101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-03 18:26:22,883 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
2025-07-03 18:26:24,595 - future_1d - INFO - save future_daily 2025-07-01 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250702 7719.0 7768.0 ... 375185.48 7726.0 7700.0 AP
1 AP511 20250702 7570.0 7579.0 ... 627.37 7559.0 7537.0 AP
2 AP512 20250702 7561.0 7625.0 ... 159.64 7602.0 7566.0 AP
3 AP601 20250702 7611.0 7661.0 ... 13992.74 7625.0 7603.0 AP
4 AP603 20250702 7644.0 7679.0 ... 145.25 7645.0 7626.0 AP
5 AP604 20250702 0.0 0.0 ... 0.00 7685.0 7685.0 AP
6 AP605 20250702 7722.0 7747.0 ... 116.04 7736.0 7723.0 AP
7 CF507 20250702 13515.0 13605.0 ... 7341.40 13585.0 13515.0 CF
8 CF509 20250702 13730.0 13850.0 ... 1258431.50 13785.0 13735.0 CF
9 CF511 20250702 13660.0 13770.0 ... 148788.19 13715.0 13660.0 CF
10 CF601 20250702 13745.0 13865.0 ... 367955.66 13800.0 13750.0 CF
11 CF603 20250702 13710.0 13825.0 ... 1130.06 13780.0 13715.0 CF
12 CF605 20250702 13735.0 13850.0 ... 6521.99 13805.0 13750.0 CF
13 CJ507 20250702 9660.0 9660.0 ... 24.15 9660.0 9465.0 CJ
14 CJ509 20250702 9800.0 9855.0 ... 1289254.14 9725.0 9650.0 CJ
15 CJ512 20250702 10960.0 11145.0 ... 47087.27 10980.0 10700.0 CJ
16 CJ601 20250702 11100.0 11325.0 ... 1494422.98 11120.0 10840.0 CJ
17 CJ603 20250702 11155.0 11500.0 ... 53753.77 11300.0 10960.0 CJ
18 CJ605 20250702 11430.0 11695.0 ... 141600.74 11500.0 11155.0 CJ
19 CY507 20250702 19845.0 20035.0 ... 59.91 19970.0 20035.0 CY
20 CY508 20250702 0.0 0.0 ... 0.00 19700.0 19665.0 CY
21 CY509 20250702 20040.0 20140.0 ... 74104.71 20065.0 20000.0 CY
22 CY510 20250702 0.0 0.0 ... 0.00 19685.0 19620.0 CY
23 CY511 20250702 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250702 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250702 20080.0 20085.0 ... 20.08 20085.0 20030.0 CY
26 CY602 20250702 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250702 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250702 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250702 20090.0 20090.0 ... 20.09 20090.0 20135.0 CY
30 CY606 20250702 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250702 901.0 957.0 ... 435.09 938.0 901.0 FG
32 FG508 20250702 994.0 1056.0 ... 62101.31 1033.0 995.0 FG
33 FG509 20250702 984.0 1056.0 ... 7491517.71 1023.0 988.0 FG
34 FG510 20250702 1030.0 1099.0 ... 37790.82 1066.0 1034.0 FG
35 FG511 20250702 1021.0 1091.0 ... 59758.34 1057.0 1022.0 FG
36 FG512 20250702 1081.0 1156.0 ... 24464.52 1123.0 1082.0 FG
37 FG601 20250702 1072.0 1143.0 ... 780134.31 1114.0 1070.0 FG
38 FG602 20250702 1103.0 1175.0 ... 2240.40 1144.0 1105.0 FG
39 FG603 20250702 1097.0 1172.0 ... 2507.85 1148.0 1100.0 FG
40 FG604 20250702 1125.0 1198.0 ... 1874.01 1176.0 1126.0 FG
41 FG605 20250702 1115.0 1195.0 ... 20041.08 1171.0 1116.0 FG
42 FG606 20250702 1132.0 1203.0 ... 949.97 1185.0 1132.0 FG
43 JR507 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250702 2419.0 2443.0 ... 75.16 2424.0 2421.0 MA
54 MA508 20250702 2425.0 2439.0 ... 17255.77 2427.0 2415.0 MA
55 MA509 20250702 2386.0 2407.0 ... 1665903.10 2393.0 2374.0 MA
56 MA510 20250702 2393.0 2414.0 ... 69342.88 2399.0 2384.0 MA
57 MA511 20250702 2401.0 2422.0 ... 73814.67 2405.0 2392.0 MA
58 MA512 20250702 2425.0 2437.0 ... 8084.00 2425.0 2405.0 MA
59 MA601 20250702 2420.0 2439.0 ... 118606.01 2426.0 2410.0 MA
60 MA602 20250702 2393.0 2420.0 ... 24.11 2411.0 2399.0 MA
61 MA603 20250702 2406.0 2417.0 ... 38.48 2405.0 2396.0 MA
62 MA604 20250702 2371.0 2390.0 ... 11.92 2384.0 2360.0 MA
63 MA605 20250702 2336.0 2351.0 ... 1891.05 2340.0 2324.0 MA
64 MA606 20250702 2346.0 2358.0 ... 21.15 2350.0 2331.0 MA
65 OI507 20250702 0.0 0.0 ... 0.00 9719.0 9586.0 OI
66 OI509 20250702 9495.0 9632.0 ... 3296684.31 9543.0 9461.0 OI
67 OI511 20250702 9474.0 9624.0 ... 142673.46 9545.0 9458.0 OI
68 OI601 20250702 9440.0 9573.0 ... 537560.05 9497.0 9410.0 OI
69 OI603 20250702 9374.0 9510.0 ... 2982.54 9438.0 9359.0 OI
70 OI605 20250702 9281.0 9405.0 ... 2435.33 9331.0 9266.0 OI
71 PF507 20250702 6748.0 6748.0 ... 143.79 6688.0 6678.0 PF
72 PF508 20250702 6600.0 6640.0 ... 363015.31 6598.0 6578.0 PF
73 PF509 20250702 6486.0 6514.0 ... 143595.93 6480.0 6482.0 PF
74 PF510 20250702 6478.0 6496.0 ... 60117.08 6468.0 6480.0 PF
75 PF511 20250702 6446.0 6458.0 ... 31190.35 6428.0 6426.0 PF
76 PF512 20250702 6410.0 6424.0 ... 9159.95 6394.0 6376.0 PF
77 PF601 20250702 6410.0 6426.0 ... 512.94 6412.0 6394.0 PF
78 PF602 20250702 6382.0 6382.0 ... 6.38 6382.0 6402.0 PF
79 PF603 20250702 6408.0 6408.0 ... 6.40 6400.0 6410.0 PF
80 PF604 20250702 6424.0 6436.0 ... 9.63 6424.0 6402.0 PF
81 PF605 20250702 6408.0 6434.0 ... 16.03 6414.0 6402.0 PF
82 PF606 20250702 6390.0 6390.0 ... 3.20 6390.0 6404.0 PF
83 PK510 20250702 8210.0 8276.0 ... 182555.23 8238.0 8196.0 PK
84 PK511 20250702 7972.0 8014.0 ... 48839.94 7984.0 7958.0 PK
85 PK512 20250702 7964.0 7990.0 ... 274.99 7972.0 7960.0 PK
86 PK601 20250702 7972.0 7990.0 ... 4495.59 7978.0 7962.0 PK
87 PK603 20250702 7962.0 7978.0 ... 139.47 7970.0 7952.0 PK
88 PK604 20250702 7964.0 7976.0 ... 15.94 7970.0 7950.0 PK
89 PK605 20250702 7950.0 7972.0 ... 358.26 7962.0 7952.0 PK
90 PM507 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250702 5984.0 5984.0 ... 385.97 5984.0 5984.0 PR
97 PR508 20250702 6012.0 6026.0 ... 64670.70 5972.0 6000.0 PR
98 PR509 20250702 5944.0 5954.0 ... 421273.39 5922.0 5932.0 PR
99 PR510 20250702 5900.0 5926.0 ... 289209.23 5886.0 5884.0 PR
100 PR511 20250702 5884.0 5902.0 ... 91160.08 5860.0 5870.0 PR
101 PR512 20250702 5880.0 5880.0 ... 44.06 5876.0 5846.0 PR
102 PR601 20250702 5844.0 5878.0 ... 456.36 5852.0 5838.0 PR
103 PR602 20250702 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250702 0.0 0.0 ... 0.00 5902.0 5874.0 PR
105 PR604 20250702 5898.0 5898.0 ... 8.85 5898.0 5864.0 PR
106 PR605 20250702 5886.0 5906.0 ... 53.08 5898.0 5860.0 PR
107 PR606 20250702 0.0 0.0 ... 0.00 5860.0 5848.0 PR
108 PX507 20250702 7000.0 7000.0 ... 6933.93 6920.0 6984.0 PX
109 PX508 20250702 6892.0 6894.0 ... 10835.27 6826.0 6862.0 PX
110 PX509 20250702 6812.0 6830.0 ... 723735.28 6760.0 6798.0 PX
111 PX510 20250702 6774.0 6774.0 ... 81218.20 6716.0 6712.0 PX
112 PX511 20250702 6692.0 6726.0 ... 117408.29 6670.0 6668.0 PX
113 PX512 20250702 6668.0 6678.0 ... 6157.72 6640.0 6636.0 PX
114 PX601 20250702 6658.0 6664.0 ... 52017.03 6624.0 6614.0 PX
115 PX602 20250702 6576.0 6600.0 ... 36.22 6586.0 6606.0 PX
116 PX603 20250702 0.0 0.0 ... 0.00 6610.0 6584.0 PX
117 PX604 20250702 6570.0 6570.0 ... 6.57 6568.0 6570.0 PX
118 PX605 20250702 6618.0 6624.0 ... 62.58 6588.0 6584.0 PX
119 PX606 20250702 6538.0 6538.0 ... 3.27 6538.0 6536.0 PX
120 RI507 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250702 2447.0 2449.0 ... 4013.17 2438.0 2445.0 RM
127 RM508 20250702 2588.0 2593.0 ... 16803.55 2583.0 2590.0 RM
128 RM509 20250702 2581.0 2588.0 ... 780781.64 2577.0 2583.0 RM
129 RM511 20250702 2408.0 2410.0 ... 4145.31 2403.0 2411.0 RM
130 RM601 20250702 2303.0 2309.0 ... 112056.32 2301.0 2308.0 RM
131 RM603 20250702 2285.0 2290.0 ... 9047.03 2283.0 2288.0 RM
132 RM605 20250702 2318.0 2322.0 ... 10646.88 2316.0 2318.0 RM
133 RS507 20250702 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250702 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250702 5141.0 5185.0 ... 195.92 5156.0 5097.0 RS
136 RS511 20250702 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250702 1145.0 1187.0 ... 1315.73 1166.0 1156.0 SA
138 SA508 20250702 1168.0 1206.0 ... 32348.74 1186.0 1172.0 SA
139 SA509 20250702 1163.0 1211.0 ... 6406411.38 1185.0 1169.0 SA
140 SA510 20250702 1182.0 1219.0 ... 103125.93 1191.0 1189.0 SA
141 SA511 20250702 1179.0 1219.0 ... 118144.79 1190.0 1187.0 SA
142 SA512 20250702 1191.0 1230.0 ... 47118.44 1210.0 1197.0 SA
143 SA601 20250702 1180.0 1231.0 ... 1321284.24 1210.0 1182.0 SA
144 SA602 20250702 1192.0 1236.0 ... 7685.99 1223.0 1194.0 SA
145 SA603 20250702 1188.0 1236.0 ... 8360.74 1218.0 1191.0 SA
146 SA604 20250702 1199.0 1244.0 ... 7468.79 1232.0 1203.0 SA
147 SA605 20250702 1195.0 1243.0 ... 43896.95 1225.0 1202.0 SA
148 SA606 20250702 1201.0 1245.0 ... 3839.08 1236.0 1203.0 SA
149 SF507 20250702 5352.0 5550.0 ... 6850.37 5396.0 5350.0 SF
150 SF508 20250702 5282.0 5476.0 ... 24057.99 5374.0 5268.0 SF
151 SF509 20250702 5280.0 5468.0 ... 736112.59 5368.0 5258.0 SF
152 SF510 20250702 5198.0 5380.0 ... 112883.22 5280.0 5172.0 SF
153 SF511 20250702 5318.0 5514.0 ... 164170.99 5402.0 5296.0 SF
154 SF512 20250702 5276.0 5474.0 ... 30020.24 5358.0 5264.0 SF
155 SF601 20250702 5258.0 5446.0 ... 20501.80 5322.0 5236.0 SF
156 SF602 20250702 5172.0 5380.0 ... 2395.26 5312.0 5176.0 SF
157 SF603 20250702 5318.0 5502.0 ... 97.91 5440.0 5306.0 SF
158 SF604 20250702 5372.0 5488.0 ... 27.23 5446.0 5304.0 SF
159 SF605 20250702 5248.0 5476.0 ... 314.37 5420.0 5284.0 SF
160 SF606 20250702 5296.0 5400.0 ... 21.50 5376.0 5216.0 SF
161 SH507 20250702 2370.0 2370.0 ... 387.61 2349.0 2406.0 SH
162 SH508 20250702 2349.0 2394.0 ... 224774.89 2368.0 2301.0 SH
163 SH509 20250702 2363.0 2396.0 ... 4350271.76 2374.0 2317.0 SH
164 SH510 20250702 2403.0 2434.0 ... 310963.14 2415.0 2358.0 SH
165 SH511 20250702 2391.0 2420.0 ... 186434.50 2402.0 2345.0 SH
166 SH512 20250702 2396.0 2424.0 ... 37010.77 2405.0 2351.0 SH
167 SH601 20250702 2356.0 2390.0 ... 84687.08 2371.0 2323.0 SH
168 SH602 20250702 2380.0 2403.0 ... 871.68 2382.0 2340.0 SH
169 SH603 20250702 2382.0 2409.0 ... 273.01 2395.0 2351.0 SH
170 SH604 20250702 2422.0 2447.0 ... 51.05 2431.0 2384.0 SH
171 SH605 20250702 2412.0 2446.0 ... 2256.75 2427.0 2380.0 SH
172 SH606 20250702 2430.0 2449.0 ... 167.37 2426.0 2400.0 SH
173 SM507 20250702 5614.0 5732.0 ... 1455.32 5696.0 5584.0 SM
174 SM508 20250702 5598.0 5752.0 ... 19786.84 5684.0 5604.0 SM
175 SM509 20250702 5624.0 5758.0 ... 869273.36 5694.0 5610.0 SM
176 SM510 20250702 5592.0 5720.0 ... 57503.64 5652.0 5578.0 SM
177 SM511 20250702 5680.0 5802.0 ... 102222.05 5740.0 5666.0 SM
178 SM512 20250702 5666.0 5784.0 ... 33088.87 5720.0 5658.0 SM
179 SM601 20250702 5660.0 5788.0 ... 45573.84 5718.0 5642.0 SM
180 SM602 20250702 5662.0 5786.0 ... 282.13 5700.0 5642.0 SM
181 SM603 20250702 5672.0 5802.0 ... 262.68 5710.0 5654.0 SM
182 SM604 20250702 5672.0 5814.0 ... 171.51 5718.0 5662.0 SM
183 SM605 20250702 5702.0 5814.0 ... 1003.23 5750.0 5668.0 SM
184 SM606 20250702 5694.0 5808.0 ... 37.43 5758.0 5680.0 SM
185 SR507 20250702 5790.0 5800.0 ... 11164.37 5779.0 5796.0 SR
186 SR509 20250702 5740.0 5772.0 ... 1628936.65 5735.0 5781.0 SR
