356.00 ... 4328.00 4349.00 PG
173 pg2601 20250711 4270.00 ... 4253.00 4273.00 PG
174 pg2602 20250711 4163.00 ... 4173.00 4221.00 PG
175 pg2603 20250711 4101.00 ... 4088.00 4115.00 PG
176 pg2604 20250711 4386.00 ... 4386.00 4407.00 PG
177 pg2605 20250711 4282.00 ... 4281.00 4292.00 PG
178 pg2606 20250711 4204.00 ... 4218.00 4221.00 PG
179 pp2507 20250711 0.00 ... 7068.00 7068.00 PP
180 pp2508 20250711 7102.00 ... 7066.00 7096.00 PP
181 pp2509 20250711 7100.00 ... 7076.00 7101.00 PP
182 pp2510 20250711 7090.00 ... 7059.00 7071.00 PP
183 pp2511 20250711 7078.00 ... 7058.00 7063.00 PP
184 pp2512 20250711 7073.00 ... 7061.00 7066.00 PP
185 pp2601 20250711 7080.00 ... 7061.00 7068.00 PP
186 pp2602 20250711 7067.00 ... 7047.00 7043.00 PP
187 pp2603 20250711 7047.00 ... 7048.00 7023.00 PP
188 pp2604 20250711 0.00 ... 7038.00 7038.00 PP
189 pp2605 20250711 7072.00 ... 7057.00 7053.00 PP
190 pp2606 20250711 7045.00 ... 7046.00 7048.00 PP
191 rr2507 20250711 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250711 3588.00 ... 3583.00 3585.00 RR
193 rr2509 20250711 3596.00 ... 3596.00 3595.00 RR
194 rr2510 20250711 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250711 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250711 3606.00 ... 3605.00 3603.00 RR
197 rr2601 20250711 0.00 ... 3602.00 3602.00 RR
198 rr2602 20250711 0.00 ... 3610.00 3610.00 RR
199 rr2603 20250711 0.00 ... 3611.00 3611.00 RR
200 rr2604 20250711 3623.00 ... 3623.00 3617.00 RR
201 rr2605 20250711 0.00 ... 3612.00 3612.00 RR
202 rr2606 20250711 0.00 ... 3610.00 3610.00 RR
203 v2507 20250711 4926.00 ... 4941.00 4926.00 V
204 v2508 20250711 5030.00 ... 4974.00 4972.00 V
205 v2509 20250711 5040.00 ... 5013.00 5005.00 V
206 v2510 20250711 5067.00 ... 5041.00 5033.00 V
207 v2511 20250711 5097.00 ... 5066.00 5066.00 V
208 v2512 20250711 5113.00 ... 5096.00 5089.00 V
209 v2601 20250711 5140.00 ... 5121.00 5109.00 V
210 v2602 20250711 5164.00 ... 5129.00 5130.00 V
211 v2603 20250711 5180.00 ... 5156.00 5152.00 V
212 v2604 20250711 5319.00 ... 5304.00 5287.00 V
213 v2605 20250711 5321.00 ... 5310.00 5306.00 V
214 v2606 20250711 5349.00 ... 5323.00 5312.00 V
215 y2507 20250711 0.00 ... 7970.00 7970.00 Y
216 y2508 20250711 7918.00 ... 7960.00 7924.00 Y
217 y2509 20250711 7942.00 ... 7970.00 7928.00 Y
218 y2511 20250711 7944.00 ... 7974.00 7942.00 Y
219 y2512 20250711 7964.00 ... 7996.00 7962.00 Y
220 y2601 20250711 7920.00 ... 7950.00 7906.00 Y
221 y2603 20250711 7824.00 ... 7842.00 7820.00 Y
222 y2605 20250711 7592.00 ... 7602.00 7592.00 Y
[223 rows x 12 columns]
2025-07-14 20:56:57,284 - future_1d - INFO - ak.get_dce_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 PS2507 20250711 40855.0 ... 39850.0 38185.0 PS
1 PS2508 20250711 41360.0 ... 41430.0 40545.0 PS
2 PS2509 20250711 41150.0 ... 41040.0 40190.0 PS
3 PS2510 20250711 41265.0 ... 40660.0 40140.0 PS
4 PS2511 20250711 40550.0 ... 40205.0 39745.0 PS
5 PS2512 20250711 42500.0 ... 42420.0 41860.0 PS
6 PS2601 20250711 42680.0 ... 42260.0 41870.0 PS
7 PS2602 20250711 42620.0 ... 42185.0 41475.0 PS
8 PS2603 20250711 42550.0 ... 41865.0 41465.0 PS
9 PS2604 20250711 42360.0 ... 41965.0 41385.0 PS
10 PS2605 20250711 42310.0 ... 41865.0 41215.0 PS
11 PS2606 20250711 43200.0 ... 42810.0 42025.0 PS
13 SI2507 20250711 8475.0 ... 8465.0 8540.0 SI
14 SI2508 20250711 8550.0 ... 8425.0 8380.0 SI
15 SI2509 20250711 8480.0 ... 8420.0 8375.0 SI
16 SI2510 20250711 8400.0 ... 8385.0 8350.0 SI
17 SI2511 20250711 8410.0 ... 8355.0 8305.0 SI
18 SI2512 20250711 8690.0 ... 8655.0 8620.0 SI
19 SI2601 20250711 8600.0 ... 8605.0 8570.0 SI
20 SI2602 20250711 8640.0 ... 8595.0 8565.0 SI
21 SI2603 20250711 8580.0 ... 8580.0 8565.0 SI
22 SI2604 20250711 8615.0 ... 8570.0 8565.0 SI
23 SI2605 20250711 8610.0 ... 8570.0 8550.0 SI
24 SI2606 20250711 8585.0 ... 8550.0 8565.0 SI
27 LC2507 20250711 63760.0 ... 64020.0 64580.0 LC
28 LC2508 20250711 64500.0 ... 64380.0 64740.0 LC
29 LC2509 20250711 64160.0 ... 64100.0 64460.0 LC
30 LC2510 20250711 64020.0 ... 63920.0 64340.0 LC
31 LC2511 20250711 64000.0 ... 63780.0 64160.0 LC
32 LC2512 20250711 64340.0 ... 64220.0 64420.0 LC
33 LC2601 20250711 64500.0 ... 64240.0 64540.0 LC
34 LC2602 20250711 64380.0 ... 64100.0 64540.0 LC
35 LC2603 20250711 64800.0 ... 64360.0 64540.0 LC
36 LC2604 20250711 65080.0 ... 64920.0 65100.0 LC
37 LC2605 20250711 65200.0 ... 64980.0 65160.0 LC
38 LC2606 20250711 65180.0 ... 64980.0 65160.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:57,520 - future_1d - INFO - ak.get_gfex_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 IC2507 20250711 5965.000 ... 6026.400 5968.000 IC
1 IC2508 20250711 5904.400 ... 5973.200 5911.200 IC
2 IC2509 20250711 5849.000 ... 5920.800 5859.800 IC
3 IC2512 20250711 5736.600 ... 5799.400 5736.200 IC
4 IF2507 20250711 3997.000 ... 4020.600 4006.800 IF
5 IF2508 20250711 3988.000 ... 4007.400 3989.800 IF
6 IF2509 20250711 3977.000 ... 3998.800 3981.800 IF
7 IF2512 20250711 3943.000 ... 3971.400 3948.400 IF
8 IH2507 20250711 2744.000 ... 2764.600 2754.000 IH
9 IH2508 20250711 2742.000 ... 2763.200 2750.800 IH
10 IH2509 20250711 2738.000 ... 2761.200 2749.200 IH
11 IH2512 20250711 2742.600 ... 2763.400 2748.800 IH
12 IM2507 20250711 6383.000 ... 6455.200 6386.200 IM
13 IM2508 20250711 6310.400 ... 6392.000 6316.000 IM
14 IM2509 20250711 6240.200 ... 6321.200 6241.800 IM
15 IM2512 20250711 6059.000 ... 6138.000 6057.000 IM
16 T2509 20250711 108.845 ... 108.815 108.855 T
17 T2512 20250711 108.900 ... 108.855 108.910 T
18 T2603 20250711 108.880 ... 108.860 108.900 T
19 TF2509 20250711 106.000 ... 105.975 106.005 TF
20 TF2512 20250711 106.115 ... 106.080 106.110 TF
21 TF2603 20250711 106.160 ... 106.145 106.160 TF
22 TL2509 20250711 120.460 ... 120.510 120.550 TL
23 TL2512 20250711 120.360 ... 120.330 120.410 TL
24 TL2603 20250711 120.170 ... 120.160 120.210 TL
25 TS2509 20250711 102.404 ... 102.412 102.418 TS
26 TS2512 20250711 102.516 ... 102.512 102.530 TS
27 TS2603 20250711 102.640 ... 102.624 102.636 TS
[28 rows x 12 columns]
2025-07-14 20:56:57,692 - future_1d - INFO - ak.get_cffex_daily('2025-07-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250711 7798.0 7884.0 ... 588565.54 7826.0 7768.0 AP
1 AP511 20250711 7633.0 7696.0 ... 3270.23 7659.0 7598.0 AP
2 AP512 20250711 7656.0 7700.0 ... 352.91 7672.0 7629.0 AP
3 AP601 20250711 7652.0 7730.0 ... 24204.50 7691.0 7642.0 AP
4 AP603 20250711 7620.0 7663.0 ... 221.79 7648.0 7615.0 AP
5 AP604 20250711 7668.0 7708.0 ... 123.08 7693.0 7664.0 AP
6 AP605 20250711 7744.0 7777.0 ... 395.30 7751.0 7741.0 AP
7 CF507 20250711 13655.0 13705.0 ... 6204.73 13665.0 13625.0 CF
8 CF509 20250711 13865.0 13945.0 ... 1314520.69 13905.0 13865.0 CF
9 CF511 20250711 13755.0 13830.0 ... 199297.56 13790.0 13755.0 CF
10 CF601 20250711 13820.0 13880.0 ... 323112.19 13845.0 13810.0 CF
11 CF603 20250711 13795.0 13840.0 ... 1643.60 13810.0 13780.0 CF
12 CF605 20250711 13800.0 13855.0 ... 4698.76 13820.0 13790.0 CF
13 CJ507 20250711 9400.0 9400.0 ... 188.00 9400.0 9600.0 CJ
14 CJ509 20250711 9525.0 9740.0 ... 228966.14 9630.0 9495.0 CJ
15 CJ512 20250711 10445.0 10590.0 ... 16536.89 10485.0 10400.0 CJ
16 CJ601 20250711 10560.0 10715.0 ... 914746.66 10605.0 10500.0 CJ
17 CJ603 20250711 10675.0 10805.0 ... 17625.30 10710.0 10630.0 CJ
18 CJ605 20250711 10900.0 11000.0 ... 90549.47 10910.0 10865.0 CJ
19 CY507 20250711 0.0 0.0 ... 0.00 19960.0 19895.0 CY
20 CY508 20250711 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250711 20055.0 20125.0 ... 68843.30 20070.0 20005.0 CY
22 CY510 20250711 0.0 0.0 ... 0.00 19690.0 19625.0 CY
23 CY511 20250711 0.0 0.0 ... 0.00 20065.0 20045.0 CY
24 CY512 20250711 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250711 20045.0 20105.0 ... 140.49 20070.0 20030.0 CY
26 CY602 20250711 0.0 0.0 ... 0.00 19840.0 19830.0 CY
27 CY603 20250711 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250711 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250711 20015.0 20015.0 ... 10.01 20015.0 20010.0 CY
30 CY606 20250711 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250711 986.0 992.0 ... 29.66 989.0 991.0 FG
32 FG508 20250711 1095.0 1114.0 ... 199862.46 1100.0 1078.0 FG
33 FG509 20250711 1084.0 1108.0 ... 6164232.84 1090.0 1063.0 FG
34 FG510 20250711 1133.0 1157.0 ... 57756.83 1142.0 1108.0 FG
35 FG511 20250711 1122.0 1141.0 ... 66715.96 1127.0 1097.0 FG
36 FG512 20250711 1187.0 1203.0 ... 23332.43 1190.0 1164.0 FG
37 FG601 20250711 1175.0 1189.0 ... 607339.23 1177.0 1155.0 FG
38 FG602 20250711 1217.0 1225.0 ... 558.96 1215.0 1198.0 FG
39 FG603 20250711 1209.0 1221.0 ... 505.86 1210.0 1195.0 FG
40 FG604 20250711 1239.0 1253.0 ... 546.88 1243.0 1228.0 FG
41 FG605 20250711 1231.0 1250.0 ... 9857.40 1238.0 1221.0 FG
42 FG606 20250711 1252.0 1265.0 ... 625.25 1256.0 1235.0 FG
43 JR507 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250711 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250711 2405.0 2409.0 ... 85890.91 2386.0 2404.0 MA
55 MA509 20250711 2395.0 2403.0 ... 1683355.42 2380.0 2393.0 MA
56 MA510 20250711 2421.0 2427.0 ... 63876.91 2402.0 2415.0 MA
57 MA511 20250711 2435.0 2439.0 ... 59445.78 2417.0 2428.0 MA
58 MA512 20250711 2459.0 2462.0 ... 8839.45 2445.0 2450.0 MA
