=========================================================================
2025-08-15 16:25:22 Fri START TASK.01 future_1d future_daily
=========================================================================
2025-08-15 16:25:24,295 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 SC2509 20250807 508.4 ... 504.3 504.2 SC
1 SC2510 20250807 503.8 ... 499.9 499.5 SC
2 SC2511 20250807 499.5 ... 495.2 495.4 SC
3 SC2512 20250807 495 ... 490.8 491.6 SC
4 SC2601 20250807 492.7 ... 487.5 488.6 SC
5 SC2602 20250807 488.3 ... 483.3 486 SC
6 SC2603 20250807 484.5 ... 480.4 483.2 SC
7 SC2604 20250807 483.4 ... 478.2 481.6 SC
8 SC2605 20250807 483.6 ... 476.2 478.4 SC
9 SC2606 20250807 479.4 ... 475.3 476.8 SC
10 SC2607 20250807 478 ... 477.4 475.6 SC
11 SC2608 20250807 476.4 ... 476.4 477.5 SC
12 SC2609 20250807 468 ... 468 475 SC
13 SC2612 20250807 465.5 ... 466.9 472.3 SC
14 SC2703 20250807 464.7 ... 464.7 470.5 SC
15 SC2706 20250807 465 ... 464.3 467.8 SC
16 SC2709 20250807 466.6 ... 460.4 464.4 SC
17 SC2712 20250807 ... 464 464 SC
18 SC2803 20250807 ... 460.5 460.5 SC
19 SC2806 20250807 455.6 ... 454 456 SC
21 LU2509 20250807 3559 ... 3520 3532 LU
22 LU2510 20250807 3566 ... 3545 3535 LU
23 LU2511 20250807 3556 ... 3535 3531 LU
24 LU2512 20250807 3543 ... 3506 3507 LU
25 LU2601 20250807 3503 ... 3481 3488 LU
26 LU2602 20250807 3471 ... 3454 3451 LU
27 LU2603 20250807 3458 ... 3439 3438 LU
28 LU2604 20250807 3447 ... 3427 3431 LU
29 LU2605 20250807 3416 ... 3416 3427 LU
30 LU2606 20250807 3414 ... 3412 3421 LU
31 LU2607 20250807 3437 ... 3417 3415 LU
32 LU2608 20250807 3426 ... 3402 3408 LU
34 NR2508 20250807 12180 ... 12215 12260 NR
35 NR2509 20250807 12320 ... 12290 12300 NR
36 NR2510 20250807 12370 ... 12350 12365 NR
37 NR2511 20250807 12415 ... 12395 12410 NR
38 NR2512 20250807 12445 ... 12410 12435 NR
39 NR2601 20250807 12490 ... 12450 12470 NR
40 NR2602 20250807 12500 ... 12475 12505 NR
41 NR2603 20250807 ... 12545 12545 NR
42 NR2604 20250807 12485 ... 12495 12565 NR
43 NR2605 20250807 12505 ... 12535 12620 NR
44 NR2606 20250807 12585 ... 12585 12540 NR
45 NR2607 20250807 12650 ... 12650 12645 NR
47 BC2508 20250807 ... 69270 69270 BC
48 BC2509 20250807 69570 ... 69540 69340 BC
49 BC2510 20250807 69570 ... 69600 69410 BC
50 BC2511 20250807 69290 ... 69290 69240 BC
51 BC2512 20250807 69890 ... 69460 69900 BC
52 BC2601 20250807 ... 70020 70020 BC
53 BC2602 20250807 ... 70000 70000 BC
54 BC2603 20250807 ... 70000 70000 BC
55 BC2604 20250807 ... 70000 70000 BC
56 BC2605 20250807 ... 70000 70000 BC
57 BC2606 20250807 ... 69340 69340 BC
58 BC2607 20250807 ... 68670 68670 BC
60 EC2508 20250807 2076.7 ... 2072.4 2080.3 EC
61 EC2510 20250807 1412 ... 1417 1434.4 EC
62 EC2512 20250807 1746 ... 1751.9 1759.5 EC
63 EC2602 20250807 1515 ... 1506.8 1521.6 EC
64 EC2604 20250807 1346.7 ... 1343.6 1342.5 EC
65 EC2606 20250807 1512 ... 1492 1489.4 EC
68 SC_TAS2509 20250807 ... SC_TAS
69 SC_TAS2510 20250807 ... SC_TAS