187 SR511 20250702 5624.0 5638.0 ... 154161.54 5606.0 5662.0 SR
188 SR601 20250702 5567.0 5583.0 ... 203284.02 5557.0 5601.0 SR
189 SR603 20250702 5550.0 5557.0 ... 4151.26 5535.0 5573.0 SR
190 SR605 20250702 5525.0 5528.0 ... 15391.61 5509.0 5543.0 SR
191 TA507 20250702 4946.0 4950.0 ... 10507.50 4918.0 4968.0 TA
192 TA508 20250702 4898.0 4904.0 ... 90380.90 4854.0 4906.0 TA
193 TA509 20250702 4810.0 4818.0 ... 2236780.06 4778.0 4804.0 TA
194 TA510 20250702 4748.0 4760.0 ... 75416.51 4724.0 4730.0 TA
195 TA511 20250702 4728.0 4732.0 ... 48069.96 4700.0 4704.0 TA
196 TA512 20250702 4704.0 4710.0 ... 4818.34 4680.0 4676.0 TA
197 TA601 20250702 4678.0 4692.0 ... 423862.03 4662.0 4664.0 TA
198 TA602 20250702 4676.0 4690.0 ... 107.31 4666.0 4700.0 TA
199 TA603 20250702 4666.0 4680.0 ... 74.44 4654.0 4668.0 TA
200 TA604 20250702 4668.0 4688.0 ... 23.35 4672.0 4678.0 TA
201 TA605 20250702 4696.0 4702.0 ... 1798.52 4678.0 4678.0 TA
202 TA606 20250702 4678.0 4678.0 ... 2.34 4678.0 4706.0 TA
203 UR507 20250702 1740.0 1751.0 ... 791.96 1744.0 1729.0 UR
204 UR508 20250702 1730.0 1754.0 ... 554.10 1742.0 1719.0 UR
205 UR509 20250702 1717.0 1747.0 ... 915051.52 1730.0 1710.0 UR
206 UR510 20250702 1707.0 1734.0 ... 18134.29 1720.0 1700.0 UR
207 UR511 20250702 1717.0 1740.0 ... 8336.03 1727.0 1707.0 UR
208 UR512 20250702 1699.0 1720.0 ... 75.33 1712.0 1696.0 UR
209 UR601 20250702 1680.0 1706.0 ... 77513.22 1691.0 1675.0 UR
210 UR602 20250702 1679.0 1702.0 ... 873.85 1687.0 1673.0 UR
211 UR603 20250702 1711.0 1726.0 ... 78.88 1715.0 1700.0 UR
212 UR604 20250702 1704.0 1716.0 ... 61.45 1707.0 1694.0 UR
213 UR605 20250702 1699.0 1716.0 ... 3118.89 1702.0 1689.0 UR
214 UR606 20250702 1690.0 1714.0 ... 430.07 1707.0 1685.0 UR
215 WH507 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-03 18:26:28,764 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 IC2507 20250702 5857.400 ... 5849.600 5872.000 IC
1 IC2508 20250702 5813.200 ... 5799.000 5824.000 IC
2 IC2509 20250702 5748.000 ... 5748.800 5770.600 IC
3 IC2512 20250702 5635.000 ... 5625.000 5644.400 IC
4 IF2507 20250702 3915.000 ... 3919.600 3915.000 IF
5 IF2508 20250702 3899.000 ... 3902.200 3899.200 IF
6 IF2509 20250702 3890.200 ... 3891.800 3889.400 IF
7 IF2512 20250702 3850.600 ... 3854.200 3854.800 IF
8 IH2507 20250702 2697.200 ... 2703.400 2698.400 IH
9 IH2508 20250702 2694.400 ... 2698.200 2693.600 IH
10 IH2509 20250702 2692.000 ... 2696.800 2692.600 IH
11 IH2512 20250702 2690.600 ... 2695.000 2692.200 IH
12 IM2507 20250702 6280.800 ... 6251.800 6287.000 IM
13 IM2508 20250702 6200.000 ... 6177.200 6211.000 IM
14 IM2509 20250702 6130.000 ... 6107.400 6134.000 IM
15 IM2512 20250702 5945.000 ... 5929.000 5953.400 IM
16 T2509 20250702 109.030 ... 109.110 108.975 T
17 T2512 20250702 109.055 ... 109.185 109.010 T
18 T2603 20250702 109.080 ... 109.140 108.995 T
19 TF2509 20250702 106.205 ... 106.240 106.175 TF
20 TF2512 20250702 106.300 ... 106.335 106.270 TF
21 TF2603 20250702 106.335 ... 106.375 106.320 TF
22 TL2509 20250702 120.980 ... 121.160 120.700 TL
23 TL2512 20250702 120.770 ... 121.020 120.560 TL
24 TL2603 20250702 120.610 ... 120.800 120.390 TL
25 TS2509 20250702 102.490 ... 102.506 102.482 TS
26 TS2512 20250702 102.638 ... 102.638 102.626 TS
27 TS2603 20250702 102.752 ... 102.744 102.738 TS
[28 rows x 12 columns]
2025-07-03 18:26:28,887 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250702 503.1 503.8 ... 6855778.27 498.5 497 SC
1 SC2509 20250702 496.2 496.8 ... 1100915.04 493 490.9 SC
2 SC2510 20250702 491 491 ... 255544.92 487.4 485.4 SC
3 SC2511 20250702 486 486 ... 57418.79 482.9 481.8 SC
4 SC2512 20250702 482.9 483 ... 12883.41 480.7 478.8 SC
5 SC2601 20250702 480.5 480.5 ... 8994.35 478.4 476.5 SC
6 SC2602 20250702 478.6 479.1 ... 6910.05 476.5 475 SC
7 SC2603 20250702 474.8 475.5 ... 5072.65 474 473.9 SC
8 SC2604 20250702 472.3 474.7 ... 189.32 473.3 476.3 SC
9 SC2605 20250702 471.2 471.2 ... 47.12 471.2 470.6 SC
10 SC2606 20250702 473.2 473.2 ... 141.6 472 470.2 SC
11 SC2607 20250702 ... 0 470.9 470.9 SC
12 SC2609 20250702 ... 0 467.3 467.3 SC
13 SC2612 20250702 460.4 460.4 ... 92.08 460.4 470.6 SC
14 SC2703 20250702 ... 0 468.4 468.4 SC
15 SC2706 20250702 463.7 464 ... 185.47 463.6 462.7 SC
16 SC2709 20250702 464.1 464.1 ... 92.79 463.9 465.7 SC
17 SC2712 20250702 ... 0 465.8 465.8 SC
18 SC2803 20250702 ... 0 460.4 460.4 SC
19 SC2806 20250702 462.8 462.8 ... 92.56 462.8 459.9 SC
21 LU2508 20250702 3604 3620 ... 39503.524 3588 3591 LU
22 LU2509 20250702 3605 3610 ... 237458.723 3591 3576 LU
23 LU2510 20250702 3583 3586 ... 103616.981 3569 3553 LU
24 LU2511 20250702 3554 3554 ... 3183.934 3541 3528 LU
25 LU2512 20250702 3532 3532 ... 98.495 3517 3505 LU
26 LU2601 20250702 3500 3506 ... 115.427 3497 3499 LU
27 LU2602 20250702 3493 3493 ... 17.4 3480 3480 LU
28 LU2603 20250702 3463 3470 ... 31.15 3461 3456 LU
29 LU2604 20250702 3449 3449 ... 17.236 3447 3450 LU
30 LU2605 20250702 3438 3438 ... 44.584 3429 3427 LU
31 LU2606 20250702 3495 3495 ... 103.084 3436 3423 LU
32 LU2607 20250702 ... 0 3416 3416 LU
34 NR2507 20250702 12240 12300 ... 4531.05 12245 12175 NR
35 NR2508 20250702 12290 12340 ... 918463.29 12270 12210 NR
36 NR2509 20250702 12225 12305 ... 460022.205 12225 12170 NR
37 NR2510 20250702 12230 12285 ... 43347.725 12210 12165 NR
38 NR2511 20250702 12225 12280 ... 3519.91 12220 12180 NR
39 NR2512 20250702 12210 12315 ... 1381.27 12220 12180 NR
40 NR2601 20250702 12220 12315 ... 6477.67 12220 12165 NR
41 NR2602 20250702 12255 12265 ... 36.775 12255 12185 NR
42 NR2603 20250702 12215 12290 ... 109.99 12220 12175 NR
43 NR2604 20250702 12245 12260 ... 134.65 12240 12185 NR
44 NR2605 20250702 12280 12350 ... 86.015 12285 12225 NR
45 NR2606 20250702 ... 0 12260 12260 NR
47 BC2507 20250702 71480 71480 ... 357.4 71480 71500 BC
48 BC2508 20250702 71710 72140 ... 194978.41 71850 71280 BC
49 BC2509 20250702 71610 71880 ... 27379.02 71670 70970 BC
50 BC2510 20250702 ... 0 71350 71300 BC
51 BC2511 20250702 72330 72340 ... 72.335 72330 69520 BC
52 BC2512 20250702 ... 0 69450 69450 BC
53 BC2601 20250702 ... 0 69570 69570 BC
54 BC2602 20250702 ... 0 69410 69410 BC
55 BC2603 20250702 ... 0 69290 69290 BC
56 BC2604 20250702 ... 0 69760 69760 BC
57 BC2605 20250702 71000 71000 ... 35.5 71000 69710 BC
58 BC2606 20250702 ... 0 71590 71590 BC
60 EC2508 20250702 1900 1931.4 ... 418725.264 1894.9 1852.6 EC
61 EC2510 20250702 1370 1397 ... 100077.645 1374.5 1368.8 EC
62 EC2512 20250702 1520 1578.8 ... 22983.672 1540.4 1526.5 EC
63 EC2602 20250702 1320 1359.6 ... 3366.515 1338.5 1331.2 EC
64 EC2604 20250702 1166 1182.2 ... 6566.737 1174.7 1175.5 EC
65 EC2606 20250702 1295 1327.1 ... 1404.6885 1312.7 1313.6 EC
68 SC_TAS2508 20250702 ... SC_TAS
69 SC_TAS2509 20250702 ... SC_TAS
70 SC_TAS2510 20250702 ... SC_TAS
71 SC_TAS2511 20250702 ... SC_TAS
[66 rows x 12 columns]
2025-07-03 18:26:29,026 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 PS2507 20250702 35000.0 ... 35000.0 33355.0 PS
1 PS2508 20250702 33350.0 ... 34315.0 32760.0 PS
2 PS2509 20250702 34000.0 ... 33635.0 32065.0 PS
3 PS2510 20250702 33855.0 ... 33515.0 31840.0 PS
4 PS2511 20250702 32735.0 ... 33365.0 31725.0 PS
5 PS2512 20250702 33990.0 ... 35485.0 33800.0 PS
6 PS2601 20250702 34030.0 ... 35380.0 33565.0 PS
7 PS2602 20250702 34470.0 ... 35250.0 33425.0 PS
8 PS2603 20250702 34450.0 ... 35475.0 33460.0 PS
9 PS2604 20250702 34250.0 ... 35155.0 33235.0 PS
10 PS2605 20250702 33945.0 ... 35040.0 33315.0 PS
11 PS2606 20250702 35395.0 ... 36605.0 34660.0 PS
13 SI2507 20250702 7825.0 ... 8130.0 7950.0 SI
14 SI2508 20250702 7815.0 ... 8070.0 7845.0 SI
15 SI2509 20250702 7805.0 ... 8085.0 7835.0 SI
16 SI2510 20250702 7775.0 ... 8060.0 7790.0 SI
17 SI2511 20250702 7740.0 ... 8005.0 7775.0 SI
18 SI2512 20250702 7950.0 ... 8280.0 8055.0 SI
19 SI2601 20250702 7960.0 ... 8245.0 7980.0 SI
20 SI2602 20250702 7970.0 ... 8230.0 7945.0 SI
21 SI2603 20250702 7985.0 ... 8260.0 7945.0 SI
22 SI2604 20250702 7960.0 ... 8265.0 7960.0 SI
23 SI2605 20250702 7980.0 ... 8250.0 7955.0 SI
24 SI2606 20250702 8095.0 ... 8230.0 7960.0 SI
27 LC2507 20250702 62920.0 ... 63620.0 62120.0 LC
28 LC2508 20250702 63040.0 ... 63640.0 62200.0 LC
29 LC2509 20250702 62800.0 ... 63500.0 61980.0 LC
30 LC2510 20250702 62720.0 ... 63320.0 61800.0 LC
31 LC2511 20250702 62520.0 ... 63140.0 61700.0 LC
32 LC2512 20250702 62700.0 ... 63480.0 62020.0 LC
33 LC2601 20250702 62620.0 ... 63540.0 62080.0 LC
34 LC2602 20250702 62100.0 ... 63360.0 62040.0 LC
35 LC2603 20250702 62660.0 ... 63380.0 62020.0 LC
36 LC2604 20250702 63240.0 ... 63940.0 62580.0 LC
37 LC2605 20250702 63240.0 ... 63960.0 62600.0 LC
38 LC2606 20250702 63340.0 ... 64080.0 62480.0 LC
[36 rows x 12 columns]
2025-07-03 18:26:29,201 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 a2507 20250702 4200.00 ... 4200.00 4204.0 A
1 a2509 20250702 4125.00 ... 4137.00 4129.0 A
2 a2511 20250702 4061.00 ... 4070.00 4069.0 A
3 a2601 20250702 4047.00 ... 4049.00 4051.0 A
4 a2603 20250702 4039.00 ... 4039.00 4039.0 A
5 a2605 20250702 4071.00 ... 4073.00 4075.0 A
6 b2507 20250702 0.00 ... 3550.00 3550.0 B
7 b2508 20250702 3546.00 ... 3554.00 3576.0 B
8 b2509 20250702 3590.00 ... 3591.00 3608.0 B
9 b2510 20250702 3648.00 ... 3642.00 3660.0 B
10 b2511 20250702 3663.00 ... 3654.00 3665.0 B
11 b2512 20250702 3667.00 ... 3668.00 3677.0 B
12 b2601 20250702 3655.00 ... 3653.00 3662.0 B
13 b2602 20250702 3607.00 ... 3610.00 3618.0 B
14 b2603 20250702 3516.00 ... 3514.00 3528.0 B
15 b2604 20250702 3422.00 ... 3420.00 3434.0 B
16 b2605 20250702 3370.00 ... 3364.00 3380.0 B
17 b2606 20250702 3378.00 ... 3367.00 3380.0 B
18 bb2509 20250702 153.25 ... 153.35 153.2 BB
19 bb2511 20250702 153.35 ... 153.20 152.8 BB
20 bb2601 20250702 0.00 ... 170.50 170.1 BB
21 bb2603 20250702 0.00 ... 170.60 170.2 BB
22 bb2605 20250702 0.00 ... 170.60 170.2 BB
23 c2507 20250702 2358.00 ... 2356.00 2358.0 C
24 c2509 20250702 2383.00 ... 2369.00 2381.0 C
25 c2511 20250702 2328.00 ... 2309.00 2319.0 C
26 c2601 20250702 2279.00 ... 2267.00 2277.0 C
27 c2603 20250702 2274.00 ... 2263.00 2273.0 C
28 c2605 20250702 2303.00 ... 2294.00 2303.0 C
29 cs2507 20250702 2729.00 ... 2729.00 2727.0 CS
30 cs2509 20250702 2746.00 ... 2735.00 2743.0 CS
31 cs2511 20250702 2682.00 ... 2671.00 2678.0 CS
32 cs2601 20250702 2677.00 ... 2667.00 2677.0 CS
33 cs2603 20250702 2665.00 ... 2647.00 2659.0 CS
34 cs2605 20250702 2697.00 ... 2685.00 2694.0 CS
35 eb2507 20250702 7389.00 ... 7397.00 7422.0 EB
36 eb2508 20250702 7279.00 ... 7250.00 7273.0 EB
37 eb2509 20250702 7210.00 ... 7166.00 7186.0 EB
38 eb2510 20250702 7125.00 ... 7082.00 7104.0 EB
