152 152 HC2511 20250814 ... 3432 3468 HC
153 153 HC2512 20250814 ... 3434 3467 HC
154 154 HC2601 20250814 ... 3430 3468 HC
155 155 HC2602 20250814 ... 3429 3461 HC
156 156 HC2603 20250814 ... 3433 3468 HC
157 157 HC2604 20250814 ... 3434 3477 HC
158 158 HC2605 20250814 ... 3440 3480 HC
159 159 HC2606 20250814 ... 3453 3486 HC
160 160 HC2607 20250814 ... 3435 3486 HC
161 161 SS2508 20250814 ... 13065 13145 SS
162 162 SS2509 20250814 ... 13005 13100 SS
163 163 SS2510 20250814 ... 13080 13175 SS
164 164 SS2511 20250814 ... 13130 13220 SS
165 165 SS2512 20250814 ... 13190 13270 SS
166 166 SS2601 20250814 ... 13260 13330 SS
167 167 SS2602 20250814 ... 13250 13335 SS
168 168 SS2603 20250814 ... 13335 13390 SS
169 169 SS2604 20250814 ... 13375 13465 SS
170 170 SS2605 20250814 ... 13425 13485 SS
171 171 SS2606 20250814 ... 13455 13500 SS
172 172 SS2607 20250814 ... 13490 13570 SS
173 173 SC2509 20250814 ... 483.6 490.5 SC
174 174 SC2510 20250814 ... 485.9 490.2 SC
175 175 SC2511 20250814 ... 483.4 487 SC
176 176 SC2512 20250814 ... 480.2 483.1 SC
177 177 SC2601 20250814 ... 478.5 480.4 SC
178 178 SC2602 20250814 ... 477.2 477.7 SC
179 179 SC2603 20250814 ... 475.5 475.5 SC
180 180 SC2604 20250814 ... 474.5 474.4 SC
181 181 SC2605 20250814 ... 473 472.2 SC
182 182 SC2606 20250814 ... 473.1 472.3 SC
183 183 SC2607 20250814 ... 470.6 468.1 SC
184 184 SC2608 20250814 ... 469.4 467.7 SC
185 185 SC2609 20250814 ... 467.5 467.7 SC
186 186 SC2612 20250814 ... 464 458.5 SC
187 187 SC2703 20250814 ... 464.2 457.9 SC
188 188 SC2706 20250814 ... 457 456.9 SC
189 189 SC2709 20250814 ... 458 458.1 SC
190 190 SC2712 20250814 ... 458.5 458.5 SC
191 191 SC2803 20250814 ... 456.3 456.3 SC
192 192 SC2806 20250814 ... 450.5 450.8 SC
193 193 LU2509 20250814 ... 3436 3443 LU
194 194 LU2510 20250814 ... 3451 3457 LU
195 195 LU2511 20250814 ... 3447 3451 LU
196 196 LU2512 20250814 ... 3437 3443 LU
197 197 LU2601 20250814 ... 3425 3427 LU
198 198 LU2602 20250814 ... 3407 3404 LU
199 199 LU2603 20250814 ... 3400 3395 LU
200 200 LU2604 20250814 ... 3394 3395 LU
201 201 LU2605 20250814 ... 3395 3398 LU
202 202 LU2606 20250814 ... 3390 3393 LU
203 203 LU2607 20250814 ... 3397 3388 LU
204 204 LU2608 20250814 ... 3377 3387 LU
205 205 FU2509 20250814 ... 2708 2728 FU
206 206 FU2510 20250814 ... 2725 2745 FU
207 207 FU2511 20250814 ... 2737 2756 FU
208 208 FU2512 20250814 ... 2747 2764 FU
209 209 FU2601 20250814 ... 2757 2772 FU
210 210 FU2602 20250814 ... 2752 2766 FU
211 211 FU2603 20250814 ... 2750 2763 FU
212 212 FU2604 20250814 ... 2747 2762 FU
213 213 FU2605 20250814 ... 2736 2753 FU
214 214 FU2606 20250814 ... 2733 2750 FU
215 215 FU2607 20250814 ... 2713 2730 FU
216 216 FU2608 20250814 ... 2701 2720 FU
217 217 BU2508 20250814 ... 3406 3406 BU
218 218 BU2509 20250814 ... 3515 3524 BU
219 219 BU2510 20250814 ... 3478 3491 BU
220 220 BU2511 20250814 ... 3436 3447 BU
221 221 BU2512 20250814 ... 3387 3393 BU
222 222 BU2601 20250814 ... 3353 3361 BU
223 223 BU2602 20250814 ... 3346 3349 BU
224 224 BU2603 20250814 ... 3340 3339 BU
225 225 BU2604 20250814 ... 3334 3341 BU
226 226 BU2605 20250814 ... 3334 3335 BU
227 227 BU2606 20250814 ... 3334 3331 BU
228 228 BU2607 20250814 ... 3331 3335 BU
229 229 BU2609 20250814 ... 3333 3322 BU
230 230 BU2612 20250814 ... 3322 3287 BU
231 231 BU2703 20250814 ... 3303 3297 BU
232 232 BU2706 20250814 ... 3312 3291 BU
233 233 BR2508 20250814 ... 11880 11820 BR
234 234 BR2509 20250814 ... 11775 11860 BR
235 235 BR2510 20250814 ... 11780 11855 BR
236 236 BR2511 20250814 ... 11790 11860 BR
237 237 BR2512 20250814 ... 11805 11925 BR
238 238 BR2601 20250814 ... 11850 11955 BR
239 239 BR2602 20250814 ... 11875 11905 BR
240 240 BR2603 20250814 ... 11955 12050 BR
241 241 BR2604 20250814 ... 12005 12095 BR
242 242 BR2605 20250814 ... 11970 12085 BR
243 243 BR2606 20250814 ... 11970 12120 BR
244 244 BR2607 20250814 ... 12040 12090 BR
245 245 RU2508 20250814 ... 14850 14730 RU
246 246 RU2509 20250814 ... 14765 14850 RU
247 247 RU2510 20250814 ... 14770 14840 RU
248 248 RU2511 20250814 ... 14790 14860 RU
249 249 RU2601 20250814 ... 15795 15865 RU
250 250 RU2603 20250814 ... 15780 15895 RU
251 251 RU2604 20250814 ... 15800 15915 RU
252 252 RU2605 20250814 ... 15855 15940 RU
253 253 RU2606 20250814 ... 15890 15975 RU
254 254 RU2607 20250814 ... 15950 16030 RU
255 255 NR2508 20250814 ... 12485 12480 NR
256 256 NR2509 20250814 ... 12555 12635 NR
257 257 NR2510 20250814 ... 12620 12705 NR
258 258 NR2511 20250814 ... 12650 12730 NR
259 259 NR2512 20250814 ... 12675 12775 NR
260 260 NR2601 20250814 ... 12740 12820 NR
261 261 NR2602 20250814 ... 12765 12780 NR
262 262 NR2603 20250814 ... 12800 12755 NR
263 263 NR2604 20250814 ... 12840 12845 NR
264 264 NR2605 20250814 ... 12850 12905 NR
265 265 NR2606 20250814 ... 12760 12955 NR
266 266 NR2607 20250814 ... 12830 12970 NR
267 267 SP2508 20250814 ... 5224 5174 SP
268 268 SP2509 20250814 ... 5248 5242 SP
269 269 SP2510 20250814 ... 5268 5276 SP
270 270 SP2511 20250814 ... 5302 5294 SP
271 271 SP2512 20250814 ... 5302 5300 SP
272 272 SP2601 20250814 ... 5518 5510 SP
273 273 SP2602 20250814 ... 5480 5478 SP
274 274 SP2603 20250814 ... 5484 5472 SP
275 275 SP2604 20250814 ... 5464 5452 SP
276 276 SP2605 20250814 ... 5480 5462 SP
277 277 SP2606 20250814 ... 5472 5480 SP
278 278 SP2607 20250814 ... 5476 5476 SP
279 279 EC2508 20250814 ... 2081.8 2082.7 EC
280 280 EC2510 20250814 ... 1358.7 1361.9 EC
281 281 EC2512 20250814 ... 1725.5 1695.7 EC
282 282 EC2602 20250814 ... 1520.8 1493.8 EC
283 283 EC2604 20250814 ... 1341.3 1328.9 EC
284 284 EC2606 20250814 ... 1487.4 1475 EC
285 285 SC_TAS2509 20250814 ... SC_TAS
286 286 SC_TAS2510 20250814 ... SC_TAS
287 287 SC_TAS2511 20250814 ... SC_TAS
288 288 SC_TAS2512 20250814 ... SC_TAS
[289 rows x 13 columns]
2025-08-18 18:26:28,655 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 PS2508 20250814 0.0 ... 49770.0 51500.0 PS
1 PS2509 20250814 50800.0 ... 50465.0 51895.0 PS
2 PS2510 20250814 51500.0 ... 50615.0 52040.0 PS
3 PS2511 20250814 51385.0 ... 50470.0 52035.0 PS
4 PS2512 20250814 53500.0 ... 52860.0 54280.0 PS
5 PS2601 20250814 53600.0 ... 52990.0 54355.0 PS
6 PS2602 20250814 53900.0 ... 53230.0 54370.0 PS
7 PS2603 20250814 52250.0 ... 53240.0 54620.0 PS
8 PS2604 20250814 54240.0 ... 53375.0 54790.0 PS
9 PS2605 20250814 54000.0 ... 53435.0 54830.0 PS
10 PS2606 20250814 56800.0 ... 56410.0 57430.0 PS
11 PS2607 20250814 57050.0 ... 56660.0 57515.0 PS
13 SI2508 20250814 0.0 ... 8635.0 8575.0 SI
14 SI2509 20250814 8615.0 ... 8665.0 8755.0 SI
15 SI2510 20250814 8565.0 ... 8680.0 8760.0 SI
16 SI2511 20250814 8605.0 ... 8695.0 8775.0 SI
17 SI2512 20250814 8965.0 ... 9050.0 9140.0 SI
18 SI2601 20250814 8950.0 ... 9045.0 9155.0 SI
19 SI2602 20250814 8990.0 ... 9030.0 9150.0 SI
20 SI2603 20250814 8965.0 ... 9040.0 9130.0 SI
21 SI2604 20250814 9115.0 ... 9075.0 9150.0 SI
22 SI2605 20250814 9060.0 ... 9085.0 9200.0 SI
23 SI2606 20250814 9055.0 ... 9100.0 9205.0 SI
24 SI2607 20250814 9125.0 ... 9115.0 9205.0 SI
27 LC2508 20250814 0.0 ... 73480.0 86940.0 LC
28 LC2509 20250814 84920.0 ... 84920.0 84920.0 LC
29 LC2510 20250814 85000.0 ... 85100.0 85000.0 LC
30 LC2511 20250814 85500.0 ... 85000.0 85060.0 LC
31 LC2512 20250814 85980.0 ... 84600.0 84660.0 LC
32 LC2601 20250814 83300.0 ... 84260.0 84160.0 LC
33 LC2602 20250814 83980.0 ... 83740.0 82920.0 LC
34 LC2603 20250814 82300.0 ... 83140.0 82300.0 LC
35 LC2604 20250814 82960.0 ... 82980.0 81960.0 LC
36 LC2605 20250814 82460.0 ... 82980.0 81720.0 LC
37 LC2606 20250814 81980.0 ... 82240.0 81220.0 LC
38 LC2607 20250814 80800.0 ... 82360.0 81240.0 LC
[36 rows x 12 columns]
2025-08-18 18:26:28,820 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
2025-08-18 18:26:30,565 - future_1d - INFO - save future_daily 2025-08-14 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250815 482.6 ... 487 483.6 SC
1 SC2510 20250815 487 ... 488.9 485.9 SC
2 SC2511 20250815 484 ... 486.6 483.4 SC
3 SC2512 20250815 481 ... 483.5 480.2 SC
4 SC2601 20250815 479.5 ... 482.1 478.5 SC
5 SC2602 20250815 478 ... 479.9 477.2 SC
6 SC2603 20250815 476.9 ... 478.2 475.5 SC
7 SC2604 20250815 474.9 ... 476.8 474.5 SC
8 SC2605 20250815 473.9 ... 475.1 473 SC
9 SC2606 20250815 475.7 ... 474.5 473.1 SC
10 SC2607 20250815 471.7 ... 472.9 470.6 SC
11 SC2608 20250815 473.4 ... 473.4 469.4 SC
12 SC2609 20250815 ... 468.2 467.5 SC
13 SC2612 20250815 ... 464 464 SC
14 SC2703 20250815 ... 464.2 464.2 SC
15 SC2706 20250815 ... 458.5 457 SC
16 SC2709 20250815 ... 458 458 SC
17 SC2712 20250815 460 ... 460 458.5 SC
18 SC2803 20250815 ... 456.3 456.3 SC
19 SC2806 20250815 453.9 ... 453.6 450.5 SC
21 LU2509 20250815 3429 ... 3430 3436 LU
22 LU2510 20250815 3452 ... 3448 3451 LU
23 LU2511 20250815 3446 ... 3447 3447 LU
24 LU2512 20250815 3435 ... 3437 3437 LU
25 LU2601 20250815 3421 ... 3427 3425 LU
26 LU2602 20250815 3404 ... 3414 3407 LU
27 LU2603 20250815 3410 ... 3410 3400 LU
28 LU2604 20250815 3411 ... 3407 3394 LU
29 LU2605 20250815 ... 3395 3395 LU
30 LU2606 20250815 3386 ... 3384 3390 LU
31 LU2607 20250815 3394 ... 3390 3397 LU
32 LU2608 20250815 ... 3377 3377 LU
34 NR2508 20250815 ... 12485 12485 NR
35 NR2509 20250815 12410 ... 12530 12555 NR
36 NR2510 20250815 12490 ... 12590 12620 NR
37 NR2511 20250815 12490 ... 12630 12650 NR
38 NR2512 20250815 12585 ... 12700 12675 NR
39 NR2601 20250815 12600 ... 12720 12740 NR
40 NR2602 20250815 12625 ... 12740 12765 NR
41 NR2603 20250815 12680 ... 12770 12800 NR
42 NR2604 20250815 12705 ... 12705 12840 NR
43 NR2605 20250815 12860 ... 12860 12850 NR
44 NR2606 20250815 ... 12760 12760 NR
45 NR2607 20250815 ... 12830 12830 NR
47 BC2508 20250815 ... 69300 69300 BC
48 BC2509 20250815 69900 ... 70070 70290 BC
49 BC2510 20250815 70040 ... 70160 70390 BC
50 BC2511 20250815 ... 70620 70620 BC
51 BC2512 20250815 ... 70000 70000 BC
52 BC2601 20250815 ... 70250 70250 BC
53 BC2602 20250815 ... 70710 70710 BC
54 BC2603 20250815 ... 70230 70230 BC
55 BC2604 20250815 ... 70350 70350 BC
56 BC2605 20250815 ... 70920 70920 BC
57 BC2606 20250815 ... 69790 69790 BC
58 BC2607 20250815 ... 69370 69370 BC
60 EC2508 20250815 2081.7 ... 2081.9 2081.8 EC
61 EC2510 20250815 1350.4 ... 1373 1358.7 EC
62 EC2512 20250815 1709.8 ... 1749.4 1725.5 EC
63 EC2602 20250815 1521.4 ... 1529.6 1520.8 EC
64 EC2604 20250815 1338.8 ... 1334.6 1341.3 EC
65 EC2606 20250815 1490.2 ... 1486.7 1487.4 EC
68 SC_TAS2509 20250815 ... SC_TAS
69 SC_TAS2510 20250815 ... SC_TAS
70 SC_TAS2511 20250815 ... SC_TAS
71 SC_TAS2512 20250815 ... SC_TAS
[66 rows x 12 columns]
2025-08-18 18:26:39,256 - future_1d - INFO - ak.get_ine_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 IC2508 20250815 6425.000 ... 6560.780 6451.000 IC
1 IC2509 20250815 6365.000 ... 6524.400 6396.200 IC
2 IC2512 20250815 6243.000 ... 6388.200 6258.200 IC
3 IC2603 20250815 6109.800 ... 6267.000 6135.200 IC
4 IF2508 20250815 4162.000 ... 4204.940 4184.600 IF
5 IF2509 20250815 4157.000 ... 4203.200 4176.000 IF
6 IF2512 20250815 4129.800 ... 4181.400 4149.600 IF
7 IF2603 20250815 4103.800 ... 4157.200 4122.800 IF
8 IH2508 20250815 2819.200 ... 2839.480 2836.200 IH
9 IH2509 20250815 2825.200 ... 2846.200 2836.800 IH
10 IH2512 20250815 2827.000 ... 2849.000 2837.800 IH
11 IH2603 20250815 2823.000 ... 2851.000 2836.200 IH
12 IM2508 20250815 6978.000 ... 7104.660 7004.000 IM
13 IM2509 20250815 6929.000 ... 7072.600 6936.200 IM
14 IM2512 20250815 6745.000 ... 6906.800 6762.200 IM
