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]
2025-07-15 18:26:07,305 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
2025-07-15 18:26:09,033 - future_1d - INFO - save future_daily 2025-07-11 completed
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]
2025-07-15 18:26:18,650 - 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]
2025-07-15 18:26:18,919 - 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]
2025-07-15 18:26:19,118 - 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]
2025-07-15 18:26:19,401 - future_1d - INFO - ak.get_czce_daily('2025-07-14') done
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]
2025-07-15 18:26:19,469 - future_1d - INFO - ak.get_ine_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]
2025-07-15 18:26:19,567 - future_1d - INFO - ak.get_shfe_daily('2025-07-14') done
2025-07-15 18:26:21,295 - future_1d - INFO - save future_daily 2025-07-14 completed
symbol date open ... settle pre_settle variety
0 a2509 20250715 4132.00 ... 4143.00 4116.00 A
1 a2511 20250715 4060.00 ... 4063.00 4051.00 A
2 a2601 20250715 4041.00 ... 4053.00 4038.00 A
3 a2603 20250715 4038.00 ... 4043.00 4029.00 A
4 a2605 20250715 4073.00 ... 4075.00 4065.00 A
5 a2607 20250715 4104.00 ... 4089.00 4065.00 A
6 b2508 20250715 3580.00 ... 3571.00 3551.00 B
7 b2509 20250715 3643.00 ... 3635.00 3622.00 B
8 b2510 20250715 3676.00 ... 3681.00 3668.00 B
9 b2511 20250715 3676.00 ... 3682.00 3669.00 B
10 b2512 20250715 3699.00 ... 3696.00 3683.00 B
11 b2601 20250715 3685.00 ... 3679.00 3673.00 B
12 b2602 20250715 3655.00 ... 3651.00 3643.00 B
13 b2603 20250715 3561.00 ... 3558.00 3555.00 B
14 b2604 20250715 3460.00 ... 3456.00 3453.00 B
15 b2605 20250715 3381.00 ... 3379.00 3377.00 B
16 b2606 20250715 3374.00 ... 3373.00 3370.00 B
17 b2607 20250715 3370.00 ... 3370.00 3370.00 B
18 bb2509 20250715 148.55 ... 145.05 149.25 BB
19 bb2511 20250715 144.80 ... 145.35 146.95 BB
20 bb2601 20250715 149.75 ... 149.35 152.60 BB
21 bb2603 20250715 0.00 ... 156.00 159.35 BB
22 bb2605 20250715 0.00 ... 156.00 159.35 BB
23 bb2607 20250715 0.00 ... 156.00 159.35 BB
24 bz2603 20250715 6216.00 ... 6166.00 6209.00 BZ
25 bz2604 20250715 6209.00 ... 6135.00 6190.00 BZ
26 bz2605 20250715 6147.00 ... 6132.00 6200.00 BZ
27 bz2606 20250715 6169.00 ... 6141.00 6193.00 BZ
28 c2509 20250715 2304.00 ... 2301.00 2293.00 C
29 c2511 20250715 2273.00 ... 2270.00 2266.00 C
30 c2601 20250715 2240.00 ... 2237.00 2230.00 C
31 c2603 20250715 2241.00 ... 2241.00 2233.00 C
32 c2605 20250715 2272.00 ... 2274.00 2264.00 C
33 c2607 20250715 2290.00 ... 2286.00 2264.00 C
34 cs2509 20250715 2651.00 ... 2646.00 2646.00 CS
35 cs2511 20250715 2609.00 ... 2605.00 2608.00 CS
36 cs2601 20250715 2610.00 ... 2608.00 2607.00 CS
37 cs2603 20250715 2599.00 ... 2597.00 2592.00 CS
38 cs2605 20250715 2642.00 ... 2641.00 2632.00 CS
39 cs2607 20250715 2646.00 ... 2646.00 2632.00 CS
40 eb2507 20250715 6970.00 ... 7253.00 7414.00 EB
41 eb2508 20250715 7481.00 ... 7395.00 7467.00 EB
42 eb2509 20250715 7370.00 ... 7290.00 7359.00 EB
43 eb2510 20250715 7298.00 ... 7205.00 7275.00 EB
44 eb2511 20250715 7226.00 ... 7138.00 7204.00 EB
45 eb2512 20250715 7181.00 ... 7110.00 7167.00 EB
46 eb2601 20250715 7167.00 ... 7110.00 7166.00 EB
47 eb2602 20250715 7205.00 ... 7139.00 7185.00 EB
48 eb2603 20250715 7220.00 ... 7137.00 7207.00 EB
49 eb2604 20250715 7166.00 ... 7140.00 7205.00 EB
50 eb2605 20250715 7196.00 ... 7150.00 7190.00 EB
51 eb2606 20250715 7173.00 ... 7140.00 7178.00 EB
52 eg2507 20250715 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250715 4335.00 ... 4305.00 4312.00 EG
54 eg2509 20250715 4365.00 ... 4338.00 4331.00 EG
55 eg2510 20250715 4363.00 ... 4343.00 4343.00 EG
56 eg2511 20250715 4364.00 ... 4352.00 4362.00 EG
57 eg2512 20250715 4365.00 ... 4353.00 4355.00 EG
58 eg2601 20250715 4377.00 ... 4348.00 4356.00 EG
59 eg2602 20250715 4361.00 ... 4356.00 4354.00 EG
60 eg2603 20250715 4355.00 ... 4353.00 4354.00 EG
61 eg2604 20250715 4362.00 ... 4363.00 4376.00 EG
62 eg2605 20250715 4394.00 ... 4371.00 4368.00 EG
63 eg2606 20250715 4376.00 ... 4376.00 4373.00 EG
64 fb2508 20250715 0.00 ... 1355.50 1350.50 FB
65 fb2509 20250715 1310.00 ... 1312.00 1317.00 FB
66 fb2510 20250715 1325.00 ... 1321.50 1326.00 FB
67 fb2511 20250715 1329.50 ... 1324.50 1328.00 FB
68 fb2512 20250715 1327.50 ... 1325.00 1327.50 FB
69 fb2601 20250715 1322.00 ... 1322.00 1318.50 FB
70 fb2602 20250715 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250715 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250715 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250715 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250715 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250715 0.00 ... 1297.00 1297.00 FB
76 i2508 20250715 769.50 ... 768.00 768.00 I
77 i2509 20250715 766.50 ... 765.00 766.00 I
78 i2510 20250715 759.50 ... 759.00 760.00 I
79 i2511 20250715 752.50 ... 751.50 752.50 I
80 i2512 20250715 745.00 ... 745.50 746.50 I
81 i2601 20250715 737.00 ... 736.50 737.00 I
82 i2602 20250715 733.50 ... 734.00 734.00 I
83 i2603 20250715 730.00 ... 730.00 730.50 I
84 i2604 20250715 725.50 ... 726.50 725.50 I
85 i2605 20250715 717.00 ... 716.50 717.00 I
86 i2606 20250715 710.50 ... 711.50 710.50 I
87 i2607 20250715 707.00 ... 707.00 710.50 I
88 j2508 20250715 1483.50 ... 1483.50 1491.50 J