39 eb2511 20250702 7040.00 ... 7012.00 7033.0 EB
40 eb2512 20250702 7010.00 ... 6987.00 7006.0 EB
41 eb2601 20250702 7018.00 ... 6998.00 7015.0 EB
42 eb2602 20250702 7023.00 ... 7016.00 7047.0 EB
43 eb2603 20250702 7047.00 ... 7022.00 7099.0 EB
44 eb2604 20250702 7006.00 ... 7019.00 7042.0 EB
45 eb2605 20250702 7014.00 ... 7016.00 7065.0 EB
46 eb2606 20250702 7002.00 ... 7037.00 7014.0 EB
47 eg2507 20250702 4232.00 ... 4226.00 4203.0 EG
48 eg2508 20250702 4274.00 ... 4272.00 4245.0 EG
49 eg2509 20250702 4290.00 ... 4289.00 4262.0 EG
50 eg2510 20250702 4290.00 ... 4297.00 4269.0 EG
51 eg2511 20250702 4291.00 ... 4309.00 4271.0 EG
52 eg2512 20250702 4302.00 ... 4310.00 4276.0 EG
53 eg2601 20250702 4305.00 ... 4314.00 4286.0 EG
54 eg2602 20250702 4308.00 ... 4311.00 4284.0 EG
55 eg2603 20250702 4313.00 ... 4311.00 4288.0 EG
56 eg2604 20250702 0.00 ... 4345.00 4311.0 EG
57 eg2605 20250702 4314.00 ... 4321.00 4302.0 EG
58 eg2606 20250702 0.00 ... 4297.00 4285.0 EG
59 fb2507 20250702 0.00 ... 1341.50 1341.5 FB
60 fb2508 20250702 1327.50 ... 1327.50 1311.0 FB
61 fb2509 20250702 1299.50 ... 1309.00 1306.0 FB
62 fb2510 20250702 1324.50 ... 1326.50 1327.5 FB
63 fb2511 20250702 1326.50 ... 1325.00 1325.5 FB
64 fb2512 20250702 1323.00 ... 1323.50 1323.5 FB
65 fb2601 20250702 1310.50 ... 1311.00 1300.5 FB
66 fb2602 20250702 0.00 ... 1295.50 1295.5 FB
67 fb2603 20250702 0.00 ... 1313.50 1313.5 FB
68 fb2604 20250702 0.00 ... 1310.50 1310.5 FB
69 fb2605 20250702 0.00 ... 1292.50 1292.5 FB
70 fb2606 20250702 0.00 ... 1292.50 1292.5 FB
71 i2507 20250702 711.00 ... 710.50 719.0 I
72 i2508 20250702 715.00 ... 722.50 719.0 I
73 i2509 20250702 708.00 ... 715.50 710.5 I
74 i2510 20250702 702.00 ... 708.00 704.5 I
75 i2511 20250702 696.00 ... 702.00 698.5 I
76 i2512 20250702 692.50 ... 697.00 692.5 I
77 i2601 20250702 683.50 ... 689.50 686.5 I
78 i2602 20250702 682.50 ... 685.50 684.0 I
79 i2603 20250702 680.00 ... 683.00 681.0 I
80 i2604 20250702 676.50 ... 680.00 676.5 I
81 i2605 20250702 666.00 ... 672.00 669.0 I
82 i2606 20250702 663.50 ... 667.50 664.0 I
83 j2507 20250702 0.00 ... 1304.50 1304.5 J
84 j2508 20250702 1361.00 ... 1393.00 1371.5 J
85 j2509 20250702 1390.00 ... 1416.50 1398.0 J
86 j2510 20250702 1404.50 ... 1440.50 1415.0 J
87 j2511 20250702 0.00 ... 1428.50 1428.5 J
88 j2512 20250702 1432.00 ... 1432.00 1431.5 J
89 j2601 20250702 1433.50 ... 1453.50 1433.0 J
90 j2602 20250702 0.00 ... 1460.50 1440.0 J
91 j2603 20250702 0.00 ... 1491.00 1470.0 J
92 j2604 20250702 0.00 ... 1497.50 1497.5 J
93 j2605 20250702 1463.50 ... 1477.00 1463.5 J
94 j2606 20250702 1485.50 ... 1485.50 1474.0 J
95 jd2507 20250702 2845.00 ... 2836.00 2835.0 JD
96 jd2508 20250702 3561.00 ... 3561.00 3568.0 JD
97 jd2509 20250702 3683.00 ... 3687.00 3690.0 JD
98 jd2510 20250702 3415.00 ... 3412.00 3417.0 JD
99 jd2511 20250702 3430.00 ... 3418.00 3433.0 JD
100 jd2512 20250702 3598.00 ... 3583.00 3594.0 JD
101 jd2601 20250702 3633.00 ... 3629.00 3637.0 JD
102 jd2602 20250702 3200.00 ... 3199.00 3203.0 JD
103 jd2603 20250702 3206.00 ... 3202.00 3206.0 JD
104 jd2604 20250702 3349.00 ... 3329.00 3343.0 JD
105 jd2605 20250702 3422.00 ... 3404.00 3422.0 JD
106 jd2606 20250702 3262.00 ... 3250.00 3266.0 JD
107 jm2507 20250702 811.00 ... 811.00 821.0 JM
108 jm2508 20250702 780.00 ... 780.00 784.0 JM
109 jm2509 20250702 813.50 ... 825.00 817.5 JM
110 jm2510 20250702 830.00 ... 844.50 832.5 JM
111 jm2511 20250702 839.50 ... 854.50 840.5 JM
112 jm2512 20250702 849.50 ... 865.00 848.0 JM
113 jm2601 20250702 860.00 ... 871.50 854.0 JM
114 jm2602 20250702 871.00 ... 885.00 862.5 JM
115 jm2603 20250702 865.00 ... 888.00 868.5 JM
116 jm2604 20250702 872.00 ... 893.50 877.5 JM
117 jm2605 20250702 884.50 ... 896.00 883.5 JM
118 jm2606 20250702 886.00 ... 911.00 896.0 JM
119 l2507 20250702 7301.00 ... 7294.00 7282.0 L
120 l2508 20250702 7275.00 ... 7270.00 7252.0 L
121 l2509 20250702 7240.00 ... 7263.00 7246.0 L
122 l2510 20250702 7247.00 ... 7256.00 7229.0 L
123 l2511 20250702 7226.00 ... 7250.00 7222.0 L
124 l2512 20250702 7236.00 ... 7247.00 7219.0 L
125 l2601 20250702 7230.00 ... 7236.00 7210.0 L
126 l2602 20250702 7192.00 ... 7218.00 7202.0 L
127 l2603 20250702 7224.00 ... 7224.00 7198.0 L
128 l2604 20250702 7234.00 ... 7248.00 7219.0 L
129 l2605 20250702 7207.00 ... 7214.00 7196.0 L
130 l2606 20250702 7222.00 ... 7235.00 7195.0 L
131 lg2507 20250702 815.50 ... 818.50 815.5 LG
132 lg2509 20250702 789.50 ... 790.50 782.5 LG
133 lg2511 20250702 782.00 ... 784.50 778.5 LG
134 lg2601 20250702 781.50 ... 783.00 781.5 LG
135 lg2603 20250702 782.50 ... 783.50 784.5 LG
136 lg2605 20250702 789.50 ... 791.50 785.5 LG
137 lh2507 20250702 13950.00 ... 13950.00 13820.0 LH
138 lh2509 20250702 13880.00 ... 14190.00 13895.0 LH
139 lh2511 20250702 13340.00 ... 13510.00 13400.0 LH
140 lh2601 20250702 13455.00 ... 13555.00 13495.0 LH
141 lh2603 20250702 12775.00 ... 12850.00 12800.0 LH
142 lh2605 20250702 12990.00 ... 13010.00 12955.0 LH
143 m2507 20250702 2820.00 ... 2824.00 2832.0 M
144 m2508 20250702 2939.00 ... 2929.00 2944.0 M
145 m2509 20250702 2951.00 ... 2947.00 2961.0 M
146 m2511 20250702 2995.00 ... 2985.00 3000.0 M
147 m2512 20250702 3015.00 ... 3009.00 3022.0 M
148 m2601 20250702 2997.00 ... 2990.00 3002.0 M
149 m2603 20250702 2856.00 ... 2849.00 2861.0 M
150 m2605 20250702 2707.00 ... 2698.00 2713.0 M
151 p2507 20250702 8452.00 ... 8452.00 8328.0 P
152 p2508 20250702 8394.00 ... 8428.00 8372.0 P
153 p2509 20250702 8338.00 ... 8376.00 8314.0 P
154 p2510 20250702 8338.00 ... 8384.00 8310.0 P
155 p2511 20250702 8334.00 ... 8374.00 8302.0 P
156 p2512 20250702 8334.00 ... 8394.00 8310.0 P
157 p2601 20250702 8344.00 ... 8402.00 8334.0 P
158 p2602 20250702 8330.00 ... 8374.00 8316.0 P
159 p2603 20250702 8296.00 ... 8328.00 8274.0 P
160 p2604 20250702 8254.00 ... 8298.00 8234.0 P
161 p2605 20250702 8252.00 ... 8272.00 8220.0 P
162 p2606 20250702 8216.00 ... 8262.00 8210.0 P
163 pg2507 20250702 4205.00 ... 4205.00 4203.0 PG
164 pg2508 20250702 4205.00 ... 4202.00 4194.0 PG
165 pg2509 20250702 4103.00 ... 4100.00 4098.0 PG
166 pg2510 20250702 4480.00 ... 4480.00 4470.0 PG
167 pg2511 20250702 4394.00 ... 4392.00 4383.0 PG
168 pg2512 20250702 4311.00 ... 4322.00 4305.0 PG
169 pg2601 20250702 4249.00 ... 4240.00 4236.0 PG
170 pg2602 20250702 4148.00 ... 4163.00 4155.0 PG
171 pg2603 20250702 4080.00 ... 4084.00 4072.0 PG
172 pg2604 20250702 4374.00 ... 4374.00 4360.0 PG
173 pg2605 20250702 4264.00 ... 4266.00 4245.0 PG
174 pg2606 20250702 4223.00 ... 4204.00 4202.0 PG
175 pp2507 20250702 7088.00 ... 7073.00 7073.0 PP
176 pp2508 20250702 7064.00 ... 7064.00 7055.0 PP
177 pp2509 20250702 7055.00 ... 7058.00 7048.0 PP
178 pp2510 20250702 7001.00 ... 7017.00 7003.0 PP
179 pp2511 20250702 7014.00 ... 7016.00 6999.0 PP
180 pp2512 20250702 7011.00 ... 7021.00 6993.0 PP
181 pp2601 20250702 7000.00 ... 7012.00 6997.0 PP
182 pp2602 20250702 6969.00 ... 6981.00 6978.0 PP
183 pp2603 20250702 6966.00 ... 6971.00 6976.0 PP
184 pp2604 20250702 0.00 ... 6989.00 6989.0 PP
185 pp2605 20250702 6986.00 ... 6990.00 6976.0 PP
186 pp2606 20250702 6964.00 ... 6974.00 6985.0 PP
187 rr2507 20250702 0.00 ... 3578.00 3578.0 RR
188 rr2508 20250702 3568.00 ... 3549.00 3579.0 RR
189 rr2509 20250702 3602.00 ... 3600.00 3608.0 RR
190 rr2510 20250702 3598.00 ... 3602.00 3596.0 RR
191 rr2511 20250702 3601.00 ... 3608.00 3596.0 RR
192 rr2512 20250702 3605.00 ... 3608.00 3599.0 RR
193 rr2601 20250702 3606.00 ... 3610.00 3607.0 RR
194 rr2602 20250702 3612.00 ... 3612.00 3614.0 RR
195 rr2603 20250702 3607.00 ... 3607.00 3607.0 RR
196 rr2604 20250702 0.00 ... 3619.00 3619.0 RR
197 rr2605 20250702 0.00 ... 3602.00 3602.0 RR
198 rr2606 20250702 0.00 ... 3608.00 3603.0 RR
199 v2507 20250702 4760.00 ... 4819.00 4767.0 V
200 v2508 20250702 4788.00 ... 4847.00 4800.0 V
201 v2509 20250702 4819.00 ... 4877.00 4839.0 V
202 v2510 20250702 4855.00 ... 4906.00 4867.0 V
203 v2511 20250702 4886.00 ... 4932.00 4897.0 V
204 v2512 20250702 4905.00 ... 4968.00 4922.0 V
205 v2601 20250702 4916.00 ... 4975.00 4932.0 V
206 v2602 20250702 4956.00 ... 5000.00 4959.0 V
207 v2603 20250702 4970.00 ... 5029.00 4983.0 V
208 v2604 20250702 5080.00 ... 5127.00 5078.0 V
209 v2605 20250702 5085.00 ... 5146.00 5090.0 V
210 v2606 20250702 5113.00 ... 5174.00 5100.0 V
211 y2507 20250702 0.00 ... 8038.00 8038.0 Y
212 y2508 20250702 8000.00 ... 7994.00 8002.0 Y
213 y2509 20250702 8004.00 ... 7982.00 7968.0 Y
214 y2511 20250702 7980.00 ... 7980.00 7974.0 Y
215 y2512 20250702 8010.00 ... 8010.00 7998.0 Y
216 y2601 20250702 7926.00 ... 7932.00 7926.0 Y
217 y2603 20250702 7802.00 ... 7800.00 7804.0 Y
218 y2605 20250702 7610.00 ... 7586.00 7608.0 Y
[219 rows x 12 columns]
2025-07-03 18:26:29,732 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250702 ... 80830 80140 CU
1 1 CU2508 20250702 ... 80620 80020 CU
2 2 CU2509 20250702 ... 80420 79790 CU
3 3 CU2510 20250702 ... 80150 79550 CU
4 4 CU2511 20250702 ... 79910 79320 CU
5 5 CU2512 20250702 ... 79680 79130 CU
6 6 CU2601 20250702 ... 79500 78970 CU
7 7 CU2602 20250702 ... 79400 78890 CU
8 8 CU2603 20250702 ... 79350 78560 CU
9 9 CU2604 20250702 ... 79300 78600 CU
10 10 CU2605 20250702 ... 79160 78440 CU
11 11 CU2606 20250702 ... 79160 78280 CU
12 12 BC2507 20250702 ... 71480 71500 BC
13 13 BC2508 20250702 ... 71850 71280 BC
14 14 BC2509 20250702 ... 71670 70970 BC
15 15 BC2510 20250702 ... 71350 71300 BC
16 16 BC2511 20250702 ... 72330 69520 BC
17 17 BC2512 20250702 ... 69450 69450 BC
18 18 BC2601 20250702 ... 69570 69570 BC
19 19 BC2602 20250702 ... 69410 69410 BC
20 20 BC2603 20250702 ... 69290 69290 BC
21 21 BC2604 20250702 ... 69760 69760 BC
22 22 BC2605 20250702 ... 71000 69710 BC
23 23 BC2606 20250702 ... 71590 71590 BC
24 24 AL2507 20250702 ... 20825 20750 AL
25 25 AL2508 20250702 ... 20665 20560 AL
26 26 AL2509 20250702 ... 20590 20475 AL
27 27 AL2510 20250702 ... 20490 20365 AL
28 28 AL2511 20250702 ... 20395 20255 AL
29 29 AL2512 20250702 ... 20295 20160 AL
30 30 AL2601 20250702 ... 20220 20090 AL
31 31 AL2602 20250702 ... 20215 20100 AL
32 32 AL2603 20250702 ... 20205 20100 AL
33 33 AL2604 20250702 ... 20220 20135 AL
34 34 AL2605 20250702 ... 20250 20100 AL
35 35 AL2606 20250702 ... 20245 20125 AL
36 36 ZN2507 20250702 ... 22295 22310 ZN
37 37 ZN2508 20250702 ... 22215 22255 ZN
38 38 ZN2509 20250702 ... 22160 22190 ZN
39 39 ZN2510 20250702 ... 22110 22140 ZN
40 40 ZN2511 20250702 ... 22050 22085 ZN
41 41 ZN2512 20250702 ... 22010 22060 ZN
42 42 ZN2601 20250702 ... 21965 22045 ZN
43 43 ZN2602 20250702 ... 21955 21995 ZN
44 44 ZN2603 20250702 ... 21955 21995 ZN