70 SC_TAS2511 20250807 ... SC_TAS
71 SC_TAS2512 20250807 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:25:24,547 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 a2509 20250807 4118.00 ... 4128.00 4118.00 A
1 a2511 20250807 4102.00 ... 4099.00 4097.00 A
2 a2601 20250807 4098.00 ... 4100.00 4101.00 A
3 a2603 20250807 4085.00 ... 4090.00 4092.00 A
4 a2605 20250807 4131.00 ... 4128.00 4130.00 A
5 a2607 20250807 4125.00 ... 4124.00 4122.00 A
6 b2508 20250807 0.00 ... 3616.00 3616.00 B
7 b2509 20250807 3734.00 ... 3730.00 3717.00 B
8 b2510 20250807 3775.00 ... 3764.00 3756.00 B
9 b2511 20250807 3790.00 ... 3783.00 3778.00 B
10 b2512 20250807 3807.00 ... 3797.00 3797.00 B
11 b2601 20250807 3795.00 ... 3785.00 3782.00 B
12 b2602 20250807 3769.00 ... 3759.00 3758.00 B
13 b2603 20250807 3678.00 ... 3672.00 3660.00 B
14 b2604 20250807 3556.00 ... 3548.00 3545.00 B
15 b2605 20250807 3481.00 ... 3475.00 3467.00 B
16 b2606 20250807 3462.00 ... 3458.00 3452.00 B
17 b2607 20250807 3450.00 ... 3445.00 3442.00 B
18 bb2509 20250807 150.70 ... 150.65 150.70 BB
19 bb2511 20250807 151.55 ... 149.90 149.85 BB
20 bb2601 20250807 149.05 ... 149.55 149.80 BB
21 bb2603 20250807 147.85 ... 147.90 148.05 BB
22 bb2605 20250807 0.00 ... 142.20 142.30 BB
23 bb2607 20250807 0.00 ... 147.95 148.10 BB
24 bz2603 20250807 6266.00 ... 6268.00 6235.00 BZ
25 bz2604 20250807 6223.00 ... 6236.00 6195.00 BZ
26 bz2605 20250807 6239.00 ... 6239.00 6207.00 BZ
27 bz2606 20250807 6250.00 ... 6239.00 6165.00 BZ
28 bz2607 20250807 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250807 2263.00 ... 2266.00 2255.00 C
30 c2511 20250807 2214.00 ... 2214.00 2210.00 C
31 c2601 20250807 2195.00 ... 2194.00 2192.00 C
32 c2603 20250807 2203.00 ... 2200.00 2197.00 C
33 c2605 20250807 2245.00 ... 2248.00 2242.00 C
34 c2607 20250807 2264.00 ... 2265.00 2260.00 C
35 cs2509 20250807 2662.00 ... 2661.00 2657.00 CS
36 cs2511 20250807 2554.00 ... 2560.00 2559.00 CS
37 cs2601 20250807 2565.00 ... 2568.00 2563.00 CS
38 cs2603 20250807 2560.00 ... 2561.00 2557.00 CS
39 cs2605 20250807 2611.00 ... 2613.00 2606.00 CS
40 cs2607 20250807 2619.00 ... 2620.00 2614.00 CS
41 eb2508 20250807 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250807 7309.00 ... 7309.00 7283.00 EB
43 eb2510 20250807 7335.00 ... 7334.00 7313.00 EB
44 eb2511 20250807 7357.00 ... 7351.00 7332.00 EB
45 eb2512 20250807 7364.00 ... 7367.00 7346.00 EB
46 eb2601 20250807 7390.00 ... 7379.00 7357.00 EB
47 eb2602 20250807 7375.00 ... 7387.00 7371.00 EB
48 eb2603 20250807 7406.00 ... 7404.00 7385.00 EB
49 eb2604 20250807 7424.00 ... 7413.00 7356.00 EB
50 eb2605 20250807 7410.00 ... 7411.00 7400.00 EB
51 eb2606 20250807 0.00 ... 7376.00 7376.00 EB
52 eb2607 20250807 7375.00 ... 7376.00 7330.00 EB
53 eg2508 20250807 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250807 4430.00 ... 4412.00 4411.00 EG
55 eg2510 20250807 4416.00 ... 4419.00 4416.00 EG
56 eg2511 20250807 4439.00 ... 4431.00 4423.00 EG