89 j2509 20250715 1520.00 ... 1516.50 1527.00 J
90 j2510 20250715 1521.50 ... 1530.00 1537.00 J
91 j2511 20250715 1546.00 ... 1545.00 1542.50 J
92 j2512 20250715 1560.00 ... 1552.50 1554.50 J
93 j2601 20250715 1571.00 ... 1561.00 1559.50 J
94 j2602 20250715 1570.00 ... 1572.00 1578.00 J
95 j2603 20250715 0.00 ... 1589.00 1589.00 J
96 j2604 20250715 1584.50 ... 1584.50 1563.00 J
97 j2605 20250715 1591.50 ... 1600.00 1590.50 J
98 j2606 20250715 0.00 ... 1591.50 1591.50 J
99 j2607 20250715 0.00 ... 1591.50 1591.50 J
100 jd2507 20250715 2701.00 ... 2780.00 2842.00 JD
101 jd2508 20250715 3466.00 ... 3451.00 3456.00 JD
102 jd2509 20250715 3603.00 ... 3611.00 3597.00 JD
103 jd2510 20250715 3398.00 ... 3409.00 3394.00 JD
104 jd2511 20250715 3410.00 ... 3418.00 3402.00 JD
105 jd2512 20250715 3563.00 ... 3565.00 3563.00 JD
106 jd2601 20250715 3614.00 ... 3615.00 3612.00 JD
107 jd2602 20250715 3188.00 ... 3189.00 3190.00 JD
108 jd2603 20250715 3197.00 ... 3192.00 3197.00 JD
109 jd2604 20250715 3336.00 ... 3335.00 3337.00 JD
110 jd2605 20250715 3415.00 ... 3411.00 3413.00 JD
111 jd2606 20250715 3277.00 ... 3264.00 3271.00 JD
112 jm2508 20250715 865.00 ... 857.50 861.00 JM
113 jm2509 20250715 919.00 ... 910.50 915.00 JM
114 jm2510 20250715 930.00 ... 925.00 926.00 JM
115 jm2511 20250715 939.00 ... 938.50 935.50 JM
116 jm2512 20250715 949.00 ... 950.00 943.00 JM
117 jm2601 20250715 963.50 ... 959.50 948.50 JM
118 jm2602 20250715 961.00 ... 968.00 953.50 JM
119 jm2603 20250715 964.00 ... 969.50 952.50 JM
120 jm2604 20250715 970.50 ... 973.00 957.00 JM
121 jm2605 20250715 975.00 ... 979.50 964.00 JM
122 jm2606 20250715 987.00 ... 990.50 973.00 JM
123 jm2607 20250715 1010.50 ... 997.50 973.00 JM
124 l2508 20250715 7271.00 ... 7217.00 7267.00 L
125 l2509 20250715 7285.00 ... 7243.00 7284.00 L
126 l2510 20250715 7289.00 ... 7246.00 7288.00 L
127 l2511 20250715 7288.00 ... 7256.00 7289.00 L
128 l2512 20250715 7289.00 ... 7258.00 7287.00 L
129 l2601 20250715 7288.00 ... 7259.00 7284.00 L
130 l2602 20250715 7268.00 ... 7252.00 7264.00 L
131 l2603 20250715 0.00 ... 7262.00 7262.00 L
132 l2604 20250715 7286.00 ... 7277.00 7292.00 L
133 l2605 20250715 7258.00 ... 7239.00 7249.00 L
134 l2606 20250715 7233.00 ... 7230.00 7239.00 L
135 l2607 20250715 7326.00 ... 7274.00 7239.00 L
136 lg2507 20250715 800.00 ... 802.00 801.50 LG
137 lg2509 20250715 786.50 ... 789.50 787.00 LG
138 lg2511 20250715 789.00 ... 790.00 786.00 LG
139 lg2601 20250715 793.00 ... 793.50 790.50 LG
140 lg2603 20250715 792.50 ... 795.00 792.00 LG
141 lg2605 20250715 800.00 ... 803.00 799.50 LG
142 lh2507 20250715 0.00 ... 14000.00 14000.00 LH
143 lh2509 20250715 14255.00 ... 14280.00 14245.00 LH
144 lh2511 20250715 13630.00 ... 13625.00 13595.00 LH
145 lh2601 20250715 13700.00 ... 13770.00 13700.00 LH
146 lh2603 20250715 12975.00 ... 12975.00 12970.00 LH
147 lh2605 20250715 13160.00 ... 13170.00 13165.00 LH
148 m2508 20250715 2976.00 ... 2967.00 2958.00 M
149 m2509 20250715 2995.00 ... 2986.00 2977.00 M
150 m2511 20250715 3035.00 ... 3024.00 3015.00 M
151 m2512 20250715 3053.00 ... 3046.00 3038.00 M
152 m2601 20250715 3028.00 ... 3019.00 3011.00 M
153 m2603 20250715 2881.00 ... 2870.00 2873.00 M
154 m2605 20250715 2705.00 ... 2702.00 2700.00 M
155 m2607 20250715 2730.00 ... 2704.00 2700.00 M
156 p2508 20250715 8796.00 ... 8768.00 8726.00 P
157 p2509 20250715 8760.00 ... 8754.00 8702.00 P
158 p2510 20250715 8748.00 ... 8732.00 8694.00 P
159 p2511 20250715 8738.00 ... 8724.00 8680.00 P
160 p2512 20250715 8754.00 ... 8732.00 8670.00 P
161 p2601 20250715 8732.00 ... 8720.00 8672.00 P
162 p2602 20250715 8700.00 ... 8692.00 8632.00 P
163 p2603 20250715 8668.00 ... 8642.00 8604.00 P
164 p2604 20250715 8592.00 ... 8586.00 8546.00 P
165 p2605 20250715 8518.00 ... 8500.00 8470.00 P
166 p2606 20250715 8486.00 ... 8452.00 8420.00 P
167 p2607 20250715 0.00 ... 8420.00 8420.00 P
168 pg2507 20250715 4150.00 ... 4150.00 4179.00 PG
169 pg2508 20250715 4203.00 ... 4160.00 4182.00 PG
170 pg2509 20250715 4100.00 ... 4059.00 4090.00 PG
171 pg2510 20250715 4532.00 ... 4478.00 4518.00 PG
172 pg2511 20250715 4448.00 ... 4396.00 4433.00 PG
173 pg2512 20250715 4373.00 ... 4329.00 4354.00 PG
174 pg2601 20250715 4292.00 ... 4235.00 4275.00 PG
175 pg2602 20250715 4173.00 ... 4155.00 4173.00 PG
176 pg2603 20250715 4134.00 ... 4064.00 4108.00 PG
177 pg2604 20250715 4347.00 ... 4348.00 4386.00 PG
178 pg2605 20250715 4276.00 ... 4250.00 4295.00 PG
179 pg2606 20250715 0.00 ... 4218.00 4218.00 PG
180 pp2508 20250715 7055.00 ... 7009.00 7051.00 PP
181 pp2509 20250715 7080.00 ... 7036.00 7065.00 PP
182 pp2510 20250715 7048.00 ... 7018.00 7045.00 PP
183 pp2511 20250715 7054.00 ... 7023.00 7050.00 PP
184 pp2512 20250715 7061.00 ... 7032.00 7054.00 PP
185 pp2601 20250715 7072.00 ... 7040.00 7058.00 PP
186 pp2602 20250715 7020.00 ... 7005.00 7032.00 PP
187 pp2603 20250715 0.00 ... 7048.00 7048.00 PP
188 pp2604 20250715 7068.00 ... 7051.00 7038.00 PP
189 pp2605 20250715 7066.00 ... 7035.00 7051.00 PP
190 pp2606 20250715 7015.00 ... 7006.00 7033.00 PP
191 pp2607 20250715 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250715 3585.00 ... 3583.00 3582.00 RR
193 rr2509 20250715 3599.00 ... 3605.00 3603.00 RR
194 rr2510 20250715 3612.00 ... 3614.00 3612.00 RR
195 rr2511 20250715 3610.00 ... 3611.00 3608.00 RR
196 rr2512 20250715 3606.00 ... 3606.00 3603.00 RR