45 45 ZN2604 20250702 ... 21950 22005 ZN
46 46 ZN2605 20250702 ... 21945 21990 ZN
47 47 ZN2606 20250702 ... 21935 21955 ZN
48 48 PB2507 20250702 ... 17125 17085 PB
49 49 PB2508 20250702 ... 17160 17135 PB
50 50 PB2509 20250702 ... 17175 17150 PB
51 51 PB2510 20250702 ... 17180 17145 PB
52 52 PB2511 20250702 ... 17180 17125 PB
53 53 PB2512 20250702 ... 17170 17115 PB
54 54 PB2601 20250702 ... 17200 17140 PB
55 55 PB2602 20250702 ... 17160 17120 PB
56 56 PB2603 20250702 ... 17150 17150 PB
57 57 PB2604 20250702 ... 17160 17165 PB
58 58 PB2605 20250702 ... 17155 17155 PB
59 59 PB2606 20250702 ... 17115 17115 PB
60 60 NI2507 20250702 ... 120830 120250 NI
61 61 NI2508 20250702 ... 120820 120390 NI
62 62 NI2509 20250702 ... 121000 120460 NI
63 63 NI2510 20250702 ... 121180 120600 NI
64 64 NI2511 20250702 ... 121270 120750 NI
65 65 NI2512 20250702 ... 121440 121010 NI
66 66 NI2601 20250702 ... 121700 121140 NI
67 67 NI2602 20250702 ... 121970 121300 NI
68 68 NI2603 20250702 ... 122020 122170 NI
69 69 NI2604 20250702 ... 122270 122640 NI
70 70 NI2605 20250702 ... 122740 121940 NI
71 71 NI2606 20250702 ... 122860 122680 NI
72 72 SN2507 20250702 ... 269020 266880 SN
73 73 SN2508 20250702 ... 269300 267340 SN
74 74 SN2509 20250702 ... 269380 267450 SN
75 75 SN2510 20250702 ... 269210 267400 SN
76 76 SN2511 20250702 ... 268780 266490 SN
77 77 SN2512 20250702 ... 268330 265990 SN
78 78 SN2601 20250702 ... 268390 266150 SN
79 79 SN2602 20250702 ... 267960 266050 SN
80 80 SN2603 20250702 ... 267850 266060 SN
81 81 SN2604 20250702 ... 266880 266230 SN
82 82 SN2605 20250702 ... 267860 265950 SN
83 83 SN2606 20250702 ... 266640 266200 SN
84 84 AO2507 20250702 ... 3084 3071 AO
85 85 AO2508 20250702 ... 3045 2977 AO
86 86 AO2509 20250702 ... 2998 2941 AO
87 87 AO2510 20250702 ... 2980 2916 AO
88 88 AO2511 20250702 ... 2959 2907 AO
89 89 AO2512 20250702 ... 2951 2899 AO
90 90 AO2601 20250702 ... 2948 2892 AO
91 91 AO2602 20250702 ... 2921 2888 AO
92 92 AO2603 20250702 ... 2939 2886 AO
93 93 AO2604 20250702 ... 2954 2886 AO
94 94 AO2605 20250702 ... 2942 2886 AO
95 95 AO2606 20250702 ... 2939 2879 AO
96 96 AD2511 20250702 ... 19900 19795 AD
97 97 AD2512 20250702 ... 19790 19700 AD
98 98 AD2601 20250702 ... 19725 19635 AD
99 99 AD2602 20250702 ... 19695 19610 AD
100 100 AD2603 20250702 ... 19660 19490 AD
101 101 AD2604 20250702 ... 19625 19520 AD
102 102 AD2605 20250702 ... 19590 19465 AD
103 103 AD2606 20250702 ... 19495 19400 AD
104 104 AU2507 20250702 ... 775.16 769.12 AU
105 105 AU2508 20250702 ... 775.44 768.62 AU
106 106 AU2509 20250702 ... 777.08 771.02 AU
107 107 AU2510 20250702 ... 777.62 770.64 AU
108 108 AU2512 20250702 ... 779.26 773.24 AU
109 109 AU2602 20250702 ... 781.5 775.18 AU
110 110 AU2604 20250702 ... 783.62 777.5 AU
111 111 AU2606 20250702 ... 785.82 779.96 AU
112 112 AG2507 20250702 ... 8772 8728 AG
113 113 AG2508 20250702 ... 8783 8739 AG
114 114 AG2509 20250702 ... 8795 8752 AG
115 115 AG2510 20250702 ... 8806 8764 AG
116 116 AG2511 20250702 ... 8817 8777 AG
117 117 AG2512 20250702 ... 8823 8784 AG
118 118 AG2601 20250702 ... 8834 8795 AG
119 119 AG2602 20250702 ... 8845 8804 AG
120 120 AG2603 20250702 ... 8855 8821 AG
121 121 AG2604 20250702 ... 8868 8833 AG
122 122 AG2605 20250702 ... 8882 8843 AG
123 123 AG2606 20250702 ... 8896 8858 AG
124 124 RB2507 20250702 ... 3018 2988 RB
125 125 RB2508 20250702 ... 3002 2955 RB
126 126 RB2509 20250702 ... 2997 2954 RB
127 127 RB2510 20250702 ... 3032 2987 RB
128 128 RB2511 20250702 ... 3039 2996 RB
129 129 RB2512 20250702 ... 3049 3007 RB
130 130 RB2601 20250702 ... 3046 3005 RB
131 131 RB2602 20250702 ... 3045 3011 RB
132 132 RB2603 20250702 ... 3034 2996 RB
133 133 RB2604 20250702 ... 3051 3011 RB
134 134 RB2605 20250702 ... 3053 3012 RB
135 135 RB2606 20250702 ... 3056 3018 RB
136 136 WR2507 20250702 ... 3356 3356 WR
137 137 WR2508 20250702 ... 3376 3359 WR
138 138 WR2509 20250702 ... 3284 3257 WR
139 139 WR2510 20250702 ... 3328 3303 WR
140 140 WR2511 20250702 ... 3365 3361 WR
141 141 WR2512 20250702 ... 3362 3337 WR
142 142 WR2601 20250702 ... 3344 3325 WR
143 143 WR2602 20250702 ... 3396 3396 WR
144 144 WR2603 20250702 ... 3387 3387 WR
145 145 WR2604 20250702 ... 3392 3392 WR
146 146 WR2605 20250702 ... 3369 3369 WR
147 147 WR2606 20250702 ... 3367 3367 WR
148 148 HC2507 20250702 ... 3175 3124 HC
149 149 HC2508 20250702 ... 3170 3131 HC
150 150 HC2509 20250702 ... 3169 3129 HC
151 151 HC2510 20250702 ... 3162 3121 HC
152 152 HC2511 20250702 ... 3166 3120 HC
153 153 HC2512 20250702 ... 3187 3123 HC
154 154 HC2601 20250702 ... 3168 3125 HC
155 155 HC2602 20250702 ... 3165 3126 HC
156 156 HC2603 20250702 ... 3175 3127 HC
157 157 HC2604 20250702 ... 3168 3132 HC
158 158 HC2605 20250702 ... 3160 3121 HC
159 159 HC2606 20250702 ... 3163 3124 HC
160 160 SS2507 20250702 ... 12540 12440 SS
161 161 SS2508 20250702 ... 12640 12535 SS
162 162 SS2509 20250702 ... 12600 12505 SS
163 163 SS2510 20250702 ... 12570 12475 SS
164 164 SS2511 20250702 ... 12585 12490 SS
165 165 SS2512 20250702 ... 12595 12510 SS
166 166 SS2601 20250702 ... 12640 12555 SS
167 167 SS2602 20250702 ... 12680 12595 SS
168 168 SS2603 20250702 ... 12715 12635 SS
169 169 SS2604 20250702 ... 12745 12630 SS
170 170 SS2605 20250702 ... 12775 12675 SS
171 171 SS2606 20250702 ... 12810 12700 SS
172 172 SC2508 20250702 ... 498.5 497 SC
173 173 SC2509 20250702 ... 493 490.9 SC
174 174 SC2510 20250702 ... 487.4 485.4 SC
175 175 SC2511 20250702 ... 482.9 481.8 SC
176 176 SC2512 20250702 ... 480.7 478.8 SC
177 177 SC2601 20250702 ... 478.4 476.5 SC
178 178 SC2602 20250702 ... 476.5 475 SC
179 179 SC2603 20250702 ... 474 473.9 SC
180 180 SC2604 20250702 ... 473.3 476.3 SC
181 181 SC2605 20250702 ... 471.2 470.6 SC
182 182 SC2606 20250702 ... 472 470.2 SC
183 183 SC2607 20250702 ... 470.9 470.9 SC
184 184 SC2609 20250702 ... 467.3 467.3 SC
185 185 SC2612 20250702 ... 460.4 470.6 SC
186 186 SC2703 20250702 ... 468.4 468.4 SC
187 187 SC2706 20250702 ... 463.6 462.7 SC
188 188 SC2709 20250702 ... 463.9 465.7 SC
189 189 SC2712 20250702 ... 465.8 465.8 SC
190 190 SC2803 20250702 ... 460.4 460.4 SC
191 191 SC2806 20250702 ... 462.8 459.9 SC
192 192 LU2508 20250702 ... 3588 3591 LU
193 193 LU2509 20250702 ... 3591 3576 LU
194 194 LU2510 20250702 ... 3569 3553 LU
195 195 LU2511 20250702 ... 3541 3528 LU
196 196 LU2512 20250702 ... 3517 3505 LU
197 197 LU2601 20250702 ... 3497 3499 LU
198 198 LU2602 20250702 ... 3480 3480 LU
199 199 LU2603 20250702 ... 3461 3456 LU
200 200 LU2604 20250702 ... 3447 3450 LU
201 201 LU2605 20250702 ... 3429 3427 LU
202 202 LU2606 20250702 ... 3436 3423 LU
203 203 LU2607 20250702 ... 3416 3416 LU
204 204 FU2508 20250702 ... 2923 2937 FU
205 205 FU2509 20250702 ... 2956 2973 FU
206 206 FU2510 20250702 ... 2912 2921 FU
207 207 FU2511 20250702 ... 2882 2882 FU
208 208 FU2512 20250702 ... 2858 2858 FU
209 209 FU2601 20250702 ... 2852 2850 FU
210 210 FU2602 20250702 ... 2836 2832 FU
211 211 FU2603 20250702 ... 2826 2823 FU
212 212 FU2604 20250702 ... 2813 2811 FU
213 213 FU2605 20250702 ... 2800 2802 FU
214 214 FU2606 20250702 ... 2785 2790 FU
215 215 FU2607 20250702 ... 2779 2781 FU
216 216 BU2507 20250702 ... 3609 3592 BU
217 217 BU2508 20250702 ... 3598 3580 BU
218 218 BU2509 20250702 ... 3579 3566 BU
219 219 BU2510 20250702 ... 3530 3520 BU
220 220 BU2511 20250702 ... 3464 3451 BU
221 221 BU2512 20250702 ... 3382 3373 BU
222 222 BU2601 20250702 ... 3342 3334 BU
223 223 BU2602 20250702 ... 3338 3303 BU
224 224 BU2603 20250702 ... 3315 3307 BU
225 225 BU2604 20250702 ... 3304 3292 BU
226 226 BU2605 20250702 ... 3286 3274 BU
227 227 BU2606 20250702 ... 3257 3242 BU
228 228 BU2609 20250702 ... 3260 3253 BU
229 229 BU2612 20250702 ... 3230 3212 BU
230 230 BU2703 20250702 ... 3243 3215 BU
231 231 BU2706 20250702 ... 3228 3228 BU
232 232 BR2507 20250702 ... 11390 11350 BR
233 233 BR2508 20250702 ... 11230 11220 BR
234 234 BR2509 20250702 ... 11130 11110 BR
235 235 BR2510 20250702 ... 11080 11055 BR
236 236 BR2511 20250702 ... 11070 11020 BR
237 237 BR2512 20250702 ... 11060 10985 BR
238 238 BR2601 20250702 ... 11030 10980 BR
239 239 BR2602 20250702 ... 11040 11010 BR
240 240 BR2603 20250702 ... 11030 11015 BR
241 241 BR2604 20250702 ... 11010 11065 BR
242 242 BR2605 20250702 ... 11020 11000 BR
243 243 BR2606 20250702 ... 11055 11000 BR
244 244 RU2507 20250702 ... 14000 13905 RU
245 245 RU2508 20250702 ... 14070 13945 RU
246 246 RU2509 20250702 ... 14090 13975 RU
247 247 RU2510 20250702 ... 14070 13975 RU
248 248 RU2511 20250702 ... 14100 13995 RU
249 249 RU2601 20250702 ... 14955 14850 RU
250 250 RU2603 20250702 ... 14940 14875 RU
251 251 RU2604 20250702 ... 14975 14975 RU
252 252 RU2605 20250702 ... 15010 14875 RU
253 253 RU2606 20250702 ... 14980 14915 RU
254 254 NR2507 20250702 ... 12245 12175 NR
255 255 NR2508 20250702 ... 12270 12210 NR
256 256 NR2509 20250702 ... 12225 12170 NR
257 257 NR2510 20250702 ... 12210 12165 NR
258 258 NR2511 20250702 ... 12220 12180 NR
259 259 NR2512 20250702 ... 12220 12180 NR
260 260 NR2601 20250702 ... 12220 12165 NR
261 261 NR2602 20250702 ... 12255 12185 NR
262 262 NR2603 20250702 ... 12220 12175 NR
263 263 NR2604 20250702 ... 12240 12185 NR
264 264 NR2605 20250702 ... 12285 12225 NR
265 265 NR2606 20250702 ... 12260 12260 NR
266 266 SP2507 20250702 ... 5026 5024 SP
267 267 SP2508 20250702 ... 5032 5044 SP
268 268 SP2509 20250702 ... 5048 5044 SP
269 269 SP2510 20250702 ... 5052 5046 SP
270 270 SP2511 20250702 ... 5042 5034 SP
271 271 SP2512 20250702 ... 5040 5032 SP
272 272 SP2601 20250702 ... 5242 5230 SP
273 273 SP2602 20250702 ... 5192 5170 SP
274 274 SP2603 20250702 ... 5166 5170 SP
275 275 SP2604 20250702 ... 5162 5172 SP
276 276 SP2605 20250702 ... 5176 5178 SP
277 277 SP2606 20250702 ... 5198 5190 SP
278 278 EC2508 20250702 ... 1894.9 1852.6 EC
279 279 EC2510 20250702 ... 1374.5 1368.8 EC
280 280 EC2512 20250702 ... 1540.4 1526.5 EC
281 281 EC2602 20250702 ... 1338.5 1331.2 EC
282 282 EC2604 20250702 ... 1174.7 1175.5 EC
283 283 EC2606 20250702 ... 1312.7 1313.6 EC
284 285 SC_TAS2508 20250702 ... SC_TAS
285 286 SC_TAS2509 20250702 ... SC_TAS
286 287 SC_TAS2510 20250702 ... SC_TAS
287 288 SC_TAS2511 20250702 ... SC_TAS
[288 rows x 13 columns]
2025-07-03 18:26:29,833 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
2025-07-03 18:26:31,620 - future_1d - INFO - save future_daily 2025-07-02 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250703 7768.0 7786.0 ... 328647.72 7747.0 7726.0 AP
1 AP511 20250703 7557.0 7606.0 ... 447.30 7581.0 7559.0 AP
2 AP512 20250703 7589.0 7630.0 ... 83.75 7613.0 7602.0 AP
