146 146 WR2605 20250916 ... 3414 3414 WR
147 147 WR2606 20250916 ... 3372 3372 WR
148 148 WR2607 20250916 ... 3390 3390 WR
149 149 WR2608 20250916 ... 3399 3399 WR
150 150 WR2609 20250916 ... 3581 3399 WR
151 151 HC2510 20250916 ... 3431 3393 HC
152 152 HC2511 20250916 ... 3420 3379 HC
153 153 HC2512 20250916 ... 3409 3372 HC
154 154 HC2601 20250916 ... 3403 3360 HC
155 155 HC2602 20250916 ... 3407 3362 HC
156 156 HC2603 20250916 ... 3405 3363 HC
157 157 HC2604 20250916 ... 3407 3365 HC
158 158 HC2605 20250916 ... 3410 3364 HC
159 159 HC2606 20250916 ... 3414 3369 HC
160 160 HC2607 20250916 ... 3420 3371 HC
161 161 HC2608 20250916 ... 3423 3377 HC
162 162 HC2609 20250916 ... 3419 3377 HC
163 163 SS2510 20250916 ... 12955 12915 SS
164 164 SS2511 20250916 ... 13055 13005 SS
165 165 SS2512 20250916 ... 13090 13045 SS
166 166 SS2601 20250916 ... 13155 13115 SS
167 167 SS2602 20250916 ... 13220 13130 SS
168 168 SS2603 20250916 ... 13250 13205 SS
169 169 SS2604 20250916 ... 13325 13235 SS
170 170 SS2605 20250916 ... 13410 13365 SS
171 171 SS2606 20250916 ... 13435 13425 SS
172 172 SS2607 20250916 ... 13450 13505 SS
173 173 SS2608 20250916 ... 13575 13515 SS
174 174 SS2609 20250916 ... 13605 13515 SS
175 175 SC2510 20250916 ... 492.1 488 SC
176 176 SC2511 20250916 ... 493.5 488.5 SC
177 177 SC2512 20250916 ... 491.1 487.6 SC
178 178 SC2601 20250916 ... 490.1 487.5 SC
179 179 SC2602 20250916 ... 488 487 SC
180 180 SC2603 20250916 ... 487.7 486.6 SC
181 181 SC2604 20250916 ... 486.4 485.9 SC
182 182 SC2605 20250916 ... 486.3 485.9 SC
183 183 SC2606 20250916 ... 485.6 485.8 SC
184 184 SC2607 20250916 ... 485.7 486.1 SC
185 185 SC2608 20250916 ... 484.2 482.4 SC
186 186 SC2609 20250916 ... 481.9 481.8 SC
187 187 SC2612 20250916 ... 479.8 475.4 SC
188 188 SC2703 20250916 ... 474.6 474.6 SC
189 189 SC2706 20250916 ... 474.7 474.7 SC
190 190 SC2709 20250916 ... 473.2 473.2 SC
191 191 SC2712 20250916 ... 472.1 472.1 SC
192 192 SC2803 20250916 ... 473.6 471.1 SC
193 193 SC2806 20250916 ... 471.1 466.7 SC
194 194 SC2809 20250916 ... 469 469 SC
195 195 LU2510 20250916 ... 3370 3332 LU
196 196 LU2511 20250916 ... 3396 3353 LU
197 197 LU2512 20250916 ... 3377 3346 LU
198 198 LU2601 20250916 ... 3369 3343 LU
199 199 LU2602 20250916 ... 3354 3333 LU
200 200 LU2603 20250916 ... 3350 3328 LU
201 201 LU2604 20250916 ... 3349 3323 LU
202 202 LU2605 20250916 ... 3341 3318 LU
203 203 LU2606 20250916 ... 3348 3317 LU
204 204 LU2607 20250916 ... 3342 3312 LU
205 205 LU2608 20250916 ... 3343 3320 LU
206 206 LU2609 20250916 ... 3336 3308 LU
207 207 FU2510 20250916 ... 2829 2820 FU
208 208 FU2511 20250916 ... 2830 2818 FU
209 209 FU2512 20250916 ... 2815 2801 FU
210 210 FU2601 20250916 ... 2799 2787 FU
211 211 FU2602 20250916 ... 2781 2777 FU
212 212 FU2603 20250916 ... 2771 2764 FU
213 213 FU2604 20250916 ... 2767 2755 FU
214 214 FU2605 20250916 ... 2751 2744 FU
215 215 FU2606 20250916 ... 2744 2736 FU
216 216 FU2607 20250916 ... 2730 2722 FU
217 217 FU2608 20250916 ... 2723 2717 FU
218 218 FU2609 20250916 ... 2703 2695 FU
219 219 BU2510 20250916 ... 3437 3416 BU
220 220 BU2511 20250916 ... 3425 3398 BU
221 221 BU2512 20250916 ... 3384 3363 BU
222 222 BU2601 20250916 ... 3367 3344 BU
223 223 BU2602 20250916 ... 3366 3343 BU
224 224 BU2603 20250916 ... 3355 3347 BU
225 225 BU2604 20250916 ... 3340 3338 BU
226 226 BU2605 20250916 ... 3359 3344 BU
227 227 BU2606 20250916 ... 3358 3344 BU
228 228 BU2607 20250916 ... 3353 3339 BU
229 229 BU2608 20250916 ... 3350 3321 BU
230 230 BU2609 20250916 ... 3345 3331 BU
231 231 BU2612 20250916 ... 3308 3296 BU
232 232 BU2703 20250916 ... 3311 3307 BU
233 233 BU2706 20250916 ... 3319 3308 BU
234 234 BU2709 20250916 ... 3308 3308 BU
235 235 BR2510 20250916 ... 11710 11630 BR
236 236 BR2511 20250916 ... 11670 11590 BR
237 237 BR2512 20250916 ... 11660 11595 BR
238 238 BR2601 20250916 ... 11670 11600 BR
239 239 BR2602 20250916 ... 11635 11570 BR
240 240 BR2603 20250916 ... 11680 11585 BR
241 241 BR2604 20250916 ... 11690 11690 BR
242 242 BR2605 20250916 ... 11735 11675 BR
243 243 BR2606 20250916 ... 11775 11725 BR
244 244 BR2607 20250916 ... 11885 11845 BR
245 245 BR2608 20250916 ... 11900 11770 BR
246 246 BR2609 20250916 ... 11770 11770 BR
247 247 RU2510 20250916 ... 15105 14980 RU
248 248 RU2511 20250916 ... 15050 14935 RU
249 249 RU2601 20250916 ... 16000 15870 RU
250 250 RU2603 20250916 ... 15990 15905 RU
251 251 RU2604 20250916 ... 15990 15840 RU
252 252 RU2605 20250916 ... 15985 15845 RU
253 253 RU2606 20250916 ... 16005 15865 RU
254 254 RU2607 20250916 ... 15915 15870 RU
255 255 RU2608 20250916 ... 16055 16065 RU
256 256 RU2609 20250916 ... 16070 16065 RU
257 257 NR2510 20250916 ... 12640 12555 NR
258 258 NR2511 20250916 ... 12690 12595 NR
259 259 NR2512 20250916 ... 12725 12645 NR
260 260 NR2601 20250916 ... 12755 12665 NR
261 261 NR2602 20250916 ... 12785 12700 NR
262 262 NR2603 20250916 ... 12780 12690 NR
263 263 NR2604 20250916 ... 12795 12710 NR
264 264 NR2605 20250916 ... 12825 12740 NR
265 265 NR2606 20250916 ... 12635 12635 NR
266 266 NR2607 20250916 ... 12655 12650 NR
267 267 NR2608 20250916 ... 12685 12685 NR
268 268 NR2609 20250916 ... 12685 12685 NR
269 269 SP2510 20250916 ... 5048 4992 SP
270 270 SP2511 20250916 ... 5074 5024 SP
271 271 SP2512 20250916 ... 5088 5042 SP
272 272 SP2601 20250916 ... 5348 5308 SP
273 273 SP2602 20250916 ... 5334 5286 SP
274 274 SP2603 20250916 ... 5340 5300 SP
275 275 SP2604 20250916 ... 5344 5316 SP
276 276 SP2605 20250916 ... 5354 5314 SP
277 277 SP2606 20250916 ... 5360 5322 SP
278 278 SP2607 20250916 ... 5358 5332 SP
279 279 SP2608 20250916 ... 5358 5330 SP
280 280 SP2609 20250916 ... 5370 5330 SP
281 281 OP2601 20250916 ... 4258 4214 OP
282 282 OP2602 20250916 ... 4256 4214 OP
283 283 OP2603 20250916 ... 4284 4226 OP
284 284 OP2604 20250916 ... 4272 4250 OP
285 285 OP2605 20250916 ... 4286 4222 OP
286 286 OP2606 20250916 ... 4268 4216 OP
287 287 OP2607 20250916 ... 4276 4240 OP
288 288 OP2608 20250916 ... 4292 4256 OP
289 289 OP2609 20250916 ... 4256 4256 OP
290 290 EC2510 20250916 ... 1189.6 1170.9 EC
291 291 EC2512 20250916 ... 1710.7 1640.3 EC
292 292 EC2602 20250916 ... 1583.1 1521 EC
293 293 EC2604 20250916 ... 1283.3 1250.1 EC
294 294 EC2606 20250916 ... 1459 1425.3 EC
295 295 EC2608 20250916 ... 1622 1596.5 EC
296 297 SC_TAS2510 20250916 ... SC_TAS
297 298 SC_TAS2511 20250916 ... SC_TAS
298 299 SC_TAS2512 20250916 ... SC_TAS
299 300 SC_TAS2601 20250916 ... SC_TAS
[300 rows x 13 columns]
2025-09-18 18:26:26,262 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
2025-09-18 18:26:28,020 - future_1d - INFO - save future_daily 2025-09-16 completed
symbol date open ... settle pre_settle variety
0 a2511 20250917 3924.00 ... 3914.00 3934.00 A
1 a2601 20250917 3933.00 ... 3919.00 3937.00 A
2 a2603 20250917 3938.00 ... 3924.00 3943.00 A
3 a2605 20250917 3981.00 ... 3964.00 3984.00 A
4 a2607 20250917 3984.00 ... 3970.00 3990.00 A
5 a2609 20250917 3993.00 ... 3976.00 3998.00 A
6 b2510 20250917 3705.00 ... 3689.00 3704.00 B
7 b2511 20250917 3734.00 ... 3705.00 3745.00 B
8 b2512 20250917 3774.00 ... 3748.00 3778.00 B
9 b2601 20250917 3772.00 ... 3741.00 3765.00 B
10 b2602 20250917 3750.00 ... 3725.00 3748.00 B
11 b2603 20250917 3699.00 ... 3682.00 3701.00 B
12 b2604 20250917 3590.00 ... 3577.00 3589.00 B
13 b2605 20250917 3520.00 ... 3508.00 3519.00 B
14 b2606 20250917 3489.00 ... 3482.00 3489.00 B
15 b2607 20250917 3488.00 ... 3484.00 3488.00 B
16 b2608 20250917 3588.00 ... 3582.00 3586.00 B
17 b2609 20250917 3613.00 ... 3591.00 3607.00 B
18 bb2511 20250917 142.35 ... 142.30 142.25 BB
19 bb2601 20250917 146.95 ... 146.95 147.30 BB
20 bb2603 20250917 0.00 ... 146.90 146.90 BB
21 bb2605 20250917 0.00 ... 141.60 141.90 BB
22 bb2607 20250917 0.00 ... 146.40 146.70 BB
23 bb2609 20250917 0.00 ... 146.40 146.70 BB
24 bz2603 20250917 6090.00 ... 6069.00 6078.00 BZ
25 bz2604 20250917 6069.00 ... 6046.00 6069.00 BZ
26 bz2605 20250917 0.00 ... 6072.00 6072.00 BZ
27 bz2606 20250917 0.00 ... 6008.00 6008.00 BZ
28 bz2607 20250917 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250917 0.00 ... 5955.00 5955.00 BZ
30 c2511 20250917 2166.00 ... 2163.00 2169.00 C
31 c2601 20250917 2153.00 ... 2155.00 2158.00 C
32 c2603 20250917 2166.00 ... 2166.00 2173.00 C
33 c2605 20250917 2226.00 ... 2226.00 2231.00 C
34 c2607 20250917 2243.00 ... 2240.00 2246.00 C
35 c2609 20250917 2256.00 ... 2254.00 2262.00 C
36 cs2511 20250917 2442.00 ... 2448.00 2445.00 CS
37 cs2601 20250917 2467.00 ... 2471.00 2475.00 CS
38 cs2603 20250917 2477.00 ... 2479.00 2485.00 CS
39 cs2605 20250917 2564.00 ... 2562.00 2568.00 CS
40 cs2607 20250917 2568.00 ... 2567.00 2575.00 CS
41 cs2609 20250917 2585.00 ... 2585.00 2592.00 CS
42 eb2509 20250917 0.00 ... 6789.00 6789.00 EB
43 eb2510 20250917 7175.00 ... 7159.00 7158.00 EB
44 eb2511 20250917 7197.00 ... 7176.00 7170.00 EB
45 eb2512 20250917 7195.00 ... 7182.00 7175.00 EB
46 eb2601 20250917 7195.00 ... 7200.00 7195.00 EB
47 eb2602 20250917 7219.00 ... 7220.00 7216.00 EB
48 eb2603 20250917 7254.00 ... 7240.00 7237.00 EB
49 eb2604 20250917 7276.00 ... 7273.00 7272.00 EB
50 eb2605 20250917 7295.00 ... 7288.00 7288.00 EB
51 eb2606 20250917 0.00 ... 7297.00 7297.00 EB
52 eb2607 20250917 0.00 ... 7314.00 7314.00 EB
53 eb2608 20250917 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250917 0.00 ... 4338.00 4338.00 EG
55 eg2510 20250917 4309.00 ... 4312.00 4314.00 EG
56 eg2511 20250917 4287.00 ... 4280.00 4291.00 EG
57 eg2512 20250917 4287.00 ... 4273.00 4306.00 EG
58 eg2601 20250917 4283.00 ... 4289.00 4298.00 EG
59 eg2602 20250917 4293.00 ... 4295.00 4308.00 EG
60 eg2603 20250917 4294.00 ... 4298.00 4302.00 EG
61 eg2604 20250917 4343.00 ... 4340.00 4340.00 EG
62 eg2605 20250917 4341.00 ... 4340.00 4349.00 EG
63 eg2606 20250917 4354.00 ... 4348.00 4332.00 EG
64 eg2607 20250917 0.00 ... 4343.00 4343.00 EG
65 eg2608 20250917 0.00 ... 4402.00 4402.00 EG
66 fb2510 20250917 1269.50 ... 1268.50 1269.00 FB
67 fb2511 20250917 1251.50 ... 1251.00 1257.00 FB
68 fb2512 20250917 1262.50 ... 1259.50 1263.50 FB
69 fb2601 20250917 1253.00 ... 1253.50 1255.50 FB
70 fb2602 20250917 1249.50 ... 1248.50 1249.50 FB
71 fb2603 20250917 1249.00 ... 1249.00 1250.50 FB
72 fb2604 20250917 0.00 ... 1252.00 1252.00 FB
73 fb2605 20250917 0.00 ... 1301.50 1301.50 FB
74 fb2606 20250917 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250917 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250917 0.00 ... 1285.00 1285.00 FB
77 fb2609 20250917 0.00 ... 1296.00 1296.00 FB
78 i2510 20250917 821.00 ... 820.00 824.50 I
79 i2511 20250917 818.00 ... 815.50 819.00 I
80 i2512 20250917 812.50 ... 809.50 814.00 I
81 i2601 20250917 804.00 ... 801.00 805.50 I
82 i2602 20250917 800.00 ... 795.50 800.50 I
83 i2603 20250917 794.00 ... 790.00 795.00 I
84 i2604 20250917 790.00 ... 786.50 791.00 I
85 i2605 20250917 783.00 ... 780.00 783.50 I
86 i2606 20250917 777.50 ... 775.00 777.50 I
87 i2607 20250917 773.50 ... 770.50 773.50 I
88 i2608 20250917 769.00 ... 766.00 768.50 I
89 i2609 20250917 763.00 ... 760.50 764.00 I
90 j2510 20250917 1636.50 ... 1628.50 1628.50 J
91 j2511 20250917 1670.00 ... 1655.50 1662.00 J
92 j2512 20250917 1688.00 ... 1691.00 1690.00 J
93 j2601 20250917 1740.00 ... 1728.00 1726.50 J
94 j2602 20250917 1754.00 ... 1754.00 1755.00 J
95 j2603 20250917 0.00 ... 1763.50 1721.50 J
96 j2604 20250917 0.00 ... 1814.00 1814.00 J
97 j2605 20250917 1873.00 ... 1857.00 1868.50 J
98 j2606 20250917 0.00 ... 1887.00 1887.00 J
99 j2607 20250917 1885.00 ... 1885.00 1900.50 J
100 j2608 20250917 0.00 ... 1906.00 1906.00 J
101 j2609 20250917 1898.00 ... 1895.00 1911.50 J
102 jd2509 20250917 3235.00 ... 3226.00 3265.00 JD
103 jd2510 20250917 3080.00 ... 3063.00 3116.00 JD
104 jd2511 20250917 3098.00 ... 3110.00 3132.00 JD