197 rr2601 20250715 3612.00 ... 3610.00 3604.00 RR
198 rr2602 20250715 0.00 ... 3615.00 3615.00 RR
199 rr2603 20250715 0.00 ... 3617.00 3617.00 RR
200 rr2604 20250715 3621.00 ... 3621.00 3623.00 RR
201 rr2605 20250715 3619.00 ... 3619.00 3612.00 RR
202 rr2606 20250715 3620.00 ... 3615.00 3618.00 RR
203 rr2607 20250715 0.00 ... 3618.00 3618.00 RR
204 v2508 20250715 4971.00 ... 4949.00 4946.00 V
205 v2509 20250715 5010.00 ... 4991.00 4985.00 V
206 v2510 20250715 5040.00 ... 5017.00 5018.00 V
207 v2511 20250715 5068.00 ... 5048.00 5047.00 V
208 v2512 20250715 5085.00 ... 5069.00 5076.00 V
209 v2601 20250715 5131.00 ... 5098.00 5098.00 V
210 v2602 20250715 5150.00 ... 5109.00 5121.00 V
211 v2603 20250715 5157.00 ... 5135.00 5147.00 V
212 v2604 20250715 5293.00 ... 5283.00 5285.00 V
213 v2605 20250715 5307.00 ... 5287.00 5299.00 V
214 v2606 20250715 5286.00 ... 5276.00 5305.00 V
215 v2607 20250715 5356.00 ... 5345.00 5305.00 V
216 y2508 20250715 8010.00 ... 8016.00 7994.00 Y
217 y2509 20250715 8010.00 ... 8012.00 7988.00 Y
218 y2511 20250715 8000.00 ... 8010.00 7994.00 Y
219 y2512 20250715 8040.00 ... 8030.00 8028.00 Y
220 y2601 20250715 7972.00 ... 7964.00 7960.00 Y
221 y2603 20250715 7866.00 ... 7860.00 7878.00 Y
222 y2605 20250715 7640.00 ... 7636.00 7652.00 Y
223 y2607 20250715 7432.00 ... 7584.00 7652.00 Y
[224 rows x 12 columns]
2025-07-15 18:26:25,318 - future_1d - INFO - ak.get_dce_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 PS2508 20250715 41500.0 ... 42310.0 41320.0 PS
1 PS2509 20250715 41220.0 ... 41995.0 40990.0 PS
2 PS2510 20250715 40700.0 ... 41520.0 40510.0 PS
3 PS2511 20250715 39850.0 ... 40785.0 39830.0 PS
4 PS2512 20250715 42100.0 ... 42915.0 41945.0 PS
5 PS2601 20250715 41950.0 ... 42780.0 41795.0 PS
6 PS2602 20250715 41865.0 ... 42750.0 41935.0 PS
7 PS2603 20250715 41765.0 ... 42700.0 41725.0 PS
8 PS2604 20250715 41690.0 ... 42630.0 41510.0 PS
9 PS2605 20250715 41350.0 ... 42625.0 41425.0 PS
10 PS2606 20250715 42995.0 ... 43460.0 42575.0 PS
11 PS2607 20250715 42970.0 ... 43325.0 42575.0 PS
13 SI2508 20250715 8610.0 ... 8760.0 8550.0 SI
14 SI2509 20250715 8645.0 ... 8765.0 8545.0 SI
15 SI2510 20250715 8690.0 ... 8725.0 8515.0 SI
16 SI2511 20250715 8565.0 ... 8670.0 8455.0 SI
17 SI2512 20250715 8850.0 ... 8950.0 8795.0 SI
18 SI2601 20250715 8815.0 ... 8890.0 8715.0 SI
19 SI2602 20250715 8775.0 ... 8865.0 8725.0 SI
20 SI2603 20250715 8765.0 ... 8885.0 8720.0 SI
21 SI2604 20250715 8755.0 ... 8850.0 8665.0 SI
22 SI2605 20250715 8760.0 ... 8840.0 8670.0 SI
23 SI2606 20250715 8700.0 ... 8845.0 8675.0 SI
24 SI2607 20250715 8735.0 ... 8825.0 8675.0 SI
27 LC2508 20250715 66500.0 ... 66360.0 66800.0 LC
28 LC2509 20250715 66140.0 ... 66160.0 66520.0 LC
29 LC2510 20250715 66240.0 ... 65920.0 66240.0 LC
30 LC2511 20250715 65860.0 ... 65720.0 65960.0 LC
31 LC2512 20250715 66900.0 ... 66100.0 66360.0 LC
32 LC2601 20250715 66260.0 ... 66000.0 66260.0 LC
33 LC2602 20250715 66100.0 ... 66080.0 66320.0 LC
34 LC2603 20250715 66340.0 ... 66020.0 66440.0 LC
35 LC2604 20250715 66340.0 ... 66620.0 66800.0 LC
36 LC2605 20250715 66380.0 ... 66620.0 66880.0 LC
37 LC2606 20250715 66960.0 ... 66600.0 66820.0 LC
38 LC2607 20250715 66600.0 ... 66580.0 66820.0 LC
[36 rows x 12 columns]
2025-07-15 18:26:25,459 - future_1d - INFO - ak.get_gfex_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 IC2507 20250715 6000.000 ... 6004.000 6015.600 IC
1 IC2508 20250715 5953.600 ... 5947.400 5961.600 IC
2 IC2509 20250715 5900.400 ... 5892.800 5908.600 IC
3 IC2512 20250715 5778.200 ... 5769.800 5783.400 IC
4 IF2507 20250715 4010.200 ... 4009.800 4014.400 IF
5 IF2508 20250715 3998.200 ... 3994.400 4000.600 IF
6 IF2509 20250715 3991.000 ... 3981.400 3990.200 IF
7 IF2512 20250715 3958.600 ... 3948.000 3958.400 IF
8 IH2507 20250715 2751.400 ... 2740.200 2756.200 IH
9 IH2508 20250715 2749.400 ... 2737.000 2753.200 IH
10 IH2509 20250715 2749.800 ... 2735.800 2751.800 IH
11 IH2512 20250715 2752.000 ... 2737.000 2753.400 IH
12 IM2507 20250715 6437.800 ... 6418.400 6450.600 IM
13 IM2508 20250715 6375.000 ... 6348.400 6382.000 IM
14 IM2509 20250715 6298.000 ... 6274.800 6312.000 IM
15 IM2512 20250715 6119.800 ... 6096.200 6130.600 IM
16 T2509 20250715 108.790 ... 108.885 108.695 T
17 T2512 20250715 108.845 ... 108.920 108.735 T
18 T2603 20250715 108.810 ... 108.900 108.710 T
19 TF2509 20250715 105.975 ... 106.015 105.885 TF
20 TF2512 20250715 106.085 ... 106.080 105.980 TF
21 TF2603 20250715 106.155 ... 106.120 106.015 TF
22 TL2509 20250715 120.510 ... 120.770 120.200 TL
23 TL2512 20250715 120.320 ... 120.590 120.040 TL
24 TL2603 20250715 120.100 ... 120.360 119.790 TL
25 TS2509 20250715 102.396 ... 102.414 102.378 TS
26 TS2512 20250715 102.480 ... 102.498 102.472 TS
27 TS2603 20250715 102.590 ... 102.600 102.586 TS
[28 rows x 12 columns]
2025-07-15 18:26:25,639 - future_1d - INFO - ak.get_cffex_daily('2025-07-15') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250715 7840.0 7868.0 ... 321976.90 7846.0 7804.0 AP
1 AP511 20250715 7651.0 7685.0 ... 1157.70 7667.0 7630.0 AP
2 AP512 20250715 7688.0 7696.0 ... 84.58 7689.0 7652.0 AP
3 AP601 20250715 7700.0 7717.0 ... 10460.88 7697.0 7667.0 AP
4 AP603 20250715 7658.0 7658.0 ... 61.23 7654.0 7612.0 AP
5 AP604 20250715 7685.0 7698.0 ... 38.46 7693.0 7693.0 AP
6 AP605 20250715 7750.0 7750.0 ... 147.16 7745.0 7724.0 AP