3 AP601 20250703 7654.0 7680.0 ... 13408.34 7649.0 7625.0 AP
4 AP603 20250703 7628.0 7667.0 ... 53.57 7653.0 7645.0 AP
5 AP604 20250703 7671.0 7729.0 ... 38.51 7703.0 7685.0 AP
6 AP605 20250703 7738.0 7777.0 ... 69.86 7762.0 7736.0 AP
7 CF507 20250703 13585.0 13585.0 ... 515.17 13555.0 13585.0 CF
8 CF509 20250703 13805.0 13825.0 ... 901136.00 13790.0 13785.0 CF
9 CF511 20250703 13730.0 13745.0 ... 136776.49 13710.0 13715.0 CF
10 CF601 20250703 13805.0 13835.0 ... 271114.23 13790.0 13800.0 CF
11 CF603 20250703 13790.0 13800.0 ... 1396.61 13760.0 13780.0 CF
12 CF605 20250703 13775.0 13820.0 ... 4959.69 13775.0 13805.0 CF
13 CJ507 20250703 0.0 0.0 ... 0.00 9660.0 9660.0 CJ
14 CJ509 20250703 9675.0 9745.0 ... 648723.46 9675.0 9725.0 CJ
15 CJ512 20250703 10930.0 10965.0 ... 23363.06 10785.0 10980.0 CJ
16 CJ601 20250703 11060.0 11120.0 ... 1527700.88 10940.0 11120.0 CJ
17 CJ603 20250703 11250.0 11355.0 ... 35378.38 11160.0 11300.0 CJ
18 CJ605 20250703 11525.0 11660.0 ... 160148.57 11465.0 11500.0 CJ
19 CY507 20250703 19950.0 19950.0 ... 9.98 19950.0 19970.0 CY
20 CY508 20250703 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250703 20065.0 20100.0 ... 88353.82 20060.0 20065.0 CY
22 CY510 20250703 0.0 0.0 ... 0.00 19680.0 19685.0 CY
23 CY511 20250703 20090.0 20090.0 ... 10.05 20090.0 19980.0 CY
24 CY512 20250703 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250703 0.0 0.0 ... 0.00 20040.0 20085.0 CY
26 CY602 20250703 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250703 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250703 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250703 0.0 0.0 ... 0.00 20070.0 20090.0 CY
30 CY606 20250703 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250703 960.0 960.0 ... 568.50 951.0 938.0 FG
32 FG508 20250703 1044.0 1067.0 ... 57731.46 1051.0 1033.0 FG
33 FG509 20250703 1049.0 1061.0 ... 6504748.88 1042.0 1023.0 FG
34 FG510 20250703 1095.0 1105.0 ... 32739.90 1089.0 1066.0 FG
35 FG511 20250703 1080.0 1097.0 ... 56883.90 1081.0 1057.0 FG
36 FG512 20250703 1154.0 1161.0 ... 21990.40 1143.0 1123.0 FG
37 FG601 20250703 1137.0 1150.0 ... 591334.32 1130.0 1114.0 FG
38 FG602 20250703 1172.0 1180.0 ... 1037.45 1163.0 1144.0 FG
39 FG603 20250703 1169.0 1178.0 ... 808.06 1161.0 1148.0 FG
40 FG604 20250703 1194.0 1206.0 ... 949.33 1190.0 1176.0 FG
41 FG605 20250703 1189.0 1204.0 ... 15857.70 1187.0 1171.0 FG
42 FG606 20250703 1202.0 1214.0 ... 516.16 1200.0 1185.0 FG
43 JR507 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250703 2418.0 2418.0 ... 33.85 2418.0 2424.0 MA
54 MA508 20250703 2433.0 2450.0 ... 12684.60 2436.0 2427.0 MA
55 MA509 20250703 2408.0 2428.0 ... 1699960.85 2408.0 2393.0 MA
56 MA510 20250703 2418.0 2435.0 ... 50106.38 2416.0 2399.0 MA
57 MA511 20250703 2423.0 2443.0 ... 54348.03 2424.0 2405.0 MA
58 MA512 20250703 2441.0 2459.0 ... 20498.29 2442.0 2425.0 MA
59 MA601 20250703 2440.0 2460.0 ... 145434.71 2444.0 2426.0 MA
60 MA602 20250703 2428.0 2437.0 ... 58.21 2425.0 2411.0 MA
61 MA603 20250703 2424.0 2435.0 ... 123.42 2420.0 2405.0 MA
62 MA604 20250703 2394.0 2399.0 ... 19.16 2395.0 2384.0 MA
63 MA605 20250703 2343.0 2371.0 ... 3957.27 2360.0 2340.0 MA
64 MA606 20250703 2354.0 2375.0 ... 42.52 2362.0 2350.0 MA
65 OI507 20250703 0.0 0.0 ... 0.00 9719.0 9719.0 OI
66 OI509 20250703 9630.0 9683.0 ... 2780985.86 9641.0 9543.0 OI
67 OI511 20250703 9617.0 9671.0 ... 117830.13 9629.0 9545.0 OI
68 OI601 20250703 9571.0 9613.0 ... 347289.96 9569.0 9497.0 OI
69 OI603 20250703 9502.0 9544.0 ... 2840.51 9500.0 9438.0 OI
70 OI605 20250703 9405.0 9438.0 ... 2002.59 9402.0 9331.0 OI
71 PF507 20250703 6714.0 6714.0 ... 13.40 6700.0 6688.0 PF
72 PF508 20250703 6640.0 6650.0 ... 324641.58 6594.0 6598.0 PF
73 PF509 20250703 6516.0 6516.0 ... 152814.98 6472.0 6480.0 PF
74 PF510 20250703 6496.0 6500.0 ... 69813.87 6458.0 6468.0 PF
75 PF511 20250703 6462.0 6462.0 ... 36633.78 6422.0 6428.0 PF
76 PF512 20250703 6422.0 6430.0 ... 10671.45 6398.0 6394.0 PF
77 PF601 20250703 6416.0 6442.0 ... 2553.88 6410.0 6412.0 PF
78 PF602 20250703 6420.0 6420.0 ... 12.84 6418.0 6382.0 PF
79 PF603 20250703 6416.0 6418.0 ... 28.85 6412.0 6400.0 PF
80 PF604 20250703 6418.0 6418.0 ... 12.82 6410.0 6424.0 PF
81 PF605 20250703 6414.0 6414.0 ... 12.82 6412.0 6414.0 PF
82 PF606 20250703 0.0 0.0 ... 0.00 6390.0 6390.0 PF
83 PK510 20250703 8268.0 8280.0 ... 140662.98 8262.0 8238.0 PK
84 PK511 20250703 8016.0 8024.0 ... 50886.36 7994.0 7984.0 PK
85 PK512 20250703 7994.0 8002.0 ... 339.25 7982.0 7972.0 PK
86 PK601 20250703 7990.0 7998.0 ... 2721.16 7980.0 7978.0 PK
87 PK603 20250703 7976.0 7982.0 ... 47.88 7980.0 7970.0 PK
88 PK604 20250703 7984.0 7990.0 ... 39.91 7982.0 7970.0 PK
89 PK605 20250703 7980.0 7990.0 ... 283.14 7976.0 7962.0 PK
90 PM507 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250703 5968.0 5968.0 ... 259.61 5968.0 5984.0 PR
97 PR508 20250703 5988.0 5998.0 ... 34331.00 5958.0 5972.0 PR
98 PR509 20250703 5956.0 5958.0 ... 416952.58 5916.0 5922.0 PR
99 PR510 20250703 5928.0 5936.0 ... 233408.90 5892.0 5886.0 PR
100 PR511 20250703 5890.0 5906.0 ... 67171.12 5874.0 5860.0 PR
101 PR512 20250703 5876.0 5876.0 ... 70.38 5866.0 5876.0 PR
102 PR601 20250703 5866.0 5878.0 ... 518.12 5854.0 5852.0 PR
103 PR602 20250703 5910.0 5910.0 ... 53.10 5900.0 5876.0 PR
104 PR603 20250703 5904.0 5914.0 ... 70.84 5904.0 5902.0 PR
105 PR604 20250703 5910.0 5910.0 ... 26.57 5904.0 5898.0 PR
106 PR605 20250703 5900.0 5900.0 ... 26.54 5898.0 5898.0 PR
107 PR606 20250703 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250703 6922.0 6922.0 ... 10.38 6922.0 6920.0 PX
109 PX508 20250703 6886.0 6886.0 ... 3921.95 6822.0 6826.0 PX
110 PX509 20250703 6806.0 6808.0 ... 752182.93 6748.0 6760.0 PX
111 PX510 20250703 6756.0 6758.0 ... 92329.37 6706.0 6716.0 PX
112 PX511 20250703 6708.0 6718.0 ... 138703.42 6664.0 6670.0 PX
113 PX512 20250703 6668.0 6688.0 ... 16248.39 6644.0 6640.0 PX
114 PX601 20250703 6664.0 6684.0 ... 53497.43 6632.0 6624.0 PX
115 PX602 20250703 6618.0 6618.0 ... 6.62 6618.0 6586.0 PX
116 PX603 20250703 6620.0 6620.0 ... 9.92 6616.0 6610.0 PX
117 PX604 20250703 0.0 0.0 ... 0.00 6568.0 6568.0 PX
118 PX605 20250703 6600.0 6630.0 ... 125.17 6588.0 6588.0 PX
119 PX606 20250703 6548.0 6568.0 ... 6.56 6558.0 6538.0 PX
120 RI507 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250703 2433.0 2484.0 ... 1291.41 2468.0 2438.0 RM
127 RM508 20250703 2589.0 2629.0 ... 17544.34 2610.0 2583.0 RM
128 RM509 20250703 2583.0 2626.0 ... 989615.79 2601.0 2577.0 RM
129 RM511 20250703 2403.0 2443.0 ... 3278.20 2421.0 2403.0 RM
130 RM601 20250703 2298.0 2340.0 ... 186800.64 2318.0 2301.0 RM
131 RM603 20250703 2284.0 2319.0 ... 12548.19 2299.0 2283.0 RM
132 RM605 20250703 2316.0 2341.0 ... 19773.51 2327.0 2316.0 RM
133 RS507 20250703 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250703 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250703 5147.0 5148.0 ... 339.08 5061.0 5156.0 RS
136 RS511 20250703 5229.0 5229.0 ... 15.39 5131.0 5252.0 RS
137 SA507 20250703 1166.0 1166.0 ... 205.19 1166.0 1166.0 SA
138 SA508 20250703 1202.0 1204.0 ... 19238.73 1188.0 1186.0 SA
139 SA509 20250703 1202.0 1208.0 ... 5171285.93 1188.0 1185.0 SA
140 SA510 20250703 1212.0 1215.0 ... 147076.85 1199.0 1191.0 SA
141 SA511 20250703 1215.0 1217.0 ... 155522.83 1200.0 1190.0 SA
142 SA512 20250703 1229.0 1233.0 ... 25599.33 1215.0 1210.0 SA
143 SA601 20250703 1219.0 1232.0 ... 965605.05 1213.0 1210.0 SA
144 SA602 20250703 1233.0 1240.0 ... 6961.96 1224.0 1223.0 SA
145 SA603 20250703 1232.0 1239.0 ... 5792.02 1221.0 1218.0 SA
146 SA604 20250703 1241.0 1248.0 ... 3826.56 1235.0 1232.0 SA
147 SA605 20250703 1236.0 1247.0 ... 28728.07 1233.0 1225.0 SA
148 SA606 20250703 1244.0 1250.0 ... 1507.94 1242.0 1236.0 SA
149 SF507 20250703 5482.0 5610.0 ... 5556.95 5496.0 5396.0 SF
150 SF508 20250703 5452.0 5452.0 ... 11934.46 5404.0 5374.0 SF
151 SF509 20250703 5436.0 5448.0 ... 408822.84 5400.0 5368.0 SF
152 SF510 20250703 5354.0 5358.0 ... 84472.78 5318.0 5280.0 SF
153 SF511 20250703 5464.0 5488.0 ... 112680.86 5446.0 5402.0 SF
154 SF512 20250703 5434.0 5448.0 ... 15109.77 5410.0 5358.0 SF
155 SF601 20250703 5416.0 5428.0 ... 10680.68 5382.0 5322.0 SF
156 SF602 20250703 5320.0 5344.0 ... 661.09 5310.0 5312.0 SF
157 SF603 20250703 5432.0 5488.0 ... 307.33 5440.0 5440.0 SF
158 SF604 20250703 0.0 0.0 ... 0.00 5444.0 5446.0 SF
159 SF605 20250703 5430.0 5460.0 ... 357.34 5414.0 5420.0 SF
160 SF606 20250703 5352.0 5402.0 ... 26.85 5370.0 5376.0 SF
161 SH507 20250703 0.0 0.0 ... 0.00 2349.0 2349.0 SH
162 SH508 20250703 2388.0 2392.0 ... 113897.83 2371.0 2368.0 SH
163 SH509 20250703 2395.0 2399.0 ... 2690813.85 2382.0 2374.0 SH
164 SH510 20250703 2431.0 2437.0 ... 252741.73 2418.0 2415.0 SH
165 SH511 20250703 2414.0 2422.0 ... 158119.36 2404.0 2402.0 SH
166 SH512 20250703 2421.0 2424.0 ... 32625.88 2409.0 2405.0 SH
167 SH601 20250703 2386.0 2391.0 ... 51728.87 2379.0 2371.0 SH
168 SH602 20250703 2398.0 2398.0 ... 157.86 2392.0 2382.0 SH
169 SH603 20250703 2404.0 2409.0 ... 216.17 2402.0 2395.0 SH
170 SH604 20250703 2441.0 2452.0 ... 161.41 2446.0 2431.0 SH
171 SH605 20250703 2438.0 2443.0 ... 1498.47 2437.0 2427.0 SH
172 SH606 20250703 2449.0 2459.0 ... 102.93 2451.0 2426.0 SH
173 SM507 20250703 5670.0 5670.0 ... 692.14 5670.0 5696.0 SM
174 SM508 20250703 5730.0 5730.0 ... 12607.12 5698.0 5684.0 SM
175 SM509 20250703 5726.0 5736.0 ... 530116.19 5706.0 5694.0 SM
176 SM510 20250703 5702.0 5704.0 ... 57083.65 5676.0 5652.0 SM
177 SM511 20250703 5800.0 5800.0 ... 83616.93 5764.0 5740.0 SM
178 SM512 20250703 5766.0 5772.0 ... 14612.96 5746.0 5720.0 SM
179 SM601 20250703 5776.0 5776.0 ... 36116.07 5746.0 5718.0 SM
180 SM602 20250703 5722.0 5768.0 ... 266.36 5728.0 5700.0 SM
181 SM603 20250703 5766.0 5778.0 ... 8.66 5774.0 5710.0 SM
182 SM604 20250703 5778.0 5778.0 ... 14.44 5778.0 5718.0 SM
183 SM605 20250703 5780.0 5806.0 ... 424.85 5780.0 5750.0 SM
184 SM606 20250703 0.0 0.0 ... 0.00 5784.0 5758.0 SM
185 SR507 20250703 5790.0 5830.0 ... 10581.58 5779.0 5779.0 SR
186 SR509 20250703 5760.0 5778.0 ... 852843.36 5763.0 5735.0 SR
187 SR511 20250703 5632.0 5644.0 ... 114702.98 5632.0 5606.0 SR
188 SR601 20250703 5580.0 5586.0 ... 99251.83 5577.0 5557.0 SR
189 SR603 20250703 5548.0 5560.0 ... 2302.47 5548.0 5535.0 SR
190 SR605 20250703 5526.0 5528.0 ... 4135.93 5522.0 5509.0 SR
191 TA507 20250703 4918.0 4918.0 ... 23276.82 4878.0 4918.0 TA
192 TA508 20250703 4862.0 4872.0 ... 61178.99 4820.0 4854.0 TA
193 TA509 20250703 4804.0 4804.0 ... 2533165.51 4762.0 4778.0 TA