105 jd2512 20250917 3200.00 ... 3208.00 3232.00 JD
106 jd2601 20250917 3370.00 ... 3375.00 3382.00 JD
107 jd2602 20250917 3125.00 ... 3117.00 3121.00 JD
108 jd2603 20250917 3141.00 ... 3130.00 3133.00 JD
109 jd2604 20250917 3330.00 ... 3318.00 3308.00 JD
110 jd2605 20250917 3435.00 ... 3436.00 3422.00 JD
111 jd2606 20250917 3247.00 ... 3245.00 3228.00 JD
112 jd2607 20250917 3490.00 ... 3487.00 3476.00 JD
113 jd2608 20250917 3915.00 ... 3916.00 3905.00 JD
114 jm2510 20250917 1047.00 ... 1043.00 1037.00 JM
115 jm2511 20250917 1108.00 ... 1094.50 1102.50 JM
116 jm2512 20250917 1180.00 ... 1163.50 1170.50 JM
117 jm2601 20250917 1255.00 ... 1229.50 1228.50 JM
118 jm2602 20250917 1270.50 ... 1252.50 1258.50 JM
119 jm2603 20250917 1298.00 ... 1269.50 1280.50 JM
120 jm2604 20250917 1324.00 ... 1288.50 1304.50 JM
121 jm2605 20250917 1340.00 ... 1309.00 1324.00 JM
122 jm2606 20250917 1350.50 ... 1326.00 1339.00 JM
123 jm2607 20250917 1364.50 ... 1331.50 1349.50 JM
124 jm2608 20250917 1377.50 ... 1342.50 1358.50 JM
125 jm2609 20250917 1395.00 ... 1363.50 1371.50 JM
126 l2510 20250917 7176.00 ... 7165.00 7177.00 L
127 l2511 20250917 7209.00 ... 7195.00 7209.00 L
128 l2512 20250917 7239.00 ... 7225.00 7239.00 L
129 l2601 20250917 7252.00 ... 7249.00 7260.00 L
130 l2602 20250917 7244.00 ... 7241.00 7246.00 L
131 l2603 20250917 7259.00 ... 7257.00 7262.00 L
132 l2604 20250917 7294.00 ... 7290.00 7284.00 L
133 l2605 20250917 7285.00 ... 7290.00 7284.00 L
134 l2606 20250917 7282.00 ... 7280.00 7283.00 L
135 l2607 20250917 7301.00 ... 7302.00 7296.00 L
136 l2608 20250917 7309.00 ... 7310.00 7306.00 L
137 l2609 20250917 7315.00 ... 7311.00 7299.00 L
138 lg2509 20250917 770.00 ... 770.00 768.00 LG
139 lg2511 20250917 806.50 ... 808.50 806.50 LG
140 lg2601 20250917 820.50 ... 822.50 820.50 LG
141 lg2603 20250917 826.00 ... 827.00 826.50 LG
142 lg2605 20250917 832.50 ... 831.50 832.50 LG
143 lg2607 20250917 832.00 ... 832.50 833.00 LG
144 lh2509 20250917 12985.00 ... 12985.00 13100.00 LH
145 lh2511 20250917 13110.00 ... 13055.00 13210.00 LH
146 lh2601 20250917 13690.00 ... 13575.00 13725.00 LH
147 lh2603 20250917 13025.00 ... 13005.00 13025.00 LH
148 lh2605 20250917 13600.00 ... 13540.00 13555.00 LH
149 lh2607 20250917 14400.00 ... 14315.00 14240.00 LH
150 m2511 20250917 3009.00 ... 2980.00 3015.00 M
151 m2512 20250917 3058.00 ... 3031.00 3064.00 M
152 m2601 20250917 3042.00 ... 3019.00 3046.00 M
153 m2603 20250917 2980.00 ... 2960.00 2986.00 M
154 m2605 20250917 2804.00 ... 2790.00 2807.00 M
155 m2607 20250917 2783.00 ... 2774.00 2786.00 M
156 m2608 20250917 2911.00 ... 2901.00 2912.00 M
157 m2609 20250917 2915.00 ... 2904.00 2918.00 M
158 p2510 20250917 9402.00 ... 9408.00 9406.00 P
159 p2511 20250917 9466.00 ... 9416.00 9432.00 P
160 p2512 20250917 9506.00 ... 9464.00 9462.00 P
161 p2601 20250917 9534.00 ... 9494.00 9484.00 P
162 p2602 20250917 9498.00 ... 9464.00 9434.00 P
163 p2603 20250917 9466.00 ... 9416.00 9404.00 P
164 p2604 20250917 9400.00 ... 9340.00 9326.00 P
165 p2605 20250917 9290.00 ... 9258.00 9242.00 P
166 p2606 20250917 9198.00 ... 9140.00 9126.00 P
167 p2607 20250917 9090.00 ... 9060.00 9020.00 P
168 p2608 20250917 9028.00 ... 8988.00 8954.00 P
169 p2609 20250917 8930.00 ... 8922.00 8882.00 P
170 pg2509 20250917 3798.00 ... 3752.00 3750.00 PG
171 pg2510 20250917 4477.00 ... 4485.00 4494.00 PG
172 pg2511 20250917 4428.00 ... 4431.00 4440.00 PG
173 pg2512 20250917 4370.00 ... 4372.00 4377.00 PG
174 pg2601 20250917 4303.00 ... 4305.00 4313.00 PG
175 pg2602 20250917 4235.00 ... 4240.00 4242.00 PG
176 pg2603 20250917 4146.00 ... 4148.00 4151.00 PG
177 pg2604 20250917 4449.00 ... 4476.00 4476.00 PG
178 pg2605 20250917 4375.00 ... 4383.00 4385.00 PG
179 pg2606 20250917 4327.00 ... 4327.00 4323.00 PG
180 pg2607 20250917 0.00 ... 4270.00 4270.00 PG
181 pg2608 20250917 0.00 ... 4204.00 4204.00 PG
182 pp2510 20250917 6898.00 ... 6878.00 6887.00 PP
183 pp2511 20250917 6906.00 ... 6916.00 6922.00 PP
184 pp2512 20250917 6952.00 ... 6951.00 6959.00 PP
185 pp2601 20250917 6977.00 ... 6982.00 6992.00 PP
186 pp2602 20250917 6961.00 ... 6958.00 6966.00 PP
187 pp2603 20250917 6969.00 ... 6969.00 6958.00 PP
188 pp2604 20250917 6992.00 ... 6996.00 6979.00 PP
189 pp2605 20250917 7005.00 ... 7013.00 7010.00 PP
190 pp2606 20250917 6983.00 ... 6982.00 6966.00 PP
191 pp2607 20250917 6952.00 ... 6950.00 6945.00 PP
192 pp2608 20250917 6958.00 ... 6958.00 6944.00 PP
193 pp2609 20250917 6977.00 ... 6983.00 6976.00 PP
194 rr2510 20250917 3604.00 ... 3604.00 3594.00 RR
195 rr2511 20250917 3604.00 ... 3605.00 3602.00 RR
196 rr2512 20250917 3601.00 ... 3599.00 3598.00 RR
197 rr2601 20250917 3621.00 ... 3621.00 3617.00 RR
198 rr2602 20250917 3599.00 ... 3599.00 3597.00 RR
199 rr2603 20250917 3608.00 ... 3608.00 3610.00 RR
200 rr2604 20250917 3611.00 ... 3611.00 3607.00 RR
201 rr2605 20250917 0.00 ... 3618.00 3618.00 RR
202 rr2606 20250917 0.00 ... 3597.00 3597.00 RR
203 rr2607 20250917 0.00 ... 3609.00 3609.00 RR
204 rr2608 20250917 0.00 ... 3614.00 3614.00 RR
205 rr2609 20250917 0.00 ... 3614.00 3614.00 RR
206 v2510 20250917 4853.00 ... 4852.00 4849.00 V
207 v2511 20250917 4881.00 ... 4883.00 4882.00 V
208 v2512 20250917 4929.00 ... 4924.00 4921.00 V
209 v2601 20250917 4966.00 ... 4967.00 4964.00 V
210 v2602 20250917 5003.00 ... 5005.00 4998.00 V
211 v2603 20250917 5038.00 ... 5035.00 5028.00 V
212 v2604 20250917 5234.00 ... 5228.00 5233.00 V
213 v2605 20250917 5266.00 ... 5268.00 5270.00 V
214 v2606 20250917 5301.00 ... 5299.00 5302.00 V
215 v2607 20250917 5321.00 ... 5329.00 5327.00 V
216 v2608 20250917 5371.00 ... 5366.00 5368.00 V
217 v2609 20250917 5373.00 ... 5382.00 5384.00 V
218 y2511 20250917 8458.00 ... 8440.00 8446.00 Y
219 y2512 20250917 8478.00 ... 8476.00 8462.00 Y
220 y2601 20250917 8448.00 ... 8422.00 8418.00 Y
221 y2603 20250917 8356.00 ... 8350.00 8336.00 Y
222 y2605 20250917 8150.00 ... 8132.00 8122.00 Y
223 y2607 20250917 8094.00 ... 8088.00 8076.00 Y
224 y2608 20250917 8114.00 ... 8104.00 8078.00 Y
225 y2609 20250917 8100.00 ... 8080.00 8086.00 Y
[226 rows x 12 columns]
2025-09-18 18:26:36,171 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
symbol date open ... settle pre_settle variety
0 SC2510 20250917 498.6 ... 498.4 492.1 SC
1 SC2511 20250917 499.5 ... 499.8 493.5 SC
2 SC2512 20250917 496 ... 496.8 491.1 SC
3 SC2601 20250917 495.5 ... 494.7 490.1 SC
4 SC2602 20250917 492.5 ... 492.1 488 SC
5 SC2603 20250917 491.5 ... 491.8 487.7 SC
6 SC2604 20250917 490.2 ... 490.3 486.4 SC
7 SC2605 20250917 489.8 ... 490.5 486.3 SC
8 SC2606 20250917 487 ... 489.4 485.6 SC
9 SC2607 20250917 488 ... 488.3 485.7 SC
10 SC2608 20250917 487.5 ... 487.5 484.2 SC
11 SC2609 20250917 484 ... 484 481.9 SC
12 SC2612 20250917 481.4 ... 481 479.8 SC
13 SC2703 20250917 ... 475.1 474.6 SC
14 SC2706 20250917 ... 476.8 474.7 SC
15 SC2709 20250917 ... 473.2 473.2 SC
16 SC2712 20250917 473.7 ... 473.7 472.1 SC
17 SC2803 20250917 ... 473.6 473.6 SC
18 SC2806 20250917 474.8 ... 473 471.1 SC
19 SC2809 20250917 ... 469 469 SC
21 LU2510 20250917 3387 ... 3422 3370 LU
22 LU2511 20250917 3425 ... 3447 3396 LU
23 LU2512 20250917 3418 ... 3429 3377 LU
24 LU2601 20250917 3391 ... 3421 3369 LU
25 LU2602 20250917 3384 ... 3410 3354 LU
26 LU2603 20250917 3375 ... 3387 3350 LU
27 LU2604 20250917 3374 ... 3389 3349 LU
28 LU2605 20250917 3378 ... 3388 3341 LU
29 LU2606 20250917 3390 ... 3399 3348 LU
30 LU2607 20250917 3369 ... 3379 3342 LU
31 LU2608 20250917 3370 ... 3378 3343 LU
32 LU2609 20250917 3361 ... 3360 3336 LU
34 NR2510 20250917 12675 ... 12570 12640 NR
35 NR2511 20250917 12715 ... 12595 12690 NR
36 NR2512 20250917 12750 ... 12630 12725 NR
37 NR2601 20250917 12740 ... 12660 12755 NR
38 NR2602 20250917 12770 ... 12650 12785 NR
39 NR2603 20250917 12755 ... 12635 12780 NR
40 NR2604 20250917 12765 ... 12665 12795 NR
41 NR2605 20250917 12735 ... 12670 12825 NR
42 NR2606 20250917 ... 12635 12635 NR
43 NR2607 20250917 ... 12655 12655 NR
44 NR2608 20250917 ... 12685 12685 NR
45 NR2609 20250917 ... 12685 12685 NR
47 BC2510 20250917 71940 ... 71650 72020 BC
48 BC2511 20250917 72050 ... 71640 72070 BC
49 BC2512 20250917 71670 ... 71670 72120 BC
50 BC2601 20250917 ... 72000 72000 BC
51 BC2602 20250917 ... 71650 71650 BC
52 BC2603 20250917 ... 71950 71950 BC
53 BC2604 20250917 ... 71550 71550 BC
54 BC2605 20250917 ... 71550 71550 BC
55 BC2606 20250917 ... 71500 71500 BC
56 BC2607 20250917 ... 71560 71560 BC
57 BC2608 20250917 ... 71550 71550 BC
58 BC2609 20250917 ... 71550 71550 BC
60 EC2510 20250917 1150 ... 1129.4 1189.6 EC
61 EC2512 20250917 1664 ... 1665.3 1710.7 EC
62 EC2602 20250917 1588 ... 1572.8 1583.1 EC
63 EC2604 20250917 1283.7 ... 1278.3 1283.3 EC
64 EC2606 20250917 1460 ... 1460.7 1459 EC
65 EC2608 20250917 1620 ... 1618.6 1622 EC
68 SC_TAS2510 20250917 ... SC_TAS
69 SC_TAS2511 20250917 ... SC_TAS
70 SC_TAS2512 20250917 ... SC_TAS
71 SC_TAS2601 20250917 ... SC_TAS
[66 rows x 12 columns]
2025-09-18 18:26:36,237 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
symbol date open ... settle pre_settle variety
0 PS2510 20250917 53500.0 ... 53465.0 54925.0 PS
1 PS2511 20250917 53665.0 ... 53465.0 54630.0 PS
2 PS2512 20250917 56005.0 ... 56115.0 57220.0 PS
3 PS2601 20250917 56175.0 ... 56020.0 57135.0 PS
4 PS2602 20250917 56165.0 ... 56125.0 57140.0 PS
5 PS2603 20250917 56375.0 ... 56150.0 57205.0 PS
6 PS2604 20250917 56480.0 ... 56195.0 57330.0 PS
7 PS2605 20250917 56580.0 ... 56225.0 57310.0 PS
8 PS2606 20250917 58370.0 ... 58570.0 59625.0 PS
9 PS2607 20250917 58765.0 ... 58665.0 59850.0 PS
10 PS2608 20250917 58890.0 ... 58725.0 59695.0 PS
11 PS2609 20250917 58875.0 ... 58695.0 59740.0 PS
13 SI2510 20250917 8870.0 ... 8910.0 8950.0 SI
14 SI2511 20250917 8895.0 ... 8925.0 8970.0 SI
15 SI2512 20250917 9240.0 ... 9305.0 9360.0 SI
16 SI2601 20250917 9250.0 ... 9305.0 9350.0 SI
17 SI2602 20250917 9265.0 ... 9320.0 9385.0 SI
18 SI2603 20250917 9320.0 ... 9340.0 9355.0 SI
19 SI2604 20250917 9310.0 ... 9325.0 9360.0 SI
20 SI2605 20250917 9305.0 ... 9350.0 9370.0 SI
21 SI2606 20250917 9320.0 ... 9335.0 9350.0 SI
22 SI2607 20250917 9345.0 ... 9355.0 9355.0 SI
23 SI2608 20250917 9355.0 ... 9360.0 9380.0 SI
24 SI2609 20250917 9305.0 ... 9370.0 9345.0 SI
27 LC2510 20250917 73360.0 ... 73280.0 73500.0 LC
28 LC2511 20250917 73160.0 ... 73420.0 73620.0 LC
29 LC2512 20250917 73260.0 ... 73560.0 73920.0 LC
30 LC2601 20250917 73200.0 ... 73560.0 73800.0 LC
31 LC2602 20250917 72920.0 ... 73440.0 73720.0 LC
32 LC2603 20250917 73200.0 ... 73480.0 73660.0 LC
33 LC2604 20250917 73680.0 ... 74080.0 74280.0 LC
34 LC2605 20250917 73820.0 ... 74120.0 74240.0 LC
35 LC2606 20250917 73500.0 ... 73860.0 74280.0 LC
36 LC2607 20250917 73580.0 ... 73760.0 73980.0 LC
37 LC2608 20250917 73520.0 ... 73620.0 73740.0 LC
38 LC2609 20250917 73560.0 ... 73780.0 73900.0 LC
[36 rows x 12 columns]
2025-09-18 18:26:36,343 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
symbol date open ... settle pre_settle variety
0 IC2509 20250917 7151.000 ... 7244.200 7162.000 IC
1 IC2510 20250917 7120.000 ... 7186.400 7103.600 IC
2 IC2512 20250917 6990.000 ... 7068.600 6994.200 IC
3 IC2603 20250917 6835.200 ... 6904.600 6836.200 IC
4 IF2509 20250917 4518.000 ... 4548.400 4517.000 IF
5 IF2510 20250917 4505.000 ... 4538.200 4507.000 IF
6 IF2512 20250917 4493.800 ... 4514.600 4486.600 IF
7 IF2603 20250917 4466.600 ... 4488.200 4462.600 IF
8 IH2509 20250917 2951.200 ... 2953.600 2950.400 IH
9 IH2510 20250917 2952.800 ... 2952.000 2949.400 IH
10 IH2512 20250917 2953.200 ... 2952.800 2950.800 IH
11 IH2603 20250917 2955.000 ... 2956.200 2954.600 IH
12 IM2509 20250917 7453.000 ... 7544.200 7454.000 IM
13 IM2510 20250917 7395.000 ... 7477.800 7384.200 IM
14 IM2512 20250917 7248.000 ... 7324.000 7232.200 IM