59 MA601 20250711 2460.0 2467.0 ... 201034.86 2451.0 2454.0 MA
60 MA602 20250711 2437.0 2439.0 ... 4.88 2438.0 2436.0 MA
61 MA603 20250711 2441.0 2441.0 ... 72.87 2429.0 2434.0 MA
62 MA604 20250711 2414.0 2414.0 ... 26.50 2409.0 2405.0 MA
63 MA605 20250711 2381.0 2386.0 ... 2003.92 2377.0 2375.0 MA
64 MA606 20250711 2386.0 2386.0 ... 14.28 2379.0 2375.0 MA
65 OI507 20250711 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250711 9457.0 9514.0 ... 2747076.83 9455.0 9457.0 OI
67 OI511 20250711 9461.0 9499.0 ... 181329.46 9446.0 9451.0 OI
68 OI601 20250711 9410.0 9446.0 ... 460423.90 9390.0 9404.0 OI
69 OI603 20250711 9351.0 9383.0 ... 8126.72 9320.0 9351.0 OI
70 OI605 20250711 9257.0 9292.0 ... 5806.12 9245.0 9252.0 OI
71 PF507 20250711 0.0 0.0 ... 0.00 6606.0 6642.0 PF
72 PF508 20250711 6528.0 6544.0 ... 309445.48 6502.0 6554.0 PF
73 PF509 20250711 6428.0 6438.0 ... 236109.58 6400.0 6434.0 PF
74 PF510 20250711 6460.0 6460.0 ... 74045.81 6420.0 6434.0 PF
75 PF511 20250711 6410.0 6424.0 ... 46919.37 6386.0 6394.0 PF
76 PF512 20250711 6394.0 6402.0 ... 11964.86 6372.0 6376.0 PF
77 PF601 20250711 6410.0 6412.0 ... 4827.11 6378.0 6400.0 PF
78 PF602 20250711 6366.0 6366.0 ... 3.18 6366.0 6372.0 PF
79 PF603 20250711 6376.0 6376.0 ... 6.37 6374.0 6386.0 PF
80 PF604 20250711 0.0 0.0 ... 0.00 6400.0 6402.0 PF
81 PF605 20250711 0.0 0.0 ... 0.00 6408.0 6428.0 PF
82 PF606 20250711 0.0 0.0 ... 0.00 6406.0 6424.0 PF
83 PK510 20250711 8196.0 8224.0 ... 135875.81 8188.0 8172.0 PK
84 PK511 20250711 8028.0 8058.0 ... 62832.90 8026.0 8010.0 PK
85 PK512 20250711 7988.0 8002.0 ... 845.63 7978.0 7966.0 PK
86 PK601 20250711 7982.0 8006.0 ... 4302.28 7982.0 7958.0 PK
87 PK603 20250711 7978.0 7984.0 ... 107.65 7974.0 7956.0 PK
88 PK604 20250711 7976.0 7980.0 ... 23.92 7974.0 7958.0 PK
89 PK605 20250711 7978.0 7986.0 ... 796.81 7968.0 7962.0 PK
90 PM507 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250711 0.0 0.0 ... 0.00 5932.0 5942.0 PR
97 PR508 20250711 5922.0 5932.0 ... 18627.36 5906.0 5918.0 PR
98 PR509 20250711 5912.0 5922.0 ... 405585.77 5886.0 5896.0 PR
99 PR510 20250711 5926.0 5928.0 ... 145918.76 5894.0 5902.0 PR
100 PR511 20250711 5914.0 5916.0 ... 35176.72 5878.0 5892.0 PR
101 PR512 20250711 5860.0 5868.0 ... 17.59 5864.0 5900.0 PR
102 PR601 20250711 5878.0 5892.0 ... 537.35 5874.0 5892.0 PR
103 PR602 20250711 5898.0 5898.0 ... 8.85 5898.0 5936.0 PR
104 PR603 20250711 5898.0 5922.0 ... 44.27 5904.0 5940.0 PR
105 PR604 20250711 5910.0 5910.0 ... 8.87 5910.0 5958.0 PR
106 PR605 20250711 5910.0 5920.0 ... 35.48 5914.0 5934.0 PR
107 PR606 20250711 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250711 0.0 0.0 ... 0.00 6896.0 6926.0 PX
109 PX508 20250711 6820.0 6838.0 ... 2333.61 6774.0 6802.0 PX
110 PX509 20250711 6772.0 6788.0 ... 719763.51 6720.0 6750.0 PX
111 PX510 20250711 6774.0 6786.0 ... 102501.12 6714.0 6746.0 PX
112 PX511 20250711 6746.0 6760.0 ... 150132.68 6686.0 6720.0 PX
113 PX512 20250711 6742.0 6748.0 ... 30015.69 6674.0 6704.0 PX
114 PX601 20250711 6718.0 6724.0 ... 54444.78 6650.0 6682.0 PX
115 PX602 20250711 6686.0 6686.0 ... 6.67 6672.0 6688.0 PX
116 PX603 20250711 0.0 0.0 ... 0.00 6622.0 6622.0 PX
117 PX604 20250711 0.0 0.0 ... 0.00 6618.0 6676.0 PX
118 PX605 20250711 6630.0 6630.0 ... 49.53 6604.0 6638.0 PX
119 PX606 20250711 6614.0 6614.0 ... 3.31 6614.0 6650.0 PX
120 RI507 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250711 2672.0 2672.0 ... 857.16 2521.0 2474.0 RM
127 RM508 20250711 2615.0 2646.0 ... 54655.25 2631.0 2596.0 RM
128 RM509 20250711 2610.0 2646.0 ... 1008671.36 2630.0 2595.0 RM
129 RM511 20250711 2430.0 2451.0 ... 4526.84 2440.0 2418.0 RM
130 RM601 20250711 2316.0 2337.0 ... 185138.63 2327.0 2313.0 RM
131 RM603 20250711 2301.0 2311.0 ... 10686.40 2305.0 2294.0 RM
132 RM605 20250711 2310.0 2316.0 ... 24417.23 2312.0 2307.0 RM
133 RS507 20250711 0.0 0.0 ... 0.00 4972.0 4993.0 RS
134 RS508 20250711 4652.0 5299.0 ... 9.95 4976.0 5107.0 RS
135 RS509 20250711 5025.0 5083.0 ... 146.45 5050.0 5071.0 RS
136 RS511 20250711 5061.0 5169.0 ... 107.13 5101.0 5072.0 RS
137 SA507 20250711 1175.0 1175.0 ... 2185.20 1175.0 1175.0 SA
138 SA508 20250711 1225.0 1235.0 ... 154660.05 1220.0 1213.0 SA
139 SA509 20250711 1230.0 1242.0 ... 5911784.67 1225.0 1213.0 SA
140 SA510 20250711 1235.0 1250.0 ... 110228.57 1235.0 1227.0 SA
141 SA511 20250711 1241.0 1250.0 ... 186866.60 1236.0 1228.0 SA
142 SA512 20250711 1265.0 1275.0 ... 103072.72 1264.0 1254.0 SA
143 SA601 20250711 1266.0 1278.0 ... 1130737.74 1266.0 1255.0 SA
144 SA602 20250711 1275.0 1284.0 ... 10784.91 1273.0 1266.0 SA
145 SA603 20250711 1277.0 1283.0 ... 6613.84 1272.0 1264.0 SA
146 SA604 20250711 1283.0 1298.0 ... 2909.70 1290.0 1280.0 SA
147 SA605 20250711 1288.0 1299.0 ... 29653.07 1290.0 1276.0 SA
148 SA606 20250711 1293.0 1305.0 ... 1498.07 1296.0 1289.0 SA
149 SF507 20250711 5610.0 5610.0 ... 2648.12 5552.0 5520.0 SF
150 SF508 20250711 5580.0 5580.0 ... 76283.08 5506.0 5530.0 SF
151 SF509 20250711 5582.0 5594.0 ... 570661.46 5522.0 5532.0 SF
152 SF510 20250711 5532.0 5546.0 ... 124414.95 5498.0 5484.0 SF
153 SF511 20250711 5656.0 5690.0 ... 147938.78 5642.0 5630.0 SF
154 SF512 20250711 5642.0 5656.0 ... 10588.35 5616.0 5594.0 SF
155 SF601 20250711 5626.0 5628.0 ... 23784.03 5586.0 5562.0 SF
156 SF602 20250711 5538.0 5556.0 ... 407.82 5512.0 5490.0 SF
157 SF603 20250711 5632.0 5674.0 ... 47.90 5636.0 5644.0 SF
158 SF604 20250711 5600.0 5602.0 ... 5.60 5602.0 5620.0 SF
159 SF605 20250711 5622.0 5672.0 ... 325.86 5618.0 5606.0 SF
160 SF606 20250711 5566.0 5620.0 ... 52.93 5572.0 5564.0 SF
161 SH507 20250711 0.0 0.0 ... 0.00 2467.0 2456.0 SH
162 SH508 20250711 2512.0 2523.0 ... 395261.47 2498.0 2525.0 SH
163 SH509 20250711 2504.0 2521.0 ... 3359489.59 2506.0 2495.0 SH
164 SH510 20250711 2531.0 2544.0 ... 337870.96 2530.0 2515.0 SH
165 SH511 20250711 2518.0 2529.0 ... 210097.46 2514.0 2500.0 SH
166 SH512 20250711 2522.0 2532.0 ... 29370.99 2518.0 2500.0 SH
167 SH601 20250711 2491.0 2502.0 ... 101676.32 2490.0 2469.0 SH
168 SH602 20250711 2504.0 2518.0 ... 458.59 2506.0 2494.0 SH
169 SH603 20250711 2501.0 2520.0 ... 609.93 2510.0 2496.0 SH
170 SH604 20250711 2536.0 2555.0 ... 381.36 2542.0 2536.0 SH
171 SH605 20250711 2540.0 2552.0 ... 3764.63 2540.0 2523.0 SH
172 SH606 20250711 2560.0 2565.0 ... 30.68 2556.0 2525.0 SH
173 SM507 20250711 5500.0 5756.0 ... 319.31 5754.0 5756.0 SM
174 SM508 20250711 5792.0 5816.0 ... 96305.67 5756.0 5790.0 SM
175 SM509 20250711 5808.0 5824.0 ... 647241.15 5774.0 5792.0 SM
176 SM510 20250711 5794.0 5804.0 ... 39217.59 5752.0 5770.0 SM
177 SM511 20250711 5876.0 5880.0 ... 96800.09 5826.0 5844.0 SM
178 SM512 20250711 5856.0 5860.0 ... 26442.50 5822.0 5832.0 SM
179 SM601 20250711 5848.0 5858.0 ... 51300.65 5814.0 5822.0 SM
180 SM602 20250711 5818.0 5848.0 ... 46.43 5804.0 5810.0 SM
181 SM603 20250711 5840.0 5840.0 ... 26.09 5798.0 5832.0 SM
182 SM604 20250711 5828.0 5838.0 ... 11.64 5820.0 5838.0 SM
183 SM605 20250711 5870.0 5880.0 ... 773.42 5838.0 5852.0 SM
184 SM606 20250711 5896.0 5896.0 ... 26.38 5862.0 5886.0 SM
185 SR507 20250711 5800.0 5800.0 ... 11123.40 5800.0 5795.0 SR
186 SR509 20250711 5803.0 5820.0 ... 1091593.03 5808.0 5800.0 SR
187 SR511 20250711 5690.0 5701.0 ... 145807.17 5691.0 5688.0 SR
188 SR601 20250711 5627.0 5641.0 ... 114549.83 5631.0 5625.0 SR
189 SR603 20250711 5598.0 5610.0 ... 2935.01 5601.0 5597.0 SR
190 SR605 20250711 5583.0 5583.0 ... 5900.14 5577.0 5572.0 SR
191 TA507 20250711 4732.0 4754.0 ... 1576.44 4720.0 4732.0 TA
192 TA508 20250711 4734.0 4752.0 ... 155689.18 4718.0 4740.0 TA
193 TA509 20250711 4730.0 4742.0 ... 2746819.10 4710.0 4728.0 TA
194 TA510 20250711 4736.0 4748.0 ... 92793.23 4704.0 4724.0 TA
195 TA511 20250711 4736.0 4742.0 ... 55063.58 4700.0 4720.0 TA
196 TA512 20250711 4734.0 4734.0 ... 13537.46 4694.0 4716.0 TA
197 TA601 20250711 4724.0 4732.0 ... 465461.93 4684.0 4712.0 TA
198 TA602 20250711 4728.0 4728.0 ... 91.71 4704.0 4722.0 TA
199 TA603 20250711 4692.0 4696.0 ... 18.72 4680.0 4720.0 TA
200 TA604 20250711 4712.0 4712.0 ... 49.35 4700.0 4720.0 TA
201 TA605 20250711 4742.0 4746.0 ... 4384.88 4702.0 4728.0 TA
202 TA606 20250711 4724.0 4724.0 ... 23.50 4700.0 4750.0 TA
203 UR507 20250711 1760.0 1770.0 ... 179.54 1760.0 1765.0 UR
204 UR508 20250711 1766.0 1775.0 ... 5935.57 1768.0 1774.0 UR
205 UR509 20250711 1776.0 1787.0 ... 611744.61 1776.0 1777.0 UR
206 UR510 20250711 1763.0 1771.0 ... 39953.61 1759.0 1762.0 UR
207 UR511 20250711 1760.0 1771.0 ... 43043.88 1759.0 1760.0 UR
208 UR512 20250711 1743.0 1748.0 ... 132.71 1746.0 1748.0 UR
209 UR601 20250711 1737.0 1745.0 ... 75685.61 1735.0 1736.0 UR
210 UR602 20250711 1726.0 1738.0 ... 390.87 1729.0 1730.0 UR
211 UR603 20250711 1757.0 1757.0 ... 34.99 1750.0 1749.0 UR
212 UR604 20250711 1748.0 1748.0 ... 20.90 1742.0 1741.0 UR
213 UR605 20250711 1736.0 1748.0 ... 2493.23 1739.0 1736.0 UR
214 UR606 20250711 1733.0 1743.0 ... 149.41 1737.0 1733.0 UR
215 WH507 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:58,035 - future_1d - INFO - ak.get_czce_daily('2025-07-11') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250711 ... 78680 78670 CU
1 1 CU2508 20250711 ... 78530 78390 CU