57 eg2512 20250807 4462.00 ... 4443.00 4431.00 EG
58 eg2601 20250807 4440.00 ... 4436.00 4434.00 EG
59 eg2602 20250807 0.00 ... 4442.00 4442.00 EG
60 eg2603 20250807 4456.00 ... 4445.00 4440.00 EG
61 eg2604 20250807 0.00 ... 4464.00 4464.00 EG
62 eg2605 20250807 4465.00 ... 4464.00 4465.00 EG
63 eg2606 20250807 0.00 ... 4470.00 4470.00 EG
64 eg2607 20250807 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250807 1451.50 ... 1451.50 1370.50 FB
66 fb2509 20250807 1254.00 ... 1254.00 1254.00 FB
67 fb2510 20250807 1300.00 ... 1296.50 1295.00 FB
68 fb2511 20250807 1289.50 ... 1292.00 1290.50 FB
69 fb2512 20250807 1297.50 ... 1292.50 1293.50 FB
70 fb2601 20250807 1300.50 ... 1297.00 1296.50 FB
71 fb2602 20250807 1303.50 ... 1299.50 1301.00 FB
72 fb2603 20250807 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250807 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250807 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250807 1339.50 ... 1339.50 1331.50 FB
76 fb2607 20250807 0.00 ... 1302.50 1302.50 FB
77 i2508 20250807 820.00 ... 820.00 816.50 I
78 i2509 20250807 795.50 ... 791.50 795.00 I
79 i2510 20250807 793.00 ... 789.00 793.50 I
80 i2511 20250807 789.00 ... 785.00 789.00 I
81 i2512 20250807 785.50 ... 781.00 785.50 I
82 i2601 20250807 779.00 ... 773.00 778.50 I
83 i2602 20250807 774.00 ... 768.50 773.50 I
84 i2603 20250807 768.00 ... 764.00 768.50 I
85 i2604 20250807 763.50 ... 759.50 763.50 I
86 i2605 20250807 755.50 ... 751.00 754.50 I
87 i2606 20250807 751.00 ... 746.50 750.00 I
88 i2607 20250807 745.00 ... 741.50 745.50 I
89 j2508 20250807 0.00 ... 1598.00 1598.00 J
90 j2509 20250807 1639.50 ... 1658.00 1639.50 J
91 j2510 20250807 1672.50 ... 1679.00 1672.00 J
92 j2511 20250807 1698.50 ... 1701.50 1690.50 J
93 j2512 20250807 1718.50 ... 1729.00 1704.00 J
94 j2601 20250807 1726.00 ... 1735.50 1721.00 J
95 j2602 20250807 1743.00 ... 1759.00 1731.50 J
96 j2603 20250807 1782.00 ... 1784.00 1752.00 J
97 j2604 20250807 1804.50 ... 1795.50 1781.50 J
98 j2605 20250807 1821.00 ... 1819.00 1811.50 J
99 j2606 20250807 1837.50 ... 1837.50 1827.50 J
100 j2607 20250807 1829.00 ... 1830.50 1819.50 J
101 jd2508 20250807 2729.00 ... 2751.00 2756.00 JD
102 jd2509 20250807 3379.00 ... 3376.00 3352.00 JD
103 jd2510 20250807 3285.00 ... 3288.00 3275.00 JD
104 jd2511 20250807 3353.00 ... 3336.00 3355.00 JD
105 jd2512 20250807 3517.00 ... 3474.00 3536.00 JD
106 jd2601 20250807 3624.00 ... 3582.00 3627.00 JD
107 jd2602 20250807 3209.00 ... 3191.00 3207.00 JD
108 jd2603 20250807 3217.00 ... 3197.00 3217.00 JD
109 jd2604 20250807 3366.00 ... 3356.00 3364.00 JD
110 jd2605 20250807 3478.00 ... 3463.00 3474.00 JD
111 jd2606 20250807 3300.00 ... 3296.00 3303.00 JD
112 jd2607 20250807 3514.00 ... 3513.00 3516.00 JD
113 jm2508 20250807 890.50 ... 878.00 941.50 JM
114 jm2509 20250807 1080.00 ... 1085.00 1050.00 JM
115 jm2510 20250807 1132.50 ... 1143.00 1100.50 JM
116 jm2511 20250807 1165.00 ... 1184.00 1144.00 JM