7 CF509 20250715 13880.0 13895.0 ... 1434002.48 13830.0 13900.0 CF
8 CF511 20250715 13770.0 13780.0 ... 193985.38 13720.0 13770.0 CF
9 CF601 20250715 13815.0 13840.0 ... 410497.58 13785.0 13825.0 CF
10 CF603 20250715 13740.0 13790.0 ... 2575.65 13735.0 13785.0 CF
11 CF605 20250715 13795.0 13800.0 ... 12883.66 13750.0 13800.0 CF
12 CF607 20250715 13730.0 13800.0 ... 89.51 13770.0 13800.0 CF
13 CJ509 20250715 9435.0 9445.0 ... 142098.53 9325.0 9450.0 CJ
14 CJ512 20250715 10295.0 10300.0 ... 13507.62 10170.0 10295.0 CJ
15 CJ601 20250715 10450.0 10450.0 ... 870641.35 10290.0 10420.0 CJ
16 CJ603 20250715 10485.0 10515.0 ... 15089.09 10365.0 10500.0 CJ
17 CJ605 20250715 10775.0 10775.0 ... 86060.47 10555.0 10690.0 CJ
18 CJ607 20250715 10915.0 10915.0 ... 1302.19 10630.0 10690.0 CJ
19 CY508 20250715 0.0 0.0 ... 0.00 19700.0 19700.0 CY
20 CY509 20250715 20140.0 20150.0 ... 70950.00 20050.0 20125.0 CY
21 CY510 20250715 0.0 0.0 ... 0.00 19670.0 19745.0 CY
22 CY511 20250715 20060.0 20060.0 ... 10.03 20060.0 20065.0 CY
23 CY512 20250715 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250715 20040.0 20090.0 ... 210.45 20045.0 20100.0 CY
25 CY602 20250715 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250715 0.0 0.0 ... 0.00 20215.0 20215.0 CY
27 CY604 20250715 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250715 0.0 0.0 ... 0.00 20015.0 20015.0 CY
29 CY606 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
31 FG508 20250715 1106.0 1112.0 ... 32055.08 1093.0 1099.0 FG
32 FG509 20250715 1098.0 1105.0 ... 4865537.19 1082.0 1087.0 FG
33 FG510 20250715 1153.0 1158.0 ... 43248.03 1137.0 1139.0 FG
34 FG511 20250715 1138.0 1145.0 ... 47238.88 1123.0 1123.0 FG
35 FG512 20250715 1206.0 1209.0 ... 19226.06 1188.0 1186.0 FG
36 FG601 20250715 1195.0 1199.0 ... 631092.34 1176.0 1175.0 FG
37 FG602 20250715 1234.0 1235.0 ... 1455.01 1215.0 1212.0 FG
38 FG603 20250715 1225.0 1231.0 ... 1562.85 1212.0 1208.0 FG
39 FG604 20250715 1259.0 1263.0 ... 899.91 1250.0 1244.0 FG
40 FG605 20250715 1253.0 1260.0 ... 12490.17 1246.0 1240.0 FG
41 FG606 20250715 1274.0 1275.0 ... 619.58 1264.0 1256.0 FG
42 FG607 20250715 1269.0 1270.0 ... 128.97 1264.0 1256.0 FG
43 JR509 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250715 2394.0 2409.0 ... 7875.85 2383.0 2383.0 MA
53 MA509 20250715 2405.0 2411.0 ... 1404786.63 2392.0 2387.0 MA
54 MA510 20250715 2420.0 2431.0 ... 47530.08 2413.0 2407.0 MA
55 MA511 20250715 2437.0 2447.0 ... 46713.92 2427.0 2423.0 MA
56 MA512 20250715 2463.0 2467.0 ... 19305.49 2449.0 2449.0 MA
57 MA601 20250715 2470.0 2472.0 ... 150068.75 2457.0 2454.0 MA
58 MA602 20250715 2438.0 2456.0 ... 741.88 2440.0 2438.0 MA
59 MA603 20250715 2434.0 2448.0 ... 642.60 2434.0 2429.0 MA
60 MA604 20250715 2411.0 2423.0 ... 9.67 2417.0 2406.0 MA
61 MA605 20250715 2388.0 2395.0 ... 2308.96 2380.0 2379.0 MA
62 MA606 20250715 2393.0 2398.0 ... 128.96 2388.0 2383.0 MA
63 MA607 20250715 0.0 0.0 ... 0.00 2383.0 2383.0 MA
64 OI509 20250715 9436.0 9502.0 ... 2964337.43 9441.0 9413.0 OI
65 OI511 20250715 9406.0 9484.0 ... 197120.41 9421.0 9399.0 OI
66 OI601 20250715 9360.0 9429.0 ... 511897.74 9363.0 9342.0 OI
67 OI603 20250715 9284.0 9360.0 ... 2921.40 9304.0 9284.0 OI
68 OI605 20250715 9228.0 9270.0 ... 6571.65 9230.0 9212.0 OI
69 OI607 20250715 0.0 0.0 ... 0.00 9204.0 9212.0 OI
70 PF508 20250715 6582.0 6594.0 ... 180248.63 6524.0 6540.0 PF
71 PF509 20250715 6452.0 6458.0 ... 398691.20 6390.0 6412.0 PF
72 PF510 20250715 6474.0 6484.0 ... 115219.87 6418.0 6436.0 PF
73 PF511 20250715 6446.0 6450.0 ... 63950.79 6382.0 6392.0 PF
74 PF512 20250715 6422.0 6424.0 ... 14261.68 6358.0 6374.0 PF
75 PF601 20250715 6420.0 6422.0 ... 2624.37 6370.0 6382.0 PF
76 PF602 20250715 6380.0 6380.0 ... 3.19 6380.0 6368.0 PF
77 PF603 20250715 6422.0 6422.0 ... 3.21 6422.0 6420.0 PF
78 PF604 20250715 0.0 0.0 ... 0.00 6384.0 6438.0 PF
79 PF605 20250715 6382.0 6382.0 ... 3.19 6382.0 6398.0 PF
80 PF606 20250715 0.0 0.0 ... 0.00 6390.0 6440.0 PF
81 PF607 20250715 0.0 0.0 ... 0.00 6440.0 6440.0 PF
82 PK510 20250715 8190.0 8220.0 ... 223685.35 8182.0 8256.0 PK
83 PK511 20250715 8022.0 8070.0 ... 94754.35 8030.0 8084.0 PK
84 PK512 20250715 7962.0 8016.0 ... 974.81 7990.0 8024.0 PK
85 PK601 20250715 7998.0 8018.0 ... 6959.30 7996.0 8028.0 PK
86 PK603 20250715 7974.0 7992.0 ... 35.92 7984.0 7994.0 PK
87 PK604 20250715 7984.0 8004.0 ... 31.98 7996.0 8000.0 PK
88 PK605 20250715 7956.0 7994.0 ... 446.84 7980.0 7994.0 PK
89 PM509 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250715 5946.0 5962.0 ... 7694.40 5904.0 5920.0 PR
96 PR509 20250715 5932.0 5944.0 ... 361130.95 5890.0 5902.0 PR
97 PR510 20250715 5942.0 5966.0 ... 152134.09 5898.0 5914.0 PR
98 PR511 20250715 5942.0 5952.0 ... 45815.42 5888.0 5900.0 PR
99 PR512 20250715 5908.0 5908.0 ... 70.63 5886.0 5866.0 PR
100 PR601 20250715 5932.0 5940.0 ... 548.20 5896.0 5900.0 PR
101 PR602 20250715 5964.0 6002.0 ... 53.60 5956.0 5944.0 PR
102 PR603 20250715 6008.0 6008.0 ... 107.34 5964.0 5950.0 PR
103 PR604 20250715 5974.0 6010.0 ... 80.56 5968.0 5966.0 PR
104 PR605 20250715 5970.0 5970.0 ... 187.18 5942.0 5946.0 PR
105 PR606 20250715 0.0 0.0 ... 0.00 5922.0 5926.0 PR
106 PR607 20250715 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250715 6868.0 6878.0 ... 744.95 6804.0 6832.0 PX
108 PX509 20250715 6782.0 6810.0 ... 720833.82 6716.0 6748.0 PX