15 IM2603 20250917 7039.000 ... 7119.600 7026.800 IM
16 T2512 20250917 107.985 ... 108.135 108.010 T
17 T2603 20250917 107.660 ... 107.845 107.685 T
18 T2606 20250917 107.475 ... 107.670 107.515 T
19 TF2512 20250917 105.760 ... 105.870 105.780 TF
20 TF2603 20250917 105.645 ... 105.730 105.650 TF
21 TF2606 20250917 105.560 ... 105.645 105.535 TF
22 TL2512 20250917 115.440 ... 115.820 115.520 TL
23 TL2603 20250917 115.180 ... 115.490 115.180 TL
24 TL2606 20250917 115.020 ... 115.420 115.120 TL
25 TS2512 20250917 102.406 ... 102.450 102.410 TS
26 TS2603 20250917 102.334 ... 102.366 102.346 TS
27 TS2606 20250917 102.296 ... 102.324 102.302 TS
[28 rows x 12 columns]
2025-09-18 18:26:36,617 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250917 8432.0 8438.0 ... 34748.31 8408.0 8421.0 AP
1 AP511 20250917 8221.0 8248.0 ... 4909.52 8196.0 8201.0 AP
2 AP512 20250917 8174.0 8238.0 ... 850.24 8175.0 8205.0 AP
3 AP601 20250917 8277.0 8308.0 ... 390355.14 8252.0 8271.0 AP
4 AP603 20250917 8107.0 8174.0 ... 497.22 8151.0 8161.0 AP
5 AP604 20250917 8137.0 8175.0 ... 73.29 8144.0 8167.0 AP
6 AP605 20250917 8269.0 8269.0 ... 2642.45 8206.0 8225.0 AP
7 CF511 20250917 13775.0 13835.0 ... 287116.09 13780.0 13755.0 CF
8 CF601 20250917 13925.0 13970.0 ... 1475769.50 13915.0 13900.0 CF
9 CF603 20250917 13880.0 13925.0 ... 1852.98 13880.0 13870.0 CF
10 CF605 20250917 13880.0 13925.0 ... 109540.96 13875.0 13860.0 CF
11 CF607 20250917 13905.0 13945.0 ... 820.13 13900.0 13895.0 CF
12 CF609 20250917 14015.0 14045.0 ... 56.08 14020.0 14035.0 CF
13 CJ512 20250917 10820.0 10825.0 ... 1439.07 10780.0 10790.0 CJ
14 CJ601 20250917 10830.0 10865.0 ... 429300.62 10800.0 10830.0 CJ
15 CJ603 20250917 10860.0 10885.0 ... 6084.97 10820.0 10860.0 CJ
16 CJ605 20250917 10950.0 10980.0 ... 86868.32 10915.0 10960.0 CJ
17 CJ607 20250917 11090.0 11110.0 ... 1976.22 11040.0 11105.0 CJ
18 CJ609 20250917 11185.0 11230.0 ... 173.56 11195.0 11250.0 CJ
19 CY510 20250917 0.0 0.0 ... 0.00 19705.0 19705.0 CY
20 CY511 20250917 19975.0 20090.0 ... 124022.70 19975.0 19965.0 CY
21 CY512 20250917 19870.0 19870.0 ... 29.58 19720.0 19405.0 CY
22 CY601 20250917 19970.0 20070.0 ... 3125.50 19970.0 19985.0 CY
23 CY602 20250917 0.0 0.0 ... 0.00 20090.0 20090.0 CY
24 CY603 20250917 0.0 0.0 ... 0.00 20170.0 20145.0 CY
25 CY604 20250917 0.0 0.0 ... 0.00 20030.0 20030.0 CY
26 CY605 20250917 0.0 0.0 ... 0.00 20135.0 20170.0 CY
27 CY606 20250917 0.0 0.0 ... 0.00 20010.0 20010.0 CY
28 CY607 20250917 0.0 0.0 ... 0.00 20300.0 20300.0 CY
29 CY608 20250917 0.0 0.0 ... 0.00 20100.0 20100.0 CY
30 CY609 20250917 0.0 0.0 ... 0.00 20365.0 20540.0 CY
31 FG510 20250917 1122.0 1122.0 ... 18051.74 1109.0 1109.0 FG
32 FG511 20250917 1129.0 1129.0 ... 166395.32 1112.0 1117.0 FG
33 FG512 20250917 1238.0 1243.0 ... 85782.82 1233.0 1234.0 FG
34 FG601 20250917 1240.0 1247.0 ... 4079998.75 1235.0 1236.0 FG
35 FG602 20250917 1289.0 1296.0 ... 32841.02 1283.0 1285.0 FG
36 FG603 20250917 1291.0 1299.0 ... 1998.09 1287.0 1290.0 FG
37 FG604 20250917 1340.0 1349.0 ... 487.80 1340.0 1337.0 FG
38 FG605 20250917 1341.0 1350.0 ... 98671.67 1339.0 1336.0 FG
39 FG606 20250917 1369.0 1377.0 ... 866.46 1367.0 1367.0 FG
40 FG607 20250917 1349.0 1370.0 ... 1044.87 1361.0 1361.0 FG
41 FG608 20250917 1378.0 1398.0 ... 901.70 1387.0 1385.0 FG
42 FG609 20250917 1383.0 1400.0 ... 3513.61 1391.0 1382.0 FG
43 JR511 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR601 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR603 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR605 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR607 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR609 20250917 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR511 20250917 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR601 20250917 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 MA510 20250917 2291.0 2296.0 ... 6128.50 2290.0 2298.0 MA
52 MA511 20250917 2316.0 2323.0 ... 104198.39 2315.0 2331.0 MA
53 MA512 20250917 2360.0 2364.0 ... 60887.65 2356.0 2376.0 MA
54 MA601 20250917 2380.0 2388.0 ... 921989.45 2380.0 2394.0 MA
55 MA602 20250917 2404.0 2409.0 ... 28280.29 2401.0 2414.0 MA
56 MA603 20250917 2416.0 2422.0 ... 398.59 2416.0 2428.0 MA
57 MA604 20250917 2421.0 2421.0 ... 24.16 2416.0 2433.0 MA
58 MA605 20250917 2402.0 2408.0 ... 58891.91 2401.0 2412.0 MA
59 MA606 20250917 2414.0 2414.0 ... 9.63 2407.0 2422.0 MA
60 MA607 20250917 2394.0 2394.0 ... 40.62 2389.0 2399.0 MA
61 MA608 20250917 2382.0 2383.0 ... 14.30 2383.0 2394.0 MA
62 MA609 20250917 2375.0 2379.0 ... 1409.08 2372.0 2382.0 MA
63 OI511 20250917 10239.0 10288.0 ... 552062.28 10217.0 10154.0 OI
64 OI601 20250917 10065.0 10116.0 ... 3364787.16 10055.0 9981.0 OI
65 OI603 20250917 9833.0 9867.0 ... 5390.68 9801.0 9733.0 OI
66 OI605 20250917 9600.0 9640.0 ... 233253.68 9572.0 9516.0 OI
67 OI607 20250917 9587.0 9587.0 ... 866.09 9517.0 9468.0 OI
68 OI609 20250917 9558.0 9558.0 ... 910.18 9481.0 9446.0 OI
69 PF510 20250917 6372.0 6414.0 ... 11027.64 6392.0 6378.0 PF
70 PF511 20250917 6376.0 6408.0 ... 524899.72 6382.0 6380.0 PF
71 PF512 20250917 6358.0 6386.0 ... 265943.18 6362.0 6364.0 PF
72 PF601 20250917 6408.0 6424.0 ... 22281.42 6408.0 6400.0 PF
73 PF602 20250917 6404.0 6432.0 ... 57719.21 6410.0 6406.0 PF
74 PF603 20250917 6402.0 6420.0 ... 6.41 6412.0 6420.0 PF
75 PF604 20250917 6438.0 6438.0 ... 3.22 6438.0 6454.0 PF
76 PF605 20250917 6474.0 6474.0 ... 6.47 6470.0 6458.0 PF
77 PF606 20250917 6480.0 6480.0 ... 3.24 6480.0 6480.0 PF
78 PF607 20250917 0.0 0.0 ... 0.00 6504.0 6502.0 PF
79 PF608 20250917 0.0 0.0 ... 0.00 6524.0 6504.0 PF
80 PF609 20250917 0.0 0.0 ... 0.00 6580.0 6580.0 PF
81 PK510 20250917 7808.0 7846.0 ... 8829.25 7818.0 7800.0 PK
82 PK511 20250917 7788.0 7850.0 ... 392386.77 7810.0 7766.0 PK
83 PK512 20250917 7810.0 7858.0 ... 132621.55 7824.0 7798.0 PK
84 PK601 20250917 7820.0 7850.0 ... 33933.10 7830.0 7820.0 PK
85 PK603 20250917 7846.0 7868.0 ... 94.19 7850.0 7844.0 PK
86 PK604 20250917 7864.0 7868.0 ... 47.17 7862.0 7862.0 PK
87 PK605 20250917 7870.0 7880.0 ... 3525.34 7870.0 7864.0 PK
88 PL601 20250917 6453.0 6464.0 ... 57202.98 6449.0 6458.0 PL
89 PL602 20250917 6485.0 6490.0 ... 2228.13 6477.0 6482.0 PL
90 PL603 20250917 0.0 0.0 ... 0.00 6499.0 6498.0 PL
91 PL604 20250917 0.0 0.0 ... 0.00 6477.0 6477.0 PL
92 PL605 20250917 0.0 0.0 ... 0.00 6428.0 6428.0 PL
93 PL606 20250917 0.0 0.0 ... 0.00 6424.0 6424.0 PL
94 PL607 20250917 6439.0 6439.0 ... 12.88 6439.0 6419.0 PL
95 PL608 20250917 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL609 20250917 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM511 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM609 20250917 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR510 20250917 5868.0 5880.0 ... 2077.49 5870.0 5866.0 PR
104 PR511 20250917 5854.0 5870.0 ... 321619.98 5856.0 5860.0 PR
105 PR512 20250917 5852.0 5874.0 ... 314268.80 5858.0 5866.0 PR
106 PR601 20250917 5870.0 5872.0 ... 152845.03 5856.0 5860.0 PR
107 PR602 20250917 5884.0 5900.0 ... 211.91 5886.0 5896.0 PR
108 PR603 20250917 5896.0 5928.0 ... 79.73 5906.0 5908.0 PR
109 PR604 20250917 5920.0 5940.0 ... 17.79 5930.0 5896.0 PR
110 PR605 20250917 5912.0 5930.0 ... 26.66 5924.0 5904.0 PR
111 PR606 20250917 0.0 0.0 ... 0.00 5936.0 5936.0 PR
112 PR607 20250917 0.0 0.0 ... 0.00 5962.0 5944.0 PR
113 PR608 20250917 0.0 0.0 ... 0.00 5966.0 5946.0 PR
114 PR609 20250917 0.0 0.0 ... 0.00 5932.0 5924.0 PR
115 PX510 20250917 6828.0 6828.0 ... 3758.07 6796.0 6804.0 PX
116 PX511 20250917 6790.0 6810.0 ... 533359.78 6782.0 6788.0 PX
117 PX512 20250917 6762.0 6784.0 ... 221700.49 6760.0 6758.0 PX
118 PX601 20250917 6740.0 6758.0 ... 213288.97 6732.0 6734.0 PX
119 PX602 20250917 6744.0 6752.0 ... 121861.52 6722.0 6728.0 PX
120 PX603 20250917 0.0 0.0 ... 0.00 6742.0 6742.0 PX
121 PX604 20250917 0.0 0.0 ... 0.00 6742.0 6760.0 PX
122 PX605 20250917 6732.0 6738.0 ... 252.30 6728.0 6714.0 PX
123 PX606 20250917 0.0 0.0 ... 0.00 6718.0 6698.0 PX
124 PX607 20250917 6736.0 6736.0 ... 134.72 6736.0 6736.0 PX
125 PX608 20250917 0.0 0.0 ... 0.00 6748.0 6748.0 PX
126 PX609 20250917 6750.0 6750.0 ... 3.38 6750.0 6722.0 PX
127 RI511 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI609 20250917 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM511 20250917 2535.0 2540.0 ... 38101.89 2499.0 2531.0 RM
134 RM601 20250917 2523.0 2528.0 ... 980972.69 2485.0 2517.0 RM
135 RM603 20250917 2422.0 2427.0 ... 14028.55 2392.0 2423.0 RM
136 RM605 20250917 2401.0 2404.0 ... 178362.44 2377.0 2400.0 RM
137 RM607 20250917 2385.0 2402.0 ... 22318.75 2375.0 2385.0 RM
138 RM608 20250917 2484.0 2490.0 ... 2810.84 2472.0 2484.0 RM
139 RM609 20250917 2473.0 2490.0 ... 7954.28 2466.0 2471.0 RM
140 RS511 20250917 5348.0 5348.0 ... 42.36 5295.0 5306.0 RS
141 RS607 20250917 5540.0 5556.0 ... 33.29 5548.0 5555.0 RS
142 RS608 20250917 5589.0 5620.0 ... 116.76 5560.0 5556.0 RS
143 RS609 20250917 0.0 0.0 ... 0.00 5555.0 5555.0 RS
144 SA510 20250917 1250.0 1255.0 ... 11411.73 1246.0 1244.0 SA
145 SA511 20250917 1264.0 1267.0 ... 387360.97 1258.0 1258.0 SA
146 SA512 20250917 1331.0 1332.0 ... 204076.82 1321.0 1324.0 SA
147 SA601 20250917 1344.0 1346.0 ... 2897113.14 1333.0 1337.0 SA
148 SA602 20250917 1375.0 1375.0 ... 135893.89 1362.0 1366.0 SA
149 SA603 20250917 1374.0 1376.0 ... 2380.34 1370.0 1369.0 SA
150 SA604 20250917 1417.0 1417.0 ... 902.89 1411.0 1409.0 SA
151 SA605 20250917 1423.0 1425.0 ... 79356.52 1415.0 1415.0 SA
152 SA606 20250917 1431.0 1431.0 ... 863.82 1425.0 1418.0 SA
153 SA607 20250917 1433.0 1433.0 ... 2876.19 1424.0 1420.0 SA
154 SA608 20250917 1448.0 1450.0 ... 2051.39 1443.0 1426.0 SA
155 SA609 20250917 1452.0 1456.0 ... 4124.44 1448.0 1443.0 SA
156 SF510 20250917 5516.0 5588.0 ... 8613.21 5544.0 5572.0 SF
157 SF511 20250917 5696.0 5776.0 ... 474200.97 5726.0 5752.0 SF
158 SF512 20250917 5664.0 5748.0 ... 115486.14 5700.0 5724.0 SF
159 SF601 20250917 5664.0 5746.0 ... 168921.50 5704.0 5716.0 SF
160 SF602 20250917 5634.0 5706.0 ... 34455.30 5666.0 5670.0 SF
161 SF603 20250917 5798.0 5862.0 ... 8.76 5842.0 5856.0 SF
162 SF604 20250917 5854.0 5860.0 ... 8.78 5856.0 5850.0 SF
163 SF605 20250917 5790.0 5854.0 ... 1690.67 5810.0 5824.0 SF
164 SF606 20250917 5750.0 5804.0 ... 48.93 5758.0 5784.0 SF
165 SF607 20250917 5912.0 5966.0 ... 68.40 5948.0 5940.0 SF
166 SF608 20250917 5900.0 5938.0 ... 20.66 5902.0 5894.0 SF
167 SF609 20250917 5878.0 5920.0 ... 26.48 5884.0 5896.0 SF
168 SH510 20250917 2496.0 2530.0 ... 27952.07 2511.0 2506.0 SH
169 SH511 20250917 2524.0 2559.0 ... 551909.54 2538.0 2535.0 SH
170 SH512 20250917 2579.0 2607.0 ... 227232.51 2589.0 2584.0 SH
171 SH601 20250917 2578.0 2610.0 ... 2403637.91 2593.0 2592.0 SH
172 SH602 20250917 2606.0 2629.0 ... 46403.92 2612.0 2614.0 SH
173 SH603 20250917 2625.0 2646.0 ... 3236.56 2631.0 2637.0 SH
174 SH604 20250917 2667.0 2689.0 ... 320.57 2671.0 2680.0 SH
175 SH605 20250917 2670.0 2696.0 ... 11285.68 2683.0 2689.0 SH
176 SH606 20250917 2692.0 2703.0 ... 16.19 2698.0 2707.0 SH
177 SH607 20250917 2681.0 2697.0 ... 72.62 2690.0 2699.0 SH
178 SH608 20250917 2690.0 2694.0 ... 56.48 2689.0 2702.0 SH
179 SH609 20250917 2692.0 2714.0 ... 275.69 2703.0 2701.0 SH
180 SM510 20250917 5822.0 5884.0 ... 6218.22 5848.0 5850.0 SM
181 SM511 20250917 5924.0 5968.0 ... 316808.80 5936.0 5940.0 SM
182 SM512 20250917 5926.0 5976.0 ... 80580.76 5940.0 5948.0 SM
183 SM601 20250917 5942.0 5992.0 ... 504040.77 5956.0 5962.0 SM
184 SM602 20250917 5948.0 5996.0 ... 211007.94 5964.0 5960.0 SM
185 SM603 20250917 5958.0 6004.0 ... 35.87 5978.0 5970.0 SM
186 SM604 20250917 5986.0 5986.0 ... 5.99 5986.0 5990.0 SM
187 SM605 20250917 5980.0 6028.0 ... 7442.32 5984.0 6000.0 SM
188 SM606 20250917 6006.0 6006.0 ... 3.00 6006.0 5986.0 SM