2 2 CU2509 20250711 ... 78420 78240 CU
3 3 CU2510 20250711 ... 78300 78050 CU
4 4 CU2511 20250711 ... 78180 77950 CU
5 5 CU2512 20250711 ... 78070 77860 CU
6 6 CU2601 20250711 ... 77980 77780 CU
7 7 CU2602 20250711 ... 77900 77790 CU
8 8 CU2603 20250711 ... 77900 77680 CU
9 9 CU2604 20250711 ... 77870 77620 CU
10 10 CU2605 20250711 ... 77900 77690 CU
11 11 CU2606 20250711 ... 77910 77750 CU
12 12 BC2507 20250711 ... 70600 70600 BC
13 13 BC2508 20250711 ... 69750 69560 BC
14 14 BC2509 20250711 ... 69710 69510 BC
15 15 BC2510 20250711 ... 69600 69340 BC
16 16 BC2511 20250711 ... 69190 69130 BC
17 17 BC2512 20250711 ... 69320 69320 BC
18 18 BC2601 20250711 ... 69800 69810 BC
19 19 BC2602 20250711 ... 69410 69410 BC
20 20 BC2603 20250711 ... 69290 69290 BC
21 21 BC2604 20250711 ... 69750 69750 BC
22 22 BC2605 20250711 ... 69460 69530 BC
23 23 BC2606 20250711 ... 67820 67820 BC
24 24 AL2507 20250711 ... 20845 20835 AL
25 25 AL2508 20250711 ... 20715 20670 AL
26 26 AL2509 20250711 ... 20660 20610 AL
27 27 AL2510 20250711 ... 20565 20515 AL
28 28 AL2511 20250711 ... 20475 20415 AL
29 29 AL2512 20250711 ... 20405 20340 AL
30 30 AL2601 20250711 ... 20355 20305 AL
31 31 AL2602 20250711 ... 20355 20290 AL
32 32 AL2603 20250711 ... 20340 20295 AL
33 33 AL2604 20250711 ... 20375 20310 AL
34 34 AL2605 20250711 ... 20355 20335 AL
35 35 AL2606 20250711 ... 20390 20335 AL
36 36 ZN2507 20250711 ... 22360 22265 ZN
37 37 ZN2508 20250711 ... 22400 22285 ZN
38 38 ZN2509 20250711 ... 22375 22245 ZN
39 39 ZN2510 20250711 ... 22345 22205 ZN
40 40 ZN2511 20250711 ... 22305 22160 ZN
41 41 ZN2512 20250711 ... 22255 22090 ZN
42 42 ZN2601 20250711 ... 22210 22050 ZN
43 43 ZN2602 20250711 ... 22150 22035 ZN
44 44 ZN2603 20250711 ... 22175 22020 ZN
45 45 ZN2604 20250711 ... 22190 22070 ZN
46 46 ZN2605 20250711 ... 22200 22005 ZN
47 47 ZN2606 20250711 ... 22195 22040 ZN
48 48 PB2507 20250711 ... 17165 17155 PB
49 49 PB2508 20250711 ... 17105 17215 PB
50 50 PB2509 20250711 ... 17125 17240 PB
51 51 PB2510 20250711 ... 17145 17250 PB
52 52 PB2511 20250711 ... 17135 17260 PB
53 53 PB2512 20250711 ... 17160 17230 PB
54 54 PB2601 20250711 ... 17155 17295 PB
55 55 PB2602 20250711 ... 17160 17215 PB
56 56 PB2603 20250711 ... 17185 17225 PB
57 57 PB2604 20250711 ... 17140 17230 PB
58 58 PB2605 20250711 ... 17180 17230 PB
59 59 PB2606 20250711 ... 17160 17205 PB
60 60 NI2507 20250711 ... 121020 119420 NI
61 61 NI2508 20250711 ... 121190 119910 NI
62 62 NI2509 20250711 ... 121360 120070 NI
63 63 NI2510 20250711 ... 121480 120190 NI
64 64 NI2511 20250711 ... 121610 120370 NI
65 65 NI2512 20250711 ... 121920 120870 NI
66 66 NI2601 20250711 ... 122170 120920 NI
67 67 NI2602 20250711 ... 122320 120840 NI
68 68 NI2603 20250711 ... 122420 121380 NI
69 69 NI2604 20250711 ... 122640 121650 NI
70 70 NI2605 20250711 ... 122830 121620 NI
71 71 NI2606 20250711 ... 122940 121790 NI
72 72 SN2507 20250711 ... 265210 264160 SN
73 73 SN2508 20250711 ... 265630 265000 SN
74 74 SN2509 20250711 ... 265520 265160 SN
75 75 SN2510 20250711 ... 265330 265030 SN
76 76 SN2511 20250711 ... 264740 265400 SN
77 77 SN2512 20250711 ... 264510 265030 SN
78 78 SN2601 20250711 ... 264790 265160 SN
79 79 SN2602 20250711 ... 265470 263950 SN
80 80 SN2603 20250711 ... 264290 264800 SN
81 81 SN2604 20250711 ... 264650 265340 SN
82 82 SN2605 20250711 ... 265660 265020 SN
83 83 SN2606 20250711 ... 265110 263950 SN
84 84 AO2507 20250711 ... 3195 3249 AO
85 85 AO2508 20250711 ... 3189 3229 AO
86 86 AO2509 20250711 ... 3164 3195 AO
87 87 AO2510 20250711 ... 3126 3154 AO
88 88 AO2511 20250711 ... 3110 3131 AO
89 89 AO2512 20250711 ... 3101 3118 AO
90 90 AO2601 20250711 ... 3089 3105 AO
91 91 AO2602 20250711 ... 3088 3097 AO
92 92 AO2603 20250711 ... 3074 3085 AO
93 93 AO2604 20250711 ... 3068 3073 AO
94 94 AO2605 20250711 ... 3051 3062 AO
95 95 AO2606 20250711 ... 3050 3054 AO
96 96 AD2511 20250711 ... 19980 19935 AD
97 97 AD2512 20250711 ... 19900 19855 AD
98 98 AD2601 20250711 ... 19835 19825 AD
99 99 AD2602 20250711 ... 19770 19770 AD
100 100 AD2603 20250711 ... 19760 19705 AD
101 101 AD2604 20250711 ... 19710 19685 AD
102 102 AD2605 20250711 ... 19735 19670 AD
103 103 AD2606 20250711 ... 19760 19660 AD
104 104 AU2507 20250711 ... 770.48 770.48 AU
105 105 AU2508 20250711 ... 771.34 769.02 AU
106 106 AU2509 20250711 ... 772.62 770.5 AU
107 107 AU2510 20250711 ... 773.18 771.16 AU
108 108 AU2512 20250711 ... 775.44 773.12 AU
109 109 AU2602 20250711 ... 777 774.42 AU
110 110 AU2604 20250711 ... 779.54 777.02 AU
111 111 AU2606 20250711 ... 780.76 778.86 AU
112 112 AG2507 20250711 ... 9002 8863 AG
113 113 AG2508 20250711 ... 8990 8859 AG
114 114 AG2509 20250711 ... 9003 8872 AG
115 115 AG2510 20250711 ... 9017 8885 AG
116 116 AG2511 20250711 ... 9027 8895 AG
117 117 AG2512 20250711 ... 9040 8906 AG
118 118 AG2601 20250711 ... 9053 8918 AG
119 119 AG2602 20250711 ... 9074 8929 AG
120 120 AG2603 20250711 ... 9086 8943 AG
121 121 AG2604 20250711 ... 9089 8954 AG
122 122 AG2605 20250711 ... 9105 8967 AG
123 123 AG2606 20250711 ... 9106 8980 AG
124 124 RB2507 20250711 ... 3127 3091 RB
125 125 RB2508 20250711 ... 3076 3063 RB
126 126 RB2509 20250711 ... 3097 3068 RB
127 127 RB2510 20250711 ... 3133 3099 RB
128 128 RB2511 20250711 ... 3151 3112 RB
129 129 RB2512 20250711 ... 3166 3129 RB
130 130 RB2601 20250711 ... 3164 3125 RB
131 131 RB2602 20250711 ... 3149 3117 RB
132 132 RB2603 20250711 ... 3151 3116 RB
133 133 RB2604 20250711 ... 3159 3112 RB
134 134 RB2605 20250711 ... 3171 3135 RB
135 135 RB2606 20250711 ... 3180 3136 RB
136 136 WR2507 20250711 ... 3356 3356 WR
137 137 WR2508 20250711 ... 3190 3190 WR
138 138 WR2509 20250711 ... 3265 3265 WR
139 139 WR2510 20250711 ... 3363 3329 WR
140 140 WR2511 20250711 ... 3350 3350 WR
141 141 WR2512 20250711 ... 3362 3362 WR
142 142 WR2601 20250711 ... 3350 3329 WR
143 143 WR2602 20250711 ... 3396 3396 WR
144 144 WR2603 20250711 ... 3387 3387 WR
145 145 WR2604 20250711 ... 3392 3392 WR
146 146 WR2605 20250711 ... 3370 3370 WR
147 147 WR2606 20250711 ... 3377 3356 WR
148 148 HC2507 20250711 ... 3240 3237 HC
149 149 HC2508 20250711 ... 3266 3228 HC
150 150 HC2509 20250711 ... 3280 3241 HC
151 151 HC2510 20250711 ... 3273 3233 HC
152 152 HC2511 20250711 ... 3278 3235 HC
153 153 HC2512 20250711 ... 3282 3230 HC
154 154 HC2601 20250711 ... 3285 3247 HC
155 155 HC2602 20250711 ... 3277 3247 HC
156 156 HC2603 20250711 ... 3286 3234 HC
157 157 HC2604 20250711 ... 3295 3257 HC
158 158 HC2605 20250711 ... 3286 3245 HC
159 159 HC2606 20250711 ... 3296 3270 HC
160 160 SS2507 20250711 ... 12720 12720 SS
161 161 SS2508 20250711 ... 12745 12815 SS
162 162 SS2509 20250711 ... 12720 12735 SS
163 163 SS2510 20250711 ... 12740 12740 SS
164 164 SS2511 20250711 ... 12770 12760 SS
165 165 SS2512 20250711 ... 12795 12780 SS
166 166 SS2601 20250711 ... 12850 12845 SS
167 167 SS2602 20250711 ... 12900 12890 SS
168 168 SS2603 20250711 ... 12905 12920 SS
169 169 SS2604 20250711 ... 12975 12945 SS
170 170 SS2605 20250711 ... 13000 12975 SS
171 171 SS2606 20250711 ... 13055 13015 SS
172 172 SC2508 20250711 ... 514.1 520.3 SC
173 173 SC2509 20250711 ... 504.1 511 SC
174 174 SC2510 20250711 ... 497.4 503.4 SC
175 175 SC2511 20250711 ... 492.1 497.5 SC
176 176 SC2512 20250711 ... 488.3 492.2 SC
177 177 SC2601 20250711 ... 484.8 487.8 SC
178 178 SC2602 20250711 ... 481.2 484.1 SC
179 179 SC2603 20250711 ... 479.1 482.9 SC
180 180 SC2604 20250711 ... 477.2 480.7 SC
181 181 SC2605 20250711 ... 474.7 478.8 SC
182 182 SC2606 20250711 ... 474 476.7 SC
183 183 SC2607 20250711 ... 473.7 475 SC
184 184 SC2609 20250711 ... 469.5 472.9 SC
185 185 SC2612 20250711 ... 468.1 468.1 SC
186 186 SC2703 20250711 ... 468 468 SC
187 187 SC2706 20250711 ... 468.9 468.9 SC
188 188 SC2709 20250711 ... 464.6 464.6 SC
189 189 SC2712 20250711 ... 462.2 465.8 SC
190 190 SC2803 20250711 ... 461.6 465.8 SC
191 191 SC2806 20250711 ... 462.1 464.4 SC
192 192 LU2508 20250711 ... 3647 3688 LU
193 193 LU2509 20250711 ... 3640 3678 LU
194 194 LU2510 20250711 ... 3611 3648 LU
195 195 LU2511 20250711 ... 3585 3619 LU
196 196 LU2512 20250711 ... 3562 3590 LU
197 197 LU2601 20250711 ... 3534 3558 LU
198 198 LU2602 20250711 ... 3514 3523 LU
199 199 LU2603 20250711 ... 3488 3510 LU
200 200 LU2604 20250711 ... 3460 3489 LU
201 201 LU2605 20250711 ... 3447 3472 LU
202 202 LU2606 20250711 ... 3424 3455 LU
203 203 LU2607 20250711 ... 3421 3449 LU
204 204 FU2508 20250711 ... 2873 2931 FU
205 205 FU2509 20250711 ... 2908 2962 FU
206 206 FU2510 20250711 ... 2898 2952 FU
207 207 FU2511 20250711 ... 2881 2931 FU
208 208 FU2512 20250711 ... 2861 2903 FU
209 209 FU2601 20250711 ... 2855 2893 FU
210 210 FU2602 20250711 ... 2845 2885 FU
211 211 FU2603 20250711 ... 2829 2861 FU
212 212 FU2604 20250711 ... 2821 2850 FU
213 213 FU2605 20250711 ... 2805 2835 FU
214 214 FU2606 20250711 ... 2788 2813 FU
215 215 FU2607 20250711 ... 2775 2794 FU
216 216 BU2507 20250711 ... 3700 3652 BU
217 217 BU2508 20250711 ... 3638 3657 BU
218 218 BU2509 20250711 ... 3607 3625 BU
219 219 BU2510 20250711 ... 3555 3573 BU
220 220 BU2511 20250711 ... 3498 3513 BU
221 221 BU2512 20250711 ... 3428 3441 BU
222 222 BU2601 20250711 ... 3392 3410 BU