194 TA510 20250703 4750.0 4756.0 ... 76502.69 4720.0 4724.0 TA
195 TA511 20250703 4732.0 4742.0 ... 58691.64 4704.0 4700.0 TA
196 TA512 20250703 4702.0 4720.0 ... 6741.20 4690.0 4680.0 TA
197 TA601 20250703 4690.0 4710.0 ... 439008.61 4678.0 4662.0 TA
198 TA602 20250703 4692.0 4692.0 ... 42.10 4678.0 4666.0 TA
199 TA603 20250703 4692.0 4694.0 ... 42.09 4678.0 4654.0 TA
200 TA604 20250703 4702.0 4710.0 ... 21.10 4688.0 4672.0 TA
201 TA605 20250703 4700.0 4720.0 ... 2331.80 4688.0 4678.0 TA
202 TA606 20250703 4672.0 4672.0 ... 2.34 4672.0 4678.0 TA
203 UR507 20250703 1744.0 1744.0 ... 369.73 1744.0 1744.0 UR
204 UR508 20250703 1746.0 1746.0 ... 271.39 1740.0 1742.0 UR
205 UR509 20250703 1739.0 1745.0 ... 540519.24 1733.0 1730.0 UR
206 UR510 20250703 1725.0 1729.0 ... 17643.85 1719.0 1720.0 UR
207 UR511 20250703 1736.0 1738.0 ... 16384.16 1728.0 1727.0 UR
208 UR512 20250703 1717.0 1717.0 ... 75.48 1715.0 1712.0 UR
209 UR601 20250703 1700.0 1705.0 ... 51453.65 1697.0 1691.0 UR
210 UR602 20250703 1698.0 1699.0 ... 345.04 1691.0 1687.0 UR
211 UR603 20250703 1717.0 1723.0 ... 27.52 1720.0 1715.0 UR
212 UR604 20250703 1715.0 1716.0 ... 72.02 1715.0 1707.0 UR
213 UR605 20250703 1712.0 1715.0 ... 2097.07 1708.0 1702.0 UR
214 UR606 20250703 1704.0 1709.0 ... 153.27 1703.0 1707.0 UR
215 WH507 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-03 18:26:41,295 - future_1d - INFO - ak.get_czce_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 IC2507 20250703 5877.600 ... 5874.600 5849.600 IC
1 IC2508 20250703 5809.200 ... 5821.400 5799.000 IC
2 IC2509 20250703 5769.600 ... 5770.200 5748.800 IC
3 IC2512 20250703 5642.400 ... 5644.600 5625.000 IC
4 IF2507 20250703 3927.800 ... 3946.400 3919.600 IF
5 IF2508 20250703 3912.800 ... 3929.000 3902.200 IF
6 IF2509 20250703 3899.600 ... 3917.800 3891.800 IF
7 IF2512 20250703 3865.000 ... 3880.800 3854.200 IF
8 IH2507 20250703 2706.800 ... 2706.600 2703.400 IH
9 IH2508 20250703 2702.200 ... 2701.600 2698.200 IH
10 IH2509 20250703 2700.000 ... 2700.400 2696.800 IH
11 IH2512 20250703 2698.200 ... 2699.200 2695.000 IH
12 IM2507 20250703 6269.400 ... 6280.200 6251.800 IM
13 IM2508 20250703 6186.000 ... 6209.000 6177.200 IM
14 IM2509 20250703 6127.200 ... 6138.600 6107.400 IM
15 IM2512 20250703 5945.000 ... 5960.400 5929.000 IM
16 T2509 20250703 109.150 ... 109.070 109.110 T
17 T2512 20250703 109.220 ... 109.155 109.185 T
18 T2603 20250703 109.155 ... 109.130 109.140 T
19 TF2509 20250703 106.275 ... 106.230 106.240 TF
20 TF2512 20250703 106.365 ... 106.335 106.335 TF
21 TF2603 20250703 106.425 ... 106.375 106.375 TF
22 TL2509 20250703 121.150 ... 121.070 121.160 TL
23 TL2512 20250703 121.080 ... 120.940 121.020 TL
24 TL2603 20250703 120.640 ... 120.780 120.800 TL
25 TS2509 20250703 102.520 ... 102.506 102.506 TS
26 TS2512 20250703 102.650 ... 102.636 102.638 TS
27 TS2603 20250703 102.750 ... 102.744 102.744 TS
[28 rows x 12 columns]
2025-07-03 18:26:41,412 - future_1d - INFO - ak.get_cffex_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 SC2508 20250703 501.6 ... 503.7 498.5 SC
1 SC2509 20250703 496.3 ... 498.1 493 SC
2 SC2510 20250703 491.5 ... 492.4 487.4 SC
3 SC2511 20250703 485.4 ... 487.2 482.9 SC
4 SC2512 20250703 482.3 ... 484 480.7 SC
5 SC2601 20250703 480.6 ... 481.6 478.4 SC
6 SC2602 20250703 479.4 ... 480.4 476.5 SC
7 SC2603 20250703 478.5 ... 478 474 SC
8 SC2604 20250703 477.4 ... 476.8 473.3 SC
9 SC2605 20250703 475.7 ... 475.7 471.2 SC
10 SC2606 20250703 475.2 ... 475.7 472 SC
11 SC2607 20250703 ... 470.9 470.9 SC
12 SC2609 20250703 484.9 ... 474.2 467.3 SC
13 SC2612 20250703 ... 465.1 460.4 SC
14 SC2703 20250703 465 ... 465 468.4 SC
15 SC2706 20250703 ... 464.2 463.6 SC
16 SC2709 20250703 ... 464 463.9 SC
17 SC2712 20250703 ... 465.8 465.8 SC
18 SC2803 20250703 461 ... 464.7 460.4 SC
19 SC2806 20250703 463.8 ... 464.6 462.8 SC
21 LU2508 20250703 3605 ... 3622 3588 LU
22 LU2509 20250703 3619 ... 3616 3591 LU
23 LU2510 20250703 3596 ... 3593 3569 LU
24 LU2511 20250703 3565 ... 3568 3541 LU
25 LU2512 20250703 3528 ... 3546 3517 LU
26 LU2601 20250703 3516 ... 3526 3497 LU
27 LU2602 20250703 ... 3503 3480 LU
28 LU2603 20250703 3480 ... 3499 3461 LU
29 LU2604 20250703 3507 ... 3495 3447 LU
30 LU2605 20250703 3455 ... 3476 3429 LU
31 LU2606 20250703 3468 ... 3461 3436 LU
32 LU2607 20250703 3442 ... 3442 3416 LU
34 NR2507 20250703 12285 ... 12140 12245 NR
35 NR2508 20250703 12295 ... 12145 12270 NR
36 NR2509 20250703 12240 ... 12135 12225 NR
37 NR2510 20250703 12235 ... 12125 12210 NR
38 NR2511 20250703 12245 ... 12120 12220 NR
39 NR2512 20250703 12290 ... 12135 12220 NR
40 NR2601 20250703 12260 ... 12155 12220 NR
41 NR2602 20250703 12315 ... 12245 12255 NR
42 NR2603 20250703 12090 ... 12090 12220 NR
43 NR2604 20250703 12195 ... 12195 12240 NR
44 NR2605 20250703 12330 ... 12215 12285 NR
45 NR2606 20250703 ... 12260 12260 NR
47 BC2507 20250703 ... 71480 71480 BC
48 BC2508 20250703 71930 ... 71970 71850 BC
49 BC2509 20250703 71810 ... 71740 71670 BC
50 BC2510 20250703 ... 71400 71350 BC
51 BC2511 20250703 71960 ... 71800 72330 BC
52 BC2512 20250703 ... 70950 69450 BC
53 BC2601 20250703 71390 ... 71390 69570 BC
54 BC2602 20250703 ... 69410 69410 BC
55 BC2603 20250703 ... 69290 69290 BC
56 BC2604 20250703 71360 ... 71360 69760 BC
57 BC2605 20250703 71400 ... 71400 71000 BC
58 BC2606 20250703 ... 71590 71590 BC
60 EC2508 20250703 1915 ... 1882.1 1894.9 EC
61 EC2510 20250703 1381.5 ... 1366.8 1374.5 EC
62 EC2512 20250703 1524.9 ... 1531.6 1540.4 EC
63 EC2602 20250703 1328.7 ... 1332.6 1338.5 EC
64 EC2604 20250703 1178.9 ... 1167.8 1174.7 EC
65 EC2606 20250703 1332.4 ... 1316.1 1312.7 EC
68 SC_TAS2508 20250703 ... SC_TAS
69 SC_TAS2509 20250703 ... SC_TAS
70 SC_TAS2510 20250703 ... SC_TAS
71 SC_TAS2511 20250703 ... SC_TAS
[66 rows x 12 columns]
2025-07-03 18:26:41,480 - future_1d - INFO - ak.get_ine_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 PS2507 20250703 35000.0 ... 35130.0 35000.0 PS
1 PS2508 20250703 35700.0 ... 35270.0 34315.0 PS
2 PS2509 20250703 35320.0 ... 34670.0 33635.0 PS
3 PS2510 20250703 34480.0 ... 34460.0 33515.0 PS
4 PS2511 20250703 34295.0 ... 34260.0 33365.0 PS
5 PS2512 20250703 36030.0 ... 36235.0 35485.0 PS
6 PS2601 20250703 35930.0 ... 36035.0 35380.0 PS
7 PS2602 20250703 35755.0 ... 35925.0 35250.0 PS
8 PS2603 20250703 36110.0 ... 35820.0 35475.0 PS
9 PS2604 20250703 36060.0 ... 35765.0 35155.0 PS
10 PS2605 20250703 35640.0 ... 35535.0 35040.0 PS
11 PS2606 20250703 37375.0 ... 37040.0 36605.0 PS
13 SI2507 20250703 8100.0 ... 8055.0 8130.0 SI
14 SI2508 20250703 8220.0 ... 8050.0 8070.0 SI
15 SI2509 20250703 8185.0 ... 8035.0 8085.0 SI
16 SI2510 20250703 8230.0 ... 8015.0 8060.0 SI
17 SI2511 20250703 8100.0 ... 7975.0 8005.0 SI
18 SI2512 20250703 8435.0 ... 8300.0 8280.0 SI
19 SI2601 20250703 8450.0 ... 8260.0 8245.0 SI
20 SI2602 20250703 8370.0 ... 8240.0 8230.0 SI
21 SI2603 20250703 8370.0 ... 8255.0 8260.0 SI
22 SI2604 20250703 8365.0 ... 8260.0 8265.0 SI
23 SI2605 20250703 8360.0 ... 8235.0 8250.0 SI
24 SI2606 20250703 8400.0 ... 8250.0 8230.0 SI
27 LC2507 20250703 63800.0 ... 63920.0 63620.0 LC
28 LC2508 20250703 64160.0 ... 63940.0 63640.0 LC
29 LC2509 20250703 64000.0 ... 63760.0 63500.0 LC
30 LC2510 20250703 63820.0 ... 63620.0 63320.0 LC
31 LC2511 20250703 63600.0 ... 63420.0 63140.0 LC
32 LC2512 20250703 63960.0 ... 63700.0 63480.0 LC
33 LC2601 20250703 64000.0 ... 63840.0 63540.0 LC
34 LC2602 20250703 64040.0 ... 63860.0 63360.0 LC
35 LC2603 20250703 63940.0 ... 63760.0 63380.0 LC
36 LC2604 20250703 64520.0 ... 64260.0 63940.0 LC
37 LC2605 20250703 64600.0 ... 64380.0 63960.0 LC
38 LC2606 20250703 65200.0 ... 64460.0 64080.0 LC
[36 rows x 12 columns]
2025-07-03 18:26:41,615 - future_1d - INFO - ak.get_gfex_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 a2507 20250703 4191.00 ... 4205.00 4200.00 A
1 a2509 20250703 4153.00 ... 4148.00 4137.00 A
2 a2511 20250703 4082.00 ... 4077.00 4070.00 A
3 a2601 20250703 4063.00 ... 4059.00 4049.00 A
4 a2603 20250703 4052.00 ... 4049.00 4039.00 A
5 a2605 20250703 4083.00 ... 4085.00 4073.00 A
6 b2507 20250703 0.00 ... 3550.00 3550.00 B
7 b2508 20250703 3566.00 ... 3565.00 3554.00 B
8 b2509 20250703 3617.00 ... 3616.00 3591.00 B
9 b2510 20250703 3664.00 ... 3664.00 3642.00 B
10 b2511 20250703 3677.00 ... 3674.00 3654.00 B
11 b2512 20250703 3683.00 ... 3693.00 3668.00 B
12 b2601 20250703 3669.00 ... 3675.00 3653.00 B
13 b2602 20250703 3624.00 ... 3645.00 3610.00 B
14 b2603 20250703 3522.00 ... 3556.00 3514.00 B
15 b2604 20250703 3432.00 ... 3452.00 3420.00 B
16 b2605 20250703 3375.00 ... 3383.00 3364.00 B
17 b2606 20250703 3374.00 ... 3385.00 3367.00 B
18 bb2509 20250703 153.05 ... 153.45 153.35 BB
19 bb2511 20250703 154.25 ... 154.35 153.20 BB
20 bb2601 20250703 0.00 ... 162.00 170.50 BB
21 bb2603 20250703 0.00 ... 171.85 170.60 BB
22 bb2605 20250703 0.00 ... 171.85 170.60 BB
23 c2507 20250703 2347.00 ... 2347.00 2356.00 C
24 c2509 20250703 2363.00 ... 2364.00 2369.00 C
25 c2511 20250703 2305.00 ... 2307.00 2309.00 C
26 c2601 20250703 2264.00 ... 2264.00 2267.00 C
27 c2603 20250703 2257.00 ... 2260.00 2263.00 C
28 c2605 20250703 2289.00 ... 2294.00 2294.00 C
29 cs2507 20250703 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250703 2731.00 ... 2731.00 2735.00 CS
31 cs2511 20250703 2669.00 ... 2670.00 2671.00 CS
32 cs2601 20250703 2663.00 ... 2667.00 2667.00 CS
33 cs2603 20250703 2647.00 ... 2649.00 2647.00 CS
34 cs2605 20250703 2681.00 ... 2684.00 2685.00 CS
35 eb2507 20250703 7410.00 ... 7422.00 7397.00 EB
36 eb2508 20250703 7289.00 ... 7288.00 7250.00 EB
37 eb2509 20250703 7210.00 ... 7209.00 7166.00 EB
38 eb2510 20250703 7126.00 ... 7130.00 7082.00 EB
39 eb2511 20250703 7044.00 ... 7062.00 7012.00 EB
40 eb2512 20250703 7027.00 ... 7035.00 6987.00 EB
41 eb2601 20250703 7017.00 ... 7037.00 6998.00 EB
42 eb2602 20250703 7049.00 ... 7058.00 7016.00 EB
43 eb2603 20250703 7067.00 ... 7077.00 7022.00 EB
44 eb2604 20250703 7066.00 ... 7066.00 7019.00 EB
45 eb2605 20250703 7045.00 ... 7057.00 7016.00 EB
46 eb2606 20250703 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250703 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250703 4290.00 ... 4275.00 4272.00 EG
49 eg2509 20250703 4310.00 ... 4295.00 4289.00 EG
50 eg2510 20250703 4313.00 ... 4311.00 4297.00 EG
51 eg2511 20250703 4323.00 ... 4325.00 4309.00 EG
52 eg2512 20250703 4338.00 ... 4327.00 4310.00 EG
53 eg2601 20250703 4345.00 ... 4329.00 4314.00 EG
54 eg2602 20250703 4355.00 ... 4337.00 4311.00 EG
55 eg2603 20250703 0.00 ... 4311.00 4311.00 EG
56 eg2604 20250703 4369.00 ... 4367.00 4345.00 EG