15 IM2603 20250815 6573.400 ... 6738.000 6591.000 IM
16 T2509 20250815 108.375 ... 108.325 108.345 T
17 T2512 20250815 108.300 ... 108.225 108.230 T
18 T2603 20250815 108.085 ... 108.020 108.030 T
19 TF2509 20250815 105.700 ... 105.675 105.685 TF
20 TF2512 20250815 105.700 ... 105.670 105.685 TF
21 TF2603 20250815 105.725 ... 105.665 105.705 TF
22 TL2509 20250815 118.000 ... 117.660 117.820 TL
23 TL2512 20250815 117.560 ... 117.210 117.410 TL
24 TL2603 20250815 117.250 ... 116.880 117.100 TL
25 TS2509 20250815 102.350 ... 102.346 102.350 TS
26 TS2512 20250815 102.394 ... 102.384 102.388 TS
27 TS2603 20250815 102.362 ... 102.368 102.362 TS
[28 rows x 12 columns]
2025-08-18 18:26:39,463 - future_1d - INFO - ak.get_cffex_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 a2509 20250815 4113.00 ... 4129.00 4130.00 A
1 a2511 20250815 4041.00 ... 4044.00 4071.00 A
2 a2601 20250815 4050.00 ... 4047.00 4073.00 A
3 a2603 20250815 4046.00 ... 4045.00 4069.00 A
4 a2605 20250815 4090.00 ... 4089.00 4109.00 A
5 a2607 20250815 4086.00 ... 4085.00 4106.00 A
6 b2509 20250815 3800.00 ... 3788.00 3822.00 B
7 b2510 20250815 3866.00 ... 3845.00 3867.00 B
8 b2511 20250815 3881.00 ... 3876.00 3903.00 B
9 b2512 20250815 3893.00 ... 3881.00 3908.00 B
10 b2601 20250815 3871.00 ... 3859.00 3884.00 B
11 b2602 20250815 3840.00 ... 3829.00 3858.00 B
12 b2603 20250815 3748.00 ... 3735.00 3770.00 B
13 b2604 20250815 3629.00 ... 3624.00 3651.00 B
14 b2605 20250815 3554.00 ... 3544.00 3570.00 B
15 b2606 20250815 3528.00 ... 3525.00 3544.00 B
16 b2607 20250815 3517.00 ... 3512.00 3525.00 B
17 b2608 20250815 3573.00 ... 3579.00 3525.00 B
18 bb2509 20250815 0.00 ... 145.75 145.75 BB
19 bb2511 20250815 145.70 ... 146.50 147.05 BB
20 bb2601 20250815 149.15 ... 148.60 148.55 BB
21 bb2603 20250815 0.00 ... 146.35 146.35 BB
22 bb2605 20250815 0.00 ... 140.25 140.25 BB
23 bb2607 20250815 0.00 ... 146.00 146.00 BB
24 bz2603 20250815 6185.00 ... 6188.00 6210.00 BZ
25 bz2604 20250815 6146.00 ... 6147.00 6194.00 BZ
26 bz2605 20250815 6170.00 ... 6194.00 6227.00 BZ
27 bz2606 20250815 0.00 ... 6178.00 6178.00 BZ
28 bz2607 20250815 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250815 2283.00 ... 2274.00 2283.00 C
30 c2511 20250815 2197.00 ... 2192.00 2207.00 C
31 c2601 20250815 2190.00 ... 2187.00 2196.00 C
32 c2603 20250815 2209.00 ... 2205.00 2216.00 C
33 c2605 20250815 2263.00 ... 2258.00 2269.00 C
34 c2607 20250815 2283.00 ... 2276.00 2286.00 C
35 cs2509 20250815 2645.00 ... 2630.00 2645.00 CS
36 cs2511 20250815 2543.00 ... 2533.00 2547.00 CS
37 cs2601 20250815 2568.00 ... 2555.00 2575.00 CS
38 cs2603 20250815 2568.00 ... 2553.00 2573.00 CS
39 cs2605 20250815 2630.00 ... 2620.00 2628.00 CS
40 cs2607 20250815 2630.00 ... 2626.00 2635.00 CS
41 eb2508 20250815 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250815 7249.00 ... 7235.00 7278.00 EB
43 eb2510 20250815 7251.00 ... 7259.00 7297.00 EB
44 eb2511 20250815 7279.00 ... 7284.00 7318.00 EB
45 eb2512 20250815 7289.00 ... 7302.00 7339.00 EB
46 eb2601 20250815 7310.00 ... 7320.00 7351.00 EB
47 eb2602 20250815 7333.00 ... 7344.00 7370.00 EB
48 eb2603 20250815 7383.00 ... 7370.00 7370.00 EB
49 eb2604 20250815 7399.00 ... 7391.00 7407.00 EB
50 eb2605 20250815 7398.00 ... 7395.00 7415.00 EB
51 eb2606 20250815 0.00 ... 7417.00 7417.00 EB
52 eb2607 20250815 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250815 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250815 4382.00 ... 4374.00 4387.00 EG
55 eg2510 20250815 4396.00 ... 4393.00 4406.00 EG
56 eg2511 20250815 4406.00 ... 4403.00 4420.00 EG
57 eg2512 20250815 4417.00 ... 4418.00 4417.00 EG
58 eg2601 20250815 4415.00 ... 4420.00 4436.00 EG
59 eg2602 20250815 4428.00 ... 4428.00 4423.00 EG
60 eg2603 20250815 4434.00 ... 4434.00 4428.00 EG
61 eg2604 20250815 4453.00 ... 4453.00 4453.00 EG
62 eg2605 20250815 4462.00 ... 4459.00 4484.00 EG
63 eg2606 20250815 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250815 0.00 ... 4446.00 4446.00 EG
65 fb2509 20250815 1267.50 ... 1267.00 1262.50 FB
66 fb2510 20250815 1294.50 ... 1292.00 1293.00 FB
67 fb2511 20250815 1287.00 ... 1289.00 1290.00 FB
68 fb2512 20250815 1288.50 ... 1288.50 1290.50 FB
69 fb2601 20250815 1289.00 ... 1292.00 1291.00 FB
70 fb2602 20250815 1292.50 ... 1291.50 1294.50 FB
71 fb2603 20250815 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250815 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250815 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250815 1337.00 ... 1337.00 1357.00 FB
75 fb2607 20250815 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250815 0.00 ... 1302.50 1302.50 FB
77 i2509 20250815 794.50 ... 792.50 797.00 I
78 i2510 20250815 791.00 ... 791.00 797.50 I
79 i2511 20250815 787.50 ... 788.00 795.50 I
80 i2512 20250815 783.50 ... 784.00 792.00 I
81 i2601 20250815 778.00 ... 777.00 784.50 I
82 i2602 20250815 772.00 ... 771.50 781.50 I
83 i2603 20250815 767.00 ... 767.50 774.50 I
84 i2604 20250815 761.00 ... 763.00 773.50 I
85 i2605 20250815 754.50 ... 754.50 760.50 I
86 i2606 20250815 749.50 ... 749.50 757.50 I
87 i2607 20250815 747.50 ... 746.50 751.50 I
88 i2608 20250815 743.50 ... 743.00 751.50 I
89 j2509 20250815 1621.00 ... 1649.50 1650.00 J
90 j2510 20250815 1658.50 ... 1673.00 1673.00 J
91 j2511 20250815 1683.00 ... 1695.00 1689.50 J
92 j2512 20250815 1717.00 ... 1711.50 1705.00 J
93 j2601 20250815 1710.00 ... 1729.00 1721.00 J
94 j2602 20250815 0.00 ... 1760.00 1760.00 J
95 j2603 20250815 1782.00 ... 1782.00 1782.00 J
96 j2604 20250815 1810.00 ... 1810.00 1787.00 J
97 j2605 20250815 1791.50 ... 1817.50 1813.00 J
98 j2606 20250815 0.00 ... 1824.50 1824.50 J
99 j2607 20250815 0.00 ... 1826.00 1826.00 J
100 j2608 20250815 0.00 ... 1826.00 1826.00 J
101 jd2508 20250815 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250815 3210.00 ... 3191.00 3211.00 JD
103 jd2510 20250815 3195.00 ... 3193.00 3177.00 JD
104 jd2511 20250815 3320.00 ... 3295.00 3299.00 JD
105 jd2512 20250815 3465.00 ... 3458.00 3457.00 JD
106 jd2601 20250815 3573.00 ... 3571.00 3573.00 JD
107 jd2602 20250815 3210.00 ... 3213.00 3213.00 JD
108 jd2603 20250815 3219.00 ... 3216.00 3216.00 JD
109 jd2604 20250815 3376.00 ... 3378.00 3381.00 JD
110 jd2605 20250815 3488.00 ... 3488.00 3485.00 JD
111 jd2606 20250815 3319.00 ... 3313.00 3316.00 JD
112 jd2607 20250815 3556.00 ... 3553.00 3558.00 JD
113 jm2509 20250815 1065.00 ... 1076.00 1087.50 JM
114 jm2510 20250815 1123.00 ... 1111.50 1121.50 JM
115 jm2511 20250815 1152.50 ... 1160.50 1168.50 JM
116 jm2512 20250815 1188.50 ... 1197.50 1201.00 JM
117 jm2601 20250815 1215.50 ... 1223.50 1226.00 JM
118 jm2602 20250815 1228.00 ... 1242.00 1237.00 JM
119 jm2603 20250815 1247.50 ... 1254.00 1248.50 JM
120 jm2604 20250815 1253.00 ... 1263.50 1253.50 JM
121 jm2605 20250815 1250.50 ... 1271.00 1259.50 JM
122 jm2606 20250815 1261.00 ... 1277.50 1267.50 JM
123 jm2607 20250815 1248.50 ... 1287.00 1269.00 JM
124 jm2608 20250815 1311.00 ... 1284.00 1269.00 JM
125 l2509 20250815 7281.00 ... 7295.00 7300.00 L
126 l2510 20250815 7314.00 ... 7319.00 7324.00 L
127 l2511 20250815 7339.00 ... 7342.00 7350.00 L
128 l2512 20250815 7353.00 ... 7352.00 7357.00 L
129 l2601 20250815 7351.00 ... 7344.00 7360.00 L
130 l2602 20250815 7339.00 ... 7335.00 7353.00 L
131 l2603 20250815 7336.00 ... 7331.00 7350.00 L
132 l2604 20250815 7380.00 ... 7360.00 7380.00 L
133 l2605 20250815 7351.00 ... 7341.00 7358.00 L
134 l2606 20250815 7348.00 ... 7338.00 7351.00 L
135 l2607 20250815 7356.00 ... 7351.00 7383.00 L
136 l2608 20250815 7380.00 ... 7380.00 7383.00 L
137 lg2509 20250815 809.00 ... 811.00 810.00 LG
138 lg2511 20250815 829.00 ... 825.50 828.00 LG
139 lg2601 20250815 839.50 ... 831.00 841.00 LG
140 lg2603 20250815 845.00 ... 836.00 845.00 LG
141 lg2605 20250815 845.00 ... 837.50 845.50 LG
142 lg2607 20250815 840.00 ... 836.50 844.50 LG
143 lh2509 20250815 13850.00 ... 13845.00 13905.00 LH
144 lh2511 20250815 13905.00 ... 13910.00 13970.00 LH
145 lh2601 20250815 14150.00 ... 14155.00 14210.00 LH
146 lh2603 20250815 13295.00 ... 13290.00 13335.00 LH
147 lh2605 20250815 13875.00 ... 13860.00 13930.00 LH
148 lh2607 20250815 14285.00 ... 14255.00 14345.00 LH
149 m2509 20250815 3097.00 ... 3082.00 3108.00 M
150 m2511 20250815 3136.00 ... 3113.00 3142.00 M
151 m2512 20250815 3174.00 ... 3161.00 3186.00 M
152 m2601 20250815 3150.00 ... 3137.00 3164.00 M
153 m2603 20250815 3025.00 ... 3019.00 3042.00 M
154 m2605 20250815 2841.00 ... 2823.00 2851.00 M
155 m2607 20250815 2805.00 ... 2792.00 2809.00 M
156 m2608 20250815 2960.00 ... 2919.00 2809.00 M
157 p2509 20250815 9290.00 ... 9330.00 9380.00 P
158 p2510 20250815 9314.00 ... 9344.00 9372.00 P
159 p2511 20250815 9360.00 ... 9392.00 9418.00 P
160 p2512 20250815 9362.00 ... 9390.00 9426.00 P
161 p2601 20250815 9382.00 ... 9406.00 9450.00 P
162 p2602 20250815 9310.00 ... 9374.00 9384.00 P
163 p2603 20250815 9262.00 ... 9304.00 9314.00 P
164 p2604 20250815 9182.00 ... 9206.00 9206.00 P
165 p2605 20250815 9102.00 ... 9130.00 9132.00 P
166 p2606 20250815 8992.00 ... 9010.00 9040.00 P
167 p2607 20250815 8894.00 ... 8898.00 8928.00 P
168 p2608 20250815 0.00 ... 8928.00 8928.00 P
169 pg2508 20250815 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250815 3859.00 ... 3875.00 3832.00 PG
171 pg2510 20250815 4318.00 ... 4335.00 4292.00 PG
172 pg2511 20250815 4236.00 ... 4255.00 4216.00 PG
173 pg2512 20250815 4187.00 ... 4200.00 4173.00 PG
174 pg2601 20250815 4143.00 ... 4152.00 4130.00 PG
175 pg2602 20250815 4087.00 ... 4096.00 4077.00 PG
176 pg2603 20250815 3998.00 ... 4012.00 3994.00 PG
177 pg2604 20250815 4294.00 ... 4307.00 4283.00 PG
178 pg2605 20250815 4204.00 ... 4210.00 4194.00 PG
179 pg2606 20250815 4146.00 ... 4158.00 4136.00 PG
180 pg2607 20250815 4095.00 ... 4108.00 4082.00 PG
181 pp2509 20250815 7075.00 ... 7062.00 7071.00 PP
182 pp2510 20250815 7064.00 ... 7061.00 7068.00 PP
183 pp2511 20250815 7069.00 ... 7064.00 7076.00 PP
184 pp2512 20250815 7085.00 ... 7081.00 7092.00 PP
185 pp2601 20250815 7084.00 ... 7083.00 7094.00 PP
186 pp2602 20250815 7064.00 ... 7067.00 7082.00 PP
187 pp2603 20250815 7067.00 ... 7059.00 7073.00 PP
188 pp2604 20250815 7064.00 ... 7066.00 7087.00 PP
189 pp2605 20250815 7085.00 ... 7079.00 7092.00 PP
190 pp2606 20250815 7064.00 ... 7055.00 7068.00 PP
191 pp2607 20250815 7077.00 ... 7077.00 7085.00 PP
192 pp2608 20250815 0.00 ... 7085.00 7085.00 PP
193 rr2509 20250815 3572.00 ... 3574.00 3576.00 RR
194 rr2510 20250815 3613.00 ... 3612.00 3612.00 RR
195 rr2511 20250815 3614.00 ... 3611.00 3613.00 RR
196 rr2512 20250815 3611.00 ... 3604.00 3613.00 RR
197 rr2601 20250815 3621.00 ... 3618.00 3620.00 RR
198 rr2602 20250815 3612.00 ... 3606.00 3607.00 RR
199 rr2603 20250815 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250815 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250815 0.00 ... 3619.00 3620.00 RR
202 rr2606 20250815 0.00 ... 3626.00 3627.00 RR
203 rr2607 20250815 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250815 0.00 ... 3625.00 3625.00 RR
205 v2509 20250815 4973.00 ... 4963.00 4986.00 V
206 v2510 20250815 5018.00 ... 5005.00 5029.00 V
207 v2511 20250815 5054.00 ... 5041.00 5061.00 V
208 v2512 20250815 5092.00 ... 5080.00 5101.00 V
209 v2601 20250815 5124.00 ... 5114.00 5135.00 V
210 v2602 20250815 5159.00 ... 5157.00 5178.00 V
211 v2603 20250815 5195.00 ... 5184.00 5203.00 V
212 v2604 20250815 5427.00 ... 5406.00 5441.00 V