223 223 BU2602 20250711 ... 3380 3386 BU
224 224 BU2603 20250711 ... 3368 3384 BU
225 225 BU2604 20250711 ... 3378 3376 BU
226 226 BU2605 20250711 ... 3357 3361 BU
227 227 BU2606 20250711 ... 3349 3361 BU
228 228 BU2609 20250711 ... 3326 3332 BU
229 229 BU2612 20250711 ... 3277 3276 BU
230 230 BU2703 20250711 ... 3269 3282 BU
231 231 BU2706 20250711 ... 3277 3272 BU
232 232 BR2507 20250711 ... 11750 11545 BR
233 233 BR2508 20250711 ... 11605 11460 BR
234 234 BR2509 20250711 ... 11585 11420 BR
235 235 BR2510 20250711 ... 11555 11395 BR
236 236 BR2511 20250711 ... 11530 11415 BR
237 237 BR2512 20250711 ... 11550 11415 BR
238 238 BR2601 20250711 ... 11530 11355 BR
239 239 BR2602 20250711 ... 11540 11385 BR
240 240 BR2603 20250711 ... 11540 11350 BR
241 241 BR2604 20250711 ... 11570 11365 BR
242 242 BR2605 20250711 ... 11525 11350 BR
243 243 BR2606 20250711 ... 11495 11340 BR
244 244 RU2507 20250711 ... 14140 14140 RU
245 245 RU2508 20250711 ... 14325 14225 RU
246 246 RU2509 20250711 ... 14385 14240 RU
247 247 RU2510 20250711 ... 14405 14210 RU
248 248 RU2511 20250711 ... 14380 14270 RU
249 249 RU2601 20250711 ... 15235 15135 RU
250 250 RU2603 20250711 ... 15210 15100 RU
251 251 RU2604 20250711 ... 15250 15180 RU
252 252 RU2605 20250711 ... 15295 15210 RU
253 253 RU2606 20250711 ... 15315 15300 RU
254 254 NR2507 20250711 ... 12315 12315 NR
255 255 NR2508 20250711 ... 12390 12275 NR
256 256 NR2509 20250711 ... 12410 12305 NR
257 257 NR2510 20250711 ... 12410 12320 NR
258 258 NR2511 20250711 ... 12415 12340 NR
259 259 NR2512 20250711 ... 12440 12340 NR
260 260 NR2601 20250711 ... 12445 12365 NR
261 261 NR2602 20250711 ... 12450 12400 NR
262 262 NR2603 20250711 ... 12450 12465 NR
263 263 NR2604 20250711 ... 12455 12470 NR
264 264 NR2605 20250711 ... 12520 12515 NR
265 265 NR2606 20250711 ... 12560 12540 NR
266 266 SP2507 20250711 ... 5188 5120 SP
267 267 SP2508 20250711 ... 5216 5138 SP
268 268 SP2509 20250711 ... 5228 5166 SP
269 269 SP2510 20250711 ... 5222 5168 SP
270 270 SP2511 20250711 ... 5216 5164 SP
271 271 SP2512 20250711 ... 5198 5152 SP
272 272 SP2601 20250711 ... 5410 5360 SP
273 273 SP2602 20250711 ... 5336 5304 SP
274 274 SP2603 20250711 ... 5340 5296 SP
275 275 SP2604 20250711 ... 5336 5300 SP
276 276 SP2605 20250711 ... 5336 5298 SP
277 277 SP2606 20250711 ... 5328 5292 SP
278 278 EC2508 20250711 ... 2016.6 2045.2 EC
279 279 EC2510 20250711 ... 1385.3 1401.6 EC
280 280 EC2512 20250711 ... 1542 1564.1 EC
281 281 EC2602 20250711 ... 1352.1 1368.4 EC
282 282 EC2604 20250711 ... 1193.9 1198.3 EC
283 283 EC2606 20250711 ... 1336.6 1341.1 EC
284 284 SC_TAS2508 20250711 ... SC_TAS
285 285 SC_TAS2509 20250711 ... SC_TAS
286 286 SC_TAS2510 20250711 ... SC_TAS
287 287 SC_TAS2511 20250711 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:58,136 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
2025-07-14 20:56:59,888 - future_1d - INFO - save future_daily 2025-07-11 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250714 515.5 528.1 ... 6216092.51 523 514.1 SC
1 SC2509 20250714 506.1 515.3 ... 2473716.47 511.9 504.1 SC
2 SC2510 20250714 499.1 508.1 ... 378354.5 504.9 497.4 SC
3 SC2511 20250714 493.2 503.2 ... 57154.31 500 492.1 SC
4 SC2512 20250714 492 499.6 ... 33472.71 496.6 488.3 SC
5 SC2601 20250714 486.6 497.8 ... 30531.9 494 484.8 SC
6 SC2602 20250714 483.8 496.8 ... 33698.11 491.9 481.2 SC
7 SC2603 20250714 483 494.1 ... 11530.82 490.6 479.1 SC
8 SC2604 20250714 490.1 490.4 ... 293.81 489.6 477.2 SC
9 SC2605 20250714 489.2 489.4 ... 146.54 488.4 474.7 SC
10 SC2606 20250714 476.8 489.5 ... 9597.7 487.1 474 SC
11 SC2607 20250714 478.5 484.2 ... 144.46 481.5 473.7 SC
12 SC2609 20250714 477.6 479.7 ... 143.54 478.4 469.5 SC
13 SC2612 20250714 476 476 ... 142.4 474.6 468.1 SC
14 SC2703 20250714 470.4 470.4 ... 47.04 470.4 468 SC
15 SC2706 20250714 465.6 471.3 ... 281.84 469.7 468.9 SC
16 SC2709 20250714 ... 0 469 464.6 SC
17 SC2712 20250714 465 468 ... 93.3 466.5 462.2 SC
18 SC2803 20250714 463.5 470.5 ... 93.4 467 461.6 SC
19 SC2806 20250714 462.1 464 ... 92.61 463 462.1 SC
21 LU2508 20250714 3649 3703 ... 5302.125 3682 3647 LU
22 LU2509 20250714 3649 3703 ... 282254.873 3679 3640 LU
23 LU2510 20250714 3607 3682 ... 147391.304 3654 3611 LU
24 LU2511 20250714 3586 3653 ... 7318.785 3633 3585 LU
25 LU2512 20250714 3555 3620 ... 194.251 3597 3562 LU
26 LU2601 20250714 3540 3596 ... 521.591 3572 3534 LU
27 LU2602 20250714 3516 3556 ... 14.145 3536 3514 LU
28 LU2603 20250714 3501 3537 ... 21.147 3524 3488 LU
29 LU2604 20250714 3485 3527 ... 27.944 3493 3460 LU
30 LU2605 20250714 3466 3514 ... 63.018 3501 3447 LU
31 LU2606 20250714 3440 3495 ... 10.423 3474 3424 LU
32 LU2607 20250714 3461 3474 ... 20.82 3470 3421 LU
34 NR2507 20250714 12230 12280 ... 856.45 12235 12315 NR
35 NR2508 20250714 12355 12370 ... 610719.305 12275 12390 NR
36 NR2509 20250714 12370 12390 ... 766482.935 12290 12410 NR
37 NR2510 20250714 12400 12400 ... 96984.85 12295 12410 NR
38 NR2511 20250714 12370 12375 ... 3963.955 12310 12415 NR
39 NR2512 20250714 12345 12370 ... 1640.395 12330 12440 NR
40 NR2601 20250714 12415 12420 ... 10699.165 12350 12445 NR
41 NR2602 20250714 12385 12400 ... 421.48 12395 12450 NR
42 NR2603 20250714 12355 12395 ... 49.53 12380 12450 NR
43 NR2604 20250714 12420 12455 ... 24.875 12435 12455 NR
44 NR2605 20250714 12420 12450 ... 49.735 12430 12520 NR
45 NR2606 20250714 ... 0 12510 12560 NR
47 BC2507 20250714 69200 69200 ... 173 69200 70600 BC
48 BC2508 20250714 69340 69750 ... 135011.31 69480 69750 BC
49 BC2509 20250714 69370 69740 ... 20789.325 69520 69710 BC
50 BC2510 20250714 ... 0 69600 69600 BC
51 BC2511 20250714 ... 0 69190 69190 BC
52 BC2512 20250714 ... 0 69320 69320 BC
53 BC2601 20250714 ... 0 69800 69800 BC
54 BC2602 20250714 ... 0 69410 69410 BC
55 BC2603 20250714 ... 0 69290 69290 BC
56 BC2604 20250714 ... 0 69750 69750 BC
57 BC2605 20250714 ... 0 69460 69460 BC
58 BC2606 20250714 ... 0 67820 67820 BC
60 EC2508 20250714 2032 2059.8 ... 223969.002 2029.2 2016.6 EC
61 EC2510 20250714 1389 1462.1 ... 217765.095 1434.9 1385.3 EC
62 EC2512 20250714 1531.1 1613.3 ... 27821.0525 1582 1542 EC
63 EC2602 20250714 1346.1 1401.4 ... 5026.565 1380.9 1352.1 EC
64 EC2604 20250714 1188.8 1226.9 ... 7230.772 1217.3 1193.9 EC
65 EC2606 20250714 1328 1390 ... 1704.3825 1374.5 1336.6 EC
68 SC_TAS2508 20250714 ... SC_TAS
69 SC_TAS2509 20250714 ... SC_TAS
70 SC_TAS2510 20250714 ... SC_TAS
71 SC_TAS2511 20250714 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:57:04,891 - future_1d - INFO - ak.get_ine_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 a2507 20250714 4170.0 ... 4177.00 4150.00 A
1 a2509 20250714 4095.0 ... 4116.00 4098.00 A
2 a2511 20250714 4042.0 ... 4051.00 4040.00 A
3 a2601 20250714 4032.0 ... 4038.00 4027.00 A
4 a2603 20250714 4023.0 ... 4029.00 4021.00 A
5 a2605 20250714 4056.0 ... 4065.00 4056.00 A
6 b2507 20250714 3485.0 ... 3550.00 3480.00 B
7 b2508 20250714 3547.0 ... 3551.00 3542.00 B
8 b2509 20250714 3618.0 ... 3622.00 3613.00 B
9 b2510 20250714 3664.0 ... 3668.00 3659.00 B
10 b2511 20250714 3666.0 ... 3669.00 3667.00 B
11 b2512 20250714 3678.0 ... 3683.00 3684.00 B
12 b2601 20250714 3675.0 ... 3673.00 3673.00 B
13 b2602 20250714 3650.0 ... 3643.00 3638.00 B
14 b2603 20250714 3551.0 ... 3555.00 3547.00 B
15 b2604 20250714 3456.0 ... 3453.00 3446.00 B
16 b2605 20250714 3379.0 ... 3377.00 3376.00 B
17 b2606 20250714 3372.0 ... 3370.00 3370.00 B
18 bb2509 20250714 150.7 ... 149.25 151.80 BB
19 bb2511 20250714 150.8 ... 146.95 152.70 BB
20 bb2601 20250714 154.8 ... 152.60 155.60 BB
21 bb2603 20250714 0.0 ... 159.35 162.45 BB
22 bb2605 20250714 0.0 ... 159.35 162.45 BB
23 bz2603 20250714 6201.0 ... 6209.00 6238.00 BZ
24 bz2604 20250714 6190.0 ... 6190.00 6226.00 BZ
25 bz2605 20250714 6189.0 ... 6200.00 6231.00 BZ
26 bz2606 20250714 6199.0 ... 6193.00 6217.00 BZ
27 c2507 20250714 0.0 ... 2353.00 2283.00 C
28 c2509 20250714 2303.0 ... 2293.00 2312.00 C
29 c2511 20250714 2273.0 ... 2266.00 2273.00 C
30 c2601 20250714 2230.0 ... 2230.00 2233.00 C
31 c2603 20250714 2235.0 ... 2233.00 2236.00 C
32 c2605 20250714 2264.0 ... 2264.00 2267.00 C
33 cs2507 20250714 0.0 ... 2727.00 2700.00 CS
34 cs2509 20250714 2658.0 ... 2646.00 2667.00 CS
35 cs2511 20250714 2622.0 ... 2608.00 2624.00 CS
36 cs2601 20250714 2613.0 ... 2607.00 2619.00 CS
37 cs2603 20250714 2594.0 ... 2592.00 2603.00 CS
38 cs2605 20250714 2637.0 ... 2632.00 2641.00 CS
39 eb2507 20250714 7633.0 ... 7414.00 7598.00 EB
40 eb2508 20250714 7429.0 ... 7467.00 7466.00 EB
41 eb2509 20250714 7315.0 ... 7359.00 7369.00 EB
42 eb2510 20250714 7250.0 ... 7275.00 7290.00 EB
43 eb2511 20250714 7199.0 ... 7204.00 7221.00 EB
44 eb2512 20250714 7137.0 ... 7167.00 7192.00 EB
45 eb2601 20250714 7136.0 ... 7166.00 7191.00 EB
46 eb2602 20250714 7172.0 ... 7185.00 7204.00 EB
47 eb2603 20250714 7196.0 ... 7207.00 7223.00 EB
48 eb2604 20250714 7211.0 ... 7205.00 7212.00 EB
49 eb2605 20250714 7189.0 ... 7190.00 7195.00 EB
50 eb2606 20250714 7186.0 ... 7178.00 7187.00 EB
51 eg2507 20250714 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250714 4298.0 ... 4312.00 4298.00 EG
53 eg2509 20250714 4305.0 ... 4331.00 4317.00 EG
54 eg2510 20250714 4320.0 ... 4343.00 4332.00 EG