57 eg2605 20250703 4358.00 ... 4342.00 4321.00 EG
58 eg2606 20250703 4378.00 ... 4378.00 4297.00 EG
59 fb2507 20250703 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250703 1331.50 ... 1329.50 1327.50 FB
61 fb2509 20250703 1310.50 ... 1313.00 1309.00 FB
62 fb2510 20250703 1328.00 ... 1327.50 1326.50 FB
63 fb2511 20250703 1325.00 ... 1325.00 1325.00 FB
64 fb2512 20250703 1325.00 ... 1324.50 1323.50 FB
65 fb2601 20250703 1302.50 ... 1312.50 1311.00 FB
66 fb2602 20250703 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250703 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250703 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250703 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250703 0.00 ... 1292.50 1292.50 FB
71 i2507 20250703 725.00 ... 722.50 710.50 I
72 i2508 20250703 732.00 ... 734.50 722.50 I
73 i2509 20250703 724.50 ... 728.00 715.50 I
74 i2510 20250703 719.00 ... 722.00 708.00 I
75 i2511 20250703 712.00 ... 715.00 702.00 I
76 i2512 20250703 705.00 ... 709.00 697.00 I
77 i2601 20250703 701.00 ... 702.50 689.50 I
78 i2602 20250703 696.50 ... 699.50 685.50 I
79 i2603 20250703 694.50 ... 697.50 683.00 I
80 i2604 20250703 689.00 ... 692.00 680.00 I
81 i2605 20250703 681.00 ... 685.50 672.00 I
82 i2606 20250703 675.00 ... 679.00 667.50 I
83 j2507 20250703 0.00 ... 1304.50 1304.50 J
84 j2508 20250703 1404.50 ... 1404.50 1393.00 J
85 j2509 20250703 1442.00 ... 1439.00 1416.50 J
86 j2510 20250703 1458.50 ... 1457.00 1440.50 J
87 j2511 20250703 1464.00 ... 1466.50 1428.50 J
88 j2512 20250703 1480.50 ... 1476.00 1432.00 J
89 j2601 20250703 1476.50 ... 1481.50 1453.50 J
90 j2602 20250703 1484.00 ... 1484.00 1460.50 J
91 j2603 20250703 1522.50 ... 1522.50 1491.00 J
92 j2604 20250703 1499.50 ... 1499.50 1497.50 J
93 j2605 20250703 1517.00 ... 1519.50 1477.00 J
94 j2606 20250703 0.00 ... 1528.00 1485.50 J
95 jd2507 20250703 2857.00 ... 2859.00 2836.00 JD
96 jd2508 20250703 3547.00 ... 3558.00 3561.00 JD
97 jd2509 20250703 3690.00 ... 3685.00 3687.00 JD
98 jd2510 20250703 3390.00 ... 3405.00 3412.00 JD
99 jd2511 20250703 3413.00 ... 3413.00 3418.00 JD
100 jd2512 20250703 3578.00 ... 3581.00 3583.00 JD
101 jd2601 20250703 3632.00 ... 3636.00 3629.00 JD
102 jd2602 20250703 3203.00 ... 3205.00 3199.00 JD
103 jd2603 20250703 3203.00 ... 3205.00 3202.00 JD
104 jd2604 20250703 3336.00 ... 3332.00 3329.00 JD
105 jd2605 20250703 3407.00 ... 3406.00 3404.00 JD
106 jd2606 20250703 3247.00 ... 3256.00 3250.00 JD
107 jm2507 20250703 0.00 ... 814.00 811.00 JM
108 jm2508 20250703 794.50 ... 801.50 780.00 JM
109 jm2509 20250703 847.00 ... 848.50 825.00 JM
110 jm2510 20250703 858.50 ... 864.00 844.50 JM
111 jm2511 20250703 872.00 ... 874.50 854.50 JM
112 jm2512 20250703 887.50 ... 887.00 865.00 JM
113 jm2601 20250703 891.50 ... 901.00 871.50 JM
114 jm2602 20250703 903.00 ... 907.00 885.00 JM
115 jm2603 20250703 905.00 ... 916.50 888.00 JM
116 jm2604 20250703 909.00 ... 917.00 893.50 JM
117 jm2605 20250703 916.00 ... 927.00 896.00 JM
118 jm2606 20250703 924.50 ... 940.50 911.00 JM
119 l2507 20250703 7327.00 ... 7298.00 7294.00 L
120 l2508 20250703 7295.00 ... 7295.00 7270.00 L
121 l2509 20250703 7300.00 ... 7293.00 7263.00 L
122 l2510 20250703 7311.00 ... 7287.00 7256.00 L
123 l2511 20250703 7291.00 ... 7283.00 7250.00 L
124 l2512 20250703 7303.00 ... 7281.00 7247.00 L
125 l2601 20250703 7270.00 ... 7269.00 7236.00 L
126 l2602 20250703 7231.00 ... 7253.00 7218.00 L
127 l2603 20250703 0.00 ... 7224.00 7224.00 L
128 l2604 20250703 7273.00 ... 7263.00 7248.00 L
129 l2605 20250703 7255.00 ... 7245.00 7214.00 L
130 l2606 20250703 7247.00 ... 7242.00 7235.00 L
131 lg2507 20250703 822.00 ... 822.00 818.50 LG
132 lg2509 20250703 793.00 ... 795.00 790.50 LG
133 lg2511 20250703 791.00 ... 788.50 784.50 LG
134 lg2601 20250703 782.00 ... 785.50 783.00 LG
135 lg2603 20250703 796.50 ... 786.50 783.50 LG
136 lg2605 20250703 806.00 ... 793.50 791.50 LG
137 lh2507 20250703 13915.00 ... 13920.00 13950.00 LH
138 lh2509 20250703 14345.00 ... 14315.00 14190.00 LH
139 lh2511 20250703 13530.00 ... 13585.00 13510.00 LH
140 lh2601 20250703 13575.00 ... 13685.00 13555.00 LH
141 lh2603 20250703 12895.00 ... 12940.00 12850.00 LH
142 lh2605 20250703 13050.00 ... 13085.00 13010.00 LH
143 m2507 20250703 2797.00 ... 2799.00 2824.00 M
144 m2508 20250703 2933.00 ... 2941.00 2929.00 M
145 m2509 20250703 2952.00 ... 2960.00 2947.00 M
146 m2511 20250703 2989.00 ... 3000.00 2985.00 M
147 m2512 20250703 3014.00 ... 3027.00 3009.00 M
148 m2601 20250703 2990.00 ... 3008.00 2990.00 M
149 m2603 20250703 2854.00 ... 2855.00 2849.00 M
150 m2605 20250703 2704.00 ... 2711.00 2698.00 M
151 p2507 20250703 0.00 ... 8452.00 8452.00 P
152 p2508 20250703 8506.00 ... 8516.00 8428.00 P
153 p2509 20250703 8470.00 ... 8478.00 8376.00 P
154 p2510 20250703 8470.00 ... 8486.00 8384.00 P
155 p2511 20250703 8448.00 ... 8482.00 8374.00 P
156 p2512 20250703 8450.00 ... 8484.00 8394.00 P
157 p2601 20250703 8466.00 ... 8482.00 8402.00 P
158 p2602 20250703 8440.00 ... 8458.00 8374.00 P
159 p2603 20250703 8414.00 ... 8416.00 8328.00 P
160 p2604 20250703 8374.00 ... 8372.00 8298.00 P
161 p2605 20250703 8332.00 ... 8336.00 8272.00 P
162 p2606 20250703 8308.00 ... 8312.00 8262.00 P
163 pg2507 20250703 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250703 4221.00 ... 4219.00 4202.00 PG
165 pg2509 20250703 4120.00 ... 4115.00 4100.00 PG
166 pg2510 20250703 4503.00 ... 4494.00 4480.00 PG
167 pg2511 20250703 4408.00 ... 4408.00 4392.00 PG
168 pg2512 20250703 4341.00 ... 4330.00 4322.00 PG
169 pg2601 20250703 4255.00 ... 4256.00 4240.00 PG
170 pg2602 20250703 4182.00 ... 4170.00 4163.00 PG
171 pg2603 20250703 4092.00 ... 4097.00 4084.00 PG
172 pg2604 20250703 4396.00 ... 4389.00 4374.00 PG
173 pg2605 20250703 4294.00 ... 4282.00 4266.00 PG
174 pg2606 20250703 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250703 7095.00 ... 7085.00 7073.00 PP
176 pp2508 20250703 7100.00 ... 7086.00 7064.00 PP
177 pp2509 20250703 7086.00 ... 7084.00 7058.00 PP
178 pp2510 20250703 7045.00 ... 7046.00 7017.00 PP
179 pp2511 20250703 7042.00 ... 7044.00 7016.00 PP
180 pp2512 20250703 7042.00 ... 7042.00 7021.00 PP
181 pp2601 20250703 7033.00 ... 7043.00 7012.00 PP
182 pp2602 20250703 7028.00 ... 7024.00 6981.00 PP
183 pp2603 20250703 0.00 ... 7008.00 6971.00 PP
184 pp2604 20250703 0.00 ... 6989.00 6989.00 PP
185 pp2605 20250703 7030.00 ... 7035.00 6990.00 PP
186 pp2606 20250703 7010.00 ... 7007.00 6974.00 PP
187 rr2507 20250703 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250703 3542.00 ... 3539.00 3549.00 RR
189 rr2509 20250703 3598.00 ... 3595.00 3600.00 RR
190 rr2510 20250703 3602.00 ... 3602.00 3602.00 RR
191 rr2511 20250703 3603.00 ... 3603.00 3608.00 RR
192 rr2512 20250703 3608.00 ... 3598.00 3608.00 RR
193 rr2601 20250703 3606.00 ... 3587.00 3610.00 RR
194 rr2602 20250703 3612.00 ... 3606.00 3612.00 RR
195 rr2603 20250703 3596.00 ... 3608.00 3607.00 RR
196 rr2604 20250703 3615.00 ... 3615.00 3619.00 RR
197 rr2605 20250703 3604.00 ... 3605.00 3602.00 RR
198 rr2606 20250703 0.00 ... 3608.00 3608.00 RR
199 v2507 20250703 4865.00 ... 4820.00 4819.00 V
200 v2508 20250703 4901.00 ... 4871.00 4847.00 V
201 v2509 20250703 4934.00 ... 4907.00 4877.00 V
202 v2510 20250703 4955.00 ... 4932.00 4906.00 V
203 v2511 20250703 4993.00 ... 4963.00 4932.00 V
204 v2512 20250703 5008.00 ... 4995.00 4968.00 V
205 v2601 20250703 5040.00 ... 5014.00 4975.00 V
206 v2602 20250703 5051.00 ... 5030.00 5000.00 V
207 v2603 20250703 5070.00 ... 5048.00 5029.00 V
208 v2604 20250703 5173.00 ... 5169.00 5127.00 V
209 v2605 20250703 5201.00 ... 5192.00 5146.00 V
210 v2606 20250703 5210.00 ... 5194.00 5174.00 V
211 y2507 20250703 8008.00 ... 8038.00 8038.00 Y
212 y2508 20250703 8036.00 ... 8028.00 7994.00 Y
213 y2509 20250703 8046.00 ... 8020.00 7982.00 Y
214 y2511 20250703 8040.00 ... 8030.00 7980.00 Y
215 y2512 20250703 8060.00 ... 8066.00 8010.00 Y
216 y2601 20250703 7988.00 ... 7988.00 7932.00 Y
217 y2603 20250703 7850.00 ... 7856.00 7800.00 Y
218 y2605 20250703 7636.00 ... 7648.00 7586.00 Y
[219 rows x 12 columns]
2025-07-03 18:26:42,179 - future_1d - INFO - ak.get_dce_daily('2025-07-03') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250703 ... 80910 80830 CU
1 1 CU2508 20250703 ... 80760 80620 CU
2 2 CU2509 20250703 ... 80560 80420 CU
3 3 CU2510 20250703 ... 80300 80150 CU
4 4 CU2511 20250703 ... 80040 79910 CU
5 5 CU2512 20250703 ... 79900 79680 CU
6 6 CU2601 20250703 ... 79680 79500 CU
7 7 CU2602 20250703 ... 79620 79400 CU
8 8 CU2603 20250703 ... 79580 79350 CU
9 9 CU2604 20250703 ... 79470 79300 CU
10 10 CU2605 20250703 ... 79470 79160 CU
11 11 CU2606 20250703 ... 79420 79160 CU
12 12 BC2507 20250703 ... 71480 71480 BC
13 13 BC2508 20250703 ... 71970 71850 BC
14 14 BC2509 20250703 ... 71740 71670 BC
15 15 BC2510 20250703 ... 71400 71350 BC
16 16 BC2511 20250703 ... 71800 72330 BC
17 17 BC2512 20250703 ... 70950 69450 BC
18 18 BC2601 20250703 ... 71390 69570 BC
19 19 BC2602 20250703 ... 69410 69410 BC
20 20 BC2603 20250703 ... 69290 69290 BC
21 21 BC2604 20250703 ... 71360 69760 BC
22 22 BC2605 20250703 ... 71400 71000 BC
23 23 BC2606 20250703 ... 71590 71590 BC
24 24 AL2507 20250703 ... 20870 20825 AL
25 25 AL2508 20250703 ... 20685 20665 AL
26 26 AL2509 20250703 ... 20620 20590 AL
27 27 AL2510 20250703 ... 20530 20490 AL
28 28 AL2511 20250703 ... 20435 20395 AL
29 29 AL2512 20250703 ... 20370 20295 AL
30 30 AL2601 20250703 ... 20320 20220 AL
31 31 AL2602 20250703 ... 20315 20215 AL
32 32 AL2603 20250703 ... 20300 20205 AL
33 33 AL2604 20250703 ... 20325 20220 AL
34 34 AL2605 20250703 ... 20335 20250 AL
35 35 AL2606 20250703 ... 20315 20245 AL
36 36 ZN2507 20250703 ... 22390 22295 ZN
37 37 ZN2508 20250703 ... 22335 22215 ZN
38 38 ZN2509 20250703 ... 22275 22160 ZN
39 39 ZN2510 20250703 ... 22225 22110 ZN
40 40 ZN2511 20250703 ... 22200 22050 ZN
41 41 ZN2512 20250703 ... 22135 22010 ZN
42 42 ZN2601 20250703 ... 22080 21965 ZN
43 43 ZN2602 20250703 ... 22060 21955 ZN
44 44 ZN2603 20250703 ... 22050 21955 ZN
45 45 ZN2604 20250703 ... 22065 21950 ZN
46 46 ZN2605 20250703 ... 22025 21945 ZN
47 47 ZN2606 20250703 ... 22020 21935 ZN
48 48 PB2507 20250703 ... 17220 17125 PB
49 49 PB2508 20250703 ... 17260 17160 PB
50 50 PB2509 20250703 ... 17275 17175 PB
51 51 PB2510 20250703 ... 17260 17180 PB
52 52 PB2511 20250703 ... 17260 17180 PB
53 53 PB2512 20250703 ... 17265 17170 PB
54 54 PB2601 20250703 ... 17245 17200 PB
55 55 PB2602 20250703 ... 17245 17160 PB
56 56 PB2603 20250703 ... 17255 17150 PB
57 57 PB2604 20250703 ... 17160 17160 PB
58 58 PB2605 20250703 ... 17155 17155 PB