189 SM607 20250917 5972.0 6038.0 ... 6.01 6006.0 6012.0 SM
190 SM608 20250917 0.0 0.0 ... 0.00 6040.0 6030.0 SM
191 SM609 20250917 5986.0 6058.0 ... 307.48 6030.0 6010.0 SM
192 SR511 20250917 5551.0 5551.0 ... 107951.54 5537.0 5549.0 SR
193 SR601 20250917 5546.0 5552.0 ... 883331.28 5538.0 5555.0 SR
194 SR603 20250917 5535.0 5538.0 ... 1855.88 5523.0 5543.0 SR
195 SR605 20250917 5525.0 5526.0 ... 64482.27 5514.0 5532.0 SR
196 SR607 20250917 5521.0 5525.0 ... 2244.01 5514.0 5530.0 SR
197 SR609 20250917 5530.0 5535.0 ... 1242.98 5524.0 5543.0 SR
198 TA510 20250917 4676.0 4686.0 ... 28187.67 4670.0 4662.0 TA
199 TA511 20250917 4680.0 4700.0 ... 266796.06 4682.0 4676.0 TA
200 TA512 20250917 4694.0 4710.0 ... 120458.33 4694.0 4692.0 TA
201 TA601 20250917 4704.0 4716.0 ... 1425656.89 4698.0 4692.0 TA
202 TA602 20250917 4708.0 4726.0 ... 19345.21 4710.0 4704.0 TA
203 TA603 20250917 4718.0 4724.0 ... 176.78 4714.0 4714.0 TA
204 TA604 20250917 4718.0 4732.0 ... 9.44 4720.0 4718.0 TA
205 TA605 20250917 4748.0 4752.0 ... 40164.93 4740.0 4732.0 TA
206 TA606 20250917 0.0 0.0 ... 0.00 4752.0 4750.0 TA
207 TA607 20250917 0.0 0.0 ... 0.00 4762.0 4760.0 TA
208 TA608 20250917 0.0 0.0 ... 0.00 4770.0 4770.0 TA
209 TA609 20250917 4772.0 4786.0 ... 26.26 4776.0 4778.0 TA
210 UR510 20250917 1597.0 1599.0 ... 2590.23 1593.0 1597.0 UR
211 UR511 20250917 1662.0 1671.0 ... 32532.03 1665.0 1672.0 UR
212 UR512 20250917 1677.0 1681.0 ... 7973.81 1675.0 1683.0 UR
213 UR601 20250917 1685.0 1687.0 ... 311810.74 1681.0 1691.0 UR
214 UR602 20250917 1681.0 1691.0 ... 586.28 1685.0 1695.0 UR
215 UR603 20250917 1729.0 1737.0 ... 121.25 1732.0 1737.0 UR
216 UR604 20250917 1738.0 1738.0 ... 6.95 1738.0 1736.0 UR
217 UR605 20250917 1740.0 1740.0 ... 12279.83 1734.0 1740.0 UR
218 UR606 20250917 1729.0 1737.0 ... 48.54 1734.0 1738.0 UR
219 UR607 20250917 1757.0 1766.0 ... 66.92 1761.0 1768.0 UR
220 UR608 20250917 1754.0 1761.0 ... 10.55 1758.0 1764.0 UR
221 UR609 20250917 1753.0 1758.0 ... 84.24 1755.0 1759.0 UR
222 WH511 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH609 20250917 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250917 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-18 18:26:36,921 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
index symbol date ... settle pre_settle variety
0 0 CU2510 20250917 ... 80720 81090 CU
1 1 CU2511 20250917 ... 80750 81090 CU
2 2 CU2512 20250917 ... 80730 81090 CU
3 3 CU2601 20250917 ... 80730 81150 CU
4 4 CU2602 20250917 ... 80720 81190 CU
5 5 CU2603 20250917 ... 80730 81130 CU
6 6 CU2604 20250917 ... 80700 81120 CU
7 7 CU2605 20250917 ... 80830 80980 CU
8 8 CU2606 20250917 ... 80700 81080 CU
9 9 CU2607 20250917 ... 80680 81060 CU
10 10 CU2608 20250917 ... 80600 81100 CU
11 11 CU2609 20250917 ... 80650 81100 CU
12 12 BC2510 20250917 ... 71650 72020 BC
13 13 BC2511 20250917 ... 71640 72070 BC
14 14 BC2512 20250917 ... 71670 72120 BC
15 15 BC2601 20250917 ... 72000 72000 BC
16 16 BC2602 20250917 ... 71650 71650 BC
17 17 BC2603 20250917 ... 71950 71950 BC
18 18 BC2604 20250917 ... 71550 71550 BC
19 19 BC2605 20250917 ... 71550 71550 BC
20 20 BC2606 20250917 ... 71500 71500 BC
21 21 BC2607 20250917 ... 71560 71560 BC
22 22 BC2608 20250917 ... 71550 71550 BC
23 23 BC2609 20250917 ... 71550 71550 BC
24 24 AL2510 20250917 ... 20965 20990 AL
25 25 AL2511 20250917 ... 20980 21010 AL
26 26 AL2512 20250917 ... 20965 20985 AL
27 27 AL2601 20250917 ... 20940 20960 AL
28 28 AL2602 20250917 ... 20930 20965 AL
29 29 AL2603 20250917 ... 20935 20990 AL
30 30 AL2604 20250917 ... 20955 21015 AL
31 31 AL2605 20250917 ... 20965 21040 AL
32 32 AL2606 20250917 ... 20960 21005 AL
33 33 AL2607 20250917 ... 20950 21035 AL
34 34 AL2608 20250917 ... 20960 20965 AL
35 35 AL2609 20250917 ... 21010 20985 AL
36 36 ZN2510 20250917 ... 22280 22300 ZN
37 37 ZN2511 20250917 ... 22285 22315 ZN
38 38 ZN2512 20250917 ... 22300 22330 ZN
39 39 ZN2601 20250917 ... 22330 22360 ZN
40 40 ZN2602 20250917 ... 22370 22370 ZN
41 41 ZN2603 20250917 ... 22360 22370 ZN
42 42 ZN2604 20250917 ... 22410 22420 ZN
43 43 ZN2605 20250917 ... 22410 22430 ZN
44 44 ZN2606 20250917 ... 22445 22490 ZN
45 45 ZN2607 20250917 ... 22465 22460 ZN
46 46 ZN2608 20250917 ... 22460 22480 ZN
47 47 ZN2609 20250917 ... 22475 22450 ZN
48 48 PB2510 20250917 ... 17080 17080 PB
49 49 PB2511 20250917 ... 17095 17100 PB
50 50 PB2512 20250917 ... 17105 17105 PB
51 51 PB2601 20250917 ... 17115 17115 PB
52 52 PB2602 20250917 ... 17125 17120 PB
53 53 PB2603 20250917 ... 17190 17130 PB
54 54 PB2604 20250917 ... 17195 17205 PB
55 55 PB2605 20250917 ... 17170 17170 PB
56 56 PB2606 20250917 ... 17145 17105 PB
57 57 PB2607 20250917 ... 17150 17155 PB
58 58 PB2608 20250917 ... 17220 17165 PB
59 59 PB2609 20250917 ... 17220 17165 PB
60 60 NI2510 20250917 ... 122030 122790 NI
61 61 NI2511 20250917 ... 122160 122930 NI
62 62 NI2512 20250917 ... 122290 123120 NI
63 63 NI2601 20250917 ... 122520 123300 NI
64 64 NI2602 20250917 ... 122720 123650 NI
65 65 NI2603 20250917 ... 122830 123590 NI
66 66 NI2604 20250917 ... 122970 123800 NI
67 67 NI2605 20250917 ... 123320 124130 NI
68 68 NI2606 20250917 ... 123320 124360 NI
69 69 NI2607 20250917 ... 123610 124590 NI
70 70 NI2608 20250917 ... 124070 125030 NI
71 71 NI2609 20250917 ... 124300 124490 NI
72 72 SN2510 20250917 ... 273090 272740 SN
73 73 SN2511 20250917 ... 273310 273020 SN
74 74 SN2512 20250917 ... 273260 273040 SN
75 75 SN2601 20250917 ... 272970 273310 SN
76 76 SN2602 20250917 ... 273360 273130 SN
77 77 SN2603 20250917 ... 272790 273430 SN
78 78 SN2604 20250917 ... 274190 273380 SN
79 79 SN2605 20250917 ... 273160 273620 SN
80 80 SN2606 20250917 ... 272960 274060 SN
81 81 SN2607 20250917 ... 273500 275180 SN
82 82 SN2608 20250917 ... 273820 275620 SN
83 83 SN2609 20250917 ... 274140 275630 SN
84 84 AO2510 20250917 ... 2917 2957 AO
85 85 AO2511 20250917 ... 2920 2964 AO
86 86 AO2512 20250917 ... 2934 2979 AO
87 87 AO2601 20250917 ... 2941 2989 AO
88 88 AO2602 20250917 ... 2947 2996 AO
89 89 AO2603 20250917 ... 3018 3052 AO
90 90 AO2604 20250917 ... 3022 3063 AO
91 91 AO2605 20250917 ... 3027 3066 AO
92 92 AO2606 20250917 ... 3035 3077 AO
93 93 AO2607 20250917 ... 3050 3084 AO
94 94 AO2608 20250917 ... 3051 3091 AO
95 95 AO2609 20250917 ... 3069 3107 AO
96 96 AD2511 20250917 ... 20480 20505 AD
97 97 AD2512 20250917 ... 20515 20525 AD
98 98 AD2601 20250917 ... 20540 20550 AD
99 99 AD2602 20250917 ... 20540 20540 AD
100 100 AD2603 20250917 ... 20500 20500 AD
101 101 AD2604 20250917 ... 20485 20485 AD
102 102 AD2605 20250917 ... 20520 20520 AD
103 103 AD2606 20250917 ... 20455 20455 AD
104 104 AD2607 20250917 ... 20510 20510 AD
105 105 AD2608 20250917 ... 20515 20515 AD
106 106 AD2609 20250917 ... 20515 20515 AD
107 107 AU2510 20250917 ... 839 838.12 AU
108 108 AU2511 20250917 ... 839.9 839.4 AU
109 109 AU2512 20250917 ... 841.3 840.76 AU
110 110 AU2602 20250917 ... 843.8 843.2 AU
111 111 AU2604 20250917 ... 846.48 845.18 AU
112 112 AU2606 20250917 ... 848.26 847.54 AU
113 113 AU2608 20250917 ... 850.82 850.08 AU
114 114 AU2610 20250917 ... 853.12 852.26 AU
115 115 AG2510 20250917 ... 10014 10084 AG
116 116 AG2511 20250917 ... 10025 10095 AG
117 117 AG2512 20250917 ... 10030 10111 AG
118 118 AG2601 20250917 ... 10048 10121 AG
119 119 AG2602 20250917 ... 10059 10131 AG
120 120 AG2603 20250917 ... 10069 10146 AG
121 121 AG2604 20250917 ... 10087 10143 AG
122 122 AG2605 20250917 ... 10088 10175 AG
123 123 AG2606 20250917 ... 10098 10188 AG
124 124 AG2607 20250917 ... 10116 10204 AG
125 125 AG2608 20250917 ... 10136 10214 AG
126 126 AG2609 20250917 ... 10132 10233 AG
127 127 RB2510 20250917 ... 3061 3070 RB
128 128 RB2511 20250917 ... 3080 3089 RB
129 129 RB2512 20250917 ... 3133 3134 RB
130 130 RB2601 20250917 ... 3155 3166 RB
131 131 RB2602 20250917 ... 3157 3176 RB
132 132 RB2603 20250917 ... 3180 3193 RB
133 133 RB2604 20250917 ... 3206 3221 RB
134 134 RB2605 20250917 ... 3226 3234 RB
135 135 RB2606 20250917 ... 3241 3248 RB
136 136 RB2607 20250917 ... 3258 3263 RB
137 137 RB2608 20250917 ... 3258 3269 RB
138 138 RB2609 20250917 ... 3270 3277 RB
139 139 WR2510 20250917 ... 3288 3306 WR
140 140 WR2511 20250917 ... 3302 3302 WR
141 141 WR2512 20250917 ... 3324 3324 WR
142 142 WR2601 20250917 ... 3349 3357 WR
143 143 WR2602 20250917 ... 3358 3358 WR
144 144 WR2603 20250917 ... 3395 3395 WR
145 145 WR2604 20250917 ... 3389 3389 WR
146 146 WR2605 20250917 ... 3414 3414 WR
147 147 WR2606 20250917 ... 3372 3372 WR
148 148 WR2607 20250917 ... 3390 3390 WR
149 149 WR2608 20250917 ... 3399 3399 WR
150 150 WR2609 20250917 ... 3558 3581 WR
151 151 HC2510 20250917 ... 3413 3431 HC
152 152 HC2511 20250917 ... 3401 3420 HC
153 153 HC2512 20250917 ... 3391 3409 HC
154 154 HC2601 20250917 ... 3384 3403 HC
155 155 HC2602 20250917 ... 3390 3407 HC
156 156 HC2603 20250917 ... 3385 3405 HC
157 157 HC2604 20250917 ... 3388 3407 HC
158 158 HC2605 20250917 ... 3395 3410 HC
159 159 HC2606 20250917 ... 3394 3414 HC
160 160 HC2607 20250917 ... 3407 3420 HC
161 161 HC2608 20250917 ... 3410 3423 HC
162 162 HC2609 20250917 ... 3412 3419 HC
163 163 SS2510 20250917 ... 12825 12955 SS
164 164 SS2511 20250917 ... 12935 13055 SS
165 165 SS2512 20250917 ... 12980 13090 SS
166 166 SS2601 20250917 ... 13055 13155 SS
167 167 SS2602 20250917 ... 13115 13220 SS
168 168 SS2603 20250917 ... 13165 13250 SS
169 169 SS2604 20250917 ... 13245 13325 SS
170 170 SS2605 20250917 ... 13320 13410 SS
171 171 SS2606 20250917 ... 13350 13435 SS
172 172 SS2607 20250917 ... 13405 13450 SS
173 173 SS2608 20250917 ... 13445 13575 SS
174 174 SS2609 20250917 ... 13515 13605 SS
175 175 SC2510 20250917 ... 498.4 492.1 SC
176 176 SC2511 20250917 ... 499.8 493.5 SC
177 177 SC2512 20250917 ... 496.8 491.1 SC
178 178 SC2601 20250917 ... 494.7 490.1 SC
179 179 SC2602 20250917 ... 492.1 488 SC
180 180 SC2603 20250917 ... 491.8 487.7 SC
181 181 SC2604 20250917 ... 490.3 486.4 SC
182 182 SC2605 20250917 ... 490.5 486.3 SC
183 183 SC2606 20250917 ... 489.4 485.6 SC
184 184 SC2607 20250917 ... 488.3 485.7 SC
185 185 SC2608 20250917 ... 487.5 484.2 SC
186 186 SC2609 20250917 ... 484 481.9 SC
187 187 SC2612 20250917 ... 481 479.8 SC
188 188 SC2703 20250917 ... 475.1 474.6 SC
189 189 SC2706 20250917 ... 476.8 474.7 SC
190 190 SC2709 20250917 ... 473.2 473.2 SC
191 191 SC2712 20250917 ... 473.7 472.1 SC
192 192 SC2803 20250917 ... 473.6 473.6 SC
193 193 SC2806 20250917 ... 473 471.1 SC
194 194 SC2809 20250917 ... 469 469 SC
195 195 LU2510 20250917 ... 3422 3370 LU
196 196 LU2511 20250917 ... 3447 3396 LU
197 197 LU2512 20250917 ... 3429 3377 LU
198 198 LU2601 20250917 ... 3421 3369 LU
199 199 LU2602 20250917 ... 3410 3354 LU
200 200 LU2603 20250917 ... 3387 3350 LU
201 201 LU2604 20250917 ... 3389 3349 LU
202 202 LU2605 20250917 ... 3388 3341 LU
203 203 LU2606 20250917 ... 3399 3348 LU
204 204 LU2607 20250917 ... 3379 3342 LU
205 205 LU2608 20250917 ... 3378 3343 LU
206 206 LU2609 20250917 ... 3360 3336 LU
207 207 FU2510 20250917 ... 2857 2829 FU
208 208 FU2511 20250917 ... 2863 2830 FU
209 209 FU2512 20250917 ... 2847 2815 FU
210 210 FU2601 20250917 ... 2833 2799 FU
211 211 FU2602 20250917 ... 2812 2781 FU
212 212 FU2603 20250917 ... 2803 2771 FU
213 213 FU2604 20250917 ... 2796 2767 FU
214 214 FU2605 20250917 ... 2785 2751 FU
215 215 FU2606 20250917 ... 2774 2744 FU
216 216 FU2607 20250917 ... 2754 2730 FU
217 217 FU2608 20250917 ... 2746 2723 FU
218 218 FU2609 20250917 ... 2723 2703 FU
219 219 BU2510 20250917 ... 3448 3437 BU
220 220 BU2511 20250917 ... 3439 3425 BU
221 221 BU2512 20250917 ... 3401 3384 BU
222 222 BU2601 20250917 ... 3382 3367 BU
223 223 BU2602 20250917 ... 3380 3366 BU
224 224 BU2603 20250917 ... 3383 3355 BU
225 225 BU2604 20250917 ... 3375 3340 BU
226 226 BU2605 20250917 ... 3374 3359 BU
227 227 BU2606 20250917 ... 3374 3358 BU