109 PX510 20250715 6782.0 6790.0 ... 94086.66 6688.0 6732.0 PX
110 PX511 20250715 6752.0 6762.0 ... 174093.45 6652.0 6702.0 PX
111 PX512 20250715 6730.0 6740.0 ... 33350.52 6640.0 6692.0 PX
112 PX601 20250715 6692.0 6706.0 ... 51549.43 6618.0 6664.0 PX
113 PX602 20250715 6682.0 6682.0 ... 23.24 6640.0 6648.0 PX
114 PX603 20250715 0.0 0.0 ... 0.00 6600.0 6656.0 PX
115 PX604 20250715 6560.0 6560.0 ... 3.28 6560.0 6642.0 PX
116 PX605 20250715 6648.0 6648.0 ... 52.56 6572.0 6624.0 PX
117 PX606 20250715 6578.0 6578.0 ... 9.85 6568.0 6614.0 PX
118 PX607 20250715 0.0 0.0 ... 0.00 6614.0 6614.0 PX
119 RI509 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250715 2655.0 2674.0 ... 12737.63 2656.0 2632.0 RM
126 RM509 20250715 2659.0 2677.0 ... 995355.84 2657.0 2637.0 RM
127 RM511 20250715 2432.0 2441.0 ... 7111.42 2430.0 2420.0 RM
128 RM601 20250715 2304.0 2314.0 ... 233973.44 2308.0 2300.0 RM
129 RM603 20250715 2290.0 2293.0 ... 14994.75 2287.0 2284.0 RM
130 RM605 20250715 2307.0 2309.0 ... 26382.40 2303.0 2299.0 RM
131 RM607 20250715 2408.0 2408.0 ... 1723.61 2301.0 2299.0 RM
132 RS508 20250715 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250715 5099.0 5107.0 ... 259.35 5085.0 5075.0 RS
134 RS511 20250715 5133.0 5135.0 ... 178.94 5113.0 5116.0 RS
135 RS607 20250715 5276.0 5276.0 ... 15.53 5176.0 5116.0 RS
136 SA508 20250715 1228.0 1236.0 ... 23329.24 1215.0 1213.0 SA
137 SA509 20250715 1240.0 1247.0 ... 5498384.72 1226.0 1222.0 SA
138 SA510 20250715 1256.0 1260.0 ... 229003.35 1244.0 1232.0 SA
139 SA511 20250715 1252.0 1263.0 ... 288032.63 1248.0 1235.0 SA
140 SA512 20250715 1278.0 1294.0 ... 104737.63 1275.0 1263.0 SA
141 SA601 20250715 1287.0 1298.0 ... 1466387.36 1276.0 1267.0 SA
142 SA602 20250715 1290.0 1305.0 ... 12730.25 1287.0 1282.0 SA
143 SA603 20250715 1295.0 1306.0 ... 7140.74 1293.0 1276.0 SA
144 SA604 20250715 1310.0 1324.0 ... 3699.05 1313.0 1295.0 SA
145 SA605 20250715 1311.0 1325.0 ... 39976.56 1311.0 1293.0 SA
146 SA606 20250715 1320.0 1334.0 ... 2357.51 1323.0 1302.0 SA
147 SA607 20250715 1320.0 1330.0 ... 422.79 1321.0 1302.0 SA
148 SF508 20250715 5456.0 5520.0 ... 12299.13 5492.0 5462.0 SF
149 SF509 20250715 5474.0 5536.0 ... 460647.98 5502.0 5476.0 SF
150 SF510 20250715 5446.0 5502.0 ... 87462.44 5470.0 5446.0 SF
151 SF511 20250715 5596.0 5652.0 ... 136004.43 5618.0 5596.0 SF
152 SF512 20250715 5580.0 5626.0 ... 21948.86 5594.0 5574.0 SF
153 SF601 20250715 5556.0 5600.0 ... 15212.24 5570.0 5548.0 SF
154 SF602 20250715 5496.0 5538.0 ... 288.95 5504.0 5488.0 SF
155 SF603 20250715 0.0 0.0 ... 0.00 5628.0 5628.0 SF
156 SF604 20250715 5646.0 5646.0 ... 14.03 5612.0 5606.0 SF
157 SF605 20250715 5636.0 5654.0 ... 298.81 5638.0 5598.0 SF
158 SF606 20250715 5558.0 5600.0 ... 19.54 5584.0 5540.0 SF
159 SF607 20250715 0.0 0.0 ... 0.00 5540.0 5540.0 SF
160 SH508 20250715 2493.0 2513.0 ... 61909.38 2492.0 2508.0 SH
161 SH509 20250715 2521.0 2534.0 ... 3164708.93 2519.0 2527.0 SH
162 SH510 20250715 2547.0 2561.0 ... 339387.83 2543.0 2546.0 SH
163 SH511 20250715 2530.0 2542.0 ... 224938.38 2523.0 2527.0 SH
164 SH512 20250715 2530.0 2541.0 ... 62422.61 2526.0 2533.0 SH
165 SH601 20250715 2504.0 2516.0 ... 70259.68 2501.0 2504.0 SH
166 SH602 20250715 2519.0 2525.0 ... 166.17 2518.0 2525.0 SH
167 SH603 20250715 2516.0 2533.0 ... 264.77 2522.0 2528.0 SH
168 SH604 20250715 2552.0 2574.0 ... 107.48 2559.0 2569.0 SH
169 SH605 20250715 2552.0 2571.0 ... 1104.41 2556.0 2565.0 SH
170 SH606 20250715 2579.0 2579.0 ... 7.74 2579.0 2574.0 SH
171 SH607 20250715 0.0 0.0 ... 0.00 2574.0 2574.0 SH
172 SM508 20250715 5772.0 5826.0 ... 14416.76 5778.0 5742.0 SM
173 SM509 20250715 5776.0 5840.0 ... 712266.88 5798.0 5764.0 SM
174 SM510 20250715 5764.0 5830.0 ... 90239.67 5780.0 5750.0 SM
175 SM511 20250715 5824.0 5884.0 ... 106627.00 5844.0 5822.0 SM
176 SM512 20250715 5812.0 5878.0 ... 21407.35 5840.0 5812.0 SM
177 SM601 20250715 5818.0 5874.0 ... 56881.09 5832.0 5802.0 SM
178 SM602 20250715 5854.0 5860.0 ... 116.74 5838.0 5808.0 SM
179 SM603 20250715 5850.0 5872.0 ... 81.83 5846.0 5820.0 SM
180 SM604 20250715 5858.0 5878.0 ... 67.25 5848.0 5834.0 SM
181 SM605 20250715 5850.0 5886.0 ... 1418.38 5850.0 5828.0 SM
182 SM606 20250715 5882.0 5882.0 ... 17.59 5864.0 5846.0 SM
183 SM607 20250715 0.0 0.0 ... 0.00 5846.0 5846.0 SM
184 SR509 20250715 5811.0 5818.0 ... 830963.61 5802.0 5825.0 SR
185 SR511 20250715 5685.0 5699.0 ... 115072.93 5688.0 5697.0 SR
186 SR601 20250715 5636.0 5639.0 ... 111987.19 5629.0 5641.0 SR
187 SR603 20250715 5600.0 5610.0 ... 2172.66 5600.0 5608.0 SR
188 SR605 20250715 5578.0 5587.0 ... 5734.31 5578.0 5585.0 SR
189 SR607 20250715 5567.0 5582.0 ... 390.33 5576.0 5585.0 SR
190 TA508 20250715 4750.0 4764.0 ... 26814.14 4722.0 4732.0 TA
191 TA509 20250715 4750.0 4762.0 ... 2382851.13 4708.0 4726.0 TA
192 TA510 20250715 4730.0 4740.0 ... 62123.44 4684.0 4710.0 TA
193 TA511 20250715 4734.0 4738.0 ... 69702.96 4672.0 4702.0 TA
194 TA512 20250715 4720.0 4726.0 ... 20181.55 4668.0 4696.0 TA
195 TA601 20250715 4712.0 4718.0 ... 385833.38 4668.0 4692.0 TA
196 TA602 20250715 4688.0 4692.0 ... 118.65 4654.0 4700.0 TA
197 TA603 20250715 4706.0 4706.0 ... 25.74 4680.0 4710.0 TA
198 TA604 20250715 4696.0 4700.0 ... 37.38 4674.0 4706.0 TA
199 TA605 20250715 4726.0 4734.0 ... 4303.99 4684.0 4710.0 TA
200 TA606 20250715 4736.0 4736.0 ... 16.43 4694.0 4708.0 TA