59 59 PB2606 20250703 ... 17235 17115 PB
60 60 NI2507 20250703 ... 121410 120830 NI
61 61 NI2508 20250703 ... 121490 120820 NI
62 62 NI2509 20250703 ... 121620 121000 NI
63 63 NI2510 20250703 ... 121780 121180 NI
64 64 NI2511 20250703 ... 121940 121270 NI
65 65 NI2512 20250703 ... 122160 121440 NI
66 66 NI2601 20250703 ... 122330 121700 NI
67 67 NI2602 20250703 ... 122610 121970 NI
68 68 NI2603 20250703 ... 122760 122020 NI
69 69 NI2604 20250703 ... 122880 122270 NI
70 70 NI2605 20250703 ... 123150 122740 NI
71 71 NI2606 20250703 ... 123310 122860 NI
72 72 SN2507 20250703 ... 268540 269020 SN
73 73 SN2508 20250703 ... 269010 269300 SN
74 74 SN2509 20250703 ... 269000 269380 SN
75 75 SN2510 20250703 ... 268890 269210 SN
76 76 SN2511 20250703 ... 268190 268780 SN
77 77 SN2512 20250703 ... 268110 268330 SN
78 78 SN2601 20250703 ... 267660 268390 SN
79 79 SN2602 20250703 ... 267970 267960 SN
80 80 SN2603 20250703 ... 267790 267850 SN
81 81 SN2604 20250703 ... 266950 266880 SN
82 82 SN2605 20250703 ... 267460 267860 SN
83 83 SN2606 20250703 ... 266880 266640 SN
84 84 AO2507 20250703 ... 3152 3084 AO
85 85 AO2508 20250703 ... 3078 3045 AO
86 86 AO2509 20250703 ... 3042 2998 AO
87 87 AO2510 20250703 ... 3016 2980 AO
88 88 AO2511 20250703 ... 3004 2959 AO
89 89 AO2512 20250703 ... 2993 2951 AO
90 90 AO2601 20250703 ... 2988 2948 AO
91 91 AO2602 20250703 ... 2987 2921 AO
92 92 AO2603 20250703 ... 2971 2939 AO
93 93 AO2604 20250703 ... 2970 2954 AO
94 94 AO2605 20250703 ... 2961 2942 AO
95 95 AO2606 20250703 ... 2962 2939 AO
96 96 AD2511 20250703 ... 19935 19900 AD
97 97 AD2512 20250703 ... 19845 19790 AD
98 98 AD2601 20250703 ... 19775 19725 AD
99 99 AD2602 20250703 ... 19725 19695 AD
100 100 AD2603 20250703 ... 19690 19660 AD
101 101 AD2604 20250703 ... 19670 19625 AD
102 102 AD2605 20250703 ... 19620 19590 AD
103 103 AD2606 20250703 ... 19495 19495 AD
104 104 AU2507 20250703 ... 774.52 775.16 AU
105 105 AU2508 20250703 ... 776.62 775.44 AU
106 106 AU2509 20250703 ... 778.12 777.08 AU
107 107 AU2510 20250703 ... 778.78 777.62 AU
108 108 AU2512 20250703 ... 780.88 779.26 AU
109 109 AU2602 20250703 ... 782.84 781.5 AU
110 110 AU2604 20250703 ... 785.02 783.62 AU
111 111 AU2606 20250703 ... 787.34 785.82 AU
112 112 AG2507 20250703 ... 8843 8772 AG
113 113 AG2508 20250703 ... 8867 8783 AG
114 114 AG2509 20250703 ... 8881 8795 AG
115 115 AG2510 20250703 ... 8893 8806 AG
116 116 AG2511 20250703 ... 8903 8817 AG
117 117 AG2512 20250703 ... 8931 8823 AG
118 118 AG2601 20250703 ... 8933 8834 AG
119 119 AG2602 20250703 ... 8945 8845 AG
120 120 AG2603 20250703 ... 8963 8855 AG
121 121 AG2604 20250703 ... 8985 8868 AG
122 122 AG2605 20250703 ... 8983 8882 AG
123 123 AG2606 20250703 ... 8996 8896 AG
124 124 RB2507 20250703 ... 3049 3018 RB
125 125 RB2508 20250703 ... 3031 3002 RB
126 126 RB2509 20250703 ... 3032 2997 RB
127 127 RB2510 20250703 ... 3065 3032 RB
128 128 RB2511 20250703 ... 3072 3039 RB
129 129 RB2512 20250703 ... 3085 3049 RB
130 130 RB2601 20250703 ... 3083 3046 RB
131 131 RB2602 20250703 ... 3068 3045 RB
132 132 RB2603 20250703 ... 3068 3034 RB
133 133 RB2604 20250703 ... 3083 3051 RB
134 134 RB2605 20250703 ... 3090 3053 RB
135 135 RB2606 20250703 ... 3093 3056 RB
136 136 WR2507 20250703 ... 3356 3356 WR
137 137 WR2508 20250703 ... 3378 3376 WR
138 138 WR2509 20250703 ... 3297 3284 WR
139 139 WR2510 20250703 ... 3328 3328 WR
140 140 WR2511 20250703 ... 3365 3365 WR
141 141 WR2512 20250703 ... 3362 3362 WR
142 142 WR2601 20250703 ... 3368 3344 WR
143 143 WR2602 20250703 ... 3396 3396 WR
144 144 WR2603 20250703 ... 3387 3387 WR
145 145 WR2604 20250703 ... 3392 3392 WR
146 146 WR2605 20250703 ... 3370 3369 WR
147 147 WR2606 20250703 ... 3392 3367 WR
148 148 HC2507 20250703 ... 3195 3175 HC
149 149 HC2508 20250703 ... 3209 3170 HC
150 150 HC2509 20250703 ... 3205 3169 HC
151 151 HC2510 20250703 ... 3193 3162 HC
152 152 HC2511 20250703 ... 3195 3166 HC
153 153 HC2512 20250703 ... 3196 3187 HC
154 154 HC2601 20250703 ... 3196 3168 HC
155 155 HC2602 20250703 ... 3199 3165 HC
156 156 HC2603 20250703 ... 3195 3175 HC
157 157 HC2604 20250703 ... 3211 3168 HC
158 158 HC2605 20250703 ... 3195 3160 HC
159 159 HC2606 20250703 ... 3207 3163 HC
160 160 SS2507 20250703 ... 12575 12540 SS
161 161 SS2508 20250703 ... 12680 12640 SS
162 162 SS2509 20250703 ... 12640 12600 SS
163 163 SS2510 20250703 ... 12625 12570 SS
164 164 SS2511 20250703 ... 12625 12585 SS
165 165 SS2512 20250703 ... 12670 12595 SS
166 166 SS2601 20250703 ... 12705 12640 SS
167 167 SS2602 20250703 ... 12735 12680 SS
168 168 SS2603 20250703 ... 12755 12715 SS
169 169 SS2604 20250703 ... 12800 12745 SS
170 170 SS2605 20250703 ... 12830 12775 SS
171 171 SS2606 20250703 ... 12880 12810 SS
172 172 SC2508 20250703 ... 503.7 498.5 SC
173 173 SC2509 20250703 ... 498.1 493 SC
174 174 SC2510 20250703 ... 492.4 487.4 SC
175 175 SC2511 20250703 ... 487.2 482.9 SC
176 176 SC2512 20250703 ... 484 480.7 SC
177 177 SC2601 20250703 ... 481.6 478.4 SC
178 178 SC2602 20250703 ... 480.4 476.5 SC
179 179 SC2603 20250703 ... 478 474 SC
180 180 SC2604 20250703 ... 476.8 473.3 SC
181 181 SC2605 20250703 ... 475.7 471.2 SC
182 182 SC2606 20250703 ... 475.7 472 SC
183 183 SC2607 20250703 ... 470.9 470.9 SC
184 184 SC2609 20250703 ... 474.2 467.3 SC
185 185 SC2612 20250703 ... 465.1 460.4 SC
186 186 SC2703 20250703 ... 465 468.4 SC
187 187 SC2706 20250703 ... 464.2 463.6 SC
188 188 SC2709 20250703 ... 464 463.9 SC
189 189 SC2712 20250703 ... 465.8 465.8 SC
190 190 SC2803 20250703 ... 464.7 460.4 SC
191 191 SC2806 20250703 ... 464.6 462.8 SC
192 192 LU2508 20250703 ... 3622 3588 LU
193 193 LU2509 20250703 ... 3616 3591 LU
194 194 LU2510 20250703 ... 3593 3569 LU
195 195 LU2511 20250703 ... 3568 3541 LU
196 196 LU2512 20250703 ... 3546 3517 LU
197 197 LU2601 20250703 ... 3526 3497 LU
198 198 LU2602 20250703 ... 3503 3480 LU
199 199 LU2603 20250703 ... 3499 3461 LU
200 200 LU2604 20250703 ... 3495 3447 LU
201 201 LU2605 20250703 ... 3476 3429 LU
202 202 LU2606 20250703 ... 3461 3436 LU
203 203 LU2607 20250703 ... 3442 3416 LU
204 204 FU2508 20250703 ... 2950 2923 FU
205 205 FU2509 20250703 ... 2982 2956 FU
206 206 FU2510 20250703 ... 2938 2912 FU
207 207 FU2511 20250703 ... 2905 2882 FU
208 208 FU2512 20250703 ... 2875 2858 FU
209 209 FU2601 20250703 ... 2868 2852 FU
210 210 FU2602 20250703 ... 2853 2836 FU
211 211 FU2603 20250703 ... 2842 2826 FU
212 212 FU2604 20250703 ... 2830 2813 FU
213 213 FU2605 20250703 ... 2814 2800 FU
214 214 FU2606 20250703 ... 2800 2785 FU
215 215 FU2607 20250703 ... 2790 2779 FU
216 216 BU2507 20250703 ... 3612 3609 BU
217 217 BU2508 20250703 ... 3600 3598 BU
218 218 BU2509 20250703 ... 3580 3579 BU
219 219 BU2510 20250703 ... 3529 3530 BU
220 220 BU2511 20250703 ... 3464 3464 BU
221 221 BU2512 20250703 ... 3388 3382 BU
222 222 BU2601 20250703 ... 3359 3342 BU
223 223 BU2602 20250703 ... 3322 3338 BU
224 224 BU2603 20250703 ... 3320 3315 BU
225 225 BU2604 20250703 ... 3315 3304 BU
226 226 BU2605 20250703 ... 3305 3286 BU
227 227 BU2606 20250703 ... 3285 3257 BU
228 228 BU2609 20250703 ... 3268 3260 BU
229 229 BU2612 20250703 ... 3234 3230 BU
230 230 BU2703 20250703 ... 3243 3243 BU
231 231 BU2706 20250703 ... 3242 3228 BU
232 232 BR2507 20250703 ... 11395 11390 BR
233 233 BR2508 20250703 ... 11270 11230 BR
234 234 BR2509 20250703 ... 11175 11130 BR
235 235 BR2510 20250703 ... 11130 11080 BR
236 236 BR2511 20250703 ... 11100 11070 BR
237 237 BR2512 20250703 ... 11080 11060 BR
238 238 BR2601 20250703 ... 11100 11030 BR
239 239 BR2602 20250703 ... 11100 11040 BR
240 240 BR2603 20250703 ... 11140 11030 BR
241 241 BR2604 20250703 ... 11065 11010 BR
242 242 BR2605 20250703 ... 11105 11020 BR
243 243 BR2606 20250703 ... 11110 11055 BR
244 244 RU2507 20250703 ... 13945 14000 RU
245 245 RU2508 20250703 ... 13985 14070 RU
246 246 RU2509 20250703 ... 14055 14090 RU
247 247 RU2510 20250703 ... 14130 14070 RU
248 248 RU2511 20250703 ... 14045 14100 RU
249 249 RU2601 20250703 ... 14910 14955 RU
250 250 RU2603 20250703 ... 14910 14940 RU
251 251 RU2604 20250703 ... 14875 14975 RU
252 252 RU2605 20250703 ... 14980 15010 RU
253 253 RU2606 20250703 ... 14950 14980 RU
254 254 NR2507 20250703 ... 12140 12245 NR
255 255 NR2508 20250703 ... 12145 12270 NR
256 256 NR2509 20250703 ... 12135 12225 NR
257 257 NR2510 20250703 ... 12125 12210 NR
258 258 NR2511 20250703 ... 12120 12220 NR
259 259 NR2512 20250703 ... 12135 12220 NR
260 260 NR2601 20250703 ... 12155 12220 NR
261 261 NR2602 20250703 ... 12245 12255 NR
262 262 NR2603 20250703 ... 12090 12220 NR
263 263 NR2604 20250703 ... 12195 12240 NR
264 264 NR2605 20250703 ... 12215 12285 NR
265 265 NR2606 20250703 ... 12260 12260 NR
266 266 SP2507 20250703 ... 5060 5026 SP
267 267 SP2508 20250703 ... 5076 5032 SP
268 268 SP2509 20250703 ... 5086 5048 SP
269 269 SP2510 20250703 ... 5090 5052 SP
270 270 SP2511 20250703 ... 5080 5042 SP
271 271 SP2512 20250703 ... 5072 5040 SP
272 272 SP2601 20250703 ... 5292 5242 SP
273 273 SP2602 20250703 ... 5228 5192 SP
274 274 SP2603 20250703 ... 5232 5166 SP
275 275 SP2604 20250703 ... 5228 5162 SP
276 276 SP2605 20250703 ... 5238 5176 SP
277 277 SP2606 20250703 ... 5240 5198 SP
278 278 EC2508 20250703 ... 1882.1 1894.9 EC
279 279 EC2510 20250703 ... 1366.8 1374.5 EC
280 280 EC2512 20250703 ... 1531.6 1540.4 EC
281 281 EC2602 20250703 ... 1332.6 1338.5 EC
282 282 EC2604 20250703 ... 1167.8 1174.7 EC
283 283 EC2606 20250703 ... 1316.1 1312.7 EC
284 285 SC_TAS2508 20250703 ... SC_TAS
285 286 SC_TAS2509 20250703 ... SC_TAS
286 287 SC_TAS2510 20250703 ... SC_TAS
287 288 SC_TAS2511 20250703 ... SC_TAS
[288 rows x 13 columns]
2025-07-03 18:26:42,282 - future_1d - INFO - ak.get_shfe_daily('2025-07-03') done
2025-07-03 18:26:44,031 - future_1d - INFO - save future_daily 2025-07-03 add
2025-07-03 18:26:44,037 - future_1d - INFO - 0 1 2 3 4
symbol IC2507 IC2508 IC2509 IC2512 IF2507
date 2025-07-03 2025-07-03 2025-07-03 2025-07-03 2025-07-03
opencol 5877.6 5809.2 5769.6 5642.4 3927.8
high 5888.0 5836.0 5787.8 5664.6 3952.0
low 5839.8 5788.8 5735.0 5612.2 3920.0
close 5874.0 5819.8 5769.2 5644.0 3946.6
volume 27703.0 2112.0 26648.0 8493.0 27681.0
open_interest 69802.0 5383.0 91494.0 53772.0 60854.0
turnover 3250078.64 245601.212 3071171.704 957934.184 3268961.904
settle 5874.6 5821.4 5770.2 5644.6 3946.4
pre_settle 5849.6 5799.0 5748.8 5625.0 3919.6
variety IC IC IC IC IF
exchange CFFEX CFFEX CFFEX CFFEX CFFEX
comd IC IC IC IC IF
contract IC2507 IC2508 IC2509 IC2512 IF2507
contract_yymm 2507 2508 2509 2512 2507
maturity_month 0 1 2 5 0
maturity_day -2 29 60 151 -2