228 228 BU2607 20250917 ... 3363 3353 BU
229 229 BU2608 20250917 ... 3367 3350 BU
230 230 BU2609 20250917 ... 3357 3345 BU
231 231 BU2612 20250917 ... 3321 3308 BU
232 232 BU2703 20250917 ... 3325 3311 BU
233 233 BU2706 20250917 ... 3325 3319 BU
234 234 BU2709 20250917 ... 3314 3308 BU
235 235 BR2510 20250917 ... 11665 11710 BR
236 236 BR2511 20250917 ... 11620 11670 BR
237 237 BR2512 20250917 ... 11620 11660 BR
238 238 BR2601 20250917 ... 11625 11670 BR
239 239 BR2602 20250917 ... 11605 11635 BR
240 240 BR2603 20250917 ... 11640 11680 BR
241 241 BR2604 20250917 ... 11670 11690 BR
242 242 BR2605 20250917 ... 11635 11735 BR
243 243 BR2606 20250917 ... 11775 11775 BR
244 244 BR2607 20250917 ... 11880 11885 BR
245 245 BR2608 20250917 ... 11855 11900 BR
246 246 BR2609 20250917 ... 11780 11770 BR
247 247 RU2510 20250917 ... 15015 15105 RU
248 248 RU2511 20250917 ... 14960 15050 RU
249 249 RU2601 20250917 ... 15900 16000 RU
250 250 RU2603 20250917 ... 15860 15990 RU
251 251 RU2604 20250917 ... 15830 15990 RU
252 252 RU2605 20250917 ... 15885 15985 RU
253 253 RU2606 20250917 ... 15875 16005 RU
254 254 RU2607 20250917 ... 15960 15915 RU
255 255 RU2608 20250917 ... 15965 16055 RU
256 256 RU2609 20250917 ... 15975 16070 RU
257 257 NR2510 20250917 ... 12570 12640 NR
258 258 NR2511 20250917 ... 12595 12690 NR
259 259 NR2512 20250917 ... 12630 12725 NR
260 260 NR2601 20250917 ... 12660 12755 NR
261 261 NR2602 20250917 ... 12650 12785 NR
262 262 NR2603 20250917 ... 12635 12780 NR
263 263 NR2604 20250917 ... 12665 12795 NR
264 264 NR2605 20250917 ... 12670 12825 NR
265 265 NR2606 20250917 ... 12635 12635 NR
266 266 NR2607 20250917 ... 12655 12655 NR
267 267 NR2608 20250917 ... 12685 12685 NR
268 268 NR2609 20250917 ... 12685 12685 NR
269 269 SP2510 20250917 ... 5030 5048 SP
270 270 SP2511 20250917 ... 5054 5074 SP
271 271 SP2512 20250917 ... 5068 5088 SP
272 272 SP2601 20250917 ... 5344 5348 SP
273 273 SP2602 20250917 ... 5328 5334 SP
274 274 SP2603 20250917 ... 5342 5340 SP
275 275 SP2604 20250917 ... 5346 5344 SP
276 276 SP2605 20250917 ... 5356 5354 SP
277 277 SP2606 20250917 ... 5362 5360 SP
278 278 SP2607 20250917 ... 5366 5358 SP
279 279 SP2608 20250917 ... 5372 5358 SP
280 280 SP2609 20250917 ... 5368 5370 SP
281 281 OP2601 20250917 ... 4258 4258 OP
282 282 OP2602 20250917 ... 4256 4256 OP
283 283 OP2603 20250917 ... 4260 4284 OP
284 284 OP2604 20250917 ... 4278 4272 OP
285 285 OP2605 20250917 ... 4280 4286 OP
286 286 OP2606 20250917 ... 4252 4268 OP
287 287 OP2607 20250917 ... 4262 4276 OP
288 288 OP2608 20250917 ... 4272 4292 OP
289 289 OP2609 20250917 ... 4256 4256 OP
290 290 EC2510 20250917 ... 1129.4 1189.6 EC
291 291 EC2512 20250917 ... 1665.3 1710.7 EC
292 292 EC2602 20250917 ... 1572.8 1583.1 EC
293 293 EC2604 20250917 ... 1278.3 1283.3 EC
294 294 EC2606 20250917 ... 1460.7 1459 EC
295 295 EC2608 20250917 ... 1618.6 1622 EC
296 296 SC_TAS2510 20250917 ... SC_TAS
297 297 SC_TAS2511 20250917 ... SC_TAS
298 298 SC_TAS2512 20250917 ... SC_TAS
299 299 SC_TAS2601 20250917 ... SC_TAS
[300 rows x 13 columns]
2025-09-18 18:26:37,032 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
2025-09-18 18:26:38,805 - future_1d - INFO - save future_daily 2025-09-17 completed
symbol date open ... settle pre_settle variety
0 a2511 20250918 3896.00 ... 3892.00 3914.00 A
1 a2601 20250918 3910.00 ... 3893.00 3919.00 A
2 a2603 20250918 3911.00 ... 3900.00 3924.00 A
3 a2605 20250918 3953.00 ... 3940.00 3964.00 A
4 a2607 20250918 3957.00 ... 3944.00 3970.00 A
5 a2609 20250918 3972.00 ... 3953.00 3976.00 A
6 b2510 20250918 3675.00 ... 3674.00 3689.00 B
7 b2511 20250918 3683.00 ... 3670.00 3705.00 B
8 b2512 20250918 3723.00 ... 3709.00 3748.00 B
9 b2601 20250918 3719.00 ... 3704.00 3741.00 B
10 b2602 20250918 3705.00 ... 3687.00 3725.00 B
11 b2603 20250918 3670.00 ... 3654.00 3682.00 B
12 b2604 20250918 3560.00 ... 3545.00 3577.00 B
13 b2605 20250918 3495.00 ... 3484.00 3508.00 B
14 b2606 20250918 3476.00 ... 3459.00 3482.00 B
15 b2607 20250918 3468.00 ... 3457.00 3484.00 B
16 b2608 20250918 3566.00 ... 3562.00 3582.00 B
17 b2609 20250918 3585.00 ... 3574.00 3591.00 B
18 bb2511 20250918 142.15 ... 142.20 142.30 BB
19 bb2601 20250918 146.85 ... 146.65 146.95 BB
20 bb2603 20250918 146.80 ... 146.85 146.90 BB
21 bb2605 20250918 0.00 ... 141.60 141.60 BB
22 bb2607 20250918 0.00 ... 146.40 146.40 BB
23 bb2609 20250918 0.00 ... 146.40 146.40 BB
24 bz2603 20250918 6059.00 ... 6021.00 6069.00 BZ
25 bz2604 20250918 6033.00 ... 5974.00 6046.00 BZ
26 bz2605 20250918 5981.00 ... 5981.00 6072.00 BZ
27 bz2606 20250918 5954.00 ... 5954.00 6008.00 BZ
28 bz2607 20250918 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250918 0.00 ... 5955.00 5955.00 BZ
30 c2511 20250918 2165.00 ... 2170.00 2163.00 C
31 c2601 20250918 2157.00 ... 2162.00 2155.00 C
32 c2603 20250918 2167.00 ... 2171.00 2166.00 C
33 c2605 20250918 2225.00 ... 2229.00 2226.00 C
34 c2607 20250918 2239.00 ... 2241.00 2240.00 C
35 c2609 20250918 2253.00 ... 2254.00 2254.00 C
36 cs2511 20250918 2453.00 ... 2465.00 2448.00 CS
37 cs2601 20250918 2550.00 ... 2489.00 2471.00 CS
38 cs2603 20250918 2486.00 ... 2492.00 2479.00 CS
39 cs2605 20250918 2570.00 ... 2573.00 2562.00 CS
40 cs2607 20250918 2578.00 ... 2577.00 2567.00 CS
41 cs2609 20250918 2596.00 ... 2597.00 2585.00 CS
42 eb2509 20250918 0.00 ... 6789.00 6789.00 EB
43 eb2510 20250918 7123.00 ... 7079.00 7159.00 EB
44 eb2511 20250918 7132.00 ... 7090.00 7176.00 EB
45 eb2512 20250918 7160.00 ... 7099.00 7182.00 EB
46 eb2601 20250918 7185.00 ... 7130.00 7200.00 EB
47 eb2602 20250918 7201.00 ... 7156.00 7220.00 EB
48 eb2603 20250918 7217.00 ... 7183.00 7240.00 EB
49 eb2604 20250918 7247.00 ... 7230.00 7273.00 EB
50 eb2605 20250918 7292.00 ... 7251.00 7288.00 EB
51 eb2606 20250918 7260.00 ... 7260.00 7297.00 EB
52 eb2607 20250918 7283.00 ... 7283.00 7314.00 EB
53 eb2608 20250918 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250918 0.00 ... 4338.00 4338.00 EG
55 eg2510 20250918 4333.00 ... 4314.00 4312.00 EG
56 eg2511 20250918 4291.00 ... 4275.00 4280.00 EG
57 eg2512 20250918 4277.00 ... 4275.00 4273.00 EG
58 eg2601 20250918 4290.00 ... 4282.00 4289.00 EG
59 eg2602 20250918 4297.00 ... 4284.00 4295.00 EG
60 eg2603 20250918 4308.00 ... 4298.00 4298.00 EG
61 eg2604 20250918 4338.00 ... 4338.00 4340.00 EG
62 eg2605 20250918 4339.00 ... 4340.00 4340.00 EG
63 eg2606 20250918 4358.00 ... 4358.00 4348.00 EG
64 eg2607 20250918 0.00 ... 4343.00 4343.00 EG
65 eg2608 20250918 0.00 ... 4399.00 4402.00 EG
66 fb2510 20250918 1262.50 ... 1259.50 1268.50 FB
67 fb2511 20250918 1251.00 ... 1252.00 1251.00 FB
68 fb2512 20250918 1261.00 ... 1256.00 1259.50 FB
69 fb2601 20250918 1255.50 ... 1252.00 1253.50 FB
70 fb2602 20250918 1250.00 ... 1250.50 1248.50 FB
71 fb2603 20250918 1251.50 ... 1246.00 1249.00 FB
72 fb2604 20250918 0.00 ... 1252.00 1252.00 FB
73 fb2605 20250918 0.00 ... 1292.50 1301.50 FB
74 fb2606 20250918 0.00 ... 1322.50 1330.00 FB
75 fb2607 20250918 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250918 0.00 ... 1281.00 1285.00 FB
77 fb2609 20250918 0.00 ... 1296.00 1296.00 FB
78 i2510 20250918 822.50 ... 820.50 820.00 I
79 i2511 20250918 816.50 ... 814.50 815.50 I
80 i2512 20250918 813.00 ... 809.00 809.50 I
81 i2601 20250918 805.00 ... 801.00 801.00 I
82 i2602 20250918 798.50 ... 795.50 795.50 I
83 i2603 20250918 792.00 ... 790.50 790.00 I
84 i2604 20250918 789.50 ... 786.50 786.50 I
85 i2605 20250918 782.50 ... 780.00 780.00 I
86 i2606 20250918 777.50 ... 775.00 775.00 I
87 i2607 20250918 772.50 ... 770.50 770.50 I
88 i2608 20250918 768.00 ... 765.50 766.00 I
89 i2609 20250918 762.50 ... 761.00 760.50 I
90 j2510 20250918 1628.50 ... 1626.50 1628.50 J
91 j2511 20250918 1677.50 ... 1655.00 1655.50 J
92 j2512 20250918 1698.00 ... 1691.00 1691.00 J
93 j2601 20250918 1738.00 ... 1725.50 1728.00 J
94 j2602 20250918 0.00 ... 1754.00 1754.00 J
95 j2603 20250918 0.00 ... 1763.50 1763.50 J
96 j2604 20250918 0.00 ... 1814.00 1814.00 J
97 j2605 20250918 1870.00 ... 1853.50 1857.00 J
98 j2606 20250918 1878.00 ... 1879.50 1887.00 J
99 j2607 20250918 1880.50 ... 1878.50 1885.00 J
100 j2608 20250918 0.00 ... 1906.00 1906.00 J
101 j2609 20250918 1906.50 ... 1902.00 1895.00 J
102 jd2509 20250918 3201.00 ... 3193.00 3226.00 JD
103 jd2510 20250918 3044.00 ... 3041.00 3063.00 JD
104 jd2511 20250918 3110.00 ... 3119.00 3110.00 JD
105 jd2512 20250918 3210.00 ... 3242.00 3208.00 JD
106 jd2601 20250918 3373.00 ... 3396.00 3375.00 JD
107 jd2602 20250918 3114.00 ... 3131.00 3117.00 JD
108 jd2603 20250918 3128.00 ... 3148.00 3130.00 JD
109 jd2604 20250918 3310.00 ... 3318.00 3318.00 JD
110 jd2605 20250918 3428.00 ... 3432.00 3436.00 JD
111 jd2606 20250918 3240.00 ... 3245.00 3245.00 JD
112 jd2607 20250918 3479.00 ... 3484.00 3487.00 JD
113 jd2608 20250918 3916.00 ... 3916.00 3916.00 JD
114 jm2510 20250918 1043.00 ... 1034.00 1043.00 JM
115 jm2511 20250918 1094.50 ... 1082.00 1094.50 JM
116 jm2512 20250918 1164.00 ... 1148.50 1163.50 JM
117 jm2601 20250918 1230.00 ... 1215.50 1229.50 JM
118 jm2602 20250918 1258.00 ... 1237.00 1252.50 JM
119 jm2603 20250918 1271.50 ... 1258.50 1269.50 JM
120 jm2604 20250918 1291.50 ... 1281.00 1288.50 JM
121 jm2605 20250918 1304.00 ... 1302.50 1309.00 JM
122 jm2606 20250918 1323.50 ... 1316.00 1326.00 JM
123 jm2607 20250918 1340.00 ... 1326.00 1331.50 JM
124 jm2608 20250918 1346.50 ... 1339.00 1342.50 JM
125 jm2609 20250918 1363.50 ... 1360.50 1363.50 JM
126 l2510 20250918 7131.00 ... 7142.00 7165.00 L
127 l2511 20250918 7193.00 ... 7159.00 7195.00 L
128 l2512 20250918 7218.00 ... 7188.00 7225.00 L
129 l2601 20250918 7235.00 ... 7219.00 7249.00 L
130 l2602 20250918 7229.00 ... 7211.00 7241.00 L
131 l2603 20250918 7259.00 ... 7238.00 7257.00 L
132 l2604 20250918 7295.00 ... 7281.00 7290.00 L
133 l2605 20250918 7292.00 ... 7265.00 7290.00 L
134 l2606 20250918 7296.00 ... 7247.00 7280.00 L
135 l2607 20250918 7301.00 ... 7284.00 7302.00 L
136 l2608 20250918 7299.00 ... 7282.00 7310.00 L
137 l2609 20250918 7302.00 ... 7296.00 7311.00 L
138 lg2509 20250918 770.00 ... 770.00 770.00 LG
139 lg2511 20250918 809.00 ... 806.00 808.50 LG
140 lg2601 20250918 823.50 ... 819.50 822.50 LG
141 lg2603 20250918 825.50 ... 824.50 827.00 LG
142 lg2605 20250918 833.00 ... 828.50 831.50 LG
143 lg2607 20250918 832.00 ... 830.50 832.50 LG
144 lh2509 20250918 0.00 ... 12985.00 12985.00 LH
145 lh2511 20250918 12900.00 ... 12885.00 13055.00 LH
146 lh2601 20250918 13350.00 ... 13395.00 13575.00 LH
147 lh2603 20250918 12985.00 ... 12915.00 13005.00 LH
148 lh2605 20250918 13530.00 ... 13460.00 13540.00 LH
149 lh2607 20250918 14285.00 ... 14215.00 14315.00 LH
150 m2511 20250918 2977.00 ... 2968.00 2980.00 M
151 m2512 20250918 3020.00 ... 3015.00 3031.00 M
152 m2601 20250918 3008.00 ... 3001.00 3019.00 M
153 m2603 20250918 2949.00 ... 2942.00 2960.00 M
154 m2605 20250918 2784.00 ... 2775.00 2790.00 M
155 m2607 20250918 2773.00 ... 2760.00 2774.00 M
156 m2608 20250918 2894.00 ... 2886.00 2901.00 M
157 m2609 20250918 2905.00 ... 2889.00 2904.00 M
158 p2510 20250918 9342.00 ... 9254.00 9408.00 P
159 p2511 20250918 9320.00 ... 9286.00 9416.00 P
160 p2512 20250918 9386.00 ... 9320.00 9464.00 P
161 p2601 20250918 9408.00 ... 9344.00 9494.00 P
162 p2602 20250918 9386.00 ... 9312.00 9464.00 P
163 p2603 20250918 9362.00 ... 9318.00 9416.00 P
164 p2604 20250918 9296.00 ... 9246.00 9340.00 P
165 p2605 20250918 9198.00 ... 9138.00 9258.00 P
166 p2606 20250918 9100.00 ... 9042.00 9140.00 P
167 p2607 20250918 8982.00 ... 8922.00 9060.00 P
168 p2608 20250918 8896.00 ... 8872.00 8988.00 P
169 p2609 20250918 8890.00 ... 8844.00 8922.00 P
170 pg2509 20250918 3805.00 ... 3805.00 3752.00 PG
171 pg2510 20250918 4498.00 ... 4466.00 4485.00 PG
172 pg2511 20250918 4436.00 ... 4400.00 4431.00 PG