55 eg2511 20250714 4328.0 ... 4362.00 4340.00 EG
56 eg2512 20250714 4329.0 ... 4355.00 4339.00 EG
57 eg2601 20250714 4340.0 ... 4356.00 4345.00 EG
58 eg2602 20250714 4350.0 ... 4354.00 4356.00 EG
59 eg2603 20250714 0.0 ... 4354.00 4354.00 EG
60 eg2604 20250714 0.0 ... 4376.00 4376.00 EG
61 eg2605 20250714 4353.0 ... 4368.00 4370.00 EG
62 eg2606 20250714 0.0 ... 4373.00 4373.00 EG
63 fb2507 20250714 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250714 1350.5 ... 1350.50 1336.50 FB
65 fb2509 20250714 1315.0 ... 1317.00 1321.50 FB
66 fb2510 20250714 1324.5 ... 1326.00 1328.50 FB
67 fb2511 20250714 1325.5 ... 1328.00 1329.50 FB
68 fb2512 20250714 1328.5 ... 1327.50 1326.50 FB
69 fb2601 20250714 1322.0 ... 1318.50 1325.50 FB
70 fb2602 20250714 0.0 ... 1294.00 1290.50 FB
71 fb2603 20250714 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250714 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250714 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250714 1269.5 ... 1297.00 1292.50 FB
75 i2507 20250714 0.0 ... 719.50 748.00 I
76 i2508 20250714 765.5 ... 768.00 768.50 I
77 i2509 20250714 765.0 ... 766.00 764.50 I
78 i2510 20250714 756.5 ... 760.00 758.50 I
79 i2511 20250714 752.5 ... 752.50 751.50 I
80 i2512 20250714 745.5 ... 746.50 746.00 I
81 i2601 20250714 737.0 ... 737.00 737.00 I
82 i2602 20250714 735.5 ... 734.00 734.00 I
83 i2603 20250714 731.0 ... 730.50 731.00 I
84 i2604 20250714 726.5 ... 725.50 727.00 I
85 i2605 20250714 717.0 ... 717.00 718.00 I
86 i2606 20250714 712.5 ... 710.50 712.00 I
87 j2507 20250714 0.0 ... 1304.50 1304.50 J
88 j2508 20250714 1495.5 ... 1491.50 1483.50 J
89 j2509 20250714 1516.0 ... 1527.00 1508.50 J
90 j2510 20250714 1539.0 ... 1537.00 1521.00 J
91 j2511 20250714 1541.5 ... 1542.50 1529.50 J
92 j2512 20250714 1550.5 ... 1554.50 1536.50 J
93 j2601 20250714 1543.5 ... 1559.50 1538.00 J
94 j2602 20250714 1572.5 ... 1578.00 1545.00 J
95 j2603 20250714 1589.0 ... 1589.00 1567.00 J
96 j2604 20250714 0.0 ... 1563.00 1563.00 J
97 j2605 20250714 1588.5 ... 1590.50 1573.00 J
98 j2606 20250714 1589.0 ... 1591.50 1557.00 J
99 jd2507 20250714 2847.0 ... 2842.00 2704.00 JD
100 jd2508 20250714 3450.0 ... 3456.00 3450.00 JD
101 jd2509 20250714 3582.0 ... 3597.00 3582.00 JD
102 jd2510 20250714 3385.0 ... 3394.00 3378.00 JD
103 jd2511 20250714 3390.0 ... 3402.00 3389.00 JD
104 jd2512 20250714 3554.0 ... 3563.00 3554.00 JD
105 jd2601 20250714 3620.0 ... 3612.00 3611.00 JD
106 jd2602 20250714 3190.0 ... 3190.00 3191.00 JD
107 jd2603 20250714 3200.0 ... 3197.00 3198.00 JD
108 jd2604 20250714 3342.0 ... 3337.00 3340.00 JD
109 jd2605 20250714 3413.0 ... 3413.00 3413.00 JD
110 jd2606 20250714 3278.0 ... 3271.00 3270.00 JD
111 jm2507 20250714 905.0 ... 879.50 903.00 JM
112 jm2508 20250714 859.5 ... 861.00 859.50 JM
113 jm2509 20250714 912.0 ... 915.00 909.50 JM
114 jm2510 20250714 923.0 ... 926.00 923.00 JM
115 jm2511 20250714 933.0 ... 935.50 931.00 JM
116 jm2512 20250714 938.5 ... 943.00 934.50 JM
117 jm2601 20250714 942.5 ... 948.50 941.50 JM
118 jm2602 20250714 952.5 ... 953.50 948.00 JM
119 jm2603 20250714 954.5 ... 952.50 953.50 JM
120 jm2604 20250714 955.5 ... 957.00 955.50 JM
121 jm2605 20250714 960.0 ... 964.00 960.50 JM
122 jm2606 20250714 971.5 ... 973.00 971.50 JM
123 l2507 20250714 7240.0 ... 7294.00 7300.00 L
124 l2508 20250714 7292.0 ... 7267.00 7288.00 L
125 l2509 20250714 7295.0 ... 7284.00 7302.00 L
126 l2510 20250714 7294.0 ... 7288.00 7300.00 L
127 l2511 20250714 7296.0 ... 7289.00 7301.00 L
128 l2512 20250714 7292.0 ... 7287.00 7296.00 L
129 l2601 20250714 7279.0 ... 7284.00 7290.00 L
130 l2602 20250714 7279.0 ... 7264.00 7284.00 L
131 l2603 20250714 7261.0 ... 7262.00 7276.00 L
132 l2604 20250714 0.0 ... 7292.00 7292.00 L
133 l2605 20250714 7240.0 ... 7249.00 7256.00 L
134 l2606 20250714 7251.0 ... 7239.00 7265.00 L
135 lg2507 20250714 842.0 ... 801.50 803.50 LG
136 lg2509 20250714 787.5 ... 787.00 789.00 LG
137 lg2511 20250714 788.0 ... 786.00 786.50 LG
138 lg2601 20250714 788.5 ... 790.50 789.00 LG
139 lg2603 20250714 792.0 ... 792.00 790.50 LG
140 lg2605 20250714 800.0 ... 799.50 798.00 LG
141 lh2507 20250714 14000.0 ... 14000.00 13950.00 LH
142 lh2509 20250714 14300.0 ... 14245.00 14350.00 LH
143 lh2511 20250714 13610.0 ... 13595.00 13680.00 LH
144 lh2601 20250714 13715.0 ... 13700.00 13750.00 LH
145 lh2603 20250714 12950.0 ... 12970.00 13010.00 LH
146 lh2605 20250714 13170.0 ... 13165.00 13185.00 LH
147 m2507 20250714 0.0 ... 2827.00 2802.00 M
148 m2508 20250714 2957.0 ... 2958.00 2952.00 M
149 m2509 20250714 2976.0 ... 2977.00 2971.00 M
150 m2511 20250714 3011.0 ... 3015.00 3009.00 M
151 m2512 20250714 3032.0 ... 3038.00 3034.00 M
152 m2601 20250714 3009.0 ... 3011.00 3009.00 M
153 m2603 20250714 2875.0 ... 2873.00 2871.00 M
154 m2605 20250714 2701.0 ... 2700.00 2704.00 M
155 p2507 20250714 0.0 ... 8446.00 8620.00 P
156 p2508 20250714 8672.0 ... 8726.00 8708.00 P
157 p2509 20250714 8682.0 ... 8702.00 8686.00 P
158 p2510 20250714 8666.0 ... 8694.00 8698.00 P
159 p2511 20250714 8630.0 ... 8680.00 8648.00 P
160 p2512 20250714 8676.0 ... 8670.00 8660.00 P
161 p2601 20250714 8650.0 ... 8672.00 8672.00 P
162 p2602 20250714 8648.0 ... 8632.00 8654.00 P
163 p2603 20250714 8606.0 ... 8604.00 8576.00 P
164 p2604 20250714 8510.0 ... 8546.00 8552.00 P
165 p2605 20250714 8450.0 ... 8470.00 8450.00 P
166 p2606 20250714 8420.0 ... 8420.00 8448.00 P
167 pg2507 20250714 0.0 ... 4179.00 4179.00 PG
168 pg2508 20250714 4160.0 ... 4182.00 4164.00 PG
169 pg2509 20250714 4065.0 ... 4090.00 4073.00 PG
170 pg2510 20250714 4490.0 ... 4518.00 4488.00 PG
171 pg2511 20250714 4421.0 ... 4433.00 4405.00 PG
172 pg2512 20250714 4335.0 ... 4354.00 4328.00 PG
173 pg2601 20250714 4265.0 ... 4275.00 4253.00 PG
174 pg2602 20250714 0.0 ... 4173.00 4173.00 PG
175 pg2603 20250714 4098.0 ... 4108.00 4088.00 PG
176 pg2604 20250714 0.0 ... 4386.00 4386.00 PG
177 pg2605 20250714 4290.0 ... 4295.00 4281.00 PG
178 pg2606 20250714 0.0 ... 4218.00 4218.00 PG
179 pp2507 20250714 0.0 ... 7075.00 7068.00 PP
180 pp2508 20250714 7069.0 ... 7051.00 7066.00 PP
181 pp2509 20250714 7065.0 ... 7065.00 7076.00 PP
182 pp2510 20250714 7053.0 ... 7045.00 7059.00 PP
183 pp2511 20250714 7047.0 ... 7050.00 7058.00 PP
184 pp2512 20250714 7054.0 ... 7054.00 7061.00 PP
185 pp2601 20250714 7050.0 ... 7058.00 7061.00 PP
186 pp2602 20250714 7033.0 ... 7032.00 7047.00 PP
187 pp2603 20250714 0.0 ... 7048.00 7048.00 PP
188 pp2604 20250714 0.0 ... 7038.00 7038.00 PP
189 pp2605 20250714 7037.0 ... 7051.00 7057.00 PP
190 pp2606 20250714 7035.0 ... 7033.00 7046.00 PP
191 rr2507 20250714 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250714 3584.0 ... 3582.00 3583.00 RR
193 rr2509 20250714 3598.0 ... 3603.00 3596.00 RR
194 rr2510 20250714 3612.0 ... 3612.00 3610.00 RR
195 rr2511 20250714 3610.0 ... 3608.00 3605.00 RR
196 rr2512 20250714 3600.0 ... 3603.00 3605.00 RR
197 rr2601 20250714 3606.0 ... 3604.00 3602.00 RR
198 rr2602 20250714 3611.0 ... 3615.00 3610.00 RR
199 rr2603 20250714 3617.0 ... 3617.00 3611.00 RR
200 rr2604 20250714 3623.0 ... 3623.00 3623.00 RR
201 rr2605 20250714 0.0 ... 3612.00 3612.00 RR
202 rr2606 20250714 3618.0 ... 3618.00 3610.00 RR
203 v2507 20250714 4910.0 ... 4837.00 4941.00 V
204 v2508 20250714 4947.0 ... 4946.00 4974.00 V
205 v2509 20250714 4980.0 ... 4985.00 5013.00 V
206 v2510 20250714 5011.0 ... 5018.00 5041.00 V
207 v2511 20250714 5043.0 ... 5047.00 5066.00 V
208 v2512 20250714 5071.0 ... 5076.00 5096.00 V
209 v2601 20250714 5096.0 ... 5098.00 5121.00 V
210 v2602 20250714 5112.0 ... 5121.00 5129.00 V
211 v2603 20250714 5138.0 ... 5147.00 5156.00 V
212 v2604 20250714 5270.0 ... 5285.00 5304.00 V
213 v2605 20250714 5289.0 ... 5299.00 5310.00 V
214 v2606 20250714 5304.0 ... 5305.00 5323.00 V
215 y2507 20250714 0.0 ... 8050.00 7970.00 Y
216 y2508 20250714 7976.0 ... 7994.00 7960.00 Y
217 y2509 20250714 7986.0 ... 7988.00 7970.00 Y
218 y2511 20250714 7994.0 ... 7994.00 7974.00 Y
219 y2512 20250714 8042.0 ... 8028.00 7996.00 Y
220 y2601 20250714 7976.0 ... 7960.00 7950.00 Y
221 y2603 20250714 7904.0 ... 7878.00 7842.00 Y
222 y2605 20250714 7620.0 ... 7652.00 7602.00 Y
[223 rows x 12 columns]
2025-07-14 20:57:05,589 - future_1d - INFO - ak.get_dce_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 PS2507 20250714 0.0 ... 35320.0 39850.0 PS
1 PS2508 20250714 41290.0 ... 41320.0 41430.0 PS
2 PS2509 20250714 41005.0 ... 40990.0 41040.0 PS
3 PS2510 20250714 40310.0 ... 40510.0 40660.0 PS
4 PS2511 20250714 40000.0 ... 39830.0 40205.0 PS
5 PS2512 20250714 41855.0 ... 41945.0 42420.0 PS
6 PS2601 20250714 41800.0 ... 41795.0 42260.0 PS
7 PS2602 20250714 41770.0 ... 41935.0 42185.0 PS
8 PS2603 20250714 41615.0 ... 41725.0 41865.0 PS
9 PS2604 20250714 41965.0 ... 41510.0 41965.0 PS
10 PS2605 20250714 41405.0 ... 41425.0 41865.0 PS
11 PS2606 20250714 42700.0 ... 42575.0 42810.0 PS
13 SI2507 20250714 8680.0 ... 8065.0 8465.0 SI
14 SI2508 20250714 8455.0 ... 8550.0 8425.0 SI
15 SI2509 20250714 8460.0 ... 8545.0 8420.0 SI
16 SI2510 20250714 8480.0 ... 8515.0 8385.0 SI
17 SI2511 20250714 8370.0 ... 8455.0 8355.0 SI
18 SI2512 20250714 8600.0 ... 8795.0 8655.0 SI
19 SI2601 20250714 8605.0 ... 8715.0 8605.0 SI