201 TA607 20250715 4738.0 4738.0 ... 11.74 4696.0 4708.0 TA
202 UR508 20250715 1748.0 1748.0 ... 1660.64 1733.0 1754.0 UR
203 UR509 20250715 1757.0 1757.0 ... 842894.30 1738.0 1761.0 UR
204 UR510 20250715 1740.0 1745.0 ... 22835.35 1729.0 1746.0 UR
205 UR511 20250715 1741.0 1746.0 ... 18908.85 1733.0 1746.0 UR
206 UR512 20250715 1740.0 1740.0 ... 69.16 1729.0 1736.0 UR
207 UR601 20250715 1734.0 1734.0 ... 113226.15 1714.0 1726.0 UR
208 UR602 20250715 1722.0 1722.0 ... 540.67 1711.0 1723.0 UR
209 UR603 20250715 1739.0 1739.0 ... 124.65 1731.0 1742.0 UR
210 UR604 20250715 1728.0 1730.0 ... 51.83 1728.0 1732.0 UR
211 UR605 20250715 1732.0 1735.0 ... 5374.85 1725.0 1731.0 UR
212 UR606 20250715 1725.0 1729.0 ... 203.29 1723.0 1725.0 UR
213 UR607 20250715 1732.0 1736.0 ... 6.94 1734.0 1725.0 UR
214 WH509 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-15 18:26:25,961 - future_1d - INFO - ak.get_czce_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 SC2508 20250715 530 ... 522.2 523 SC
1 SC2509 20250715 515.4 ... 509.3 511.9 SC
2 SC2510 20250715 509.6 ... 502.2 504.9 SC
3 SC2511 20250715 502.6 ... 496.2 500 SC
4 SC2512 20250715 499.2 ... 493.5 496.6 SC
5 SC2601 20250715 498.8 ... 490.1 494 SC
6 SC2602 20250715 492.5 ... 486.8 491.9 SC
7 SC2603 20250715 491.5 ... 484.2 490.6 SC
8 SC2604 20250715 486.9 ... 483.1 489.6 SC
9 SC2605 20250715 485.6 ... 479.1 488.4 SC
10 SC2606 20250715 485.3 ... 477.9 487.1 SC
11 SC2607 20250715 480.7 ... 478.4 481.5 SC
12 SC2609 20250715 481.6 ... 475.3 478.4 SC
13 SC2612 20250715 476.3 ... 473.1 474.6 SC
14 SC2703 20250715 ... 468 470.4 SC
15 SC2706 20250715 461.7 ... 461.7 469.7 SC
16 SC2709 20250715 465.1 ... 461.3 469 SC
17 SC2712 20250715 470.6 ... 462.3 466.5 SC
18 SC2803 20250715 469.1 ... 462.9 467 SC
19 SC2806 20250715 460.5 ... 458.2 463 SC
21 LU2508 20250715 3691 ... 3618 3682 LU
22 LU2509 20250715 3707 ... 3647 3679 LU
23 LU2510 20250715 3681 ... 3622 3654 LU
24 LU2511 20250715 3658 ... 3587 3633 LU
25 LU2512 20250715 3620 ... 3551 3597 LU
26 LU2601 20250715 3582 ... 3542 3572 LU
27 LU2602 20250715 3557 ... 3525 3536 LU
28 LU2603 20250715 3543 ... 3501 3524 LU
29 LU2604 20250715 3466 ... 3471 3493 LU
30 LU2605 20250715 3513 ... 3480 3501 LU
31 LU2606 20250715 3486 ... 3454 3474 LU
32 LU2607 20250715 3475 ... 3437 3470 LU
34 NR2507 20250715 ... 12235 12235 NR
35 NR2508 20250715 12330 ... 12420 12275 NR
36 NR2509 20250715 12355 ... 12445 12290 NR
37 NR2510 20250715 12345 ... 12450 12295 NR
38 NR2511 20250715 12370 ... 12450 12310 NR
39 NR2512 20250715 12465 ... 12455 12330 NR
40 NR2601 20250715 12400 ... 12485 12350 NR
41 NR2602 20250715 12545 ... 12545 12395 NR
42 NR2603 20250715 12490 ... 12495 12380 NR
43 NR2604 20250715 12475 ... 12535 12435 NR
44 NR2605 20250715 ... 12470 12430 NR
45 NR2606 20250715 ... 12510 12510 NR
47 BC2507 20250715 ... 69200 69200 BC
48 BC2508 20250715 69090 ... 69140 69480 BC
49 BC2509 20250715 69250 ... 69200 69520 BC
50 BC2510 20250715 ... 69600 69600 BC
51 BC2511 20250715 ... 69190 69190 BC
52 BC2512 20250715 ... 69320 69320 BC
53 BC2601 20250715 ... 69480 69800 BC
54 BC2602 20250715 ... 69410 69410 BC
55 BC2603 20250715 ... 69290 69290 BC
56 BC2604 20250715 ... 69430 69750 BC
57 BC2605 20250715 ... 69460 69460 BC
58 BC2606 20250715 ... 67820 67820 BC
60 EC2508 20250715 2080 ... 2090.7 2029.2 EC
61 EC2510 20250715 1454 ... 1576.1 1434.9 EC
62 EC2512 20250715 1583 ... 1733.4 1582 EC
63 EC2602 20250715 1386.1 ... 1479.3 1380.9 EC
64 EC2604 20250715 1217.9 ... 1293.3 1217.3 EC
65 EC2606 20250715 1396.4 ... 1437.8 1374.5 EC
68 SC_TAS2508 20250715 ... SC_TAS
69 SC_TAS2509 20250715 ... SC_TAS
70 SC_TAS2510 20250715 ... SC_TAS
71 SC_TAS2511 20250715 ... SC_TAS
[66 rows x 12 columns]
2025-07-15 18:26:26,047 - future_1d - INFO - ak.get_ine_daily('2025-07-15') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250715 ... 77950 78450 CU
1 1 CU2508 20250715 ... 77930 78290 CU
2 2 CU2509 20250715 ... 77850 78200 CU
3 3 CU2510 20250715 ... 77780 78120 CU
4 4 CU2511 20250715 ... 77760 78060 CU
5 5 CU2512 20250715 ... 77720 77980 CU
6 6 CU2601 20250715 ... 77690 77930 CU
7 7 CU2602 20250715 ... 77680 77910 CU
8 8 CU2603 20250715 ... 77680 77940 CU
9 9 CU2604 20250715 ... 77700 77950 CU
10 10 CU2605 20250715 ... 77730 77970 CU
11 11 CU2606 20250715 ... 77720 77930 CU
12 12 BC2507 20250715 ... 69200 69200 BC
13 13 BC2508 20250715 ... 69140 69480 BC
14 14 BC2509 20250715 ... 69200 69520 BC
15 15 BC2510 20250715 ... 69600 69600 BC
16 16 BC2511 20250715 ... 69190 69190 BC
17 17 BC2512 20250715 ... 69320 69320 BC
18 18 BC2601 20250715 ... 69480 69800 BC
19 19 BC2602 20250715 ... 69410 69410 BC
20 20 BC2603 20250715 ... 69290 69290 BC
21 21 BC2604 20250715 ... 69430 69750 BC
22 22 BC2605 20250715 ... 69460 69460 BC
23 23 BC2606 20250715 ... 67820 67820 BC
24 24 AL2507 20250715 ... 20470 20530 AL
25 25 AL2508 20250715 ... 20390 20435 AL
26 26 AL2509 20250715 ... 20365 20380 AL
27 27 AL2510 20250715 ... 20310 20315 AL
28 28 AL2511 20250715 ... 20260 20230 AL
29 29 AL2512 20250715 ... 20210 20200 AL
30 30 AL2601 20250715 ... 20180 20155 AL
31 31 AL2602 20250715 ... 20165 20165 AL
32 32 AL2603 20250715 ... 20190 20205 AL
33 33 AL2604 20250715 ... 20200 20205 AL
34 34 AL2605 20250715 ... 20220 20175 AL
35 35 AL2606 20250715 ... 20210 20195 AL
36 36 ZN2507 20250715 ... 22070 22140 ZN