173 pg2512 20250918 4370.00 ... 4336.00 4372.00 PG
174 pg2601 20250918 4305.00 ... 4270.00 4305.00 PG
175 pg2602 20250918 4240.00 ... 4209.00 4240.00 PG
176 pg2603 20250918 4148.00 ... 4123.00 4148.00 PG
177 pg2604 20250918 4471.00 ... 4451.00 4476.00 PG
178 pg2605 20250918 4383.00 ... 4379.00 4383.00 PG
179 pg2606 20250918 4300.00 ... 4297.00 4327.00 PG
180 pg2607 20250918 4255.00 ... 4247.00 4270.00 PG
181 pg2608 20250918 0.00 ... 4204.00 4204.00 PG
182 pp2510 20250918 6885.00 ... 6862.00 6878.00 PP
183 pp2511 20250918 6909.00 ... 6886.00 6916.00 PP
184 pp2512 20250918 6951.00 ... 6921.00 6951.00 PP
185 pp2601 20250918 6983.00 ... 6955.00 6982.00 PP
186 pp2602 20250918 6962.00 ... 6930.00 6958.00 PP
187 pp2603 20250918 6969.00 ... 6953.00 6969.00 PP
188 pp2604 20250918 6986.00 ... 6961.00 6996.00 PP
189 pp2605 20250918 7019.00 ... 6993.00 7013.00 PP
190 pp2606 20250918 6981.00 ... 6951.00 6982.00 PP
191 pp2607 20250918 6953.00 ... 6941.00 6950.00 PP
192 pp2608 20250918 6954.00 ... 6950.00 6958.00 PP
193 pp2609 20250918 6974.00 ... 6966.00 6983.00 PP
194 rr2510 20250918 3596.00 ... 3603.00 3604.00 RR
195 rr2511 20250918 3605.00 ... 3605.00 3605.00 RR
196 rr2512 20250918 3597.00 ... 3597.00 3599.00 RR
197 rr2601 20250918 3616.00 ... 3617.00 3621.00 RR
198 rr2602 20250918 0.00 ... 3599.00 3599.00 RR
199 rr2603 20250918 0.00 ... 3608.00 3608.00 RR
200 rr2604 20250918 0.00 ... 3611.00 3611.00 RR
201 rr2605 20250918 0.00 ... 3618.00 3618.00 RR
202 rr2606 20250918 0.00 ... 3597.00 3597.00 RR
203 rr2607 20250918 0.00 ... 3609.00 3609.00 RR
204 rr2608 20250918 0.00 ... 3614.00 3614.00 RR
205 rr2609 20250918 0.00 ... 3614.00 3614.00 RR
206 v2510 20250918 4844.00 ... 4828.00 4852.00 V
207 v2511 20250918 4887.00 ... 4848.00 4883.00 V
208 v2512 20250918 4924.00 ... 4895.00 4924.00 V
209 v2601 20250918 4975.00 ... 4939.00 4967.00 V
210 v2602 20250918 5027.00 ... 4973.00 5005.00 V
211 v2603 20250918 5041.00 ... 5003.00 5035.00 V
212 v2604 20250918 5231.00 ... 5206.00 5228.00 V
213 v2605 20250918 5279.00 ... 5241.00 5268.00 V
214 v2606 20250918 5301.00 ... 5269.00 5299.00 V
215 v2607 20250918 5320.00 ... 5301.00 5329.00 V
216 v2608 20250918 5359.00 ... 5337.00 5366.00 V
217 v2609 20250918 5393.00 ... 5370.00 5382.00 V
218 y2511 20250918 8368.00 ... 8308.00 8440.00 Y
219 y2512 20250918 8422.00 ... 8346.00 8476.00 Y
220 y2601 20250918 8352.00 ... 8306.00 8422.00 Y
221 y2603 20250918 8290.00 ... 8276.00 8350.00 Y
222 y2605 20250918 8090.00 ... 8052.00 8132.00 Y
223 y2607 20250918 8058.00 ... 7998.00 8088.00 Y
224 y2608 20250918 8086.00 ... 8016.00 8104.00 Y
225 y2609 20250918 8038.00 ... 7988.00 8080.00 Y
[226 rows x 12 columns]
2025-09-18 18:26:48,186 - future_1d - INFO - ak.get_dce_daily('2025-09-18') done
symbol date open ... settle pre_settle variety
0 SC2510 20250918 497.9 ... 495.5 498.4 SC
1 SC2511 20250918 498.3 ... 496.3 499.8 SC
2 SC2512 20250918 496 ... 493.5 496.8 SC
3 SC2601 20250918 492.8 ... 491.9 494.7 SC
4 SC2602 20250918 489.7 ... 490.4 492.1 SC
5 SC2603 20250918 488 ... 489.8 491.8 SC
6 SC2604 20250918 490.3 ... 488 490.3 SC
7 SC2605 20250918 490 ... 487.2 490.5 SC
8 SC2606 20250918 489.4 ... 487 489.4 SC
9 SC2607 20250918 488.6 ... 485.2 488.3 SC
10 SC2608 20250918 486.4 ... 483.9 487.5 SC
11 SC2609 20250918 485.2 ... 483.8 484 SC
12 SC2612 20250918 482.3 ... 482.5 481 SC
13 SC2703 20250918 ... 475.1 475.1 SC
14 SC2706 20250918 ... 476.8 476.8 SC
15 SC2709 20250918 ... 473.2 473.2 SC
16 SC2712 20250918 476.8 ... 474.1 473.7 SC
17 SC2803 20250918 471.2 ... 471.2 473.6 SC
18 SC2806 20250918 472.5 ... 472.5 473 SC
19 SC2809 20250918 470.1 ... 465.7 469 SC
21 LU2510 20250918 3434 ... 3418 3422 LU
22 LU2511 20250918 3438 ... 3428 3447 LU
23 LU2512 20250918 3424 ... 3410 3429 LU
24 LU2601 20250918 3420 ... 3403 3421 LU
25 LU2602 20250918 3395 ... 3389 3410 LU
26 LU2603 20250918 3369 ... 3378 3387 LU
27 LU2604 20250918 3365 ... 3365 3389 LU
28 LU2605 20250918 3380 ... 3374 3388 LU
29 LU2606 20250918 3355 ... 3360 3399 LU
30 LU2607 20250918 3359 ... 3358 3379 LU
31 LU2608 20250918 3354 ... 3346 3378 LU
32 LU2609 20250918 3336 ... 3325 3360 LU
34 NR2510 20250918 12540 ... 12305 12570 NR
35 NR2511 20250918 12550 ... 12330 12595 NR
36 NR2512 20250918 12600 ... 12355 12630 NR
37 NR2601 20250918 12645 ... 12400 12660 NR
38 NR2602 20250918 12640 ... 12455 12650 NR
39 NR2603 20250918 12610 ... 12435 12635 NR
40 NR2604 20250918 12585 ... 12405 12665 NR
41 NR2605 20250918 12555 ... 12455 12670 NR
42 NR2606 20250918 12440 ... 12440 12635 NR
43 NR2607 20250918 ... 12655 12655 NR
44 NR2608 20250918 ... 12685 12685 NR
45 NR2609 20250918 12585 ... 12510 12685 NR
47 BC2510 20250918 70980 ... 70760 71650 BC
48 BC2511 20250918 71010 ... 70820 71640 BC
49 BC2512 20250918 ... 71670 71670 BC
50 BC2601 20250918 ... 71000 72000 BC
51 BC2602 20250918 ... 71100 71650 BC
52 BC2603 20250918 ... 71200 71950 BC
53 BC2604 20250918 ... 71300 71550 BC
54 BC2605 20250918 ... 71300 71550 BC
55 BC2606 20250918 ... 71400 71500 BC
56 BC2607 20250918 ... 71400 71560 BC
57 BC2608 20250918 ... 71400 71550 BC
58 BC2609 20250918 ... 71550 71550 BC
60 EC2510 20250918 1110 ... 1117.6 1129.4 EC
61 EC2512 20250918 1680 ... 1663 1665.3 EC
62 EC2602 20250918 1574.4 ... 1564.7 1572.8 EC
63 EC2604 20250918 1294 ... 1271.7 1278.3 EC
64 EC2606 20250918 1473.7 ... 1456.6 1460.7 EC
65 EC2608 20250918 1635 ... 1615.3 1618.6 EC
68 SC_TAS2510 20250918 ... SC_TAS
69 SC_TAS2511 20250918 ... SC_TAS
70 SC_TAS2512 20250918 ... SC_TAS
71 SC_TAS2601 20250918 ... SC_TAS
[66 rows x 12 columns]
2025-09-18 18:26:48,293 - future_1d - INFO - ak.get_ine_daily('2025-09-18') done
symbol date open ... settle pre_settle variety
0 PS2510 20250918 53405.0 ... 53200.0 53465.0 PS
1 PS2511 20250918 53200.0 ... 53160.0 53465.0 PS
2 PS2512 20250918 56000.0 ... 55775.0 56115.0 PS
3 PS2601 20250918 55985.0 ... 55590.0 56020.0 PS
4 PS2602 20250918 55930.0 ... 55695.0 56125.0 PS
5 PS2603 20250918 55955.0 ... 55635.0 56150.0 PS
6 PS2604 20250918 55955.0 ... 55870.0 56195.0 PS
7 PS2605 20250918 56075.0 ... 55705.0 56225.0 PS
8 PS2606 20250918 58385.0 ... 58010.0 58570.0 PS
9 PS2607 20250918 58375.0 ... 57890.0 58665.0 PS
10 PS2608 20250918 58810.0 ... 57885.0 58725.0 PS
11 PS2609 20250918 58530.0 ... 57975.0 58695.0 PS
13 SI2510 20250918 8910.0 ... 8940.0 8910.0 SI
14 SI2511 20250918 8920.0 ... 8980.0 8925.0 SI
15 SI2512 20250918 9290.0 ... 9355.0 9305.0 SI
16 SI2601 20250918 9335.0 ... 9355.0 9305.0 SI
17 SI2602 20250918 9325.0 ... 9350.0 9320.0 SI
18 SI2603 20250918 9340.0 ... 9360.0 9340.0 SI
19 SI2604 20250918 9630.0 ... 9385.0 9325.0 SI
20 SI2605 20250918 9365.0 ... 9390.0 9350.0 SI
21 SI2606 20250918 9340.0 ... 9425.0 9335.0 SI
22 SI2607 20250918 9350.0 ... 9385.0 9355.0 SI
23 SI2608 20250918 9385.0 ... 9410.0 9360.0 SI
24 SI2609 20250918 9330.0 ... 9390.0 9370.0 SI
27 LC2510 20250918 73280.0 ... 72620.0 73280.0 LC
28 LC2511 20250918 73120.0 ... 72780.0 73420.0 LC
29 LC2512 20250918 73140.0 ... 72840.0 73560.0 LC
30 LC2601 20250918 73480.0 ... 72840.0 73560.0 LC
31 LC2602 20250918 73120.0 ... 72580.0 73440.0 LC
32 LC2603 20250918 73300.0 ... 72780.0 73480.0 LC
33 LC2604 20250918 73980.0 ... 73520.0 74080.0 LC
34 LC2605 20250918 74220.0 ... 73420.0 74120.0 LC
35 LC2606 20250918 74040.0 ... 73260.0 73860.0 LC
36 LC2607 20250918 74000.0 ... 73160.0 73760.0 LC
37 LC2608 20250918 74100.0 ... 73060.0 73620.0 LC
38 LC2609 20250918 75060.0 ... 72980.0 73780.0 LC
[36 rows x 12 columns]
2025-09-18 18:26:48,453 - future_1d - INFO - ak.get_gfex_daily('2025-09-18') done
symbol date open ... settle pre_settle variety
0 IC2509 20250918 7238.200 ... 7164.600 7244.200 IC
1 IC2510 20250918 7186.000 ... 7090.800 7186.400 IC
2 IC2512 20250918 7073.000 ... 6960.200 7068.600 IC
3 IC2603 20250918 6922.800 ... 6793.600 6904.600 IC
4 IF2509 20250918 4545.000 ... 4483.400 4548.400 IF
5 IF2510 20250918 4537.400 ... 4470.200 4538.200 IF
6 IF2512 20250918 4512.000 ... 4440.000 4514.600 IF
7 IF2603 20250918 4490.800 ... 4416.400 4488.200 IF
8 IH2509 20250918 2965.600 ... 2907.800 2953.600 IH
9 IH2510 20250918 2958.600 ... 2904.200 2952.000 IH
10 IH2512 20250918 2960.800 ... 2903.400 2952.800 IH
11 IH2603 20250918 2962.000 ... 2906.000 2956.200 IH
12 IM2509 20250918 7520.000 ... 7449.200 7544.200 IM
13 IM2510 20250918 7470.600 ... 7366.800 7477.800 IM
14 IM2512 20250918 7313.800 ... 7206.200 7324.000 IM
15 IM2603 20250918 7133.600 ... 7001.800 7119.600 IM
16 T2512 20250918 108.065 ... 108.065 108.135 T
17 T2603 20250918 107.780 ... 107.735 107.845 T
18 T2606 20250918 107.610 ... 107.565 107.670 T
19 TF2512 20250918 105.840 ... 105.815 105.870 TF
20 TF2603 20250918 105.715 ... 105.685 105.730 TF
21 TF2606 20250918 105.635 ... 105.590 105.645 TF
22 TL2512 20250918 115.700 ... 115.680 115.820 TL
23 TL2603 20250918 115.360 ... 115.360 115.490 TL
24 TL2606 20250918 115.240 ... 115.310 115.420 TL
25 TS2512 20250918 102.438 ... 102.414 102.450 TS
26 TS2603 20250918 102.352 ... 102.340 102.366 TS
27 TS2606 20250918 102.310 ... 102.302 102.324 TS
[28 rows x 12 columns]
2025-09-18 18:26:48,728 - future_1d - INFO - ak.get_cffex_daily('2025-09-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250918 8404.0 8455.0 ... 32883.69 8427.0 8408.0 AP
1 AP511 20250918 8216.0 8254.0 ... 2697.90 8227.0 8196.0 AP
2 AP512 20250918 8171.0 8238.0 ... 369.66 8215.0 8175.0 AP
3 AP601 20250918 8260.0 8324.0 ... 381468.68 8286.0 8252.0 AP
4 AP603 20250918 8086.0 8197.0 ... 450.19 8185.0 8151.0 AP
5 AP604 20250918 8107.0 8189.0 ... 106.28 8176.0 8144.0 AP
6 AP605 20250918 8206.0 8262.0 ... 2330.93 8237.0 8206.0 AP
7 CF511 20250918 13775.0 13790.0 ... 287741.64 13710.0 13780.0 CF
8 CF601 20250918 13900.0 13925.0 ... 1751429.51 13835.0 13915.0 CF
9 CF603 20250918 13850.0 13880.0 ... 1566.35 13800.0 13880.0 CF
10 CF605 20250918 13850.0 13885.0 ... 162867.13 13795.0 13875.0 CF
11 CF607 20250918 13890.0 13900.0 ... 1305.99 13820.0 13900.0 CF
12 CF609 20250918 14040.0 14045.0 ... 420.01 14000.0 14020.0 CF
13 CJ512 20250918 10805.0 10825.0 ... 4662.21 10670.0 10780.0 CJ
14 CJ601 20250918 10795.0 10845.0 ... 674660.94 10720.0 10800.0 CJ
15 CJ603 20250918 10855.0 10865.0 ... 15413.58 10735.0 10820.0 CJ
16 CJ605 20250918 10895.0 10955.0 ... 137640.13 10810.0 10915.0 CJ
17 CJ607 20250918 11050.0 11085.0 ... 5259.50 10935.0 11040.0 CJ
18 CJ609 20250918 11200.0 11210.0 ... 696.20 11050.0 11195.0 CJ
19 CY510 20250918 0.0 0.0 ... 0.00 19705.0 19705.0 CY
20 CY511 20250918 19995.0 20005.0 ... 109011.48 19880.0 19975.0 CY
21 CY512 20250918 0.0 0.0 ... 0.00 19710.0 19720.0 CY
22 CY601 20250918 19850.0 19980.0 ... 3418.93 19875.0 19970.0 CY
23 CY602 20250918 19810.0 19810.0 ... 9.91 19810.0 20090.0 CY
24 CY603 20250918 0.0 0.0 ... 0.00 20170.0 20170.0 CY
25 CY604 20250918 0.0 0.0 ... 0.00 19995.0 20030.0 CY
26 CY605 20250918 0.0 0.0 ... 0.00 20025.0 20135.0 CY
27 CY606 20250918 0.0 0.0 ... 0.00 19990.0 20010.0 CY
28 CY607 20250918 0.0 0.0 ... 0.00 20290.0 20300.0 CY
29 CY608 20250918 0.0 0.0 ... 0.00 20100.0 20100.0 CY
30 CY609 20250918 0.0 0.0 ... 0.00 20305.0 20365.0 CY
31 FG510 20250918 1100.0 1110.0 ... 10745.50 1096.0 1109.0 FG
32 FG511 20250918 1108.0 1113.0 ... 156092.29 1095.0 1112.0 FG
33 FG512 20250918 1226.0 1236.0 ... 89127.26 1215.0 1233.0 FG
34 FG601 20250918 1232.0 1238.0 ... 4233727.55 1219.0 1235.0 FG
35 FG602 20250918 1287.0 1290.0 ... 39262.30 1271.0 1283.0 FG
36 FG603 20250918 1289.0 1293.0 ... 2328.38 1277.0 1287.0 FG
37 FG604 20250918 1341.0 1345.0 ... 1174.93 1332.0 1340.0 FG
38 FG605 20250918 1337.0 1347.0 ... 115814.20 1333.0 1339.0 FG
39 FG606 20250918 1372.0 1373.0 ... 1035.67 1363.0 1367.0 FG
40 FG607 20250918 1365.0 1368.0 ... 1986.01 1358.0 1361.0 FG
41 FG608 20250918 1397.0 1397.0 ... 1471.15 1388.0 1387.0 FG
42 FG609 20250918 1394.0 1398.0 ... 3834.29 1390.0 1391.0 FG