20 SI2602 20250714 8615.0 ... 8725.0 8595.0 SI
21 SI2603 20250714 8605.0 ... 8720.0 8580.0 SI
22 SI2604 20250714 8570.0 ... 8665.0 8570.0 SI
23 SI2605 20250714 8485.0 ... 8670.0 8570.0 SI
24 SI2606 20250714 8550.0 ... 8675.0 8550.0 SI
27 LC2507 20250714 64020.0 ... 63580.0 64020.0 LC
28 LC2508 20250714 64080.0 ... 66800.0 64380.0 LC
29 LC2509 20250714 64300.0 ... 66520.0 64100.0 LC
30 LC2510 20250714 64160.0 ... 66240.0 63920.0 LC
31 LC2511 20250714 63920.0 ... 65960.0 63780.0 LC
32 LC2512 20250714 64300.0 ... 66360.0 64220.0 LC
33 LC2601 20250714 64300.0 ... 66260.0 64240.0 LC
34 LC2602 20250714 64800.0 ... 66320.0 64100.0 LC
35 LC2603 20250714 64320.0 ... 66440.0 64360.0 LC
36 LC2604 20250714 64780.0 ... 66800.0 64920.0 LC
37 LC2605 20250714 64780.0 ... 66880.0 64980.0 LC
38 LC2606 20250714 64840.0 ... 66820.0 64980.0 LC
[36 rows x 12 columns]
2025-07-14 20:57:05,837 - future_1d - INFO - ak.get_gfex_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 IC2507 20250714 6029.000 ... 6015.600 6026.400 IC
1 IC2508 20250714 5983.200 ... 5961.600 5973.200 IC
2 IC2509 20250714 5916.400 ... 5908.600 5920.800 IC
3 IC2512 20250714 5795.200 ... 5783.400 5799.400 IC
4 IF2507 20250714 4016.200 ... 4014.400 4020.600 IF
5 IF2508 20250714 3998.000 ... 4000.600 4007.400 IF
6 IF2509 20250714 3993.600 ... 3990.200 3998.800 IF
7 IF2512 20250714 3968.000 ... 3958.400 3971.400 IF
8 IH2507 20250714 2753.600 ... 2756.200 2764.600 IH
9 IH2508 20250714 2750.000 ... 2753.200 2763.200 IH
10 IH2509 20250714 2750.000 ... 2751.800 2761.200 IH
11 IH2512 20250714 2754.400 ... 2753.400 2763.400 IH
12 IM2507 20250714 6459.000 ... 6450.600 6455.200 IM
13 IM2508 20250714 6392.600 ... 6382.000 6392.000 IM
14 IM2509 20250714 6326.000 ... 6312.000 6321.200 IM
15 IM2512 20250714 6140.600 ... 6130.600 6138.000 IM
16 T2509 20250714 108.775 ... 108.695 108.815 T
17 T2512 20250714 108.820 ... 108.735 108.855 T
18 T2603 20250714 108.810 ... 108.710 108.860 T
19 TF2509 20250714 105.970 ... 105.885 105.975 TF
20 TF2512 20250714 106.055 ... 105.980 106.080 TF
21 TF2603 20250714 106.085 ... 106.015 106.145 TF
22 TL2509 20250714 120.440 ... 120.200 120.510 TL
23 TL2512 20250714 120.300 ... 120.040 120.330 TL
24 TL2603 20250714 120.100 ... 119.790 120.160 TL
25 TS2509 20250714 102.360 ... 102.378 102.412 TS
26 TS2512 20250714 102.500 ... 102.472 102.512 TS
27 TS2603 20250714 102.602 ... 102.586 102.624 TS
[28 rows x 12 columns]
2025-07-14 20:57:06,057 - future_1d - INFO - ak.get_cffex_daily('2025-07-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250714 7780.0 7846.0 ... 376061.69 7804.0 7826.0 AP
1 AP511 20250714 7665.0 7665.0 ... 2075.25 7630.0 7659.0 AP
2 AP512 20250714 7690.0 7690.0 ... 53.56 7652.0 7672.0 AP
3 AP601 20250714 7674.0 7718.0 ... 17273.54 7667.0 7691.0 AP
4 AP603 20250714 7625.0 7625.0 ... 15.22 7612.0 7648.0 AP
5 AP604 20250714 0.0 0.0 ... 0.00 7693.0 7693.0 AP
6 AP605 20250714 7760.0 7760.0 ... 146.77 7724.0 7751.0 AP
7 CF507 20250714 13705.0 13720.0 ... 821.52 13690.0 13665.0 CF
8 CF509 20250714 13880.0 13945.0 ... 963976.77 13900.0 13905.0 CF
9 CF511 20250714 13755.0 13810.0 ... 163634.90 13770.0 13790.0 CF
10 CF601 20250714 13805.0 13865.0 ... 264517.05 13825.0 13845.0 CF
11 CF603 20250714 13790.0 13815.0 ... 544.51 13785.0 13810.0 CF
12 CF605 20250714 13795.0 13835.0 ... 6319.87 13800.0 13820.0 CF
13 CJ507 20250714 0.0 0.0 ... 0.00 9235.0 9400.0 CJ
14 CJ509 20250714 9560.0 9605.0 ... 180792.91 9450.0 9630.0 CJ
15 CJ512 20250714 10445.0 10480.0 ... 15274.93 10295.0 10485.0 CJ
16 CJ601 20250714 10555.0 10605.0 ... 1004099.54 10420.0 10605.0 CJ
17 CJ603 20250714 10650.0 10660.0 ... 14042.28 10500.0 10710.0 CJ
18 CJ605 20250714 10850.0 10885.0 ... 96143.65 10690.0 10910.0 CJ
19 CY507 20250714 0.0 0.0 ... 1079.64 20015.0 19960.0 CY
20 CY508 20250714 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250714 20070.0 20170.0 ... 54169.99 20125.0 20070.0 CY
22 CY510 20250714 0.0 0.0 ... 0.00 19745.0 19690.0 CY
23 CY511 20250714 0.0 0.0 ... 0.00 20065.0 20065.0 CY
24 CY512 20250714 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250714 20095.0 20145.0 ... 361.76 20100.0 20070.0 CY
26 CY602 20250714 0.0 0.0 ... 0.00 19840.0 19840.0 CY
27 CY603 20250714 0.0 0.0 ... 0.00 20215.0 20120.0 CY
28 CY604 20250714 0.0 0.0 ... 0.00 19750.0 19725.0 CY
29 CY605 20250714 0.0 0.0 ... 0.00 20015.0 20015.0 CY
30 CY606 20250714 0.0 0.0 ... 0.00 19800.0 19715.0 CY
31 FG507 20250714 987.0 987.0 ... 39.41 938.0 989.0 FG
32 FG508 20250714 1100.0 1110.0 ... 49969.90 1099.0 1100.0 FG
33 FG509 20250714 1087.0 1103.0 ... 3557557.02 1087.0 1090.0 FG
34 FG510 20250714 1133.0 1155.0 ... 33654.14 1139.0 1142.0 FG
35 FG511 20250714 1124.0 1142.0 ... 48483.50 1123.0 1127.0 FG
36 FG512 20250714 1181.0 1209.0 ... 25399.27 1186.0 1190.0 FG
37 FG601 20250714 1168.0 1199.0 ... 426038.83 1175.0 1177.0 FG
38 FG602 20250714 1207.0 1235.0 ... 395.00 1212.0 1215.0 FG
39 FG603 20250714 1206.0 1230.0 ... 698.17 1208.0 1210.0 FG
40 FG604 20250714 1241.0 1263.0 ... 467.57 1244.0 1243.0 FG
41 FG605 20250714 1232.0 1259.0 ... 8015.37 1240.0 1238.0 FG
42 FG606 20250714 1251.0 1273.0 ... 452.00 1256.0 1256.0 FG
43 JR507 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250714 2385.0 2385.0 ... 1978.10 2383.0 2353.0 MA
54 MA508 20250714 2377.0 2401.0 ... 17945.05 2383.0 2386.0 MA
55 MA509 20250714 2369.0 2405.0 ... 1729915.55 2387.0 2380.0 MA
56 MA510 20250714 2396.0 2427.0 ... 63006.98 2407.0 2402.0 MA
57 MA511 20250714 2416.0 2440.0 ... 61004.57 2423.0 2417.0 MA
58 MA512 20250714 2423.0 2459.0 ... 12591.97 2449.0 2445.0 MA
59 MA601 20250714 2443.0 2464.0 ... 181565.60 2454.0 2451.0 MA
60 MA602 20250714 2438.0 2445.0 ... 621.67 2438.0 2438.0 MA
61 MA603 20250714 2429.0 2442.0 ... 699.67 2429.0 2429.0 MA
62 MA604 20250714 2406.0 2415.0 ... 38.50 2406.0 2409.0 MA
63 MA605 20250714 2372.0 2389.0 ... 3107.38 2379.0 2377.0 MA
64 MA606 20250714 2371.0 2388.0 ... 38.13 2383.0 2379.0 MA
65 OI507 20250714 0.0 0.0 ... 0.00 9557.0 9600.0 OI
66 OI509 20250714 9418.0 9468.0 ... 2959146.36 9413.0 9455.0 OI
67 OI511 20250714 9418.0 9454.0 ... 190264.16 9399.0 9446.0 OI
68 OI601 20250714 9340.0 9394.0 ... 531431.46 9342.0 9390.0 OI
69 OI603 20250714 9287.0 9325.0 ... 2868.84 9284.0 9320.0 OI
70 OI605 20250714 9206.0 9256.0 ... 5913.89 9212.0 9245.0 OI
71 PF507 20250714 6300.0 6662.0 ... 660.74 6542.0 6606.0 PF
72 PF508 20250714 6512.0 6590.0 ... 291275.57 6540.0 6502.0 PF
73 PF509 20250714 6392.0 6446.0 ... 309340.54 6412.0 6400.0 PF
74 PF510 20250714 6418.0 6468.0 ... 95431.91 6436.0 6420.0 PF
75 PF511 20250714 6384.0 6432.0 ... 57000.39 6392.0 6386.0 PF
76 PF512 20250714 6364.0 6408.0 ... 17244.10 6374.0 6372.0 PF
77 PF601 20250714 6380.0 6414.0 ... 5533.43 6382.0 6378.0 PF
78 PF602 20250714 6368.0 6368.0 ... 3.18 6368.0 6366.0 PF
79 PF603 20250714 0.0 0.0 ... 0.00 6420.0 6374.0 PF
80 PF604 20250714 0.0 0.0 ... 0.00 6438.0 6400.0 PF
81 PF605 20250714 6398.0 6398.0 ... 3.20 6398.0 6408.0 PF
82 PF606 20250714 0.0 0.0 ... 0.00 6440.0 6406.0 PF
83 PK510 20250714 8182.0 8324.0 ... 466809.87 8256.0 8188.0 PK
84 PK511 20250714 8066.0 8150.0 ... 204218.15 8084.0 8026.0 PK
85 PK512 20250714 8002.0 8080.0 ... 2346.94 8024.0 7978.0 PK
86 PK601 20250714 7982.0 8070.0 ... 12790.51 8028.0 7982.0 PK
87 PK603 20250714 7986.0 8040.0 ... 531.61 7994.0 7974.0 PK
88 PK604 20250714 7990.0 8028.0 ... 108.00 8000.0 7974.0 PK
89 PK605 20250714 7982.0 8018.0 ... 911.25 7994.0 7968.0 PK
90 PM507 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250714 0.0 0.0 ... 347.96 5948.0 5932.0 PR
97 PR508 20250714 5932.0 5946.0 ... 10149.19 5920.0 5906.0 PR
98 PR509 20250714 5882.0 5930.0 ... 475562.51 5902.0 5886.0 PR
99 PR510 20250714 5878.0 5942.0 ... 248338.13 5914.0 5894.0 PR
100 PR511 20250714 5872.0 5934.0 ... 60271.91 5900.0 5878.0 PR
101 PR512 20250714 5866.0 5866.0 ... 8.80 5866.0 5864.0 PR
102 PR601 20250714 5874.0 5926.0 ... 531.01 5900.0 5874.0 PR
103 PR602 20250714 5940.0 5946.0 ... 17.83 5944.0 5898.0 PR
104 PR603 20250714 5950.0 5950.0 ... 44.63 5950.0 5904.0 PR
105 PR604 20250714 0.0 0.0 ... 0.00 5966.0 5910.0 PR
106 PR605 20250714 5938.0 5948.0 ... 26.75 5946.0 5914.0 PR
107 PR606 20250714 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250714 0.0 0.0 ... 0.00 6926.0 6896.0 PX
109 PX508 20250714 6770.0 6876.0 ... 426.92 6832.0 6774.0 PX
110 PX509 20250714 6700.0 6800.0 ... 769778.45 6748.0 6720.0 PX
111 PX510 20250714 6698.0 6786.0 ... 96879.50 6732.0 6714.0 PX
112 PX511 20250714 6658.0 6758.0 ... 161354.34 6702.0 6686.0 PX
113 PX512 20250714 6648.0 6738.0 ... 29398.33 6692.0 6674.0 PX
114 PX601 20250714 6634.0 6710.0 ... 46898.88 6664.0 6650.0 PX
115 PX602 20250714 6624.0 6670.0 ... 6.65 6648.0 6672.0 PX
116 PX603 20250714 0.0 0.0 ... 0.00 6656.0 6622.0 PX
117 PX604 20250714 0.0 0.0 ... 0.00 6642.0 6618.0 PX
118 PX605 20250714 6588.0 6654.0 ... 39.74 6624.0 6604.0 PX
119 PX606 20250714 0.0 0.0 ... 0.00 6614.0 6614.0 PX
120 RI507 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250714 2490.0 2518.0 ... 392.41 2499.0 2521.0 RM
127 RM508 20250714 2628.0 2668.0 ... 22259.65 2632.0 2631.0 RM
128 RM509 20250714 2627.0 2673.0 ... 1276330.25 2637.0 2630.0 RM