117 jm2512 20250807 1196.00 ... 1204.50 1171.00 JM
118 jm2601 20250807 1226.50 ... 1221.00 1202.00 JM
119 jm2602 20250807 1241.00 ... 1233.00 1225.50 JM
120 jm2603 20250807 1262.50 ... 1243.00 1239.00 JM
121 jm2604 20250807 1270.50 ... 1248.50 1257.00 JM
122 jm2605 20250807 1270.00 ... 1257.50 1269.50 JM
123 jm2606 20250807 1288.50 ... 1261.50 1277.00 JM
124 jm2607 20250807 1294.50 ... 1266.50 1285.00 JM
125 l2508 20250807 0.00 ... 7311.00 7311.00 L
126 l2509 20250807 7310.00 ... 7302.00 7318.00 L
127 l2510 20250807 7354.00 ... 7321.00 7339.00 L
128 l2511 20250807 7365.00 ... 7353.00 7362.00 L
129 l2512 20250807 7374.00 ... 7364.00 7375.00 L
130 l2601 20250807 7380.00 ... 7369.00 7382.00 L
131 l2602 20250807 7373.00 ... 7359.00 7365.00 L
132 l2603 20250807 7376.00 ... 7356.00 7373.00 L
133 l2604 20250807 7399.00 ... 7378.00 7394.00 L
134 l2605 20250807 7376.00 ... 7367.00 7373.00 L
135 l2606 20250807 7360.00 ... 7360.00 7369.00 L
136 l2607 20250807 7373.00 ... 7373.00 7375.00 L
137 lg2509 20250807 835.00 ... 833.00 831.00 LG
138 lg2511 20250807 842.00 ... 840.50 839.00 LG
139 lg2601 20250807 838.50 ... 840.50 841.00 LG
140 lg2603 20250807 839.00 ... 838.00 839.00 LG
141 lg2605 20250807 840.00 ... 840.00 842.00 LG
142 lg2607 20250807 839.50 ... 838.00 839.00 LG
143 lh2509 20250807 13810.00 ... 13825.00 13825.00 LH
144 lh2511 20250807 13965.00 ... 14045.00 13985.00 LH
145 lh2601 20250807 14260.00 ... 14350.00 14285.00 LH
146 lh2603 20250807 13365.00 ... 13355.00 13365.00 LH
147 lh2605 20250807 13960.00 ... 13885.00 13890.00 LH
148 lh2607 20250807 14440.00 ... 14400.00 14490.00 LH
149 m2508 20250807 3013.00 ... 3004.00 3007.00 M
150 m2509 20250807 3030.00 ... 3020.00 3027.00 M
151 m2511 20250807 3066.00 ... 3058.00 3064.00 M
152 m2512 20250807 3090.00 ... 3090.00 3095.00 M
153 m2601 20250807 3077.00 ... 3068.00 3072.00 M
154 m2603 20250807 2947.00 ... 2943.00 2942.00 M
155 m2605 20250807 2762.00 ... 2754.00 2754.00 M
156 m2607 20250807 2740.00 ... 2737.00 2735.00 M
157 p2508 20250807 0.00 ... 8808.00 8808.00 P
158 p2509 20250807 9000.00 ... 8988.00 8980.00 P
159 p2510 20250807 8988.00 ... 8982.00 8978.00 P
160 p2511 20250807 8992.00 ... 8984.00 8976.00 P
161 p2512 20250807 9002.00 ... 8990.00 8980.00 P
162 p2601 20250807 9016.00 ... 8994.00 8986.00 P
163 p2602 20250807 9004.00 ... 8968.00 8944.00 P
164 p2603 20250807 8962.00 ... 8920.00 8910.00 P
165 p2604 20250807 8882.00 ... 8858.00 8882.00 P
166 p2605 20250807 8788.00 ... 8782.00 8780.00 P
167 p2606 20250807 8714.00 ... 8694.00 8708.00 P
168 p2607 20250807 8608.00 ... 8620.00 8654.00 P
169 pg2508 20250807 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250807 3864.00 ... 3837.00 3835.00 PG
171 pg2510 20250807 4328.00 ... 4306.00 4302.00 PG
172 pg2511 20250807 4262.00 ... 4237.00 4236.00 PG
173 pg2512 20250807 4207.00 ... 4187.00 4183.00 PG
174 pg2601 20250807 4161.00 ... 4139.00 4136.00 PG
175 pg2602 20250807 4102.00 ... 4076.00 4074.00 PG