43 JR511 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR601 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR603 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR605 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR607 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR609 20250918 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR511 20250918 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR601 20250918 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 MA510 20250918 2285.0 2288.0 ... 6458.23 2266.0 2290.0 MA
52 MA511 20250918 2309.0 2312.0 ... 146848.25 2291.0 2315.0 MA
53 MA512 20250918 2354.0 2354.0 ... 97591.61 2334.0 2356.0 MA
54 MA601 20250918 2376.0 2376.0 ... 1402531.94 2356.0 2380.0 MA
55 MA602 20250918 2397.0 2398.0 ... 38398.34 2377.0 2401.0 MA
56 MA603 20250918 2409.0 2409.0 ... 825.11 2392.0 2416.0 MA
57 MA604 20250918 2408.0 2411.0 ... 24.06 2406.0 2416.0 MA
58 MA605 20250918 2396.0 2399.0 ... 97740.83 2389.0 2401.0 MA
59 MA606 20250918 2400.0 2402.0 ... 28.75 2396.0 2407.0 MA
60 MA607 20250918 2381.0 2384.0 ... 30.93 2379.0 2389.0 MA
61 MA608 20250918 2386.0 2386.0 ... 2.39 2386.0 2383.0 MA
62 MA609 20250918 2373.0 2373.0 ... 2916.26 2367.0 2372.0 MA
63 OI511 20250918 10155.0 10176.0 ... 546559.31 10129.0 10217.0 OI
64 OI601 20250918 9991.0 10010.0 ... 2660233.71 9966.0 10055.0 OI
65 OI603 20250918 9756.0 9771.0 ... 3058.76 9741.0 9801.0 OI
66 OI605 20250918 9533.0 9541.0 ... 138039.59 9501.0 9572.0 OI
67 OI607 20250918 9470.0 9512.0 ... 937.47 9469.0 9517.0 OI
68 OI609 20250918 9457.0 9483.0 ... 1039.02 9446.0 9481.0 OI
69 PF510 20250918 6414.0 6452.0 ... 12767.35 6404.0 6392.0 PF
70 PF511 20250918 6406.0 6452.0 ... 884407.61 6406.0 6382.0 PF
71 PF512 20250918 6388.0 6426.0 ... 496371.15 6378.0 6362.0 PF
72 PF601 20250918 6418.0 6462.0 ... 59587.85 6420.0 6408.0 PF
73 PF602 20250918 6432.0 6466.0 ... 106013.77 6414.0 6410.0 PF
74 PF603 20250918 6428.0 6478.0 ... 209.81 6456.0 6412.0 PF
75 PF604 20250918 6464.0 6500.0 ... 188.24 6492.0 6438.0 PF
76 PF605 20250918 6486.0 6530.0 ... 143.14 6506.0 6470.0 PF
77 PF606 20250918 6502.0 6542.0 ... 29.32 6516.0 6480.0 PF
78 PF607 20250918 6522.0 6564.0 ... 26.17 6542.0 6504.0 PF
79 PF608 20250918 6576.0 6576.0 ... 13.13 6566.0 6524.0 PF
80 PF609 20250918 6560.0 6560.0 ... 6.55 6554.0 6580.0 PF
81 PK510 20250918 7818.0 7862.0 ... 6038.10 7842.0 7818.0 PK
82 PK511 20250918 7822.0 7872.0 ... 376133.40 7844.0 7810.0 PK
83 PK512 20250918 7842.0 7872.0 ... 127558.71 7846.0 7824.0 PK
84 PK601 20250918 7826.0 7844.0 ... 30568.69 7834.0 7830.0 PK
85 PK603 20250918 7850.0 7858.0 ... 74.61 7854.0 7850.0 PK
86 PK604 20250918 7868.0 7870.0 ... 23.59 7864.0 7862.0 PK
87 PK605 20250918 7864.0 7878.0 ... 2660.28 7872.0 7870.0 PK
88 PL601 20250918 6466.0 6474.0 ... 67376.72 6443.0 6449.0 PL
89 PL602 20250918 6480.0 6501.0 ... 1967.11 6471.0 6477.0 PL
90 PL603 20250918 6495.0 6515.0 ... 39.01 6502.0 6499.0 PL
91 PL604 20250918 0.0 0.0 ... 0.00 6477.0 6477.0 PL
92 PL605 20250918 0.0 0.0 ... 0.00 6419.0 6428.0 PL
93 PL606 20250918 0.0 0.0 ... 0.00 6424.0 6424.0 PL
94 PL607 20250918 0.0 0.0 ... 0.00 6439.0 6439.0 PL
95 PL608 20250918 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL609 20250918 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM511 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM609 20250918 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR510 20250918 5880.0 5912.0 ... 2120.51 5866.0 5870.0 PR
104 PR511 20250918 5860.0 5906.0 ... 815102.13 5878.0 5856.0 PR
105 PR512 20250918 5874.0 5908.0 ... 723632.37 5884.0 5858.0 PR
106 PR601 20250918 5862.0 5904.0 ... 112287.43 5866.0 5856.0 PR
107 PR602 20250918 5896.0 5928.0 ... 4506.64 5892.0 5886.0 PR
108 PR603 20250918 5916.0 5930.0 ... 292.30 5906.0 5906.0 PR
109 PR604 20250918 5928.0 5928.0 ... 17.77 5924.0 5930.0 PR
110 PR605 20250918 5960.0 5978.0 ... 35.75 5960.0 5924.0 PR
111 PR606 20250918 0.0 0.0 ... 0.00 5936.0 5936.0 PR
112 PR607 20250918 0.0 0.0 ... 0.00 5952.0 5962.0 PR
113 PR608 20250918 0.0 0.0 ... 0.00 5958.0 5966.0 PR
114 PR609 20250918 0.0 0.0 ... 0.00 5932.0 5932.0 PR
115 PX510 20250918 6788.0 6874.0 ... 1735.79 6754.0 6796.0 PX
116 PX511 20250918 6770.0 6850.0 ... 907304.33 6764.0 6782.0 PX
117 PX512 20250918 6750.0 6824.0 ... 315247.99 6748.0 6760.0 PX
118 PX601 20250918 6738.0 6798.0 ... 203714.10 6728.0 6732.0 PX
119 PX602 20250918 6724.0 6790.0 ... 22280.11 6720.0 6722.0 PX
120 PX603 20250918 6732.0 6732.0 ... 6.72 6718.0 6742.0 PX
121 PX604 20250918 6716.0 6720.0 ... 6.72 6718.0 6742.0 PX
122 PX605 20250918 6728.0 6780.0 ... 1110.31 6710.0 6728.0 PX
123 PX606 20250918 0.0 0.0 ... 0.00 6686.0 6718.0 PX
124 PX607 20250918 6736.0 6814.0 ... 87.54 6734.0 6736.0 PX
125 PX608 20250918 6694.0 6694.0 ... 3.35 6694.0 6748.0 PX
126 PX609 20250918 6770.0 6770.0 ... 16.81 6724.0 6750.0 PX
127 RI511 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI609 20250918 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM511 20250918 2490.0 2522.0 ... 29211.27 2500.0 2499.0 RM
134 RM601 20250918 2462.0 2487.0 ... 751591.08 2469.0 2485.0 RM
135 RM603 20250918 2384.0 2394.0 ... 16015.45 2378.0 2392.0 RM
136 RM605 20250918 2364.0 2374.0 ... 106627.58 2362.0 2377.0 RM
137 RM607 20250918 2354.0 2364.0 ... 7553.95 2353.0 2375.0 RM
138 RM608 20250918 2463.0 2463.0 ... 203.96 2457.0 2472.0 RM
139 RM609 20250918 2443.0 2449.0 ... 1717.99 2440.0 2466.0 RM
140 RS511 20250918 5280.0 5299.0 ... 58.03 5276.0 5295.0 RS
141 RS607 20250918 5563.0 5563.0 ... 22.23 5558.0 5548.0 RS
142 RS608 20250918 5539.0 5572.0 ... 77.81 5558.0 5560.0 RS
143 RS609 20250918 0.0 0.0 ... 0.00 5555.0 5555.0 RS
144 SA510 20250918 1252.0 1253.0 ... 13273.58 1227.0 1246.0 SA
145 SA511 20250918 1254.0 1265.0 ... 631576.40 1239.0 1258.0 SA
146 SA512 20250918 1322.0 1330.0 ... 256567.90 1303.0 1321.0 SA
147 SA601 20250918 1334.0 1342.0 ... 3940997.80 1317.0 1333.0 SA
148 SA602 20250918 1367.0 1372.0 ... 355908.90 1351.0 1362.0 SA
149 SA603 20250918 1370.0 1378.0 ... 5880.17 1352.0 1370.0 SA
150 SA604 20250918 1414.0 1417.0 ... 1771.09 1397.0 1411.0 SA
151 SA605 20250918 1414.0 1424.0 ... 125919.59 1405.0 1415.0 SA
152 SA606 20250918 1431.0 1433.0 ... 1787.90 1414.0 1425.0 SA
153 SA607 20250918 1428.0 1432.0 ... 3379.94 1415.0 1424.0 SA
154 SA608 20250918 1451.0 1451.0 ... 2731.40 1438.0 1443.0 SA
155 SA609 20250918 1451.0 1457.0 ... 4601.14 1446.0 1448.0 SA
156 SF510 20250918 5564.0 5660.0 ... 11038.72 5602.0 5544.0 SF
157 SF511 20250918 5746.0 5856.0 ... 924236.30 5780.0 5726.0 SF
158 SF512 20250918 5720.0 5828.0 ... 170068.38 5752.0 5700.0 SF
159 SF601 20250918 5720.0 5824.0 ... 312152.99 5760.0 5704.0 SF
160 SF602 20250918 5688.0 5782.0 ... 52658.98 5714.0 5666.0 SF
161 SF603 20250918 5848.0 5890.0 ... 134.95 5868.0 5842.0 SF
162 SF604 20250918 5920.0 5920.0 ... 8.84 5892.0 5856.0 SF
163 SF605 20250918 5840.0 5924.0 ... 5530.89 5860.0 5810.0 SF
164 SF606 20250918 5800.0 5882.0 ... 43.76 5834.0 5758.0 SF
165 SF607 20250918 5926.0 6020.0 ... 107.37 5966.0 5948.0 SF
166 SF608 20250918 5952.0 5978.0 ... 32.75 5954.0 5902.0 SF
167 SF609 20250918 5938.0 5988.0 ... 50.61 5954.0 5884.0 SF
168 SH510 20250918 2500.0 2534.0 ... 55450.55 2503.0 2511.0 SH
169 SH511 20250918 2531.0 2568.0 ... 693793.25 2538.0 2538.0 SH
170 SH512 20250918 2603.0 2621.0 ... 284811.14 2596.0 2589.0 SH
171 SH601 20250918 2610.0 2622.0 ... 3451150.83 2600.0 2593.0 SH
172 SH602 20250918 2620.0 2641.0 ... 96292.71 2623.0 2612.0 SH
173 SH603 20250918 2645.0 2657.0 ... 4184.45 2637.0 2631.0 SH
174 SH604 20250918 2683.0 2700.0 ... 273.99 2686.0 2671.0 SH
175 SH605 20250918 2695.0 2708.0 ... 18960.10 2689.0 2683.0 SH
176 SH606 20250918 2712.0 2718.0 ... 97.40 2705.0 2698.0 SH
177 SH607 20250918 2701.0 2709.0 ... 88.68 2687.0 2690.0 SH
178 SH608 20250918 2690.0 2690.0 ... 16.11 2686.0 2689.0 SH
179 SH609 20250918 2716.0 2724.0 ... 308.92 2710.0 2703.0 SH
180 SM510 20250918 5840.0 5930.0 ... 11614.66 5870.0 5848.0 SM
181 SM511 20250918 5936.0 5998.0 ... 656579.46 5946.0 5936.0 SM
182 SM512 20250918 5952.0 6008.0 ... 141399.49 5954.0 5940.0 SM
183 SM601 20250918 5970.0 6026.0 ... 735194.69 5976.0 5956.0 SM
184 SM602 20250918 5996.0 6028.0 ... 456433.58 5974.0 5964.0 SM
185 SM603 20250918 5964.0 6036.0 ... 437.46 5994.0 5978.0 SM
186 SM604 20250918 5990.0 5990.0 ... 3.00 5990.0 5986.0 SM
187 SM605 20250918 6004.0 6062.0 ... 9724.06 6010.0 5984.0 SM
188 SM606 20250918 6052.0 6052.0 ... 12.04 6020.0 6006.0 SM
189 SM607 20250918 6074.0 6076.0 ... 39.28 6042.0 6006.0 SM
190 SM608 20250918 6040.0 6052.0 ... 9.07 6048.0 6040.0 SM
191 SM609 20250918 6026.0 6088.0 ... 473.91 6038.0 6030.0 SM
192 SR511 20250918 5535.0 5546.0 ... 167263.30 5508.0 5537.0 SR
193 SR601 20250918 5526.0 5536.0 ... 1733746.50 5496.0 5538.0 SR
194 SR603 20250918 5515.0 5524.0 ... 6147.21 5484.0 5523.0 SR
195 SR605 20250918 5507.0 5517.0 ... 186984.65 5472.0 5514.0 SR
196 SR607 20250918 5508.0 5515.0 ... 9120.03 5481.0 5514.0 SR
197 SR609 20250918 5510.0 5523.0 ... 3975.11 5490.0 5524.0 SR
198 TA510 20250918 4674.0 4718.0 ... 25888.62 4674.0 4670.0 TA
199 TA511 20250918 4684.0 4734.0 ... 432739.31 4690.0 4682.0 TA
200 TA512 20250918 4702.0 4746.0 ... 212817.89 4706.0 4694.0 TA
201 TA601 20250918 4704.0 4748.0 ... 2019674.44 4708.0 4698.0 TA
202 TA602 20250918 4710.0 4756.0 ... 30094.94 4712.0 4710.0 TA
203 TA603 20250918 4736.0 4748.0 ... 21.32 4738.0 4714.0 TA
204 TA604 20250918 4744.0 4744.0 ... 52.17 4744.0 4720.0 TA
205 TA605 20250918 4740.0 4780.0 ... 62364.73 4740.0 4740.0 TA
206 TA606 20250918 4730.0 4730.0 ... 2.37 4730.0 4752.0 TA
207 TA607 20250918 4766.0 4770.0 ... 11.90 4760.0 4762.0 TA
208 TA608 20250918 0.0 0.0 ... 0.00 4746.0 4770.0 TA
209 TA609 20250918 4778.0 4810.0 ... 88.05 4760.0 4776.0 TA
210 UR510 20250918 1587.0 1588.0 ... 3670.35 1577.0 1593.0 UR
211 UR511 20250918 1660.0 1664.0 ... 52101.60 1653.0 1665.0 UR
212 UR512 20250918 1674.0 1674.0 ... 14111.41 1664.0 1675.0 UR
213 UR601 20250918 1681.0 1681.0 ... 381294.71 1671.0 1681.0 UR
214 UR602 20250918 1677.0 1683.0 ... 821.81 1677.0 1685.0 UR
215 UR603 20250918 1725.0 1729.0 ... 110.19 1722.0 1732.0 UR
216 UR604 20250918 1727.0 1730.0 ... 75.89 1725.0 1738.0 UR
217 UR605 20250918 1736.0 1736.0 ... 22637.52 1726.0 1734.0 UR
218 UR606 20250918 1729.0 1730.0 ... 306.80 1724.0 1734.0 UR
219 UR607 20250918 1756.0 1760.0 ... 207.29 1757.0 1761.0 UR
220 UR608 20250918 1749.0 1753.0 ... 97.96 1749.0 1758.0 UR
221 UR609 20250918 1754.0 1755.0 ... 268.94 1746.0 1755.0 UR
222 WH511 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH609 20250918 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250918 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-18 18:26:49,097 - future_1d - INFO - ak.get_czce_daily('2025-09-18') done
index symbol date ... settle pre_settle variety
0 0 CU2510 20250918 ... 79800 80720 CU
1 1 CU2511 20250918 ... 79780 80750 CU
2 2 CU2512 20250918 ... 79760 80730 CU
3 3 CU2601 20250918 ... 79800 80730 CU
4 4 CU2602 20250918 ... 79780 80720 CU
5 5 CU2603 20250918 ... 79840 80730 CU
6 6 CU2604 20250918 ... 79790 80700 CU
7 7 CU2605 20250918 ... 79820 80830 CU
8 8 CU2606 20250918 ... 79780 80700 CU
9 9 CU2607 20250918 ... 79720 80680 CU
10 10 CU2608 20250918 ... 79790 80600 CU
11 11 CU2609 20250918 ... 79830 80650 CU
12 12 BC2510 20250918 ... 70760 71650 BC
13 13 BC2511 20250918 ... 70820 71640 BC
14 14 BC2512 20250918 ... 71670 71670 BC
15 15 BC2601 20250918 ... 71000 72000 BC
16 16 BC2602 20250918 ... 71100 71650 BC
17 17 BC2603 20250918 ... 71200 71950 BC
18 18 BC2604 20250918 ... 71300 71550 BC
19 19 BC2605 20250918 ... 71300 71550 BC
20 20 BC2606 20250918 ... 71400 71500 BC
21 21 BC2607 20250918 ... 71400 71560 BC
22 22 BC2608 20250918 ... 71400 71550 BC