213 v2605 20250815 5462.00 ... 5423.00 5463.00 V
214 v2606 20250815 5482.00 ... 5440.00 5481.00 V
215 v2607 20250815 5516.00 ... 5477.00 5517.00 V
216 v2608 20250815 5475.00 ... 5475.00 5517.00 V
217 y2509 20250815 8530.00 ... 8538.00 8568.00 Y
218 y2511 20250815 8532.00 ... 8544.00 8578.00 Y
219 y2512 20250815 8546.00 ... 8546.00 8572.00 Y
220 y2601 20250815 8500.00 ... 8512.00 8550.00 Y
221 y2603 20250815 8382.00 ... 8390.00 8414.00 Y
222 y2605 20250815 8066.00 ... 8072.00 8104.00 Y
223 y2607 20250815 8030.00 ... 8034.00 8064.00 Y
224 y2608 20250815 8088.00 ... 8096.00 8064.00 Y
[225 rows x 12 columns]
2025-08-18 18:26:40,101 - future_1d - INFO - ak.get_dce_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 AP510 20250815 8132.0 ... 8197.0 8123.0 AP
1 AP511 20250815 7871.0 ... 7929.0 7878.0 AP
2 AP512 20250815 7925.0 ... 7963.0 7911.0 AP
3 AP601 20250815 7997.0 ... 8015.0 7967.0 AP
4 AP603 20250815 7920.0 ... 7945.0 7875.0 AP
5 AP604 20250815 7956.0 ... 7954.0 7902.0 AP
6 AP605 20250815 7973.0 ... 8011.0 7972.0 AP
7 CF509 20250815 13885.0 ... 13840.0 13825.0 CF
8 CF511 20250815 14075.0 ... 14035.0 14030.0 CF
9 CF601 20250815 14140.0 ... 14110.0 14105.0 CF
10 CF603 20250815 14115.0 ... 14070.0 14055.0 CF
11 CF605 20250815 14135.0 ... 14080.0 14070.0 CF
12 CF607 20250815 14080.0 ... 14070.0 14070.0 CF
13 CJ509 20250815 10300.0 ... 10330.0 10345.0 CJ
14 CJ512 20250815 11375.0 ... 11380.0 11365.0 CJ
15 CJ601 20250815 11440.0 ... 11475.0 11460.0 CJ
16 CJ603 20250815 11490.0 ... 11500.0 11480.0 CJ
17 CJ605 20250815 11575.0 ... 11595.0 11595.0 CJ
18 CJ607 20250815 11720.0 ... 11755.0 11765.0 CJ
19 CY509 20250815 20125.0 ... 20095.0 20100.0 CY
20 CY510 20250815 0.0 ... 19705.0 19705.0 CY
21 CY511 20250815 20240.0 ... 20200.0 20190.0 CY
22 CY512 20250815 0.0 ... 19855.0 19855.0 CY
23 CY601 20250815 20190.0 ... 20155.0 20155.0 CY
24 CY602 20250815 0.0 ... 20015.0 20015.0 CY
25 CY603 20250815 0.0 ... 20365.0 20365.0 CY
26 CY604 20250815 0.0 ... 20030.0 20030.0 CY
27 CY605 20250815 20355.0 ... 20340.0 20365.0 CY
28 CY606 20250815 0.0 ... 20010.0 20010.0 CY
29 CY607 20250815 0.0 ... 20410.0 20410.0 CY
30 CY608 20250815 0.0 ... 20410.0 20410.0 CY
31 FG509 20250815 1053.0 ... 1054.0 1056.0 FG
32 FG510 20250815 1156.0 ... 1158.0 1159.0 FG
33 FG511 20250815 1148.0 ... 1149.0 1151.0 FG
34 FG512 20250815 1230.0 ... 1229.0 1228.0 FG
35 FG601 20250815 1224.0 ... 1219.0 1215.0 FG
36 FG602 20250815 1279.0 ... 1272.0 1269.0 FG
37 FG603 20250815 1269.0 ... 1273.0 1270.0 FG
38 FG604 20250815 1325.0 ... 1316.0 1313.0 FG
39 FG605 20250815 1318.0 ... 1315.0 1310.0 FG
40 FG606 20250815 1346.0 ... 1340.0 1335.0 FG
41 FG607 20250815 1340.0 ... 1335.0 1330.0 FG
42 FG608 20250815 1354.0 ... 1352.0 1330.0 FG
43 JR509 20250815 0.0 ... 2662.0 2662.0 JR
44 JR511 20250815 0.0 ... 2662.0 2662.0 JR
45 JR601 20250815 0.0 ... 2662.0 2662.0 JR
46 JR603 20250815 0.0 ... 2662.0 2662.0 JR
47 JR605 20250815 0.0 ... 2662.0 2662.0 JR
48 JR607 20250815 0.0 ... 2662.0 2662.0 JR
49 LR509 20250815 0.0 ... 2360.0 2360.0 LR
50 LR511 20250815 0.0 ... 2360.0 2360.0 LR
51 LR601 20250815 0.0 ... 2360.0 2360.0 LR
52 MA509 20250815 2341.0 ... 2338.0 2365.0 MA
53 MA510 20250815 2372.0 ... 2363.0 2392.0 MA
54 MA511 20250815 2391.0 ... 2380.0 2410.0 MA
55 MA512 20250815 2419.0 ... 2414.0 2444.0 MA
56 MA601 20250815 2440.0 ... 2430.0 2459.0 MA
57 MA602 20250815 2444.0 ... 2436.0 2485.0 MA
58 MA603 20250815 2469.0 ... 2438.0 2487.0 MA
59 MA604 20250815 2455.0 ... 2426.0 2449.0 MA
60 MA605 20250815 2413.0 ... 2402.0 2437.0 MA
61 MA606 20250815 2430.0 ... 2420.0 2440.0 MA
62 MA607 20250815 2426.0 ... 2407.0 2436.0 MA
63 MA608 20250815 2437.0 ... 2437.0 2436.0 MA
64 OI509 20250815 9830.0 ... 9812.0 9935.0 OI
65 OI511 20250815 9873.0 ... 9825.0 9954.0 OI
66 OI601 20250815 9820.0 ... 9779.0 9924.0 OI
67 OI603 20250815 9697.0 ... 9681.0 9788.0 OI
68 OI605 20250815 9641.0 ... 9612.0 9728.0 OI
69 OI607 20250815 9639.0 ... 9604.0 9709.0 OI
70 PF509 20250815 6296.0 ... 6316.0 6302.0 PF
71 PF510 20250815 6350.0 ... 6392.0 6372.0 PF
72 PF511 20250815 6354.0 ... 6382.0 6368.0 PF
73 PF512 20250815 6348.0 ... 6384.0 6366.0 PF
74 PF601 20250815 6358.0 ... 6390.0 6378.0 PF
75 PF602 20250815 6410.0 ... 6410.0 6400.0 PF
76 PF603 20250815 6406.0 ... 6418.0 6422.0 PF
77 PF604 20250815 6442.0 ... 6450.0 6440.0 PF
78 PF605 20250815 6472.0 ... 6476.0 6458.0 PF
79 PF606 20250815 6478.0 ... 6474.0 6470.0 PF
80 PF607 20250815 6490.0 ... 6490.0 6486.0 PF
81 PF608 20250815 0.0 ... 6486.0 6486.0 PF
82 PK510 20250815 8044.0 ... 8046.0 8088.0 PK
83 PK511 20250815 7880.0 ... 7840.0 7932.0 PK
84 PK512 20250815 7884.0 ... 7850.0 7948.0 PK
85 PK601 20250815 7938.0 ... 7912.0 7974.0 PK
86 PK603 20250815 7954.0 ... 7936.0 7996.0 PK
87 PK604 20250815 7944.0 ... 7944.0 7992.0 PK
88 PK605 20250815 7960.0 ... 7942.0 8010.0 PK
89 PL601 20250815 6480.0 ... 6493.0 6492.0 PL
90 PL602 20250815 6534.0 ... 6528.0 6524.0 PL
91 PL603 20250815 6512.0 ... 6501.0 6498.0 PL
92 PL604 20250815 6503.0 ... 6503.0 6515.0 PL
93 PL605 20250815 6395.0 ... 6393.0 6403.0 PL
94 PL606 20250815 6480.0 ... 6482.0 6491.0 PL
95 PL607 20250815 0.0 ... 6500.0 6500.0 PL
96 PL608 20250815 0.0 ... 6500.0 6500.0 PL
97 PM509 20250815 0.0 ... 3122.0 3122.0 PM
98 PM511 20250815 0.0 ... 3122.0 3122.0 PM
99 PM601 20250815 0.0 ... 3122.0 3122.0 PM
100 PM603 20250815 0.0 ... 3122.0 3122.0 PM
101 PM605 20250815 0.0 ... 3122.0 3122.0 PM
102 PM607 20250815 0.0 ... 3122.0 3122.0 PM
103 PR509 20250815 5824.0 ... 5846.0 5838.0 PR
104 PR510 20250815 5872.0 ... 5896.0 5886.0 PR
105 PR511 20250815 5866.0 ... 5892.0 5880.0 PR
106 PR512 20250815 5872.0 ... 5904.0 5878.0 PR
107 PR601 20250815 5878.0 ... 5916.0 5900.0 PR
108 PR602 20250815 0.0 ... 5942.0 5934.0 PR
109 PR603 20250815 5958.0 ... 5956.0 5942.0 PR
110 PR604 20250815 5970.0 ... 5970.0 5942.0 PR
111 PR605 20250815 0.0 ... 5946.0 5944.0 PR
112 PR606 20250815 0.0 ... 5956.0 5962.0 PR
113 PR607 20250815 0.0 ... 5964.0 5966.0 PR
114 PR608 20250815 0.0 ... 5966.0 5966.0 PR
115 PX509 20250815 6700.0 ... 6740.0 6734.0 PX
116 PX510 20250815 6662.0 ... 6720.0 6684.0 PX
117 PX511 20250815 6618.0 ... 6682.0 6652.0 PX
118 PX512 20250815 6626.0 ... 6686.0 6660.0 PX
119 PX601 20250815 6614.0 ... 6674.0 6652.0 PX
120 PX602 20250815 6670.0 ... 6670.0 6684.0 PX
121 PX603 20250815 0.0 ... 6672.0 6632.0 PX
122 PX604 20250815 0.0 ... 6672.0 6672.0 PX
123 PX605 20250815 6672.0 ... 6696.0 6654.0 PX
124 PX606 20250815 6678.0 ... 6674.0 6638.0 PX
125 PX607 20250815 6666.0 ... 6668.0 6658.0 PX
126 PX608 20250815 0.0 ... 6680.0 6658.0 PX
127 RI509 20250815 0.0 ... 2479.0 2479.0 RI
128 RI511 20250815 0.0 ... 2479.0 2479.0 RI
129 RI601 20250815 0.0 ... 2479.0 2479.0 RI
130 RI603 20250815 0.0 ... 2479.0 2479.0 RI
131 RI605 20250815 0.0 ... 2479.0 2479.0 RI
132 RI607 20250815 0.0 ... 2479.0 2479.0 RI
133 RM509 20250815 2680.0 ... 2657.0 2689.0 RM
134 RM511 20250815 2633.0 ... 2588.0 2650.0 RM
135 RM601 20250815 2599.0 ... 2563.0 2638.0 RM
136 RM603 20250815 2555.0 ... 2522.0 2588.0 RM
137 RM605 20250815 2521.0 ... 2489.0 2534.0 RM
138 RM607 20250815 2482.0 ... 2460.0 2497.0 RM
139 RM608 20250815 2499.0 ... 2515.0 2497.0 RM
140 RS509 20250815 5041.0 ... 4884.0 5081.0 RS
141 RS511 20250815 5347.0 ... 5321.0 5328.0 RS
142 RS607 20250815 5562.0 ... 5646.0 5627.0 RS
143 RS608 20250815 0.0 ... 5627.0 5627.0 RS
144 SA509 20250815 1299.0 ... 1299.0 1282.0 SA
145 SA510 20250815 1326.0 ... 1329.0 1313.0 SA
146 SA511 20250815 1335.0 ... 1337.0 1322.0 SA
147 SA512 20250815 1395.0 ... 1397.0 1378.0 SA
148 SA601 20250815 1405.0 ... 1408.0 1387.0 SA
149 SA602 20250815 1411.0 ... 1420.0 1397.0 SA
150 SA603 20250815 1412.0 ... 1424.0 1401.0 SA
151 SA604 20250815 1446.0 ... 1456.0 1438.0 SA
152 SA605 20250815 1457.0 ... 1460.0 1443.0 SA
153 SA606 20250815 1466.0 ... 1465.0 1444.0 SA
154 SA607 20250815 1460.0 ... 1460.0 1442.0 SA
155 SA608 20250815 1488.0 ... 1466.0 1442.0 SA
156 SF509 20250815 5758.0 ... 5732.0 5776.0 SF
157 SF510 20250815 5736.0 ... 5706.0 5756.0 SF
158 SF511 20250815 5924.0 ... 5902.0 5954.0 SF
159 SF512 20250815 5936.0 ... 5890.0 5964.0 SF
160 SF601 20250815 5920.0 ... 5888.0 5944.0 SF
161 SF602 20250815 5902.0 ... 5854.0 5898.0 SF
162 SF603 20250815 6072.0 ... 6042.0 6106.0 SF
163 SF604 20250815 6010.0 ... 6012.0 6096.0 SF
164 SF605 20250815 6048.0 ... 6010.0 6074.0 SF
165 SF606 20250815 6048.0 ... 5974.0 6038.0 SF
166 SF607 20250815 6122.0 ... 6100.0 6182.0 SF
167 SF608 20250815 0.0 ... 6152.0 6182.0 SF
168 SH509 20250815 2533.0 ... 2539.0 2544.0 SH
169 SH510 20250815 2651.0 ... 2656.0 2662.0 SH
170 SH511 20250815 2649.0 ... 2665.0 2661.0 SH
171 SH512 20250815 2659.0 ... 2673.0 2670.0 SH
172 SH601 20250815 2631.0 ... 2640.0 2647.0 SH
173 SH602 20250815 2687.0 ... 2659.0 2662.0 SH
174 SH603 20250815 2660.0 ... 2669.0 2677.0 SH
175 SH604 20250815 2712.0 ... 2718.0 2724.0 SH
176 SH605 20250815 2715.0 ... 2723.0 2726.0 SH
177 SH606 20250815 2738.0 ... 2737.0 2741.0 SH
178 SH607 20250815 2729.0 ... 2733.0 2727.0 SH
179 SH608 20250815 0.0 ... 2727.0 2727.0 SH
180 SM509 20250815 6054.0 ... 6010.0 6068.0 SM
181 SM510 20250815 6062.0 ... 6012.0 6076.0 SM
182 SM511 20250815 6134.0 ... 6088.0 6148.0 SM
183 SM512 20250815 6138.0 ... 6096.0 6150.0 SM
184 SM601 20250815 6162.0 ... 6098.0 6158.0 SM
185 SM602 20250815 6074.0 ... 6096.0 6168.0 SM
186 SM603 20250815 6136.0 ... 6104.0 6180.0 SM
187 SM604 20250815 6114.0 ... 6124.0 6206.0 SM
188 SM605 20250815 6184.0 ... 6138.0 6200.0 SM
189 SM606 20250815 6130.0 ... 6130.0 6212.0 SM
190 SM607 20250815 6138.0 ... 6144.0 6226.0 SM
191 SM608 20250815 0.0 ... 6226.0 6226.0 SM
192 SR509 20250815 5704.0 ... 5728.0 5719.0 SR
193 SR511 20250815 5657.0 ... 5652.0 5667.0 SR
194 SR601 20250815 5643.0 ... 5648.0 5660.0 SR
195 SR603 20250815 5622.0 ... 5625.0 5637.0 SR
196 SR605 20250815 5597.0 ... 5609.0 5617.0 SR
197 SR607 20250815 5597.0 ... 5604.0 5610.0 SR
198 TA509 20250815 4650.0 ... 4672.0 4664.0 TA
199 TA510 20250815 4656.0 ... 4698.0 4682.0 TA
200 TA511 20250815 4664.0 ... 4700.0 4682.0 TA
201 TA512 20250815 4674.0 ... 4708.0 4686.0 TA
202 TA601 20250815 4672.0 ... 4708.0 4688.0 TA
203 TA602 20250815 4692.0 ... 4718.0 4698.0 TA
204 TA603 20250815 4708.0 ... 4736.0 4704.0 TA
205 TA604 20250815 4728.0 ... 4740.0 4708.0 TA
206 TA605 20250815 4714.0 ... 4752.0 4736.0 TA
207 TA606 20250815 4720.0 ... 4736.0 4734.0 TA
208 TA607 20250815 4768.0 ... 4776.0 4754.0 TA
209 TA608 20250815 0.0 ... 4754.0 4754.0 TA
210 UR509 20250815 1716.0 ... 1719.0 1723.0 UR
211 UR510 20250815 1716.0 ... 1720.0 1725.0 UR
212 UR511 20250815 1729.0 ... 1736.0 1736.0 UR
213 UR512 20250815 1728.0 ... 1736.0 1735.0 UR
214 UR601 20250815 1726.0 ... 1735.0 1737.0 UR
215 UR602 20250815 1728.0 ... 1735.0 1733.0 UR
216 UR603 20250815 1766.0 ... 1774.0 1774.0 UR
217 UR604 20250815 1769.0 ... 1775.0 1778.0 UR
218 UR605 20250815 1770.0 ... 1778.0 1781.0 UR
219 UR606 20250815 1768.0 ... 1773.0 1774.0 UR
220 UR607 20250815 1784.0 ... 1786.0 1786.0 UR
221 UR608 20250815 1786.0 ... 1786.0 1786.0 UR
222 WH509 20250815 3198.0 ... 3198.0 3198.0 WH
223 WH511 20250815 0.0 ... 3198.0 3198.0 WH
224 WH601 20250815 0.0 ... 3198.0 3198.0 WH
225 WH603 20250815 0.0 ... 3198.0 3198.0 WH
226 WH605 20250815 0.0 ... 3198.0 3198.0 WH
227 WH607 20250815 0.0 ... 3198.0 3198.0 WH
228 ZC509 20250815 0.0 ... 801.4 801.4 ZC
229 ZC510 20250815 0.0 ... 801.4 801.4 ZC
230 ZC511 20250815 0.0 ... 801.4 801.4 ZC