37 37 ZN2508 20250715 ... 22105 22205 ZN
38 38 ZN2509 20250715 ... 22105 22185 ZN
39 39 ZN2510 20250715 ... 22090 22175 ZN
40 40 ZN2511 20250715 ... 22070 22140 ZN
41 41 ZN2512 20250715 ... 22035 22100 ZN
42 42 ZN2601 20250715 ... 21995 22065 ZN
43 43 ZN2602 20250715 ... 22000 22075 ZN
44 44 ZN2603 20250715 ... 22010 22080 ZN
45 45 ZN2604 20250715 ... 22000 22070 ZN
46 46 ZN2605 20250715 ... 22000 22070 ZN
47 47 ZN2606 20250715 ... 22020 22055 ZN
48 48 PB2507 20250715 ... 16870 17005 PB
49 49 PB2508 20250715 ... 17010 17060 PB
50 50 PB2509 20250715 ... 17035 17090 PB
51 51 PB2510 20250715 ... 17055 17105 PB
52 52 PB2511 20250715 ... 17045 17105 PB
53 53 PB2512 20250715 ... 17075 17100 PB
54 54 PB2601 20250715 ... 17095 17120 PB
55 55 PB2602 20250715 ... 17055 17210 PB
56 56 PB2603 20250715 ... 17075 17195 PB
57 57 PB2604 20250715 ... 17040 17115 PB
58 58 PB2605 20250715 ... 17110 17170 PB
59 59 PB2606 20250715 ... 17130 17190 PB
60 60 NI2507 20250715 ... 119070 121870 NI
61 61 NI2508 20250715 ... 119460 120770 NI
62 62 NI2509 20250715 ... 119590 120910 NI
63 63 NI2510 20250715 ... 119740 121080 NI
64 64 NI2511 20250715 ... 119970 121210 NI
65 65 NI2512 20250715 ... 120190 121390 NI
66 66 NI2601 20250715 ... 120340 121650 NI
67 67 NI2602 20250715 ... 120210 121580 NI
68 68 NI2603 20250715 ... 120610 121850 NI
69 69 NI2604 20250715 ... 120590 122430 NI
70 70 NI2605 20250715 ... 121010 122470 NI
71 71 NI2606 20250715 ... 121060 122750 NI
72 72 SN2507 20250715 ... 262950 266500 SN
73 73 SN2508 20250715 ... 263730 266220 SN
74 74 SN2509 20250715 ... 263740 266340 SN
75 75 SN2510 20250715 ... 263650 266300 SN
76 76 SN2511 20250715 ... 263450 266030 SN
77 77 SN2512 20250715 ... 263340 266480 SN
78 78 SN2601 20250715 ... 263190 266100 SN
79 79 SN2602 20250715 ... 262780 265020 SN
80 80 SN2603 20250715 ... 263540 266480 SN
81 81 SN2604 20250715 ... 263780 265430 SN
82 82 SN2605 20250715 ... 263150 265400 SN
83 83 SN2606 20250715 ... 263650 263750 SN
84 84 AO2507 20250715 ... 3290 3195 AO
85 85 AO2508 20250715 ... 3195 3161 AO
86 86 AO2509 20250715 ... 3161 3127 AO
87 87 AO2510 20250715 ... 3124 3092 AO
88 88 AO2511 20250715 ... 3108 3079 AO
89 89 AO2512 20250715 ... 3096 3068 AO
90 90 AO2601 20250715 ... 3087 3059 AO
91 91 AO2602 20250715 ... 3079 3051 AO
92 92 AO2603 20250715 ... 3074 3048 AO
93 93 AO2604 20250715 ... 3066 3048 AO
94 94 AO2605 20250715 ... 3056 3037 AO
95 95 AO2606 20250715 ... 3050 3031 AO
96 96 AD2511 20250715 ... 19775 19790 AD
97 97 AD2512 20250715 ... 19715 19720 AD
98 98 AD2601 20250715 ... 19685 19645 AD
99 99 AD2602 20250715 ... 19650 19680 AD
100 100 AD2603 20250715 ... 19760 19760 AD
101 101 AD2604 20250715 ... 19625 19710 AD
102 102 AD2605 20250715 ... 19585 19735 AD
103 103 AD2606 20250715 ... 19550 19550 AD
104 104 AU2507 20250715 ... 756.04 775.52 AU
105 105 AU2508 20250715 ... 776.12 776.12 AU
106 106 AU2509 20250715 ... 778.2 777.42 AU
107 107 AU2510 20250715 ... 778.22 778.44 AU
108 108 AU2512 20250715 ... 780.42 780.54 AU
109 109 AU2602 20250715 ... 782.58 782.86 AU
110 110 AU2604 20250715 ... 784.16 784.76 AU
111 111 AU2606 20250715 ... 786.26 786.24 AU
112 112 AG2507 20250715 ... 9147 9121 AG
113 113 AG2508 20250715 ... 9156 9150 AG
114 114 AG2509 20250715 ... 9173 9165 AG
115 115 AG2510 20250715 ... 9184 9177 AG
116 116 AG2511 20250715 ... 9193 9184 AG
117 117 AG2512 20250715 ... 9202 9202 AG
118 118 AG2601 20250715 ... 9214 9210 AG
119 119 AG2602 20250715 ... 9226 9215 AG
120 120 AG2603 20250715 ... 9235 9240 AG
121 121 AG2604 20250715 ... 9251 9245 AG
122 122 AG2605 20250715 ... 9263 9252 AG
123 123 AG2606 20250715 ... 9270 9266 AG
124 124 RB2507 20250715 ... 3115 3115 RB
125 125 RB2508 20250715 ... 3071 3073 RB
126 126 RB2509 20250715 ... 3079 3087 RB
127 127 RB2510 20250715 ... 3121 3131 RB
128 128 RB2511 20250715 ... 3145 3148 RB
129 129 RB2512 20250715 ... 3160 3165 RB
130 130 RB2601 20250715 ... 3161 3160 RB
131 131 RB2602 20250715 ... 3148 3148 RB
132 132 RB2603 20250715 ... 3155 3154 RB
133 133 RB2604 20250715 ... 3152 3152 RB
134 134 RB2605 20250715 ... 3171 3170 RB
135 135 RB2606 20250715 ... 3181 3177 RB
136 136 WR2507 20250715 ... 3356 3356 WR
137 137 WR2508 20250715 ... 3212 3212 WR
138 138 WR2509 20250715 ... 3335 3335 WR
139 139 WR2510 20250715 ... 3366 3421 WR
140 140 WR2511 20250715 ... 3408 3408 WR
141 141 WR2512 20250715 ... 3392 3420 WR
142 142 WR2601 20250715 ... 3361 3373 WR
143 143 WR2602 20250715 ... 3396 3396 WR
144 144 WR2603 20250715 ... 3387 3387 WR
145 145 WR2604 20250715 ... 3392 3392 WR
146 146 WR2605 20250715 ... 3370 3370 WR
147 147 WR2606 20250715 ... 3400 3400 WR
148 148 HC2507 20250715 ... 3250 3270 HC
149 149 HC2508 20250715 ... 3261 3269 HC
150 150 HC2509 20250715 ... 3266 3275 HC
151 151 HC2510 20250715 ... 3263 3269 HC
152 152 HC2511 20250715 ... 3268 3272 HC
153 153 HC2512 20250715 ... 3276 3279 HC
154 154 HC2601 20250715 ... 3277 3279 HC
155 155 HC2602 20250715 ... 3279 3277 HC
156 156 HC2603 20250715 ... 3280 3278 HC
157 157 HC2604 20250715 ... 3276 3283 HC
158 158 HC2605 20250715 ... 3284 3280 HC
159 159 HC2606 20250715 ... 3291 3284 HC
160 160 SS2507 20250715 ... 12700 12720 SS
161 161 SS2508 20250715 ... 12695 12685 SS
162 162 SS2509 20250715 ... 12685 12700 SS
163 163 SS2510 20250715 ... 12740 12750 SS
164 164 SS2511 20250715 ... 12780 12770 SS