129 RM511 20250714 2437.0 2439.0 ... 6651.58 2420.0 2440.0 RM
130 RM601 20250714 2320.0 2325.0 ... 394329.01 2300.0 2327.0 RM
131 RM603 20250714 2303.0 2305.0 ... 21940.63 2284.0 2305.0 RM
132 RM605 20250714 2308.0 2315.0 ... 45991.93 2299.0 2312.0 RM
133 RS507 20250714 0.0 0.0 ... 0.00 4997.0 4972.0 RS
134 RS508 20250714 0.0 0.0 ... 0.00 4976.0 4976.0 RS
135 RS509 20250714 5061.0 5101.0 ... 324.79 5075.0 5050.0 RS
136 RS511 20250714 5130.0 5152.0 ... 168.82 5116.0 5101.0 RS
137 SA507 20250714 1175.0 1175.0 ... 1235.70 1174.0 1175.0 SA
138 SA508 20250714 1210.0 1234.0 ... 61737.77 1213.0 1220.0 SA
139 SA509 20250714 1215.0 1245.0 ... 4396346.50 1222.0 1225.0 SA
140 SA510 20250714 1226.0 1257.0 ... 120596.47 1232.0 1235.0 SA
141 SA511 20250714 1230.0 1260.0 ... 157085.58 1235.0 1236.0 SA
142 SA512 20250714 1249.0 1289.0 ... 61268.63 1263.0 1264.0 SA
143 SA601 20250714 1255.0 1293.0 ... 932964.80 1267.0 1266.0 SA
144 SA602 20250714 1267.0 1299.0 ... 7961.42 1282.0 1273.0 SA
145 SA603 20250714 1262.0 1299.0 ... 2852.51 1276.0 1272.0 SA
146 SA604 20250714 1284.0 1315.0 ... 1346.99 1295.0 1290.0 SA
147 SA605 20250714 1281.0 1317.0 ... 26128.45 1293.0 1290.0 SA
148 SA606 20250714 1292.0 1324.0 ... 1465.56 1302.0 1296.0 SA
149 SF507 20250714 5538.0 5680.0 ... 2978.69 5516.0 5552.0 SF
150 SF508 20250714 5440.0 5486.0 ... 21505.36 5462.0 5506.0 SF
151 SF509 20250714 5460.0 5502.0 ... 455279.38 5476.0 5522.0 SF
152 SF510 20250714 5440.0 5472.0 ... 52462.07 5446.0 5498.0 SF
153 SF511 20250714 5602.0 5620.0 ... 117783.33 5596.0 5642.0 SF
154 SF512 20250714 5568.0 5596.0 ... 12929.96 5574.0 5616.0 SF
155 SF601 20250714 5538.0 5572.0 ... 10990.14 5548.0 5586.0 SF
156 SF602 20250714 5478.0 5510.0 ... 411.52 5488.0 5512.0 SF
157 SF603 20250714 5632.0 5648.0 ... 59.08 5628.0 5636.0 SF
158 SF604 20250714 0.0 0.0 ... 0.00 5606.0 5602.0 SF
159 SF605 20250714 5590.0 5620.0 ... 195.89 5598.0 5618.0 SF
160 SF606 20250714 5538.0 5564.0 ... 24.93 5540.0 5572.0 SF
161 SH507 20250714 0.0 0.0 ... 0.00 2488.0 2467.0 SH
162 SH508 20250714 2485.0 2548.0 ... 211492.56 2508.0 2498.0 SH
163 SH509 20250714 2500.0 2555.0 ... 5464716.83 2527.0 2506.0 SH
164 SH510 20250714 2516.0 2574.0 ... 465196.92 2546.0 2530.0 SH
165 SH511 20250714 2489.0 2554.0 ... 288985.39 2527.0 2514.0 SH
166 SH512 20250714 2506.0 2555.0 ... 45542.27 2533.0 2518.0 SH
167 SH601 20250714 2476.0 2526.0 ... 143043.82 2504.0 2490.0 SH
168 SH602 20250714 2501.0 2539.0 ... 802.91 2525.0 2506.0 SH
169 SH603 20250714 2505.0 2545.0 ... 758.29 2528.0 2510.0 SH
170 SH604 20250714 2545.0 2585.0 ... 508.65 2569.0 2542.0 SH
171 SH605 20250714 2539.0 2585.0 ... 5786.49 2565.0 2540.0 SH
172 SH606 20250714 2574.0 2574.0 ... 7.72 2574.0 2556.0 SH
173 SM507 20250714 5720.0 5770.0 ... 351.23 5758.0 5754.0 SM
174 SM508 20250714 5716.0 5782.0 ... 28045.02 5742.0 5756.0 SM
175 SM509 20250714 5748.0 5800.0 ... 610436.07 5764.0 5774.0 SM
176 SM510 20250714 5742.0 5780.0 ... 53788.09 5750.0 5752.0 SM
177 SM511 20250714 5792.0 5852.0 ... 94906.90 5822.0 5826.0 SM
178 SM512 20250714 5794.0 5838.0 ... 11733.24 5812.0 5822.0 SM
179 SM601 20250714 5792.0 5836.0 ... 38253.60 5802.0 5814.0 SM
180 SM602 20250714 5790.0 5834.0 ... 78.41 5808.0 5804.0 SM
181 SM603 20250714 5800.0 5838.0 ... 32.01 5820.0 5798.0 SM
182 SM604 20250714 0.0 0.0 ... 0.00 5834.0 5820.0 SM
183 SM605 20250714 5808.0 5862.0 ... 1226.79 5828.0 5838.0 SM
184 SM606 20250714 5846.0 5846.0 ... 2.92 5846.0 5862.0 SM
185 SR507 20250714 5800.0 5817.0 ... 2718.55 5809.0 5800.0 SR
186 SR509 20250714 5801.0 5837.0 ... 1026840.33 5825.0 5808.0 SR
187 SR511 20250714 5687.0 5706.0 ... 133701.11 5697.0 5691.0 SR
188 SR601 20250714 5627.0 5651.0 ... 136664.38 5641.0 5631.0 SR
189 SR603 20250714 5599.0 5617.0 ... 1979.76 5608.0 5601.0 SR
190 SR605 20250714 5578.0 5591.0 ... 6534.78 5585.0 5577.0 SR
191 TA507 20250714 4706.0 4746.0 ... 2109.98 4726.0 4720.0 TA
192 TA508 20250714 4706.0 4764.0 ... 42263.64 4732.0 4718.0 TA
193 TA509 20250714 4704.0 4758.0 ... 2395048.03 4726.0 4710.0 TA
194 TA510 20250714 4688.0 4736.0 ... 74480.00 4710.0 4704.0 TA
195 TA511 20250714 4698.0 4734.0 ... 49065.21 4702.0 4700.0 TA
196 TA512 20250714 4682.0 4728.0 ... 13770.06 4696.0 4694.0 TA
197 TA601 20250714 4668.0 4722.0 ... 281249.79 4692.0 4684.0 TA
198 TA602 20250714 4672.0 4722.0 ... 23.50 4700.0 4704.0 TA
199 TA603 20250714 4682.0 4742.0 ... 61.23 4710.0 4680.0 TA
200 TA604 20250714 4678.0 4752.0 ... 23.53 4706.0 4700.0 TA
201 TA605 20250714 4682.0 4736.0 ... 3727.82 4710.0 4702.0 TA
202 TA606 20250714 4694.0 4720.0 ... 4.71 4708.0 4700.0 TA
203 UR507 20250714 1755.0 1755.0 ... 428.52 1742.0 1760.0 UR
204 UR508 20250714 1761.0 1761.0 ... 2048.26 1754.0 1768.0 UR
205 UR509 20250714 1765.0 1768.0 ... 639981.04 1761.0 1776.0 UR
206 UR510 20250714 1752.0 1753.0 ... 20361.59 1746.0 1759.0 UR
207 UR511 20250714 1748.0 1754.0 ... 17443.09 1746.0 1759.0 UR
208 UR512 20250714 1727.0 1742.0 ... 121.53 1736.0 1746.0 UR
209 UR601 20250714 1728.0 1733.0 ... 83570.28 1726.0 1735.0 UR
210 UR602 20250714 1721.0 1727.0 ... 516.84 1723.0 1729.0 UR
211 UR603 20250714 1747.0 1749.0 ... 62.72 1742.0 1750.0 UR
212 UR604 20250714 1727.0 1738.0 ... 20.78 1732.0 1742.0 UR
213 UR605 20250714 1740.0 1740.0 ... 3653.09 1731.0 1739.0 UR
214 UR606 20250714 1718.0 1733.0 ... 141.45 1725.0 1737.0 UR
215 WH507 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:57:06,349 - future_1d - INFO - ak.get_czce_daily('2025-07-14') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250714 ... 78450 78680 CU
1 1 CU2508 20250714 ... 78290 78530 CU
2 2 CU2509 20250714 ... 78200 78420 CU
3 3 CU2510 20250714 ... 78120 78300 CU
4 4 CU2511 20250714 ... 78060 78180 CU
5 5 CU2512 20250714 ... 77980 78070 CU
6 6 CU2601 20250714 ... 77930 77980 CU
7 7 CU2602 20250714 ... 77910 77900 CU
8 8 CU2603 20250714 ... 77940 77900 CU
9 9 CU2604 20250714 ... 77950 77870 CU
10 10 CU2605 20250714 ... 77970 77900 CU
11 11 CU2606 20250714 ... 77930 77910 CU
12 12 BC2507 20250714 ... 69200 70600 BC
13 13 BC2508 20250714 ... 69480 69750 BC
14 14 BC2509 20250714 ... 69520 69710 BC
15 15 BC2510 20250714 ... 69600 69600 BC
16 16 BC2511 20250714 ... 69190 69190 BC
17 17 BC2512 20250714 ... 69320 69320 BC
18 18 BC2601 20250714 ... 69800 69800 BC
19 19 BC2602 20250714 ... 69410 69410 BC
20 20 BC2603 20250714 ... 69290 69290 BC
21 21 BC2604 20250714 ... 69750 69750 BC
22 22 BC2605 20250714 ... 69460 69460 BC
23 23 BC2606 20250714 ... 67820 67820 BC
24 24 AL2507 20250714 ... 20530 20845 AL
25 25 AL2508 20250714 ... 20435 20715 AL
26 26 AL2509 20250714 ... 20380 20660 AL
27 27 AL2510 20250714 ... 20315 20565 AL
28 28 AL2511 20250714 ... 20230 20475 AL
29 29 AL2512 20250714 ... 20200 20405 AL
30 30 AL2601 20250714 ... 20155 20355 AL
31 31 AL2602 20250714 ... 20165 20355 AL
32 32 AL2603 20250714 ... 20205 20340 AL
33 33 AL2604 20250714 ... 20205 20375 AL
34 34 AL2605 20250714 ... 20175 20355 AL
35 35 AL2606 20250714 ... 20195 20390 AL
36 36 ZN2507 20250714 ... 22140 22360 ZN
37 37 ZN2508 20250714 ... 22205 22400 ZN
38 38 ZN2509 20250714 ... 22185 22375 ZN
39 39 ZN2510 20250714 ... 22175 22345 ZN
40 40 ZN2511 20250714 ... 22140 22305 ZN
41 41 ZN2512 20250714 ... 22100 22255 ZN
42 42 ZN2601 20250714 ... 22065 22210 ZN
43 43 ZN2602 20250714 ... 22075 22150 ZN
44 44 ZN2603 20250714 ... 22080 22175 ZN
45 45 ZN2604 20250714 ... 22070 22190 ZN
46 46 ZN2605 20250714 ... 22070 22200 ZN
47 47 ZN2606 20250714 ... 22055 22195 ZN
48 48 PB2507 20250714 ... 17005 17165 PB
49 49 PB2508 20250714 ... 17060 17105 PB
50 50 PB2509 20250714 ... 17090 17125 PB
51 51 PB2510 20250714 ... 17105 17145 PB
52 52 PB2511 20250714 ... 17105 17135 PB
53 53 PB2512 20250714 ... 17100 17160 PB
54 54 PB2601 20250714 ... 17120 17155 PB
55 55 PB2602 20250714 ... 17210 17160 PB
56 56 PB2603 20250714 ... 17195 17185 PB
57 57 PB2604 20250714 ... 17115 17140 PB
58 58 PB2605 20250714 ... 17170 17180 PB
59 59 PB2606 20250714 ... 17190 17160 PB
60 60 NI2507 20250714 ... 121870 121020 NI
61 61 NI2508 20250714 ... 120770 121190 NI
62 62 NI2509 20250714 ... 120910 121360 NI
63 63 NI2510 20250714 ... 121080 121480 NI
64 64 NI2511 20250714 ... 121210 121610 NI
65 65 NI2512 20250714 ... 121390 121920 NI
66 66 NI2601 20250714 ... 121650 122170 NI
67 67 NI2602 20250714 ... 121580 122320 NI
68 68 NI2603 20250714 ... 121850 122420 NI
69 69 NI2604 20250714 ... 122430 122640 NI
70 70 NI2605 20250714 ... 122470 122830 NI
71 71 NI2606 20250714 ... 122750 122940 NI
72 72 SN2507 20250714 ... 266500 265210 SN
73 73 SN2508 20250714 ... 266220 265630 SN
74 74 SN2509 20250714 ... 266340 265520 SN
75 75 SN2510 20250714 ... 266300 265330 SN
76 76 SN2511 20250714 ... 266030 264740 SN
77 77 SN2512 20250714 ... 266480 264510 SN
78 78 SN2601 20250714 ... 266100 264790 SN
79 79 SN2602 20250714 ... 265020 265470 SN
80 80 SN2603 20250714 ... 266480 264290 SN
81 81 SN2604 20250714 ... 265430 264650 SN
82 82 SN2605 20250714 ... 265400 265660 SN
83 83 SN2606 20250714 ... 263750 265110 SN
84 84 AO2507 20250714 ... 3195 3195 AO
85 85 AO2508 20250714 ... 3161 3189 AO
86 86 AO2509 20250714 ... 3127 3164 AO
87 87 AO2510 20250714 ... 3092 3126 AO
88 88 AO2511 20250714 ... 3079 3110 AO
89 89 AO2512 20250714 ... 3068 3101 AO
90 90 AO2601 20250714 ... 3059 3089 AO