231 ZC512 20250815 0.0 ... 801.4 801.4 ZC
232 ZC601 20250815 0.0 ... 801.4 801.4 ZC
233 ZC602 20250815 0.0 ... 801.4 801.4 ZC
234 ZC603 20250815 0.0 ... 801.4 801.4 ZC
235 ZC604 20250815 0.0 ... 801.4 801.4 ZC
236 ZC605 20250815 0.0 ... 801.4 801.4 ZC
237 ZC606 20250815 0.0 ... 801.4 801.4 ZC
238 ZC607 20250815 0.0 ... 801.4 801.4 ZC
239 ZC608 20250815 0.0 ... 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-18 18:26:40,381 - future_1d - INFO - ak.get_czce_daily('2025-08-15') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250815 ... 78990 79130 CU
1 1 CU2509 20250815 ... 78960 79120 CU
2 2 CU2510 20250815 ... 78950 79120 CU
3 3 CU2511 20250815 ... 78940 79130 CU
4 4 CU2512 20250815 ... 78920 79090 CU
5 5 CU2601 20250815 ... 78930 79100 CU
6 6 CU2602 20250815 ... 78940 79150 CU
7 7 CU2603 20250815 ... 78930 79090 CU
8 8 CU2604 20250815 ... 78940 79160 CU
9 9 CU2605 20250815 ... 78980 79180 CU
10 10 CU2606 20250815 ... 78940 79140 CU
11 11 CU2607 20250815 ... 78900 79170 CU
12 12 BC2508 20250815 ... 69300 69300 BC
13 13 BC2509 20250815 ... 70070 70290 BC
14 14 BC2510 20250815 ... 70160 70390 BC
15 15 BC2511 20250815 ... 70620 70620 BC
16 16 BC2512 20250815 ... 70000 70000 BC
17 17 BC2601 20250815 ... 70250 70250 BC
18 18 BC2602 20250815 ... 70710 70710 BC
19 19 BC2603 20250815 ... 70230 70230 BC
20 20 BC2604 20250815 ... 70350 70350 BC
21 21 BC2605 20250815 ... 70920 70920 BC
22 22 BC2606 20250815 ... 69790 69790 BC
23 23 BC2607 20250815 ... 69370 69370 BC
24 24 AL2508 20250815 ... 20725 20685 AL
25 25 AL2509 20250815 ... 20740 20705 AL
26 26 AL2510 20250815 ... 20725 20685 AL
27 27 AL2511 20250815 ... 20675 20645 AL
28 28 AL2512 20250815 ... 20630 20605 AL
29 29 AL2601 20250815 ... 20605 20580 AL
30 30 AL2602 20250815 ... 20600 20590 AL
31 31 AL2603 20250815 ... 20630 20610 AL
32 32 AL2604 20250815 ... 20640 20615 AL
33 33 AL2605 20250815 ... 20650 20620 AL
34 34 AL2606 20250815 ... 20665 20620 AL
35 35 AL2607 20250815 ... 20650 20620 AL
36 36 ZN2508 20250815 ... 22480 22495 ZN
37 37 ZN2509 20250815 ... 22520 22540 ZN
38 38 ZN2510 20250815 ... 22545 22555 ZN
39 39 ZN2511 20250815 ... 22550 22555 ZN
40 40 ZN2512 20250815 ... 22530 22540 ZN
41 41 ZN2601 20250815 ... 22505 22500 ZN
42 42 ZN2602 20250815 ... 22505 22510 ZN
43 43 ZN2603 20250815 ... 22485 22525 ZN
44 44 ZN2604 20250815 ... 22490 22490 ZN
45 45 ZN2605 20250815 ... 22490 22490 ZN
46 46 ZN2606 20250815 ... 22475 22495 ZN
47 47 ZN2607 20250815 ... 22495 22500 ZN
48 48 PB2508 20250815 ... 16775 16740 PB
49 49 PB2509 20250815 ... 16825 16815 PB
50 50 PB2510 20250815 ... 16830 16825 PB
51 51 PB2511 20250815 ... 16855 16840 PB
52 52 PB2512 20250815 ... 16890 16865 PB
53 53 PB2601 20250815 ... 16900 16905 PB
54 54 PB2602 20250815 ... 17020 17020 PB
55 55 PB2603 20250815 ... 16930 16930 PB
56 56 PB2604 20250815 ... 17110 17110 PB
57 57 PB2605 20250815 ... 17030 17035 PB
58 58 PB2606 20250815 ... 17170 17170 PB
59 59 PB2607 20250815 ... 17060 17060 PB
60 60 NI2508 20250815 ... 120280 122270 NI
61 61 NI2509 20250815 ... 120690 122070 NI
62 62 NI2510 20250815 ... 120800 122150 NI
63 63 NI2511 20250815 ... 120990 122340 NI
64 64 NI2512 20250815 ... 121250 122510 NI
65 65 NI2601 20250815 ... 121530 122760 NI
66 66 NI2602 20250815 ... 121660 122750 NI
67 67 NI2603 20250815 ... 121980 122350 NI
68 68 NI2604 20250815 ... 122120 123470 NI
69 69 NI2605 20250815 ... 122590 123220 NI
70 70 NI2606 20250815 ... 122830 123560 NI
71 71 NI2607 20250815 ... 123050 124130 NI
72 72 SN2508 20250815 ... 265230 268020 SN
73 73 SN2509 20250815 ... 266560 268590 SN
74 74 SN2510 20250815 ... 266760 268790 SN
75 75 SN2511 20250815 ... 266920 268730 SN
76 76 SN2512 20250815 ... 266710 268770 SN
77 77 SN2601 20250815 ... 266830 269010 SN
78 78 SN2602 20250815 ... 267020 268040 SN
79 79 SN2603 20250815 ... 267330 268220 SN
80 80 SN2604 20250815 ... 268250 269100 SN
81 81 SN2605 20250815 ... 268550 269530 SN
82 82 SN2606 20250815 ... 268260 269850 SN
83 83 SN2607 20250815 ... 269500 270500 SN
84 84 AO2508 20250815 ... 3163 3212 AO
85 85 AO2509 20250815 ... 3190 3210 AO
86 86 AO2510 20250815 ... 3181 3214 AO
87 87 AO2511 20250815 ... 3188 3225 AO
88 88 AO2512 20250815 ... 3184 3234 AO
89 89 AO2601 20250815 ... 3207 3248 AO
90 90 AO2602 20250815 ... 3201 3246 AO
91 91 AO2603 20250815 ... 3199 3240 AO
92 92 AO2604 20250815 ... 3208 3244 AO
93 93 AO2605 20250815 ... 3205 3248 AO
94 94 AO2606 20250815 ... 3199 3241 AO
95 95 AO2607 20250815 ... 3209 3250 AO
96 96 AD2511 20250815 ... 20165 20130 AD
97 97 AD2512 20250815 ... 20150 20120 AD
98 98 AD2601 20250815 ... 20110 20135 AD
99 99 AD2602 20250815 ... 20015 20015 AD
100 100 AD2603 20250815 ... 20050 20130 AD
101 101 AD2604 20250815 ... 19920 19920 AD
102 102 AD2605 20250815 ... 19860 19860 AD
103 103 AD2606 20250815 ... 19765 19765 AD
104 104 AD2607 20250815 ... 19925 19990 AD
105 105 AU2508 20250815 ... 776.46 776.46 AU
106 106 AU2509 20250815 ... 774.04 777.58 AU
107 107 AU2510 20250815 ... 775.18 778.8 AU
108 108 AU2512 20250815 ... 777.32 780.94 AU
109 109 AU2602 20250815 ... 779.46 783.14 AU
110 110 AU2604 20250815 ... 781.48 785.2 AU
111 111 AU2606 20250815 ... 783.82 787.52 AU
112 112 AU2608 20250815 ... 786.32 789.74 AU
113 113 AG2508 20250815 ... 9192 9295 AG
114 114 AG2509 20250815 ... 9198 9308 AG
115 115 AG2510 20250815 ... 9208 9319 AG
116 116 AG2511 20250815 ... 9221 9328 AG
117 117 AG2512 20250815 ... 9231 9341 AG
118 118 AG2601 20250815 ... 9244 9352 AG
119 119 AG2602 20250815 ... 9254 9363 AG
120 120 AG2603 20250815 ... 9266 9381 AG
121 121 AG2604 20250815 ... 9282 9391 AG
122 122 AG2605 20250815 ... 9294 9400 AG
123 123 AG2606 20250815 ... 9309 9413 AG
124 124 AG2607 20250815 ... 9319 9423 AG
125 125 RB2508 20250815 ... 3148 3190 RB
126 126 RB2509 20250815 ... 3159 3176 RB
127 127 RB2510 20250815 ... 3183 3201 RB
128 128 RB2511 20250815 ... 3202 3223 RB
129 129 RB2512 20250815 ... 3248 3265 RB
130 130 RB2601 20250815 ... 3262 3278 RB
131 131 RB2602 20250815 ... 3263 3280 RB
132 132 RB2603 20250815 ... 3277 3293 RB
133 133 RB2604 20250815 ... 3291 3305 RB
134 134 RB2605 20250815 ... 3305 3315 RB
135 135 RB2606 20250815 ... 3314 3323 RB
136 136 RB2607 20250815 ... 3321 3331 RB
137 137 WR2508 20250815 ... 3212 3212 WR
138 138 WR2509 20250815 ... 3342 3342 WR
139 139 WR2510 20250815 ... 3419 3432 WR
140 140 WR2511 20250815 ... 3421 3480 WR
141 141 WR2512 20250815 ... 3499 3499 WR
142 142 WR2601 20250815 ... 3459 3459 WR
143 143 WR2602 20250815 ... 3515 3523 WR
144 144 WR2603 20250815 ... 3527 3527 WR
145 145 WR2604 20250815 ... 3509 3550 WR
146 146 WR2605 20250815 ... 3455 3455 WR
147 147 WR2606 20250815 ... 3469 3533 WR
148 148 WR2607 20250815 ... 3524 3524 WR
149 149 HC2508 20250815 ... 3452 3436 HC
150 150 HC2509 20250815 ... 3437 3448 HC
151 151 HC2510 20250815 ... 3426 3432 HC
152 152 HC2511 20250815 ... 3419 3432 HC
153 153 HC2512 20250815 ... 3423 3434 HC
154 154 HC2601 20250815 ... 3421 3430 HC
155 155 HC2602 20250815 ... 3420 3429 HC
156 156 HC2603 20250815 ... 3420 3433 HC
157 157 HC2604 20250815 ... 3425 3434 HC
158 158 HC2605 20250815 ... 3430 3440 HC
159 159 HC2606 20250815 ... 3436 3453 HC
160 160 HC2607 20250815 ... 3433 3435 HC
161 161 SS2508 20250815 ... 12955 13065 SS
162 162 SS2509 20250815 ... 12935 13005 SS
163 163 SS2510 20250815 ... 13015 13080 SS
164 164 SS2511 20250815 ... 13065 13130 SS
165 165 SS2512 20250815 ... 13115 13190 SS
166 166 SS2601 20250815 ... 13175 13260 SS
167 167 SS2602 20250815 ... 13170 13250 SS
168 168 SS2603 20250815 ... 13255 13335 SS
169 169 SS2604 20250815 ... 13345 13375 SS
170 170 SS2605 20250815 ... 13350 13425 SS
171 171 SS2606 20250815 ... 13405 13455 SS
172 172 SS2607 20250815 ... 13455 13490 SS
173 173 SC2509 20250815 ... 487 483.6 SC
174 174 SC2510 20250815 ... 488.9 485.9 SC
175 175 SC2511 20250815 ... 486.6 483.4 SC
176 176 SC2512 20250815 ... 483.5 480.2 SC
177 177 SC2601 20250815 ... 482.1 478.5 SC
178 178 SC2602 20250815 ... 479.9 477.2 SC
179 179 SC2603 20250815 ... 478.2 475.5 SC
180 180 SC2604 20250815 ... 476.8 474.5 SC
181 181 SC2605 20250815 ... 475.1 473 SC
182 182 SC2606 20250815 ... 474.5 473.1 SC
183 183 SC2607 20250815 ... 472.9 470.6 SC
184 184 SC2608 20250815 ... 473.4 469.4 SC
185 185 SC2609 20250815 ... 468.2 467.5 SC
186 186 SC2612 20250815 ... 464 464 SC
187 187 SC2703 20250815 ... 464.2 464.2 SC
188 188 SC2706 20250815 ... 458.5 457 SC
189 189 SC2709 20250815 ... 458 458 SC
190 190 SC2712 20250815 ... 460 458.5 SC
191 191 SC2803 20250815 ... 456.3 456.3 SC
192 192 SC2806 20250815 ... 453.6 450.5 SC
193 193 LU2509 20250815 ... 3430 3436 LU
194 194 LU2510 20250815 ... 3448 3451 LU
195 195 LU2511 20250815 ... 3447 3447 LU
196 196 LU2512 20250815 ... 3437 3437 LU
197 197 LU2601 20250815 ... 3427 3425 LU
198 198 LU2602 20250815 ... 3414 3407 LU
199 199 LU2603 20250815 ... 3410 3400 LU
200 200 LU2604 20250815 ... 3407 3394 LU
201 201 LU2605 20250815 ... 3395 3395 LU
202 202 LU2606 20250815 ... 3384 3390 LU
203 203 LU2607 20250815 ... 3390 3397 LU
204 204 LU2608 20250815 ... 3377 3377 LU
205 205 FU2509 20250815 ... 2705 2708 FU
206 206 FU2510 20250815 ... 2722 2725 FU
207 207 FU2511 20250815 ... 2734 2737 FU
208 208 FU2512 20250815 ... 2745 2747 FU
209 209 FU2601 20250815 ... 2755 2757 FU
210 210 FU2602 20250815 ... 2754 2752 FU
211 211 FU2603 20250815 ... 2753 2750 FU
212 212 FU2604 20250815 ... 2750 2747 FU
213 213 FU2605 20250815 ... 2742 2736 FU
214 214 FU2606 20250815 ... 2738 2733 FU
215 215 FU2607 20250815 ... 2715 2713 FU
216 216 FU2608 20250815 ... 2710 2701 FU
217 217 BU2508 20250815 ... 3406 3406 BU
218 218 BU2509 20250815 ... 3509 3515 BU
219 219 BU2510 20250815 ... 3471 3478 BU
220 220 BU2511 20250815 ... 3429 3436 BU
221 221 BU2512 20250815 ... 3382 3387 BU
222 222 BU2601 20250815 ... 3345 3353 BU
223 223 BU2602 20250815 ... 3340 3346 BU
224 224 BU2603 20250815 ... 3334 3340 BU
225 225 BU2604 20250815 ... 3331 3334 BU
226 226 BU2605 20250815 ... 3332 3334 BU
227 227 BU2606 20250815 ... 3326 3334 BU
228 228 BU2607 20250815 ... 3316 3331 BU
229 229 BU2609 20250815 ... 3323 3333 BU
230 230 BU2612 20250815 ... 3298 3322 BU
231 231 BU2703 20250815 ... 3306 3303 BU
232 232 BU2706 20250815 ... 3314 3312 BU
233 233 BR2508 20250815 ... 11880 11880 BR
234 234 BR2509 20250815 ... 11700 11775 BR
235 235 BR2510 20250815 ... 11710 11780 BR
236 236 BR2511 20250815 ... 11710 11790 BR
237 237 BR2512 20250815 ... 11695 11805 BR
238 238 BR2601 20250815 ... 11730 11850 BR
239 239 BR2602 20250815 ... 11735 11875 BR
240 240 BR2603 20250815 ... 11760 11955 BR
241 241 BR2604 20250815 ... 11825 12005 BR
242 242 BR2605 20250815 ... 11850 11970 BR
243 243 BR2606 20250815 ... 11880 11970 BR
244 244 BR2607 20250815 ... 11925 12040 BR
245 245 RU2508 20250815 ... 14700 14850 RU
246 246 RU2509 20250815 ... 14760 14765 RU
247 247 RU2510 20250815 ... 14750 14770 RU
248 248 RU2511 20250815 ... 14765 14790 RU
249 249 RU2601 20250815 ... 15780 15795 RU
250 250 RU2603 20250815 ... 15795 15780 RU
251 251 RU2604 20250815 ... 15755 15800 RU
252 252 RU2605 20250815 ... 15835 15855 RU
253 253 RU2606 20250815 ... 15995 15890 RU
254 254 RU2607 20250815 ... 16025 15950 RU
255 255 NR2508 20250815 ... 12485 12485 NR
256 256 NR2509 20250815 ... 12530 12555 NR
257 257 NR2510 20250815 ... 12590 12620 NR
258 258 NR2511 20250815 ... 12630 12650 NR
259 259 NR2512 20250815 ... 12700 12675 NR
260 260 NR2601 20250815 ... 12720 12740 NR
261 261 NR2602 20250815 ... 12740 12765 NR