23 23 BC2609 20250918 ... 71550 71550 BC
24 24 AL2510 20250918 ... 20775 20965 AL
25 25 AL2511 20250918 ... 20795 20980 AL
26 26 AL2512 20250918 ... 20790 20965 AL
27 27 AL2601 20250918 ... 20790 20940 AL
28 28 AL2602 20250918 ... 20790 20930 AL
29 29 AL2603 20250918 ... 20810 20935 AL
30 30 AL2604 20250918 ... 20820 20955 AL
31 31 AL2605 20250918 ... 20825 20965 AL
32 32 AL2606 20250918 ... 20845 20960 AL
33 33 AL2607 20250918 ... 20825 20950 AL
34 34 AL2608 20250918 ... 20830 20960 AL
35 35 AL2609 20250918 ... 20835 21010 AL
36 36 ZN2510 20250918 ... 22075 22280 ZN
37 37 ZN2511 20250918 ... 22085 22285 ZN
38 38 ZN2512 20250918 ... 22115 22300 ZN
39 39 ZN2601 20250918 ... 22150 22330 ZN
40 40 ZN2602 20250918 ... 22180 22370 ZN
41 41 ZN2603 20250918 ... 22175 22360 ZN
42 42 ZN2604 20250918 ... 22225 22410 ZN
43 43 ZN2605 20250918 ... 22260 22410 ZN
44 44 ZN2606 20250918 ... 22265 22445 ZN
45 45 ZN2607 20250918 ... 22275 22465 ZN
46 46 ZN2608 20250918 ... 22295 22460 ZN
47 47 ZN2609 20250918 ... 22335 22475 ZN
48 48 PB2510 20250918 ... 17110 17080 PB
49 49 PB2511 20250918 ... 17130 17095 PB
50 50 PB2512 20250918 ... 17135 17105 PB
51 51 PB2601 20250918 ... 17135 17115 PB
52 52 PB2602 20250918 ... 17175 17125 PB
53 53 PB2603 20250918 ... 17190 17190 PB
54 54 PB2604 20250918 ... 17195 17195 PB
55 55 PB2605 20250918 ... 17180 17170 PB
56 56 PB2606 20250918 ... 17145 17145 PB
57 57 PB2607 20250918 ... 17185 17150 PB
58 58 PB2608 20250918 ... 17190 17220 PB
59 59 PB2609 20250918 ... 17220 17220 PB
60 60 NI2510 20250918 ... 121570 122030 NI
61 61 NI2511 20250918 ... 121700 122160 NI
62 62 NI2512 20250918 ... 121890 122290 NI
63 63 NI2601 20250918 ... 122100 122520 NI
64 64 NI2602 20250918 ... 122330 122720 NI
65 65 NI2603 20250918 ... 122460 122830 NI
66 66 NI2604 20250918 ... 122640 122970 NI
67 67 NI2605 20250918 ... 122910 123320 NI
68 68 NI2606 20250918 ... 123030 123320 NI
69 69 NI2607 20250918 ... 123210 123610 NI
70 70 NI2608 20250918 ... 123600 124070 NI
71 71 NI2609 20250918 ... 123850 124300 NI
72 72 SN2510 20250918 ... 270240 273090 SN
73 73 SN2511 20250918 ... 270460 273310 SN
74 74 SN2512 20250918 ... 270420 273260 SN
75 75 SN2601 20250918 ... 270430 272970 SN
76 76 SN2602 20250918 ... 270580 273360 SN
77 77 SN2603 20250918 ... 270650 272790 SN
78 78 SN2604 20250918 ... 271420 274190 SN
79 79 SN2605 20250918 ... 270780 273160 SN
80 80 SN2606 20250918 ... 271460 272960 SN
81 81 SN2607 20250918 ... 272240 273500 SN
82 82 SN2608 20250918 ... 272130 273820 SN
83 83 SN2609 20250918 ... 271810 274140 SN
84 84 AO2510 20250918 ... 2923 2917 AO
85 85 AO2511 20250918 ... 2927 2920 AO
86 86 AO2512 20250918 ... 2935 2934 AO
87 87 AO2601 20250918 ... 2948 2941 AO
88 88 AO2602 20250918 ... 2949 2947 AO
89 89 AO2603 20250918 ... 3019 3018 AO
90 90 AO2604 20250918 ... 3025 3022 AO
91 91 AO2605 20250918 ... 3032 3027 AO
92 92 AO2606 20250918 ... 3036 3035 AO
93 93 AO2607 20250918 ... 3043 3050 AO
94 94 AO2608 20250918 ... 3059 3051 AO
95 95 AO2609 20250918 ... 3081 3069 AO
96 96 AD2511 20250918 ... 20325 20480 AD
97 97 AD2512 20250918 ... 20355 20515 AD
98 98 AD2601 20250918 ... 20345 20540 AD
99 99 AD2602 20250918 ... 20365 20540 AD
100 100 AD2603 20250918 ... 20500 20500 AD
101 101 AD2604 20250918 ... 20485 20485 AD
102 102 AD2605 20250918 ... 20355 20520 AD
103 103 AD2606 20250918 ... 20305 20455 AD
104 104 AD2607 20250918 ... 20510 20510 AD
105 105 AD2608 20250918 ... 20515 20515 AD
106 106 AD2609 20250918 ... 20515 20515 AD
107 107 AU2510 20250918 ... 831.8 839 AU
108 108 AU2511 20250918 ... 832.92 839.9 AU
109 109 AU2512 20250918 ... 833.96 841.3 AU
110 110 AU2602 20250918 ... 836.52 843.8 AU
111 111 AU2604 20250918 ... 838.64 846.48 AU
112 112 AU2606 20250918 ... 840.78 848.26 AU
113 113 AU2608 20250918 ... 843.44 850.82 AU
114 114 AU2610 20250918 ... 846.74 853.12 AU
115 115 AG2510 20250918 ... 9882 10014 AG
116 116 AG2511 20250918 ... 9884 10025 AG
117 117 AG2512 20250918 ... 9908 10030 AG
118 118 AG2601 20250918 ... 9921 10048 AG
119 119 AG2602 20250918 ... 9934 10059 AG
120 120 AG2603 20250918 ... 9939 10069 AG
121 121 AG2604 20250918 ... 9961 10087 AG
122 122 AG2605 20250918 ... 9971 10088 AG
123 123 AG2606 20250918 ... 9976 10098 AG
124 124 AG2607 20250918 ... 10001 10116 AG
125 125 AG2608 20250918 ... 10003 10136 AG
126 126 AG2609 20250918 ... 10025 10132 AG
127 127 RB2510 20250918 ... 3057 3061 RB
128 128 RB2511 20250918 ... 3075 3080 RB
129 129 RB2512 20250918 ... 3131 3133 RB
130 130 RB2601 20250918 ... 3149 3155 RB
131 131 RB2602 20250918 ... 3155 3157 RB
132 132 RB2603 20250918 ... 3179 3180 RB
133 133 RB2604 20250918 ... 3217 3206 RB
134 134 RB2605 20250918 ... 3208 3226 RB
135 135 RB2606 20250918 ... 3227 3241 RB
136 136 RB2607 20250918 ... 3240 3258 RB
137 137 RB2608 20250918 ... 3238 3258 RB
138 138 RB2609 20250918 ... 3242 3270 RB
139 139 WR2510 20250918 ... 3279 3288 WR
140 140 WR2511 20250918 ... 3302 3302 WR
141 141 WR2512 20250918 ... 3324 3324 WR
142 142 WR2601 20250918 ... 3349 3349 WR
143 143 WR2602 20250918 ... 3358 3358 WR
144 144 WR2603 20250918 ... 3395 3395 WR
145 145 WR2604 20250918 ... 3389 3389 WR
146 146 WR2605 20250918 ... 3414 3414 WR
147 147 WR2606 20250918 ... 3372 3372 WR
148 148 WR2607 20250918 ... 3390 3390 WR
149 149 WR2608 20250918 ... 3399 3399 WR
150 150 WR2609 20250918 ... 3553 3558 WR
151 151 HC2510 20250918 ... 3403 3413 HC
152 152 HC2511 20250918 ... 3390 3401 HC
153 153 HC2512 20250918 ... 3383 3391 HC
154 154 HC2601 20250918 ... 3368 3384 HC
155 155 HC2602 20250918 ... 3374 3390 HC
156 156 HC2603 20250918 ... 3370 3385 HC
157 157 HC2604 20250918 ... 3373 3388 HC
158 158 HC2605 20250918 ... 3377 3395 HC
159 159 HC2606 20250918 ... 3395 3394 HC
160 160 HC2607 20250918 ... 3402 3407 HC
161 161 HC2608 20250918 ... 3385 3410 HC
162 162 HC2609 20250918 ... 3407 3412 HC
163 163 SS2510 20250918 ... 12790 12825 SS
164 164 SS2511 20250918 ... 12910 12935 SS
165 165 SS2512 20250918 ... 12950 12980 SS
166 166 SS2601 20250918 ... 13020 13055 SS
167 167 SS2602 20250918 ... 13095 13115 SS
168 168 SS2603 20250918 ... 13145 13165 SS
169 169 SS2604 20250918 ... 13205 13245 SS
170 170 SS2605 20250918 ... 13280 13320 SS
171 171 SS2606 20250918 ... 13315 13350 SS
172 172 SS2607 20250918 ... 13350 13405 SS
173 173 SS2608 20250918 ... 13415 13445 SS
174 174 SS2609 20250918 ... 13495 13515 SS
175 175 SC2510 20250918 ... 495.5 498.4 SC
176 176 SC2511 20250918 ... 496.3 499.8 SC
177 177 SC2512 20250918 ... 493.5 496.8 SC
178 178 SC2601 20250918 ... 491.9 494.7 SC
179 179 SC2602 20250918 ... 490.4 492.1 SC
180 180 SC2603 20250918 ... 489.8 491.8 SC
181 181 SC2604 20250918 ... 488 490.3 SC
182 182 SC2605 20250918 ... 487.2 490.5 SC
183 183 SC2606 20250918 ... 487 489.4 SC
184 184 SC2607 20250918 ... 485.2 488.3 SC
185 185 SC2608 20250918 ... 483.9 487.5 SC
186 186 SC2609 20250918 ... 483.8 484 SC
187 187 SC2612 20250918 ... 482.5 481 SC
188 188 SC2703 20250918 ... 475.1 475.1 SC
189 189 SC2706 20250918 ... 476.8 476.8 SC
190 190 SC2709 20250918 ... 473.2 473.2 SC
191 191 SC2712 20250918 ... 474.1 473.7 SC
192 192 SC2803 20250918 ... 471.2 473.6 SC
193 193 SC2806 20250918 ... 472.5 473 SC
194 194 SC2809 20250918 ... 465.7 469 SC
195 195 LU2510 20250918 ... 3418 3422 LU
196 196 LU2511 20250918 ... 3428 3447 LU
197 197 LU2512 20250918 ... 3410 3429 LU
198 198 LU2601 20250918 ... 3403 3421 LU
199 199 LU2602 20250918 ... 3389 3410 LU
200 200 LU2603 20250918 ... 3378 3387 LU
201 201 LU2604 20250918 ... 3365 3389 LU
202 202 LU2605 20250918 ... 3374 3388 LU
203 203 LU2606 20250918 ... 3360 3399 LU
204 204 LU2607 20250918 ... 3358 3379 LU
205 205 LU2608 20250918 ... 3346 3378 LU
206 206 LU2609 20250918 ... 3325 3360 LU
207 207 FU2510 20250918 ... 2811 2857 FU
208 208 FU2511 20250918 ... 2834 2863 FU
209 209 FU2512 20250918 ... 2821 2847 FU
210 210 FU2601 20250918 ... 2807 2833 FU
211 211 FU2602 20250918 ... 2788 2812 FU
212 212 FU2603 20250918 ... 2779 2803 FU
213 213 FU2604 20250918 ... 2773 2796 FU
214 214 FU2605 20250918 ... 2763 2785 FU
215 215 FU2606 20250918 ... 2749 2774 FU
216 216 FU2607 20250918 ... 2738 2754 FU
217 217 FU2608 20250918 ... 2727 2746 FU
218 218 FU2609 20250918 ... 2707 2723 FU
219 219 BU2510 20250918 ... 3443 3448 BU
220 220 BU2511 20250918 ... 3436 3439 BU
221 221 BU2512 20250918 ... 3393 3401 BU
222 222 BU2601 20250918 ... 3375 3382 BU
223 223 BU2602 20250918 ... 3377 3380 BU
224 224 BU2603 20250918 ... 3382 3383 BU
225 225 BU2604 20250918 ... 3367 3375 BU
226 226 BU2605 20250918 ... 3375 3374 BU
227 227 BU2606 20250918 ... 3371 3374 BU
228 228 BU2607 20250918 ... 3348 3363 BU
229 229 BU2608 20250918 ... 3369 3367 BU
230 230 BU2609 20250918 ... 3356 3357 BU
231 231 BU2612 20250918 ... 3314 3321 BU
232 232 BU2703 20250918 ... 3322 3325 BU
233 233 BU2706 20250918 ... 3331 3325 BU
234 234 BU2709 20250918 ... 3314 3314 BU
235 235 BR2510 20250918 ... 11510 11665 BR
236 236 BR2511 20250918 ... 11455 11620 BR
237 237 BR2512 20250918 ... 11450 11620 BR
238 238 BR2601 20250918 ... 11470 11625 BR
239 239 BR2602 20250918 ... 11460 11605 BR
240 240 BR2603 20250918 ... 11490 11640 BR
241 241 BR2604 20250918 ... 11560 11670 BR
242 242 BR2605 20250918 ... 11500 11635 BR
243 243 BR2606 20250918 ... 11635 11775 BR
244 244 BR2607 20250918 ... 11715 11880 BR
245 245 BR2608 20250918 ... 11780 11855 BR
246 246 BR2609 20250918 ... 11675 11780 BR
247 247 RU2510 20250918 ... 14740 15015 RU
248 248 RU2511 20250918 ... 14700 14960 RU
249 249 RU2601 20250918 ... 15630 15900 RU
250 250 RU2603 20250918 ... 15705 15860 RU
251 251 RU2604 20250918 ... 15650 15830 RU
252 252 RU2605 20250918 ... 15610 15885 RU
253 253 RU2606 20250918 ... 15670 15875 RU
254 254 RU2607 20250918 ... 15780 15960 RU
255 255 RU2608 20250918 ... 15660 15965 RU
256 256 RU2609 20250918 ... 15665 15975 RU
257 257 NR2510 20250918 ... 12305 12570 NR
258 258 NR2511 20250918 ... 12330 12595 NR
259 259 NR2512 20250918 ... 12355 12630 NR
260 260 NR2601 20250918 ... 12400 12660 NR
261 261 NR2602 20250918 ... 12455 12650 NR
262 262 NR2603 20250918 ... 12435 12635 NR
263 263 NR2604 20250918 ... 12405 12665 NR
264 264 NR2605 20250918 ... 12455 12670 NR
265 265 NR2606 20250918 ... 12440 12635 NR
266 266 NR2607 20250918 ... 12655 12655 NR
267 267 NR2608 20250918 ... 12685 12685 NR
268 268 NR2609 20250918 ... 12510 12685 NR
269 269 SP2510 20250918 ... 4986 5030 SP
270 270 SP2511 20250918 ... 5008 5054 SP
271 271 SP2512 20250918 ... 5026 5068 SP
272 272 SP2601 20250918 ... 5318 5344 SP
273 273 SP2602 20250918 ... 5316 5328 SP
274 274 SP2603 20250918 ... 5328 5342 SP
275 275 SP2604 20250918 ... 5318 5346 SP
276 276 SP2605 20250918 ... 5336 5356 SP
277 277 SP2606 20250918 ... 5342 5362 SP
278 278 SP2607 20250918 ... 5346 5366 SP
279 279 SP2608 20250918 ... 5338 5372 SP
280 280 SP2609 20250918 ... 5352 5368 SP
281 281 OP2601 20250918 ... 4232 4258 OP
282 282 OP2602 20250918 ... 4234 4256 OP
283 283 OP2603 20250918 ... 4228 4260 OP
284 284 OP2604 20250918 ... 4260 4278 OP
285 285 OP2605 20250918 ... 4256 4280 OP
286 286 OP2606 20250918 ... 4242 4252 OP
287 287 OP2607 20250918 ... 4262 4262 OP
288 288 OP2608 20250918 ... 4242 4272 OP
289 289 OP2609 20250918 ... 4256 4256 OP
290 290 EC2510 20250918 ... 1117.6 1129.4 EC
291 291 EC2512 20250918 ... 1663 1665.3 EC
292 292 EC2602 20250918 ... 1564.7 1572.8 EC
293 293 EC2604 20250918 ... 1271.7 1278.3 EC
294 294 EC2606 20250918 ... 1456.6 1460.7 EC
295 295 EC2608 20250918 ... 1615.3 1618.6 EC
296 297 SC_TAS2510 20250918 ... SC_TAS
297 298 SC_TAS2511 20250918 ... SC_TAS
298 299 SC_TAS2512 20250918 ... SC_TAS
299 300 SC_TAS2601 20250918 ... SC_TAS
[300 rows x 13 columns]
2025-09-18 18:26:49,204 - future_1d - INFO - ak.get_shfe_daily('2025-09-18') done
2025-09-18 18:26:50,966 - future_1d - INFO - save future_daily 2025-09-18 completed