91 91 AO2602 20250714 ... 3051 3088 AO
92 92 AO2603 20250714 ... 3048 3074 AO
93 93 AO2604 20250714 ... 3048 3068 AO
94 94 AO2605 20250714 ... 3037 3051 AO
95 95 AO2606 20250714 ... 3031 3050 AO
96 96 AD2511 20250714 ... 19790 19980 AD
97 97 AD2512 20250714 ... 19720 19900 AD
98 98 AD2601 20250714 ... 19645 19835 AD
99 99 AD2602 20250714 ... 19680 19770 AD
100 100 AD2603 20250714 ... 19760 19760 AD
101 101 AD2604 20250714 ... 19710 19710 AD
102 102 AD2605 20250714 ... 19735 19735 AD
103 103 AD2606 20250714 ... 19550 19760 AD
104 104 AU2507 20250714 ... 775.52 770.48 AU
105 105 AU2508 20250714 ... 776.12 771.34 AU
106 106 AU2509 20250714 ... 777.42 772.62 AU
107 107 AU2510 20250714 ... 778.44 773.18 AU
108 108 AU2512 20250714 ... 780.54 775.44 AU
109 109 AU2602 20250714 ... 782.86 777 AU
110 110 AU2604 20250714 ... 784.76 779.54 AU
111 111 AU2606 20250714 ... 786.24 780.76 AU
112 112 AG2507 20250714 ... 9121 9002 AG
113 113 AG2508 20250714 ... 9150 8990 AG
114 114 AG2509 20250714 ... 9165 9003 AG
115 115 AG2510 20250714 ... 9177 9017 AG
116 116 AG2511 20250714 ... 9184 9027 AG
117 117 AG2512 20250714 ... 9202 9040 AG
118 118 AG2601 20250714 ... 9210 9053 AG
119 119 AG2602 20250714 ... 9215 9074 AG
120 120 AG2603 20250714 ... 9240 9086 AG
121 121 AG2604 20250714 ... 9245 9089 AG
122 122 AG2605 20250714 ... 9252 9105 AG
123 123 AG2606 20250714 ... 9266 9106 AG
124 124 RB2507 20250714 ... 3115 3127 RB
125 125 RB2508 20250714 ... 3073 3076 RB
126 126 RB2509 20250714 ... 3087 3097 RB
127 127 RB2510 20250714 ... 3131 3133 RB
128 128 RB2511 20250714 ... 3148 3151 RB
129 129 RB2512 20250714 ... 3165 3166 RB
130 130 RB2601 20250714 ... 3160 3164 RB
131 131 RB2602 20250714 ... 3148 3149 RB
132 132 RB2603 20250714 ... 3154 3151 RB
133 133 RB2604 20250714 ... 3152 3159 RB
134 134 RB2605 20250714 ... 3170 3171 RB
135 135 RB2606 20250714 ... 3177 3180 RB
136 136 WR2507 20250714 ... 3356 3356 WR
137 137 WR2508 20250714 ... 3212 3190 WR
138 138 WR2509 20250714 ... 3335 3265 WR
139 139 WR2510 20250714 ... 3421 3363 WR
140 140 WR2511 20250714 ... 3408 3350 WR
141 141 WR2512 20250714 ... 3420 3362 WR
142 142 WR2601 20250714 ... 3373 3350 WR
143 143 WR2602 20250714 ... 3396 3396 WR
144 144 WR2603 20250714 ... 3387 3387 WR
145 145 WR2604 20250714 ... 3392 3392 WR
146 146 WR2605 20250714 ... 3370 3370 WR
147 147 WR2606 20250714 ... 3400 3377 WR
148 148 HC2507 20250714 ... 3270 3240 HC
149 149 HC2508 20250714 ... 3269 3266 HC
150 150 HC2509 20250714 ... 3275 3280 HC
151 151 HC2510 20250714 ... 3269 3273 HC
152 152 HC2511 20250714 ... 3272 3278 HC
153 153 HC2512 20250714 ... 3279 3282 HC
154 154 HC2601 20250714 ... 3279 3285 HC
155 155 HC2602 20250714 ... 3277 3277 HC
156 156 HC2603 20250714 ... 3278 3286 HC
157 157 HC2604 20250714 ... 3283 3295 HC
158 158 HC2605 20250714 ... 3280 3286 HC
159 159 HC2606 20250714 ... 3284 3296 HC
160 160 SS2507 20250714 ... 12720 12720 SS
161 161 SS2508 20250714 ... 12685 12745 SS
162 162 SS2509 20250714 ... 12700 12720 SS
163 163 SS2510 20250714 ... 12750 12740 SS
164 164 SS2511 20250714 ... 12770 12770 SS
165 165 SS2512 20250714 ... 12810 12795 SS
166 166 SS2601 20250714 ... 12840 12850 SS
167 167 SS2602 20250714 ... 12900 12900 SS
168 168 SS2603 20250714 ... 12925 12905 SS
169 169 SS2604 20250714 ... 12960 12975 SS
170 170 SS2605 20250714 ... 13025 13000 SS
171 171 SS2606 20250714 ... 13050 13055 SS
172 172 SC2508 20250714 ... 523 514.1 SC
173 173 SC2509 20250714 ... 511.9 504.1 SC
174 174 SC2510 20250714 ... 504.9 497.4 SC
175 175 SC2511 20250714 ... 500 492.1 SC
176 176 SC2512 20250714 ... 496.6 488.3 SC
177 177 SC2601 20250714 ... 494 484.8 SC
178 178 SC2602 20250714 ... 491.9 481.2 SC
179 179 SC2603 20250714 ... 490.6 479.1 SC
180 180 SC2604 20250714 ... 489.6 477.2 SC
181 181 SC2605 20250714 ... 488.4 474.7 SC
182 182 SC2606 20250714 ... 487.1 474 SC
183 183 SC2607 20250714 ... 481.5 473.7 SC
184 184 SC2609 20250714 ... 478.4 469.5 SC
185 185 SC2612 20250714 ... 474.6 468.1 SC
186 186 SC2703 20250714 ... 470.4 468 SC
187 187 SC2706 20250714 ... 469.7 468.9 SC
188 188 SC2709 20250714 ... 469 464.6 SC
189 189 SC2712 20250714 ... 466.5 462.2 SC
190 190 SC2803 20250714 ... 467 461.6 SC
191 191 SC2806 20250714 ... 463 462.1 SC
192 192 LU2508 20250714 ... 3682 3647 LU
193 193 LU2509 20250714 ... 3679 3640 LU
194 194 LU2510 20250714 ... 3654 3611 LU
195 195 LU2511 20250714 ... 3633 3585 LU
196 196 LU2512 20250714 ... 3597 3562 LU
197 197 LU2601 20250714 ... 3572 3534 LU
198 198 LU2602 20250714 ... 3536 3514 LU
199 199 LU2603 20250714 ... 3524 3488 LU
200 200 LU2604 20250714 ... 3493 3460 LU
201 201 LU2605 20250714 ... 3501 3447 LU
202 202 LU2606 20250714 ... 3474 3424 LU
203 203 LU2607 20250714 ... 3470 3421 LU
204 204 FU2508 20250714 ... 2896 2873 FU
205 205 FU2509 20250714 ... 2919 2908 FU
206 206 FU2510 20250714 ... 2907 2898 FU
207 207 FU2511 20250714 ... 2889 2881 FU
208 208 FU2512 20250714 ... 2877 2861 FU
209 209 FU2601 20250714 ... 2870 2855 FU
210 210 FU2602 20250714 ... 2860 2845 FU
211 211 FU2603 20250714 ... 2844 2829 FU
212 212 FU2604 20250714 ... 2834 2821 FU
213 213 FU2605 20250714 ... 2817 2805 FU
214 214 FU2606 20250714 ... 2804 2788 FU
215 215 FU2607 20250714 ... 2790 2775 FU
216 216 BU2507 20250714 ... 3660 3700 BU
217 217 BU2508 20250714 ... 3662 3638 BU
218 218 BU2509 20250714 ... 3631 3607 BU
219 219 BU2510 20250714 ... 3577 3555 BU
220 220 BU2511 20250714 ... 3522 3498 BU
221 221 BU2512 20250714 ... 3452 3428 BU
222 222 BU2601 20250714 ... 3417 3392 BU
223 223 BU2602 20250714 ... 3404 3380 BU
224 224 BU2603 20250714 ... 3408 3368 BU
225 225 BU2604 20250714 ... 3392 3378 BU
226 226 BU2605 20250714 ... 3383 3357 BU
227 227 BU2606 20250714 ... 3376 3349 BU
228 228 BU2609 20250714 ... 3366 3326 BU
229 229 BU2612 20250714 ... 3301 3277 BU
230 230 BU2703 20250714 ... 3297 3269 BU
231 231 BU2706 20250714 ... 3295 3277 BU
232 232 BR2507 20250714 ... 11410 11750 BR
233 233 BR2508 20250714 ... 11585 11605 BR
234 234 BR2509 20250714 ... 11545 11585 BR
235 235 BR2510 20250714 ... 11520 11555 BR
236 236 BR2511 20250714 ... 11520 11530 BR
237 237 BR2512 20250714 ... 11525 11550 BR
238 238 BR2601 20250714 ... 11515 11530 BR
239 239 BR2602 20250714 ... 11480 11540 BR
240 240 BR2603 20250714 ... 11505 11540 BR
241 241 BR2604 20250714 ... 11525 11570 BR
242 242 BR2605 20250714 ... 11490 11525 BR
243 243 BR2606 20250714 ... 11455 11495 BR
244 244 RU2507 20250714 ... 14140 14140 RU
245 245 RU2508 20250714 ... 14300 14325 RU
246 246 RU2509 20250714 ... 14305 14385 RU
247 247 RU2510 20250714 ... 14320 14405 RU
248 248 RU2511 20250714 ... 14330 14380 RU
249 249 RU2601 20250714 ... 15170 15235 RU
250 250 RU2603 20250714 ... 15145 15210 RU
251 251 RU2604 20250714 ... 15190 15250 RU
252 252 RU2605 20250714 ... 15270 15295 RU
253 253 RU2606 20250714 ... 15315 15315 RU
254 254 NR2507 20250714 ... 12235 12315 NR
255 255 NR2508 20250714 ... 12275 12390 NR
256 256 NR2509 20250714 ... 12290 12410 NR
257 257 NR2510 20250714 ... 12295 12410 NR
258 258 NR2511 20250714 ... 12310 12415 NR
259 259 NR2512 20250714 ... 12330 12440 NR
260 260 NR2601 20250714 ... 12350 12445 NR
261 261 NR2602 20250714 ... 12395 12450 NR
262 262 NR2603 20250714 ... 12380 12450 NR
263 263 NR2604 20250714 ... 12435 12455 NR
264 264 NR2605 20250714 ... 12430 12520 NR
265 265 NR2606 20250714 ... 12510 12560 NR
266 266 SP2507 20250714 ... 5198 5188 SP
267 267 SP2508 20250714 ... 5208 5216 SP
268 268 SP2509 20250714 ... 5232 5228 SP
269 269 SP2510 20250714 ... 5226 5222 SP
270 270 SP2511 20250714 ... 5210 5216 SP
271 271 SP2512 20250714 ... 5190 5198 SP
272 272 SP2601 20250714 ... 5398 5410 SP
273 273 SP2602 20250714 ... 5330 5336 SP
274 274 SP2603 20250714 ... 5328 5340 SP
275 275 SP2604 20250714 ... 5314 5336 SP
276 276 SP2605 20250714 ... 5326 5336 SP
277 277 SP2606 20250714 ... 5318 5328 SP
278 278 EC2508 20250714 ... 2029.2 2016.6 EC
279 279 EC2510 20250714 ... 1434.9 1385.3 EC
280 280 EC2512 20250714 ... 1582 1542 EC
281 281 EC2602 20250714 ... 1380.9 1352.1 EC
282 282 EC2604 20250714 ... 1217.3 1193.9 EC
283 283 EC2606 20250714 ... 1374.5 1336.6 EC
284 285 SC_TAS2508 20250714 ... SC_TAS
285 286 SC_TAS2509 20250714 ... SC_TAS
286 287 SC_TAS2510 20250714 ... SC_TAS
287 288 SC_TAS2511 20250714 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:57:06,443 - future_1d - INFO - ak.get_shfe_daily('2025-07-14') done
2025-07-14 20:57:08,235 - future_1d - INFO - save future_daily 2025-07-14 add
2025-07-14 20:57:08,242 - future_1d - INFO - 0 1 2 3 4
symbol SC2508 SC2509 SC2510 SC2511 SC2512
date 2025-07-14 2025-07-14 2025-07-14 2025-07-14 2025-07-14
opencol 515.5 506.1 499.1 493.2 492.0
high 528.1 515.3 508.1 503.2 499.6
low 515.3 505.5 498.6 493.2 490.0
close 527.5 513.0 506.5 501.5 497.5
volume 118839.0 48322.0 7493.0 1143.0 674.0
open_interest 20909.0 24552.0 13094.0 3954.0 3778.0
turnover 6216092.51 2473716.47 378354.5 57154.31 33472.71
settle 523.0 511.9 504.9 500.0 496.6
pre_settle 514.1 504.1 497.4 492.1 488.3
variety SC SC SC SC SC
exchange INE INE INE INE INE
comd sc sc sc sc sc
contract sc2508 sc2509 sc2510 sc2511 sc2512
contract_yymm 2508 2509 2510 2511 2512
maturity_month 1 2 3 4 5
maturity_day 18 49 79 110 140