262 262 NR2603 20250815 ... 12770 12800 NR
263 263 NR2604 20250815 ... 12705 12840 NR
264 264 NR2605 20250815 ... 12860 12850 NR
265 265 NR2606 20250815 ... 12760 12760 NR
266 266 NR2607 20250815 ... 12830 12830 NR
267 267 SP2508 20250815 ... 5224 5224 SP
268 268 SP2509 20250815 ... 5232 5248 SP
269 269 SP2510 20250815 ... 5248 5268 SP
270 270 SP2511 20250815 ... 5284 5302 SP
271 271 SP2512 20250815 ... 5276 5302 SP
272 272 SP2601 20250815 ... 5498 5518 SP
273 273 SP2602 20250815 ... 5462 5480 SP
274 274 SP2603 20250815 ... 5462 5484 SP
275 275 SP2604 20250815 ... 5464 5464 SP
276 276 SP2605 20250815 ... 5458 5480 SP
277 277 SP2606 20250815 ... 5458 5472 SP
278 278 SP2607 20250815 ... 5458 5476 SP
279 279 EC2508 20250815 ... 2081.9 2081.8 EC
280 280 EC2510 20250815 ... 1373 1358.7 EC
281 281 EC2512 20250815 ... 1749.4 1725.5 EC
282 282 EC2602 20250815 ... 1529.6 1520.8 EC
283 283 EC2604 20250815 ... 1334.6 1341.3 EC
284 284 EC2606 20250815 ... 1486.7 1487.4 EC
285 285 SC_TAS2509 20250815 ... SC_TAS
286 286 SC_TAS2510 20250815 ... SC_TAS
287 287 SC_TAS2511 20250815 ... SC_TAS
288 288 SC_TAS2512 20250815 ... SC_TAS
[289 rows x 13 columns]
2025-08-18 18:26:40,480 - future_1d - INFO - ak.get_shfe_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 PS2509 20250815 50420.0 ... 51435.0 50465.0 PS
1 PS2510 20250815 50400.0 ... 51385.0 50615.0 PS
2 PS2511 20250815 50505.0 ... 51400.0 50470.0 PS
3 PS2512 20250815 53000.0 ... 53605.0 52860.0 PS
4 PS2601 20250815 52990.0 ... 53740.0 52990.0 PS
5 PS2602 20250815 53180.0 ... 53960.0 53230.0 PS
6 PS2603 20250815 53320.0 ... 54100.0 53240.0 PS
7 PS2604 20250815 53520.0 ... 54115.0 53375.0 PS
8 PS2605 20250815 53530.0 ... 54270.0 53435.0 PS
9 PS2606 20250815 56500.0 ... 56980.0 56410.0 PS
10 PS2607 20250815 56645.0 ... 57140.0 56660.0 PS
11 PS2608 20250815 55060.0 ... 57470.0 56660.0 PS
13 SI2509 20250815 8645.0 ... 8610.0 8665.0 SI
14 SI2510 20250815 8680.0 ... 8630.0 8680.0 SI
15 SI2511 20250815 8675.0 ... 8625.0 8695.0 SI
16 SI2512 20250815 9060.0 ... 8995.0 9050.0 SI
17 SI2601 20250815 9075.0 ... 8980.0 9045.0 SI
18 SI2602 20250815 9065.0 ... 8980.0 9030.0 SI
19 SI2603 20250815 8955.0 ... 9040.0 9040.0 SI
20 SI2604 20250815 9020.0 ... 9105.0 9075.0 SI
21 SI2605 20250815 9100.0 ... 9030.0 9085.0 SI
22 SI2606 20250815 9090.0 ... 9055.0 9100.0 SI
23 SI2607 20250815 9140.0 ... 9090.0 9115.0 SI
24 SI2608 20250815 9010.0 ... 8985.0 9115.0 SI
27 LC2509 20250815 85400.0 ... 85160.0 84920.0 LC
28 LC2510 20250815 85280.0 ... 85320.0 85100.0 LC
29 LC2511 20250815 85560.0 ... 85260.0 85000.0 LC
30 LC2512 20250815 85160.0 ... 85100.0 84600.0 LC
31 LC2601 20250815 84440.0 ... 84840.0 84260.0 LC
32 LC2602 20250815 83740.0 ... 84240.0 83740.0 LC
33 LC2603 20250815 84000.0 ... 83800.0 83140.0 LC
34 LC2604 20250815 83320.0 ... 83480.0 82980.0 LC
35 LC2605 20250815 83860.0 ... 83240.0 82980.0 LC
36 LC2606 20250815 83380.0 ... 82880.0 82240.0 LC
37 LC2607 20250815 83000.0 ... 82740.0 82360.0 LC
38 LC2608 20250815 82440.0 ... 83260.0 82360.0 LC
[36 rows x 12 columns]
2025-08-18 18:26:40,610 - future_1d - INFO - ak.get_gfex_daily('2025-08-15') done
2025-08-18 18:26:42,386 - future_1d - INFO - save future_daily 2025-08-15 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250818 485.4 ... 483 487 SC
1 SC2510 20250818 486.4 ... 485.2 488.9 SC
2 SC2511 20250818 485 ... 482.3 486.6 SC
3 SC2512 20250818 481.4 ... 479.9 483.5 SC
4 SC2601 20250818 480 ... 478.5 482.1 SC
5 SC2602 20250818 478.5 ... 477.1 479.9 SC
6 SC2603 20250818 476 ... 476 478.2 SC
7 SC2604 20250818 475.4 ... 475.1 476.8 SC
8 SC2605 20250818 474 ... 473.1 475.1 SC
9 SC2606 20250818 474.7 ... 472.8 474.5 SC
10 SC2607 20250818 470.8 ... 470.7 472.9 SC
11 SC2608 20250818 469.8 ... 470.8 473.4 SC
12 SC2609 20250818 ... 468.2 468.2 SC
13 SC2612 20250818 462 ... 462 464 SC
14 SC2703 20250818 ... 464.2 464.2 SC
15 SC2706 20250818 ... 458.5 458.5 SC
16 SC2709 20250818 ... 458 458 SC
17 SC2712 20250818 ... 459 460 SC
18 SC2803 20250818 ... 456 456.3 SC
19 SC2806 20250818 452.2 ... 451.9 453.6 SC
21 LU2509 20250818 3412 ... 3444 3430 LU
22 LU2510 20250818 3436 ... 3459 3448 LU
23 LU2511 20250818 3429 ... 3451 3447 LU
24 LU2512 20250818 3422 ... 3437 3437 LU
25 LU2601 20250818 3412 ... 3422 3427 LU
26 LU2602 20250818 3413 ... 3411 3414 LU
27 LU2603 20250818 3405 ... 3403 3410 LU
28 LU2604 20250818 3412 ... 3395 3407 LU
29 LU2605 20250818 3390 ... 3389 3395 LU
30 LU2606 20250818 3396 ... 3383 3384 LU
31 LU2607 20250818 3390 ... 3390 3390 LU
32 LU2608 20250818 3389 ... 3389 3377 LU
34 NR2509 20250818 12680 ... 12590 12530 NR
35 NR2510 20250818 12710 ... 12660 12590 NR
36 NR2511 20250818 12740 ... 12695 12630 NR
37 NR2512 20250818 12755 ... 12730 12700 NR
38 NR2601 20250818 12875 ... 12775 12720 NR
39 NR2602 20250818 12735 ... 12740 12740 NR
40 NR2603 20250818 12745 ... 12745 12770 NR
41 NR2604 20250818 ... 12745 12705 NR
42 NR2605 20250818 12850 ... 12815 12860 NR
43 NR2606 20250818 ... 12760 12760 NR
44 NR2607 20250818 12900 ... 12900 12830 NR
45 NR2608 20250818 ... 12830 12830 NR
47 BC2509 20250818 70070 ... 70180 70070 BC
48 BC2510 20250818 70220 ... 70250 70160 BC
49 BC2511 20250818 ... 70620 70620 BC
50 BC2512 20250818 70300 ... 70300 70000 BC
51 BC2601 20250818 ... 70250 70250 BC
52 BC2602 20250818 ... 70710 70710 BC
53 BC2603 20250818 71120 ... 71120 70230 BC
54 BC2604 20250818 ... 70350 70350 BC
55 BC2605 20250818 ... 70750 70920 BC
56 BC2606 20250818 ... 69790 69790 BC
57 BC2607 20250818 ... 69370 69370 BC
58 BC2608 20250818 ... 69370 69370 BC
60 EC2508 20250818 2080 ... 2085.9 2081.9 EC
61 EC2510 20250818 1370.8 ... 1381.4 1373 EC
62 EC2512 20250818 1743 ... 1782.3 1749.4 EC
63 EC2602 20250818 1530.4 ... 1539 1529.6 EC
64 EC2604 20250818 1341 ... 1339.8 1334.6 EC
65 EC2606 20250818 1498.8 ... 1496.5 1486.7 EC
68 SC_TAS2509 20250818 ... SC_TAS
69 SC_TAS2510 20250818 ... SC_TAS
70 SC_TAS2511 20250818 ... SC_TAS
71 SC_TAS2512 20250818 ... SC_TAS
[66 rows x 12 columns]
2025-08-18 18:26:50,287 - future_1d - INFO - ak.get_ine_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 IC2509 20250818 6552.000 ... 6608.400 6524.400 IC
1 IC2510 20250818 6524.400 ... 6568.600 6524.400 IC
2 IC2512 20250818 6425.000 ... 6488.800 6388.200 IC
3 IC2603 20250818 6300.000 ... 6367.800 6267.000 IC
4 IF2509 20250818 4220.000 ... 4237.400 4203.200 IF
5 IF2510 20250818 4233.000 ... 4233.800 4203.200 IF
6 IF2512 20250818 4207.000 ... 4220.200 4181.400 IF
7 IF2603 20250818 4205.000 ... 4201.400 4157.200 IF
8 IH2509 20250818 2848.000 ... 2849.200 2846.200 IH
9 IH2510 20250818 2852.600 ... 2849.000 2846.200 IH
10 IH2512 20250818 2853.800 ... 2853.200 2849.000 IH
11 IH2603 20250818 2857.200 ... 2854.200 2851.000 IH
12 IM2509 20250818 7124.000 ... 7179.800 7072.600 IM
13 IM2510 20250818 7078.400 ... 7138.200 7072.600 IM
14 IM2512 20250818 6950.000 ... 7025.800 6906.800 IM
15 IM2603 20250818 6805.000 ... 6874.400 6738.000 IM
16 T2509 20250818 108.120 ... 108.020 108.325 T
17 T2512 20250818 108.090 ... 107.890 108.225 T
18 T2603 20250818 107.890 ... 107.655 108.020 T
19 TF2509 20250818 105.530 ... 105.465 105.675 TF
20 TF2512 20250818 105.580 ... 105.410 105.670 TF
21 TF2603 20250818 105.565 ... 105.385 105.665 TF
22 TL2509 20250818 116.930 ... 116.270 117.660 TL
23 TL2512 20250818 116.410 ... 115.760 117.210 TL
24 TL2603 20250818 116.250 ... 115.460 116.880 TL
25 TS2509 20250818 102.320 ... 102.302 102.346 TS
26 TS2512 20250818 102.360 ... 102.334 102.384 TS
27 TS2603 20250818 102.324 ... 102.318 102.368 TS
[28 rows x 12 columns]
2025-08-18 18:26:50,503 - future_1d - INFO - ak.get_cffex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250818 4127.00 ... 4137.00 4129.00 A
1 a2511 20250818 4050.00 ... 4056.00 4044.00 A
2 a2601 20250818 4057.00 ... 4055.00 4047.00 A
3 a2603 20250818 4052.00 ... 4052.00 4045.00 A
4 a2605 20250818 4095.00 ... 4096.00 4089.00 A
5 a2607 20250818 4097.00 ... 4090.00 4085.00 A
6 b2509 20250818 3806.00 ... 3800.00 3788.00 B
7 b2510 20250818 3850.00 ... 3845.00 3845.00 B
8 b2511 20250818 3885.00 ... 3891.00 3876.00 B
9 b2512 20250818 3896.00 ... 3902.00 3881.00 B
10 b2601 20250818 3874.00 ... 3883.00 3859.00 B
11 b2602 20250818 3838.00 ... 3850.00 3829.00 B
12 b2603 20250818 3757.00 ... 3766.00 3735.00 B
13 b2604 20250818 3646.00 ... 3645.00 3624.00 B
14 b2605 20250818 3561.00 ... 3566.00 3544.00 B
15 b2606 20250818 3541.00 ... 3549.00 3525.00 B
16 b2607 20250818 3528.00 ... 3532.00 3512.00 B
17 b2608 20250818 3607.00 ... 3612.00 3579.00 B
18 bb2509 20250818 144.65 ... 144.60 145.75 BB
19 bb2511 20250818 147.00 ... 145.85 146.50 BB
20 bb2601 20250818 148.35 ... 147.45 148.60 BB
21 bb2603 20250818 146.25 ... 146.25 146.35 BB
22 bb2605 20250818 0.00 ... 140.20 140.25 BB
23 bb2607 20250818 0.00 ... 145.95 146.00 BB
24 bz2603 20250818 6185.00 ... 6171.00 6188.00 BZ
25 bz2604 20250818 6120.00 ... 6138.00 6147.00 BZ
26 bz2605 20250818 6143.00 ... 6155.00 6194.00 BZ
27 bz2606 20250818 6132.00 ... 6143.00 6178.00 BZ
28 bz2607 20250818 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250818 2266.00 ... 2267.00 2274.00 C
30 c2511 20250818 2190.00 ... 2183.00 2192.00 C
31 c2601 20250818 2189.00 ... 2181.00 2187.00 C
32 c2603 20250818 2205.00 ... 2201.00 2205.00 C
33 c2605 20250818 2256.00 ... 2254.00 2258.00 C
34 c2607 20250818 2271.00 ... 2271.00 2276.00 C
35 cs2509 20250818 2612.00 ... 2608.00 2630.00 CS
36 cs2511 20250818 2522.00 ... 2514.00 2533.00 CS
37 cs2601 20250818 2546.00 ... 2544.00 2555.00 CS
38 cs2603 20250818 2548.00 ... 2545.00 2553.00 CS
39 cs2605 20250818 2616.00 ... 2613.00 2620.00 CS
40 cs2607 20250818 2620.00 ... 2617.00 2626.00 CS
41 eb2508 20250818 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250818 7225.00 ... 7207.00 7235.00 EB
43 eb2510 20250818 7253.00 ... 7225.00 7259.00 EB
44 eb2511 20250818 7274.00 ... 7251.00 7284.00 EB
45 eb2512 20250818 7295.00 ... 7272.00 7302.00 EB
46 eb2601 20250818 7306.00 ... 7292.00 7320.00 EB
47 eb2602 20250818 7333.00 ... 7317.00 7344.00 EB
48 eb2603 20250818 7359.00 ... 7340.00 7370.00 EB
49 eb2604 20250818 7376.00 ... 7341.00 7391.00 EB
50 eb2605 20250818 7400.00 ... 7383.00 7395.00 EB
51 eb2606 20250818 7381.00 ... 7381.00 7417.00 EB
52 eb2607 20250818 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250818 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250818 4383.00 ... 4353.00 4374.00 EG
55 eg2510 20250818 4387.00 ... 4372.00 4393.00 EG
56 eg2511 20250818 4398.00 ... 4380.00 4403.00 EG
57 eg2512 20250818 4411.00 ... 4387.00 4418.00 EG
58 eg2601 20250818 4408.00 ... 4391.00 4420.00 EG
59 eg2602 20250818 4415.00 ... 4401.00 4428.00 EG
60 eg2603 20250818 4420.00 ... 4405.00 4434.00 EG
61 eg2604 20250818 4449.00 ... 4430.00 4453.00 EG
62 eg2605 20250818 4457.00 ... 4433.00 4459.00 EG
63 eg2606 20250818 4441.00 ... 4427.00 4452.00 EG
64 eg2607 20250818 4429.00 ... 4429.00 4446.00 EG
65 fb2509 20250818 1272.00 ... 1271.00 1267.00 FB
66 fb2510 20250818 1294.00 ... 1293.50 1292.00 FB
67 fb2511 20250818 1290.00 ... 1287.00 1289.00 FB
68 fb2512 20250818 1287.50 ... 1287.50 1288.50 FB
69 fb2601 20250818 1294.50 ... 1287.50 1292.00 FB
70 fb2602 20250818 1293.50 ... 1290.50 1291.50 FB
71 fb2603 20250818 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250818 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250818 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250818 1356.00 ... 1356.00 1337.00 FB