165 165 SS2512 20250715 ... 12805 12810 SS
166 166 SS2601 20250715 ... 12850 12840 SS
167 167 SS2602 20250715 ... 12860 12900 SS
168 168 SS2603 20250715 ... 12925 12925 SS
169 169 SS2604 20250715 ... 12975 12960 SS
170 170 SS2605 20250715 ... 13000 13025 SS
171 171 SS2606 20250715 ... 13050 13050 SS
172 172 SC2508 20250715 ... 522.2 523 SC
173 173 SC2509 20250715 ... 509.3 511.9 SC
174 174 SC2510 20250715 ... 502.2 504.9 SC
175 175 SC2511 20250715 ... 496.2 500 SC
176 176 SC2512 20250715 ... 493.5 496.6 SC
177 177 SC2601 20250715 ... 490.1 494 SC
178 178 SC2602 20250715 ... 486.8 491.9 SC
179 179 SC2603 20250715 ... 484.2 490.6 SC
180 180 SC2604 20250715 ... 483.1 489.6 SC
181 181 SC2605 20250715 ... 479.1 488.4 SC
182 182 SC2606 20250715 ... 477.9 487.1 SC
183 183 SC2607 20250715 ... 478.4 481.5 SC
184 184 SC2609 20250715 ... 475.3 478.4 SC
185 185 SC2612 20250715 ... 473.1 474.6 SC
186 186 SC2703 20250715 ... 468 470.4 SC
187 187 SC2706 20250715 ... 461.7 469.7 SC
188 188 SC2709 20250715 ... 461.3 469 SC
189 189 SC2712 20250715 ... 462.3 466.5 SC
190 190 SC2803 20250715 ... 462.9 467 SC
191 191 SC2806 20250715 ... 458.2 463 SC
192 192 LU2508 20250715 ... 3618 3682 LU
193 193 LU2509 20250715 ... 3647 3679 LU
194 194 LU2510 20250715 ... 3622 3654 LU
195 195 LU2511 20250715 ... 3587 3633 LU
196 196 LU2512 20250715 ... 3551 3597 LU
197 197 LU2601 20250715 ... 3542 3572 LU
198 198 LU2602 20250715 ... 3525 3536 LU
199 199 LU2603 20250715 ... 3501 3524 LU
200 200 LU2604 20250715 ... 3471 3493 LU
201 201 LU2605 20250715 ... 3480 3501 LU
202 202 LU2606 20250715 ... 3454 3474 LU
203 203 LU2607 20250715 ... 3437 3470 LU
204 204 FU2508 20250715 ... 2828 2896 FU
205 205 FU2509 20250715 ... 2867 2919 FU
206 206 FU2510 20250715 ... 2868 2907 FU
207 207 FU2511 20250715 ... 2856 2889 FU
208 208 FU2512 20250715 ... 2848 2877 FU
209 209 FU2601 20250715 ... 2844 2870 FU
210 210 FU2602 20250715 ... 2830 2860 FU
211 211 FU2603 20250715 ... 2819 2844 FU
212 212 FU2604 20250715 ... 2809 2834 FU
213 213 FU2605 20250715 ... 2799 2817 FU
214 214 FU2606 20250715 ... 2785 2804 FU
215 215 FU2607 20250715 ... 2774 2790 FU
216 216 BU2507 20250715 ... 3699 3660 BU
217 217 BU2508 20250715 ... 3665 3662 BU
218 218 BU2509 20250715 ... 3631 3631 BU
219 219 BU2510 20250715 ... 3574 3577 BU
220 220 BU2511 20250715 ... 3521 3522 BU
221 221 BU2512 20250715 ... 3452 3452 BU
222 222 BU2601 20250715 ... 3410 3417 BU
223 223 BU2602 20250715 ... 3407 3404 BU
224 224 BU2603 20250715 ... 3394 3408 BU
225 225 BU2604 20250715 ... 3386 3392 BU
226 226 BU2605 20250715 ... 3388 3383 BU
227 227 BU2606 20250715 ... 3371 3376 BU
228 228 BU2609 20250715 ... 3355 3366 BU
229 229 BU2612 20250715 ... 3295 3301 BU
230 230 BU2703 20250715 ... 3298 3297 BU
231 231 BU2706 20250715 ... 3304 3295 BU
232 232 BR2507 20250715 ... 11410 11410 BR
233 233 BR2508 20250715 ... 11590 11585 BR
234 234 BR2509 20250715 ... 11550 11545 BR
235 235 BR2510 20250715 ... 11525 11520 BR
236 236 BR2511 20250715 ... 11540 11520 BR
237 237 BR2512 20250715 ... 11540 11525 BR
238 238 BR2601 20250715 ... 11540 11515 BR
239 239 BR2602 20250715 ... 11540 11480 BR
240 240 BR2603 20250715 ... 11580 11505 BR
241 241 BR2604 20250715 ... 11560 11525 BR
242 242 BR2605 20250715 ... 11555 11490 BR
243 243 BR2606 20250715 ... 11495 11455 BR
244 244 RU2507 20250715 ... 14300 14140 RU
245 245 RU2508 20250715 ... 14410 14300 RU
246 246 RU2509 20250715 ... 14420 14305 RU
247 247 RU2510 20250715 ... 14465 14320 RU
248 248 RU2511 20250715 ... 14445 14330 RU
249 249 RU2601 20250715 ... 15300 15170 RU
250 250 RU2603 20250715 ... 15310 15145 RU
251 251 RU2604 20250715 ... 15405 15190 RU
252 252 RU2605 20250715 ... 15385 15270 RU
253 253 RU2606 20250715 ... 15315 15315 RU
254 254 NR2507 20250715 ... 12235 12235 NR
255 255 NR2508 20250715 ... 12420 12275 NR
256 256 NR2509 20250715 ... 12445 12290 NR
257 257 NR2510 20250715 ... 12450 12295 NR
258 258 NR2511 20250715 ... 12450 12310 NR
259 259 NR2512 20250715 ... 12455 12330 NR
260 260 NR2601 20250715 ... 12485 12350 NR
261 261 NR2602 20250715 ... 12545 12395 NR
262 262 NR2603 20250715 ... 12495 12380 NR
263 263 NR2604 20250715 ... 12535 12435 NR
264 264 NR2605 20250715 ... 12470 12430 NR
265 265 NR2606 20250715 ... 12510 12510 NR
266 266 SP2507 20250715 ... 5210 5198 SP
267 267 SP2508 20250715 ... 5218 5208 SP
268 268 SP2509 20250715 ... 5240 5232 SP
269 269 SP2510 20250715 ... 5236 5226 SP
270 270 SP2511 20250715 ... 5216 5210 SP
271 271 SP2512 20250715 ... 5194 5190 SP
272 272 SP2601 20250715 ... 5394 5398 SP
273 273 SP2602 20250715 ... 5334 5330 SP
274 274 SP2603 20250715 ... 5338 5328 SP
275 275 SP2604 20250715 ... 5324 5314 SP
276 276 SP2605 20250715 ... 5332 5326 SP
277 277 SP2606 20250715 ... 5330 5318 SP
278 278 EC2508 20250715 ... 2090.7 2029.2 EC
279 279 EC2510 20250715 ... 1576.1 1434.9 EC
280 280 EC2512 20250715 ... 1733.4 1582 EC
281 281 EC2602 20250715 ... 1479.3 1380.9 EC
282 282 EC2604 20250715 ... 1293.3 1217.3 EC
283 283 EC2606 20250715 ... 1437.8 1374.5 EC
284 284 SC_TAS2508 20250715 ... SC_TAS
285 285 SC_TAS2509 20250715 ... SC_TAS
286 286 SC_TAS2510 20250715 ... SC_TAS
287 287 SC_TAS2511 20250715 ... SC_TAS
[288 rows x 13 columns]
2025-07-15 18:26:26,163 - future_1d - INFO - ak.get_shfe_daily('2025-07-15') done
2025-07-15 18:26:27,917 - future_1d - INFO - save future_daily 2025-07-15 completed