75 fb2607 20250818 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250818 0.00 ... 1302.50 1302.50 FB
77 i2509 20250818 795.00 ... 792.00 792.50 I
78 i2510 20250818 791.00 ... 791.00 791.00 I
79 i2511 20250818 787.50 ... 787.50 788.00 I
80 i2512 20250818 783.50 ... 783.50 784.00 I
81 i2601 20250818 777.00 ... 776.00 777.00 I
82 i2602 20250818 771.50 ... 772.50 771.50 I
83 i2603 20250818 768.00 ... 767.50 767.50 I
84 i2604 20250818 763.00 ... 763.50 763.00 I
85 i2605 20250818 755.00 ... 754.50 754.50 I
86 i2606 20250818 750.50 ... 751.00 749.50 I
87 i2607 20250818 749.00 ... 746.50 746.50 I
88 i2608 20250818 743.50 ... 742.50 743.00 I
89 j2509 20250818 1660.00 ... 1645.50 1649.50 J
90 j2510 20250818 1693.50 ... 1669.00 1673.00 J
91 j2511 20250818 1704.00 ... 1692.50 1695.00 J
92 j2512 20250818 1737.50 ... 1701.00 1711.50 J
93 j2601 20250818 1726.00 ... 1725.00 1729.00 J
94 j2602 20250818 0.00 ... 1755.50 1760.00 J
95 j2603 20250818 1791.00 ... 1791.00 1782.00 J
96 j2604 20250818 1820.50 ... 1814.00 1810.00 J
97 j2605 20250818 1820.00 ... 1820.50 1817.50 J
98 j2606 20250818 1860.00 ... 1826.50 1824.50 J
99 j2607 20250818 0.00 ... 1826.00 1826.00 J
100 j2608 20250818 0.00 ... 1826.00 1826.00 J
101 jd2508 20250818 2900.00 ... 2900.00 2790.00 JD
102 jd2509 20250818 3162.00 ... 3116.00 3191.00 JD
103 jd2510 20250818 3170.00 ... 3134.00 3193.00 JD
104 jd2511 20250818 3270.00 ... 3241.00 3295.00 JD
105 jd2512 20250818 3461.00 ... 3407.00 3458.00 JD
106 jd2601 20250818 3572.00 ... 3526.00 3571.00 JD
107 jd2602 20250818 3220.00 ... 3174.00 3213.00 JD
108 jd2603 20250818 3220.00 ... 3178.00 3216.00 JD
109 jd2604 20250818 3371.00 ... 3352.00 3378.00 JD
110 jd2605 20250818 3488.00 ... 3478.00 3488.00 JD
111 jd2606 20250818 3311.00 ... 3313.00 3313.00 JD
112 jd2607 20250818 3564.00 ... 3559.00 3553.00 JD
113 jm2509 20250818 1086.00 ... 1062.00 1076.00 JM
114 jm2510 20250818 1118.00 ... 1097.50 1111.50 JM
115 jm2511 20250818 1169.00 ... 1144.00 1160.50 JM
116 jm2512 20250818 1206.00 ... 1182.50 1197.50 JM
117 jm2601 20250818 1238.00 ... 1217.50 1223.50 JM
118 jm2602 20250818 1252.00 ... 1223.50 1242.00 JM
119 jm2603 20250818 1273.00 ... 1245.50 1254.00 JM
120 jm2604 20250818 1279.50 ... 1262.00 1263.50 JM
121 jm2605 20250818 1290.00 ... 1264.50 1271.00 JM
122 jm2606 20250818 1293.50 ... 1273.00 1277.50 JM
123 jm2607 20250818 1304.00 ... 1278.50 1287.00 JM
124 jm2608 20250818 1325.00 ... 1281.00 1284.00 JM
125 l2509 20250818 7308.00 ... 7292.00 7295.00 L
126 l2510 20250818 7329.00 ... 7309.00 7319.00 L
127 l2511 20250818 7351.00 ... 7335.00 7342.00 L
128 l2512 20250818 7362.00 ... 7346.00 7352.00 L
129 l2601 20250818 7352.00 ... 7338.00 7344.00 L
130 l2602 20250818 7346.00 ... 7329.00 7335.00 L
131 l2603 20250818 7331.00 ... 7328.00 7331.00 L
132 l2604 20250818 7365.00 ... 7349.00 7360.00 L
133 l2605 20250818 7346.00 ... 7318.00 7341.00 L
134 l2606 20250818 7311.00 ... 7311.00 7338.00 L
135 l2607 20250818 0.00 ... 7351.00 7351.00 L
136 l2608 20250818 0.00 ... 7380.00 7380.00 L
137 lg2509 20250818 817.00 ... 816.00 811.00 LG
138 lg2511 20250818 826.00 ... 827.00 825.50 LG
139 lg2601 20250818 831.00 ... 831.00 831.00 LG
140 lg2603 20250818 837.50 ... 836.50 836.00 LG
141 lg2605 20250818 839.00 ... 838.00 837.50 LG
142 lg2607 20250818 838.00 ... 837.50 836.50 LG
143 lh2509 20250818 13735.00 ... 13670.00 13845.00 LH
144 lh2511 20250818 13880.00 ... 13875.00 13910.00 LH
145 lh2601 20250818 14200.00 ... 14175.00 14155.00 LH
146 lh2603 20250818 13330.00 ... 13305.00 13290.00 LH
147 lh2605 20250818 13850.00 ... 13815.00 13860.00 LH
148 lh2607 20250818 14250.00 ... 14210.00 14255.00 LH
149 m2509 20250818 3090.00 ... 3093.00 3082.00 M
150 m2511 20250818 3120.00 ... 3123.00 3113.00 M
151 m2512 20250818 3165.00 ... 3171.00 3161.00 M
152 m2601 20250818 3145.00 ... 3147.00 3137.00 M
153 m2603 20250818 3028.00 ... 3042.00 3019.00 M
154 m2605 20250818 2828.00 ... 2837.00 2823.00 M
155 m2607 20250818 2796.00 ... 2805.00 2792.00 M
156 m2608 20250818 2919.00 ... 2926.00 2919.00 M
157 p2509 20250818 9442.00 ... 9552.00 9330.00 P
158 p2510 20250818 9426.00 ... 9568.00 9344.00 P
159 p2511 20250818 9496.00 ... 9586.00 9392.00 P
160 p2512 20250818 9508.00 ... 9586.00 9390.00 P
161 p2601 20250818 9520.00 ... 9606.00 9406.00 P
162 p2602 20250818 9468.00 ... 9552.00 9374.00 P
163 p2603 20250818 9404.00 ... 9470.00 9304.00 P
164 p2604 20250818 9356.00 ... 9380.00 9206.00 P
165 p2605 20250818 9208.00 ... 9292.00 9130.00 P
166 p2606 20250818 9126.00 ... 9172.00 9010.00 P
167 p2607 20250818 9090.00 ... 9070.00 8898.00 P
168 p2608 20250818 8962.00 ... 8962.00 8928.00 P
169 pg2508 20250818 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250818 3858.00 ... 3849.00 3875.00 PG
171 pg2510 20250818 4323.00 ... 4308.00 4335.00 PG
172 pg2511 20250818 4244.00 ... 4230.00 4255.00 PG
173 pg2512 20250818 4178.00 ... 4178.00 4200.00 PG
174 pg2601 20250818 4140.00 ... 4130.00 4152.00 PG
175 pg2602 20250818 4097.00 ... 4077.00 4096.00 PG
176 pg2603 20250818 4002.00 ... 3995.00 4012.00 PG
177 pg2604 20250818 4289.00 ... 4289.00 4307.00 PG
178 pg2605 20250818 4203.00 ... 4194.00 4210.00 PG
179 pg2606 20250818 4133.00 ... 4123.00 4158.00 PG
180 pg2607 20250818 4078.00 ... 4068.00 4108.00 PG
181 pp2509 20250818 7051.00 ... 7036.00 7062.00 PP
182 pp2510 20250818 7056.00 ... 7028.00 7061.00 PP
183 pp2511 20250818 7061.00 ... 7038.00 7064.00 PP
184 pp2512 20250818 7079.00 ... 7065.00 7081.00 PP
185 pp2601 20250818 7073.00 ... 7058.00 7083.00 PP
186 pp2602 20250818 7061.00 ... 7038.00 7067.00 PP
187 pp2603 20250818 7049.00 ... 7026.00 7059.00 PP
188 pp2604 20250818 7058.00 ... 7053.00 7066.00 PP
189 pp2605 20250818 7075.00 ... 7056.00 7079.00 PP
190 pp2606 20250818 7047.00 ... 7036.00 7055.00 PP
191 pp2607 20250818 7032.00 ... 7030.00 7077.00 PP
192 pp2608 20250818 0.00 ... 7054.00 7085.00 PP
193 rr2509 20250818 3581.00 ... 3574.00 3574.00 RR
194 rr2510 20250818 3613.00 ... 3613.00 3612.00 RR
195 rr2511 20250818 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250818 3607.00 ... 3609.00 3604.00 RR
197 rr2601 20250818 3619.00 ... 3619.00 3618.00 RR
198 rr2602 20250818 3611.00 ... 3608.00 3606.00 RR
199 rr2603 20250818 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250818 3619.00 ... 3619.00 3613.00 RR
201 rr2605 20250818 3620.00 ... 3619.00 3619.00 RR
202 rr2606 20250818 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250818 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250818 0.00 ... 3625.00 3625.00 RR
205 v2509 20250818 4959.00 ... 4937.00 4963.00 V
206 v2510 20250818 5000.00 ... 4968.00 5005.00 V
207 v2511 20250818 5037.00 ... 5009.00 5041.00 V
208 v2512 20250818 5077.00 ... 5042.00 5080.00 V
209 v2601 20250818 5103.00 ... 5069.00 5114.00 V
210 v2602 20250818 5137.00 ... 5097.00 5157.00 V
211 v2603 20250818 5170.00 ... 5132.00 5184.00 V
212 v2604 20250818 5407.00 ... 5340.00 5406.00 V
213 v2605 20250818 5402.00 ... 5368.00 5423.00 V
214 v2606 20250818 5437.00 ... 5390.00 5440.00 V
215 v2607 20250818 5470.00 ... 5428.00 5477.00 V
216 v2608 20250818 5485.00 ... 5457.00 5475.00 V
217 y2509 20250818 8680.00 ... 8596.00 8538.00 Y
218 y2511 20250818 8588.00 ... 8600.00 8544.00 Y
219 y2512 20250818 8590.00 ... 8600.00 8546.00 Y
220 y2601 20250818 8558.00 ... 8562.00 8512.00 Y
221 y2603 20250818 8438.00 ... 8448.00 8390.00 Y
222 y2605 20250818 8130.00 ... 8138.00 8072.00 Y
223 y2607 20250818 8080.00 ... 8104.00 8034.00 Y
224 y2608 20250818 8150.00 ... 8140.00 8096.00 Y
[225 rows x 12 columns]
2025-08-18 18:26:51,130 - future_1d - INFO - ak.get_dce_daily('2025-08-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250818 8185.0 8246.0 ... 391192.16 8155.0 8197.0 AP
1 AP511 20250818 7892.0 7970.0 ... 2077.77 7900.0 7929.0 AP
2 AP512 20250818 7934.0 8019.0 ... 366.15 7960.0 7963.0 AP
3 AP601 20250818 8014.0 8115.0 ... 67014.66 8038.0 8015.0 AP
4 AP603 20250818 7904.0 8000.0 ... 135.25 7956.0 7945.0 AP
5 AP604 20250818 7936.0 8004.0 ... 55.82 7974.0 7954.0 AP
6 AP605 20250818 7984.0 8075.0 ... 553.92 8028.0 8011.0 AP
7 CF509 20250818 13840.0 13865.0 ... 322776.83 13835.0 13840.0 CF
8 CF511 20250818 14045.0 14065.0 ... 146483.52 14030.0 14035.0 CF
9 CF601 20250818 14120.0 14160.0 ... 1171362.89 14115.0 14110.0 CF
10 CF603 20250818 14085.0 14100.0 ... 1083.60 14075.0 14070.0 CF
11 CF605 20250818 14090.0 14115.0 ... 51113.53 14075.0 14080.0 CF
12 CF607 20250818 14040.0 14115.0 ... 577.38 14080.0 14070.0 CF
13 CJ509 20250818 10455.0 10585.0 ... 23505.45 10495.0 10330.0 CJ
14 CJ512 20250818 11485.0 11550.0 ... 13293.80 11435.0 11380.0 CJ
15 CJ601 20250818 11575.0 11650.0 ... 938898.22 11545.0 11475.0 CJ
16 CJ603 20250818 11580.0 11700.0 ... 13152.41 11595.0 11500.0 CJ
17 CJ605 20250818 11675.0 11820.0 ... 131782.74 11715.0 11595.0 CJ
18 CJ607 20250818 11835.0 11965.0 ... 938.50 11880.0 11755.0 CJ
19 CY509 20250818 20085.0 20145.0 ... 1557.46 20095.0 20095.0 CY
20 CY510 20250818 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250818 20185.0 20200.0 ... 92319.76 20165.0 20200.0 CY
22 CY512 20250818 0.0 0.0 ... 0.00 19855.0 19855.0 CY
23 CY601 20250818 20120.0 20200.0 ... 3233.09 20145.0 20155.0 CY
24 CY602 20250818 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250818 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250818 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250818 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250818 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250818 1050.0 1062.0 ... 881869.34 1044.0 1054.0 FG
32 FG510 20250818 1152.0 1174.0 ... 143107.45 1156.0 1158.0 FG
33 FG511 20250818 1146.0 1164.0 ... 181404.48 1143.0 1149.0 FG
34 FG512 20250818 1223.0 1247.0 ... 101597.72 1226.0 1229.0 FG
35 FG601 20250818 1213.0 1238.0 ... 5636610.49 1218.0 1219.0 FG
36 FG602 20250818 1261.0 1290.0 ... 1577.29 1270.0 1272.0 FG
37 FG603 20250818 1270.0 1290.0 ... 2009.65 1272.0 1273.0 FG
38 FG604 20250818 1313.0 1335.0 ... 761.43 1317.0 1316.0 FG
39 FG605 20250818 1313.0 1334.0 ... 72724.57 1316.0 1315.0 FG
40 FG606 20250818 1341.0 1355.0 ... 1116.28 1338.0 1340.0 FG
41 FG607 20250818 1329.0 1350.0 ... 1220.18 1335.0 1335.0 FG
42 FG608 20250818 1352.0 1368.0 ... 278.51 1352.0 1352.0 FG
43 JR509 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250818 2324.0 2324.0 ... 264555.73 2306.0 2338.0 MA
53 MA510 20250818 2349.0 2352.0 ... 81937.62 2334.0 2363.0 MA
54 MA511 20250818 2364.0 2369.0 ... 131049.02 2350.0 2380.0 MA
55 MA512 20250818 2399.0 2400.0 ... 71576.26 2383.0 2414.0 MA
56 MA601 20250818 2415.0 2420.0 ... 1051859.40 2400.0 2430.0 MA
57 MA602 20250818 2424.0 2424.0 ... 142.25 2411.0 2436.0 MA
58 MA603 20250818 2449.0 2449.0 ... 156.98 2415.0 2438.0 MA
59 MA604 20250818 2410.0 2435.0 ... 43.38 2410.0 2426.0 MA
60 MA605 20250818 2390.0 2393.0 ... 35911.80 2379.0 2402.0 MA
61 MA606 20250818 2398.0 2403.0 ... 55.03 2393.0 2420.0 MA
62 MA607 20250818 2396.0 2396.0 ... 81.17 2387.0 2407.0 MA
63 MA608 20250818 2425.0 2425.0 ... 19.19 2398.0 2437.0 MA
64 OI509 20250818 9830.0 9964.0 ... 444880.65 9887.0 9812.0 OI
65 OI511 20250818 9839.0 9962.0 ... 329065.89 9890.0 9825.0 OI
66 OI601 20250818 9783.0 9933.0 ... 3733921.48 9847.0 9779.0 OI
67 OI603 20250818 9702.0 9853.0 ... 4560.14 9765.0 9681.0 OI
68 OI605 20250818 9605.0 9786.0 ... 111443.31 9704.0 9612.0 OI
69 OI607 20250818 9618.0 9756.0 ... 309.91 9685.0 9604.0 OI
70 PF509 20250818 6322.0 6380.0 ... 29673.67 6332.0 6316.0 PF
71 PF510 20250818 6390.0 6482.0 ... 490053.15 6414.0 6392.0 PF
72 PF511 20250818 6350.0 6450.0 ... 202215.14 6392.0 6382.0 PF
73 PF512 20250818 6364.0 6438.0 ... 80569.04 6388.0 6384.0 PF
74 PF601 20250818 6376.0 6440.0 ... 24226.34 6400.0 6390.0 PF
75 PF602 20250818 6386.0 6446.0 ... 16.04 6416.0 6410.0 PF
76 PF603 20250818 6416.0 6432.0 ... 19.29 6430.0 6418.0 PF
77 PF604 20250818 6446.0 6460.0 ... 19.37 6458.0 6450.0 PF
78 PF605 20250818 6478.0 6492.0 ... 6.49 6486.0 6476.0 PF
79 PF606 20250818 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250818 0.0 0.0 ... 0.00 6490.0 6490.0 PF
81 PF608 20250818 0.0 0.0 ... 0.00 6486.0 6486.0 PF
82 PK510 20250818 8072.0 8084.0 ... 79742.80 8062.0 8046.0 PK
83 PK511 20250818 7840.0 7846.0 ... 211333.72 7822.0 7840.0 PK
84 PK512 20250818 7868.0 7890.0 ... 38477.90 7848.0 7850.0 PK
85 PK601 20250818 7916.0 7950.0 ... 20906.36 7914.0 7912.0 PK
86 PK603 20250818 7878.0 7940.0 ... 237.75 7926.0 7936.0 PK
87 PK604 20250818 7938.0 7938.0 ... 87.07 7916.0 7944.0 PK
88 PK605 20250818 7948.0 7948.0 ... 4087.56 7922.0 7942.0 PK
89 PL601 20250818 6506.0 6529.0 ... 17705.76 6467.0 6493.0 PL
90 PL602 20250818 6525.0 6525.0 ... 169.07 6503.0 6528.0 PL
91 PL603 20250818 6492.0 6492.0 ... 77.71 6476.0 6501.0 PL
92 PL604 20250818 0.0 0.0 ... 0.00 6502.0 6503.0 PL
93 PL605 20250818 6381.0 6398.0 ... 76.55 6380.0 6393.0 PL
94 PL606 20250818 0.0 0.0 ... 0.00 6482.0 6482.0 PL
95 PL607 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL608 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250818 5846.0 5866.0 ... 12034.18 5844.0 5846.0 PR
104 PR510 20250818 5890.0 5934.0 ... 234672.68 5898.0 5896.0 PR
105 PR511 20250818 5896.0 5936.0 ... 513948.66 5896.0 5892.0 PR
106 PR512 20250818 5906.0 5944.0 ... 182833.87 5902.0 5904.0 PR
107 PR601 20250818 5916.0 5954.0 ... 2434.56 5924.0 5916.0 PR
108 PR602 20250818 5940.0 5958.0 ... 17.85 5950.0 5942.0 PR
109 PR603 20250818 5940.0 5960.0 ... 44.55 5940.0 5956.0 PR
110 PR604 20250818 0.0 0.0 ... 0.00 5970.0 5970.0 PR
111 PR605 20250818 5948.0 5964.0 ... 44.63 5950.0 5946.0 PR
112 PR606 20250818 5940.0 5954.0 ... 17.84 5948.0 5956.0 PR
113 PR607 20250818 5962.0 5962.0 ... 17.86 5954.0 5964.0 PR
114 PR608 20250818 0.0 0.0 ... 0.00 5966.0 5966.0 PR
115 PX509 20250818 6748.0 6824.0 ... 45967.29 6756.0 6740.0 PX
116 PX510 20250818 6716.0 6810.0 ... 152052.38 6732.0 6720.0 PX
117 PX511 20250818 6690.0 6778.0 ... 442405.79 6702.0 6682.0 PX
118 PX512 20250818 6694.0 6768.0 ... 65133.63 6698.0 6686.0 PX
119 PX601 20250818 6676.0 6746.0 ... 110989.95 6692.0 6674.0 PX
120 PX602 20250818 0.0 0.0 ... 0.00 6714.0 6670.0 PX
121 PX603 20250818 6692.0 6692.0 ... 23.42 6692.0 6672.0 PX
122 PX604 20250818 0.0 0.0 ... 0.00 6710.0 6672.0 PX
123 PX605 20250818 6680.0 6750.0 ... 863.70 6696.0 6696.0 PX
124 PX606 20250818 6688.0 6716.0 ... 10.06 6706.0 6674.0 PX
125 PX607 20250818 6696.0 6696.0 ... 3.35 6696.0 6668.0 PX
126 PX608 20250818 0.0 0.0 ... 0.00 6726.0 6680.0 PX
127 RI509 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250818 2670.0 2703.0 ... 203496.08 2686.0 2657.0 RM
134 RM511 20250818 2579.0 2618.0 ... 35093.11 2596.0 2588.0 RM
135 RM601 20250818 2557.0 2607.0 ... 1212939.70 2578.0 2563.0 RM
136 RM603 20250818 2519.0 2554.0 ... 23705.67 2531.0 2522.0 RM
137 RM605 20250818 2499.0 2520.0 ... 162662.63 2502.0 2489.0 RM
138 RM607 20250818 2460.0 2485.0 ... 9402.24 2470.0 2460.0 RM
139 RM608 20250818 2530.0 2542.0 ... 164.65 2533.0 2515.0 RM
140 RS509 20250818 5035.0 5100.0 ... 1007.33 5012.0 4884.0 RS
141 RS511 20250818 5476.0 5485.0 ... 136.05 5442.0 5321.0 RS
142 RS607 20250818 5589.0 5680.0 ... 45.15 5643.0 5646.0 RS
143 RS608 20250818 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250818 1299.0 1305.0 ... 463927.59 1282.0 1299.0 SA
145 SA510 20250818 1326.0 1334.0 ... 389342.54 1317.0 1329.0 SA
146 SA511 20250818 1328.0 1343.0 ... 493788.73 1324.0 1337.0 SA
147 SA512 20250818 1389.0 1404.0 ... 164744.45 1382.0 1397.0 SA
148 SA601 20250818 1398.0 1413.0 ... 6993274.98 1394.0 1408.0 SA
149 SA602 20250818 1409.0 1422.0 ... 4439.42 1402.0 1420.0 SA
150 SA603 20250818 1410.0 1425.0 ... 4211.31 1404.0 1424.0 SA
151 SA604 20250818 1417.0 1457.0 ... 1791.83 1440.0 1456.0 SA
152 SA605 20250818 1447.0 1466.0 ... 131248.06 1447.0 1460.0 SA
153 SA606 20250818 1458.0 1469.0 ... 1343.11 1450.0 1465.0 SA
154 SA607 20250818 1453.0 1465.0 ... 2518.76 1449.0 1460.0 SA
155 SA608 20250818 1477.0 1482.0 ... 190.13 1463.0 1466.0 SA
156 SF509 20250818 5766.0 5776.0 ... 101773.14 5718.0 5732.0 SF
157 SF510 20250818 5742.0 5752.0 ... 143522.77 5686.0 5706.0 SF
158 SF511 20250818 5930.0 5954.0 ... 637919.05 5886.0 5902.0 SF
159 SF512 20250818 5930.0 5942.0 ... 37652.60 5872.0 5890.0 SF
160 SF601 20250818 5924.0 5936.0 ... 107381.33 5874.0 5888.0 SF
161 SF602 20250818 5888.0 5888.0 ... 519.62 5838.0 5854.0 SF
162 SF603 20250818 6088.0 6098.0 ... 123.95 6046.0 6042.0 SF
163 SF604 20250818 6052.0 6052.0 ... 27.15 6032.0 6012.0 SF
164 SF605 20250818 6060.0 6060.0 ... 3001.45 5998.0 6010.0 SF
165 SF606 20250818 6002.0 6008.0 ... 164.14 5970.0 5974.0 SF
166 SF607 20250818 6134.0 6142.0 ... 137.79 6124.0 6100.0 SF
167 SF608 20250818 0.0 0.0 ... 0.00 6100.0 6152.0 SF
168 SH509 20250818 2544.0 2595.0 ... 777303.29 2564.0 2539.0 SH
169 SH510 20250818 2673.0 2720.0 ... 415083.79 2688.0 2656.0 SH
170 SH511 20250818 2687.0 2743.0 ... 722888.59 2703.0 2665.0 SH
171 SH512 20250818 2681.0 2726.0 ... 159921.67 2695.0 2673.0 SH
172 SH601 20250818 2645.0 2678.0 ... 1034680.79 2647.0 2640.0 SH
173 SH602 20250818 2658.0 2688.0 ... 1485.15 2662.0 2659.0 SH
174 SH603 20250818 2662.0 2727.0 ... 1357.04 2677.0 2669.0 SH
175 SH604 20250818 2730.0 2774.0 ... 440.87 2721.0 2718.0 SH
176 SH605 20250818 2732.0 2758.0 ... 8655.52 2730.0 2723.0 SH
177 SH606 20250818 2739.0 2756.0 ... 468.91 2742.0 2737.0 SH
178 SH607 20250818 2729.0 2753.0 ... 278.10 2726.0 2733.0 SH
179 SH608 20250818 0.0 0.0 ... 0.00 2727.0 2727.0 SH
180 SM509 20250818 6052.0 6060.0 ... 338172.82 6018.0 6010.0 SM
181 SM510 20250818 6050.0 6064.0 ... 82102.25 6022.0 6012.0 SM
182 SM511 20250818 6136.0 6140.0 ... 146780.10 6096.0 6088.0 SM
183 SM512 20250818 6136.0 6148.0 ... 37907.62 6108.0 6096.0 SM
184 SM601 20250818 6134.0 6152.0 ... 338898.33 6110.0 6098.0 SM
185 SM602 20250818 6140.0 6154.0 ... 752.52 6094.0 6096.0 SM
186 SM603 20250818 6160.0 6170.0 ... 137.77 6124.0 6104.0 SM
187 SM604 20250818 6132.0 6150.0 ... 15.36 6144.0 6124.0 SM
188 SM605 20250818 6160.0 6182.0 ... 5415.41 6140.0 6138.0 SM
189 SM606 20250818 6168.0 6168.0 ... 30.74 6148.0 6130.0 SM
190 SM607 20250818 6176.0 6176.0 ... 24.64 6160.0 6144.0 SM
191 SM608 20250818 0.0 0.0 ... 0.00 6160.0 6226.0 SM
192 SR509 20250818 5730.0 5736.0 ... 93845.55 5728.0 5728.0 SR
193 SR511 20250818 5651.0 5686.0 ... 137497.67 5663.0 5652.0 SR
194 SR601 20250818 5653.0 5674.0 ... 1017288.82 5657.0 5648.0 SR
195 SR603 20250818 5626.0 5647.0 ... 1909.56 5633.0 5625.0 SR
196 SR605 20250818 5613.0 5629.0 ... 35842.60 5615.0 5609.0 SR
197 SR607 20250818 5619.0 5621.0 ... 1485.89 5607.0 5604.0 SR
198 TA509 20250818 4678.0 4714.0 ... 478728.39 4680.0 4672.0 TA
199 TA510 20250818 4688.0 4754.0 ... 168628.49 4710.0 4698.0 TA
200 TA511 20250818 4696.0 4760.0 ... 132218.56 4712.0 4700.0 TA
201 TA512 20250818 4704.0 4762.0 ... 33990.62 4718.0 4708.0 TA
202 TA601 20250818 4706.0 4766.0 ... 1549506.35 4726.0 4708.0 TA
203 TA602 20250818 4728.0 4774.0 ... 97.21 4742.0 4718.0 TA
204 TA603 20250818 4728.0 4760.0 ... 73.66 4752.0 4736.0 TA
205 TA604 20250818 4760.0 4796.0 ... 19.13 4782.0 4740.0 TA
206 TA605 20250818 4746.0 4808.0 ... 28397.07 4768.0 4752.0 TA
207 TA606 20250818 4786.0 4810.0 ... 9.61 4804.0 4736.0 TA
208 TA607 20250818 4822.0 4822.0 ... 7.23 4820.0 4776.0 TA
209 TA608 20250818 0.0 0.0 ... 0.00 4790.0 4754.0 TA
210 UR509 20250818 1740.0 1740.0 ... 87254.87 1732.0 1719.0 UR
211 UR510 20250818 1734.0 1743.0 ... 22064.97 1736.0 1720.0 UR
212 UR511 20250818 1750.0 1763.0 ... 33967.49 1755.0 1736.0 UR
213 UR512 20250818 1744.0 1762.0 ... 1866.59 1754.0 1736.0 UR
214 UR601 20250818 1750.0 1767.0 ... 588870.15 1755.0 1735.0 UR
215 UR602 20250818 1745.0 1762.0 ... 1475.22 1752.0 1735.0 UR
216 UR603 20250818 1783.0 1793.0 ... 200.32 1789.0 1774.0 UR
217 UR604 20250818 1789.0 1799.0 ... 32.27 1793.0 1775.0 UR
218 UR605 20250818 1790.0 1802.0 ... 14441.38 1793.0 1778.0 UR
219 UR606 20250818 1786.0 1797.0 ... 211.26 1790.0 1773.0 UR
220 UR607 20250818 1800.0 1805.0 ... 223.12 1799.0 1786.0 UR
221 UR608 20250818 1794.0 1806.0 ... 107.95 1799.0 1786.0 UR
222 WH509 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-18 18:26:51,446 - future_1d - INFO - ak.get_czce_daily('2025-08-18') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250818 ... 79020 78960 CU
1 1 CU2510 20250818 ... 79020 78950 CU
2 2 CU2511 20250818 ... 79000 78940 CU
3 3 CU2512 20250818 ... 78960 78920 CU
4 4 CU2601 20250818 ... 78970 78930 CU
5 5 CU2602 20250818 ... 78930 78940 CU
6 6 CU2603 20250818 ... 78940 78930 CU
7 7 CU2604 20250818 ... 78960 78940 CU
8 8 CU2605 20250818 ... 78980 78980 CU
9 9 CU2606 20250818 ... 78990 78940 CU
10 10 CU2607 20250818 ... 79000 78900 CU
11 11 CU2608 20250818 ... 78930 78900 CU
12 12 BC2509 20250818 ... 70180 70070 BC
13 13 BC2510 20250818 ... 70250 70160 BC
14 14 BC2511 20250818 ... 70620 70620 BC
15 15 BC2512 20250818 ... 70300 70000 BC
16 16 BC2601 20250818 ... 70250 70250 BC
17 17 BC2602 20250818 ... 70710 70710 BC
18 18 BC2603 20250818 ... 71120 70230 BC
19 19 BC2604 20250818 ... 70350 70350 BC
20 20 BC2605 20250818 ... 70750 70920 BC
21 21 BC2606 20250818 ... 69790 69790 BC
22 22 BC2607 20250818 ... 69370 69370 BC
23 23 BC2608 20250818 ... 69370 69370 BC
24 24 AL2509 20250818 ... 20610 20740 AL
25 25 AL2510 20250818 ... 20585 20725 AL
26 26 AL2511 20250818 ... 20540 20675 AL
27 27 AL2512 20250818 ... 20510 20630 AL
28 28 AL2601 20250818 ... 20485 20605 AL
29 29 AL2602 20250818 ... 20475 20600 AL
30 30 AL2603 20250818 ... 20495 20630 AL
31 31 AL2604 20250818 ... 20530 20640 AL
32 32 AL2605 20250818 ... 20560 20650 AL
33 33 AL2606 20250818 ... 20555 20665 AL
34 34 AL2607 20250818 ... 20600 20650 AL
35 35 AL2608 20250818 ... 20570 20650 AL
36 36 ZN2509 20250818 ... 22375 22520 ZN
37 37 ZN2510 20250818 ... 22395 22545 ZN
38 38 ZN2511 20250818 ... 22400 22550 ZN
39 39 ZN2512 20250818 ... 22390 22530 ZN
40 40 ZN2601 20250818 ... 22380 22505 ZN
41 41 ZN2602 20250818 ... 22380 22505 ZN
42 42 ZN2603 20250818 ... 22420 22485 ZN
43 43 ZN2604 20250818 ... 22360 22490 ZN
44 44 ZN2605 20250818 ... 22395 22490 ZN
45 45 ZN2606 20250818 ... 22365 22475 ZN
46 46 ZN2607 20250818 ... 22360 22495 ZN
47 47 ZN2608 20250818 ... 22355 22495 ZN
48 48 PB2509 20250818 ... 16790 16825 PB
49 49 PB2510 20250818 ... 16805 16830 PB
50 50 PB2511 20250818 ... 16830 16855 PB
51 51 PB2512 20250818 ... 16865 16890 PB
52 52 PB2601 20250818 ... 16870 16900 PB
53 53 PB2602 20250818 ... 16875 17020 PB
54 54 PB2603 20250818 ... 16930 16930 PB
55 55 PB2604 20250818 ... 16960 17110 PB
56 56 PB2605 20250818 ... 16980 17030 PB
57 57 PB2606 20250818 ... 16985 17170 PB
58 58 PB2607 20250818 ... 17060 17060 PB
59 59 PB2608 20250818 ... 17015 17060 PB
60 60 NI2509 20250818 ... 120780 120690 NI
61 61 NI2510 20250818 ... 120850 120800 NI
62 62 NI2511 20250818 ... 120980 120990 NI
63 63 NI2512 20250818 ... 121230 121250 NI
64 64 NI2601 20250818 ... 121610 121530 NI
65 65 NI2602 20250818 ... 121950 121660 NI
66 66 NI2603 20250818 ... 122260 121980 NI
67 67 NI2604 20250818 ... 122660 122120 NI
68 68 NI2605 20250818 ... 122770 122590 NI
69 69 NI2606 20250818 ... 123070 122830 NI
70 70 NI2607 20250818 ... 123370 123050 NI
71 71 NI2608 20250818 ... 123650 123050 NI
72 72 SN2509 20250818 ... 266860 266560 SN
73 73 SN2510 20250818 ... 267150 266760 SN
74 74 SN2511 20250818 ... 267260 266920 SN
75 75 SN2512 20250818 ... 267220 266710 SN
76 76 SN2601 20250818 ... 267430 266830 SN
77 77 SN2602 20250818 ... 267480 267020 SN
78 78 SN2603 20250818 ... 267990 267330 SN
79 79 SN2604 20250818 ... 268640 268250 SN
80 80 SN2605 20250818 ... 268430 268550 SN
81 81 SN2606 20250818 ... 269000 268260 SN
82 82 SN2607 20250818 ... 269320 269500 SN
83 83 SN2608 20250818 ... 269500 269500 SN
84 84 AO2509 20250818 ... 3174 3190 AO
85 85 AO2510 20250818 ... 3173 3181 AO
86 86 AO2511 20250818 ... 3176 3188 AO
87 87 AO2512 20250818 ... 3183 3184 AO
88 88 AO2601 20250818 ... 3199 3207 AO
89 89 AO2602 20250818 ... 3189 3201 AO
90 90 AO2603 20250818 ... 3190 3199 AO
91 91 AO2604 20250818 ... 3201 3208 AO
92 92 AO2605 20250818 ... 3197 3205 AO
93 93 AO2606 20250818 ... 3203 3199 AO
94 94 AO2607 20250818 ... 3208 3209 AO
95 95 AO2608 20250818 ... 3175 3209 AO
96 96 AD2511 20250818 ... 20060 20165 AD
97 97 AD2512 20250818 ... 20040 20150 AD
98 98 AD2601 20250818 ... 19990 20110 AD
99 99 AD2602 20250818 ... 19915 20015 AD
100 100 AD2603 20250818 ... 20050 20050 AD
101 101 AD2604 20250818 ... 19865 19920 AD
102 102 AD2605 20250818 ... 19860 19860 AD
103 103 AD2606 20250818 ... 19720 19765 AD
104 104 AD2607 20250818 ... 19925 19925 AD
105 105 AD2608 20250818 ... 19925 19925 AD
106 106 AU2509 20250818 ... 774.94 774.04 AU
107 107 AU2510 20250818 ... 776.06 775.18 AU
108 108 AU2511 20250818 ... 777.88 775.18 AU
109 109 AU2512 20250818 ... 778.48 777.32 AU
110 110 AU2602 20250818 ... 780.44 779.46 AU
111 111 AU2604 20250818 ... 782.52 781.48 AU
112 112 AU2606 20250818 ... 785 783.82 AU
113 113 AU2608 20250818 ... 787.2 786.32 AU
114 114 AG2509 20250818 ... 9203 9198 AG
115 115 AG2510 20250818 ... 9210 9208 AG
116 116 AG2511 20250818 ... 9220 9221 AG
117 117 AG2512 20250818 ... 9232 9231 AG
118 118 AG2601 20250818 ... 9243 9244 AG
119 119 AG2602 20250818 ... 9256 9254 AG
120 120 AG2603 20250818 ... 9275 9266 AG
121 121 AG2604 20250818 ... 9282 9282 AG
122 122 AG2605 20250818 ... 9294 9294 AG
123 123 AG2606 20250818 ... 9306 9309 AG
124 124 AG2607 20250818 ... 9320 9319 AG
125 125 AG2608 20250818 ... 9350 9319 AG
126 126 RB2509 20250818 ... 3143 3159 RB
127 127 RB2510 20250818 ... 3173 3183 RB
128 128 RB2511 20250818 ... 3190 3202 RB
129 129 RB2512 20250818 ... 3235 3248 RB
130 130 RB2601 20250818 ... 3249 3262 RB
131 131 RB2602 20250818 ... 3243 3263 RB
132 132 RB2603 20250818 ... 3266 3277 RB
133 133 RB2604 20250818 ... 3283 3291 RB
134 134 RB2605 20250818 ... 3295 3305 RB
135 135 RB2606 20250818 ... 3317 3314 RB
136 136 RB2607 20250818 ... 3310 3321 RB
137 137 RB2608 20250818 ... 3322 3321 RB
138 138 WR2509 20250818 ... 3342 3342 WR
139 139 WR2510 20250818 ... 3392 3419 WR
140 140 WR2511 20250818 ... 3421 3421 WR
141 141 WR2512 20250818 ... 3471 3499 WR
142 142 WR2601 20250818 ... 3372 3459 WR
143 143 WR2602 20250818 ... 3426 3515 WR
144 144 WR2603 20250818 ... 3438 3527 WR
145 145 WR2604 20250818 ... 3460 3509 WR
146 146 WR2605 20250818 ... 3455 3455 WR
147 147 WR2606 20250818 ... 3446 3469 WR
148 148 WR2607 20250818 ... 3524 3524 WR
149 149 WR2608 20250818 ... 3524 3524 WR
150 150 HC2509 20250818 ... 3441 3437 HC
151 151 HC2510 20250818 ... 3429 3426 HC
152 152 HC2511 20250818 ... 3425 3419 HC
153 153 HC2512 20250818 ... 3435 3423 HC
154 154 HC2601 20250818 ... 3423 3421 HC
155 155 HC2602 20250818 ... 3422 3420 HC
156 156 HC2603 20250818 ... 3423 3420 HC
157 157 HC2604 20250818 ... 3429 3425 HC
158 158 HC2605 20250818 ... 3430 3430 HC
159 159 HC2606 20250818 ... 3452 3436 HC
160 160 HC2607 20250818 ... 3446 3433 HC
161 161 HC2608 20250818 ... 3448 3433 HC
162 162 SS2509 20250818 ... 12950 12935 SS
163 163 SS2510 20250818 ... 13025 13015 SS
164 164 SS2511 20250818 ... 13085 13065 SS
165 165 SS2512 20250818 ... 13130 13115 SS
166 166 SS2601 20250818 ... 13205 13175 SS
167 167 SS2602 20250818 ... 13195 13170 SS
168 168 SS2603 20250818 ... 13255 13255 SS
169 169 SS2604 20250818 ... 13345 13345 SS
170 170 SS2605 20250818 ... 13385 13350 SS
171 171 SS2606 20250818 ... 13460 13405 SS
172 172 SS2607 20250818 ... 13495 13455 SS
173 173 SS2608 20250818 ... 13510 13455 SS
174 174 SC2509 20250818 ... 483 487 SC
175 175 SC2510 20250818 ... 485.2 488.9 SC
176 176 SC2511 20250818 ... 482.3 486.6 SC
177 177 SC2512 20250818 ... 479.9 483.5 SC
178 178 SC2601 20250818 ... 478.5 482.1 SC
179 179 SC2602 20250818 ... 477.1 479.9 SC
180 180 SC2603 20250818 ... 476 478.2 SC
181 181 SC2604 20250818 ... 475.1 476.8 SC
182 182 SC2605 20250818 ... 473.1 475.1 SC
183 183 SC2606 20250818 ... 472.8 474.5 SC
184 184 SC2607 20250818 ... 470.7 472.9 SC
185 185 SC2608 20250818 ... 470.8 473.4 SC
186 186 SC2609 20250818 ... 468.2 468.2 SC
187 187 SC2612 20250818 ... 462 464 SC
188 188 SC2703 20250818 ... 464.2 464.2 SC
189 189 SC2706 20250818 ... 458.5 458.5 SC
190 190 SC2709 20250818 ... 458 458 SC
191 191 SC2712 20250818 ... 459 460 SC
192 192 SC2803 20250818 ... 456 456.3 SC
193 193 SC2806 20250818 ... 451.9 453.6 SC
194 194 LU2509 20250818 ... 3444 3430 LU
195 195 LU2510 20250818 ... 3459 3448 LU
196 196 LU2511 20250818 ... 3451 3447 LU
197 197 LU2512 20250818 ... 3437 3437 LU
198 198 LU2601 20250818 ... 3422 3427 LU
199 199 LU2602 20250818 ... 3411 3414 LU
200 200 LU2603 20250818 ... 3403 3410 LU
201 201 LU2604 20250818 ... 3395 3407 LU
202 202 LU2605 20250818 ... 3389 3395 LU
203 203 LU2606 20250818 ... 3383 3384 LU
204 204 LU2607 20250818 ... 3390 3390 LU
205 205 LU2608 20250818 ... 3389 3377 LU
206 206 FU2509 20250818 ... 2700 2705 FU
207 207 FU2510 20250818 ... 2722 2722 FU
208 208 FU2511 20250818 ... 2724 2734 FU
209 209 FU2512 20250818 ... 2727 2745 FU
210 210 FU2601 20250818 ... 2731 2755 FU
211 211 FU2602 20250818 ... 2730 2754 FU
212 212 FU2603 20250818 ... 2732 2753 FU
213 213 FU2604 20250818 ... 2733 2750 FU
214 214 FU2605 20250818 ... 2727 2742 FU
215 215 FU2606 20250818 ... 2726 2738 FU
216 216 FU2607 20250818 ... 2707 2715 FU
217 217 FU2608 20250818 ... 2703 2710 FU
218 218 BU2509 20250818 ... 3504 3509 BU
219 219 BU2510 20250818 ... 3474 3471 BU
220 220 BU2511 20250818 ... 3428 3429 BU
221 221 BU2512 20250818 ... 3375 3382 BU
222 222 BU2601 20250818 ... 3338 3345 BU
223 223 BU2602 20250818 ... 3331 3340 BU
224 224 BU2603 20250818 ... 3328 3334 BU
225 225 BU2604 20250818 ... 3320 3331 BU
226 226 BU2605 20250818 ... 3319 3332 BU
227 227 BU2606 20250818 ... 3322 3326 BU
228 228 BU2607 20250818 ... 3309 3316 BU
229 229 BU2608 20250818 ... 3316 3316 BU
230 230 BU2609 20250818 ... 3312 3323 BU
231 231 BU2612 20250818 ... 3290 3298 BU
232 232 BU2703 20250818 ... 3296 3306 BU
233 233 BU2706 20250818 ... 3307 3314 BU
234 234 BR2509 20250818 ... 11800 11700 BR
235 235 BR2510 20250818 ... 11810 11710 BR
236 236 BR2511 20250818 ... 11810 11710 BR
237 237 BR2512 20250818 ... 11830 11695 BR
238 238 BR2601 20250818 ... 11835 11730 BR
239 239 BR2602 20250818 ... 11750 11735 BR
240 240 BR2603 20250818 ... 11785 11760 BR
241 241 BR2604 20250818 ... 11880 11825 BR
242 242 BR2605 20250818 ... 11880 11850 BR
243 243 BR2606 20250818 ... 11915 11880 BR
244 244 BR2607 20250818 ... 11950 11925 BR
245 245 BR2608 20250818 ... 11925 11925 BR
246 246 RU2509 20250818 ... 14795 14760 RU
247 247 RU2510 20250818 ... 14805 14750 RU
248 248 RU2511 20250818 ... 14815 14765 RU
249 249 RU2601 20250818 ... 15825 15780 RU
250 250 RU2603 20250818 ... 15850 15795 RU
251 251 RU2604 20250818 ... 15850 15755 RU
252 252 RU2605 20250818 ... 15910 15835 RU
253 253 RU2606 20250818 ... 15975 15995 RU
254 254 RU2607 20250818 ... 15985 16025 RU
255 255 RU2608 20250818 ... 16025 16025 RU
256 256 NR2509 20250818 ... 12590 12530 NR
257 257 NR2510 20250818 ... 12660 12590 NR
258 258 NR2511 20250818 ... 12695 12630 NR
259 259 NR2512 20250818 ... 12730 12700 NR
260 260 NR2601 20250818 ... 12775 12720 NR
261 261 NR2602 20250818 ... 12740 12740 NR
262 262 NR2603 20250818 ... 12745 12770 NR
263 263 NR2604 20250818 ... 12745 12705 NR
264 264 NR2605 20250818 ... 12815 12860 NR
265 265 NR2606 20250818 ... 12760 12760 NR
266 266 NR2607 20250818 ... 12900 12830 NR
267 267 NR2608 20250818 ... 12830 12830 NR
268 268 SP2509 20250818 ... 5226 5232 SP
269 269 SP2510 20250818 ... 5260 5248 SP
270 270 SP2511 20250818 ... 5276 5284 SP
271 271 SP2512 20250818 ... 5270 5276 SP
272 272 SP2601 20250818 ... 5496 5498 SP
273 273 SP2602 20250818 ... 5462 5462 SP
274 274 SP2603 20250818 ... 5460 5462 SP
275 275 SP2604 20250818 ... 5462 5464 SP
276 276 SP2605 20250818 ... 5466 5458 SP
277 277 SP2606 20250818 ... 5474 5458 SP
278 278 SP2607 20250818 ... 5458 5458 SP
279 279 SP2608 20250818 ... 5484 5458 SP
280 280 EC2508 20250818 ... 2085.9 2081.9 EC
281 281 EC2510 20250818 ... 1381.4 1373 EC
282 282 EC2512 20250818 ... 1782.3 1749.4 EC
283 283 EC2602 20250818 ... 1539 1529.6 EC
284 284 EC2604 20250818 ... 1339.8 1334.6 EC
285 285 EC2606 20250818 ... 1496.5 1486.7 EC
286 286 SC_TAS2509 20250818 ... SC_TAS
287 287 SC_TAS2510 20250818 ... SC_TAS
288 288 SC_TAS2511 20250818 ... SC_TAS
289 289 SC_TAS2512 20250818 ... SC_TAS
[290 rows x 13 columns]
2025-08-18 18:26:51,547 - future_1d - INFO - ak.get_shfe_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 PS2509 20250818 52765.0 ... 52495.0 51435.0 PS
1 PS2510 20250818 52960.0 ... 52595.0 51385.0 PS
2 PS2511 20250818 52810.0 ... 52540.0 51400.0 PS
3 PS2512 20250818 54750.0 ... 54905.0 53605.0 PS
4 PS2601 20250818 55060.0 ... 55035.0 53740.0 PS
5 PS2602 20250818 55305.0 ... 55530.0 53960.0 PS
6 PS2603 20250818 55525.0 ... 55775.0 54100.0 PS
7 PS2604 20250818 55590.0 ... 55975.0 54115.0 PS
8 PS2605 20250818 55685.0 ... 55475.0 54270.0 PS
9 PS2606 20250818 58380.0 ... 58225.0 56980.0 PS
10 PS2607 20250818 58205.0 ... 58455.0 57140.0 PS
11 PS2608 20250818 58350.0 ... 58360.0 57470.0 PS
13 SI2509 20250818 8800.0 ... 8720.0 8610.0 SI
14 SI2510 20250818 8820.0 ... 8715.0 8630.0 SI
15 SI2511 20250818 8805.0 ... 8735.0 8625.0 SI
16 SI2512 20250818 9195.0 ... 9085.0 8995.0 SI
17 SI2601 20250818 9205.0 ... 9090.0 8980.0 SI
18 SI2602 20250818 9175.0 ... 9065.0 8980.0 SI
19 SI2603 20250818 9195.0 ... 9105.0 9040.0 SI
20 SI2604 20250818 9220.0 ... 9125.0 9105.0 SI
21 SI2605 20250818 9280.0 ... 9165.0 9030.0 SI
22 SI2606 20250818 9245.0 ... 9175.0 9055.0 SI
23 SI2607 20250818 9240.0 ... 9160.0 9090.0 SI
24 SI2608 20250818 9260.0 ... 9210.0 8985.0 SI
27 LC2509 20250818 87740.0 ... 89040.0 85160.0 LC
28 LC2510 20250818 88460.0 ... 89160.0 85320.0 LC
29 LC2511 20250818 88160.0 ... 89140.0 85260.0 LC
30 LC2512 20250818 87540.0 ... 89080.0 85100.0 LC
31 LC2601 20250818 87880.0 ... 88800.0 84840.0 LC
32 LC2602 20250818 87640.0 ... 88480.0 84240.0 LC
33 LC2603 20250818 86060.0 ... 87980.0 83800.0 LC
34 LC2604 20250818 88640.0 ... 87760.0 83480.0 LC
35 LC2605 20250818 86100.0 ... 87300.0 83240.0 LC
36 LC2606 20250818 85020.0 ... 86900.0 82880.0 LC
37 LC2607 20250818 85800.0 ... 86620.0 82740.0 LC
38 LC2608 20250818 86040.0 ... 86480.0 83260.0 LC
[36 rows x 12 columns]
2025-08-18 18:26:51,748 - future_1d - INFO - ak.get_gfex_daily('2025-08-18') done
2025-08-18 18:26:53,492 - future_1d - INFO - save future_daily 2025-08-18 completed