176 pg2603 20250807 4012.00 ... 3995.00 3993.00 PG
177 pg2604 20250807 4290.00 ... 4280.00 4284.00 PG
178 pg2605 20250807 4197.00 ... 4182.00 4186.00 PG
179 pg2606 20250807 4127.00 ... 4131.00 4136.00 PG
180 pg2607 20250807 4106.00 ... 4100.00 4087.00 PG
181 pp2508 20250807 7021.00 ... 7138.00 7073.00 PP
182 pp2509 20250807 7078.00 ... 7074.00 7084.00 PP
183 pp2510 20250807 7082.00 ... 7075.00 7091.00 PP
184 pp2511 20250807 7100.00 ... 7093.00 7102.00 PP
185 pp2512 20250807 7120.00 ... 7110.00 7115.00 PP
186 pp2601 20250807 7120.00 ... 7111.00 7119.00 PP
187 pp2602 20250807 7108.00 ... 7096.00 7099.00 PP
188 pp2603 20250807 7099.00 ... 7093.00 7102.00 PP
189 pp2604 20250807 7109.00 ... 7104.00 7112.00 PP
190 pp2605 20250807 7124.00 ... 7106.00 7127.00 PP
191 pp2606 20250807 7098.00 ... 7088.00 7085.00 PP
192 pp2607 20250807 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250807 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250807 3608.00 ... 3590.00 3606.00 RR
195 rr2510 20250807 3618.00 ... 3615.00 3619.00 RR
196 rr2511 20250807 3620.00 ... 3618.00 3618.00 RR
197 rr2512 20250807 3619.00 ... 3619.00 3615.00 RR
198 rr2601 20250807 3624.00 ... 3626.00 3623.00 RR
199 rr2602 20250807 3620.00 ... 3620.00 3620.00 RR
200 rr2603 20250807 3617.00 ... 3617.00 3615.00 RR
201 rr2604 20250807 0.00 ... 3618.00 3618.00 RR
202 rr2605 20250807 3618.00 ... 3618.00 3619.00 RR
203 rr2606 20250807 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250807 0.00 ... 3633.00 3633.00 RR
205 v2508 20250807 5015.00 ... 5003.00 4958.00 V
206 v2509 20250807 5054.00 ... 5045.00 5032.00 V
207 v2510 20250807 5091.00 ... 5084.00 5072.00 V
208 v2511 20250807 5129.00 ... 5115.00 5115.00 V
209 v2512 20250807 5169.00 ... 5148.00 5160.00 V
210 v2601 20250807 5190.00 ... 5177.00 5173.00 V
211 v2602 20250807 5233.00 ... 5192.00 5196.00 V
212 v2603 20250807 5258.00 ... 5208.00 5219.00 V
213 v2604 20250807 5484.00 ... 5457.00 5447.00 V
214 v2605 20250807 5501.00 ... 5466.00 5468.00 V
215 v2606 20250807 5522.00 ... 5499.00 5494.00 V
216 v2607 20250807 5546.00 ... 5536.00 5532.00 V
217 y2508 20250807 0.00 ... 8514.00 8514.00 Y
218 y2509 20250807 8420.00 ... 8426.00 8360.00 Y
219 y2511 20250807 8420.00 ... 8430.00 8366.00 Y
220 y2512 20250807 8426.00 ... 8430.00 8370.00 Y
221 y2601 20250807 8396.00 ... 8404.00 8334.00 Y
222 y2603 20250807 8294.00 ... 8278.00 8242.00 Y
223 y2605 20250807 7974.00 ... 7970.00 7944.00 Y
224 y2607 20250807 7970.00 ... 7948.00 7922.00 Y
[225 rows x 12 columns]
2025-08-15 16:25:25,247 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 PS2508 20250807 49845.0 ... 50505.0 49845.0 PS
1 PS2509 20250807 51450.0 ... 50425.0 51200.0 PS
2 PS2510 20250807 51260.0 ... 50590.0 51385.0 PS
3 PS2511 20250807 51290.0 ... 50625.0 51555.0 PS
4 PS2512 20250807 54135.0 ... 53790.0 54630.0 PS
5 PS2601 20250807 54600.0 ... 53930.0 54795.0 PS
6 PS2602 20250807 54715.0 ... 53915.0 54730.0 PS
7 PS2603 20250807 54885.0 ... 53885.0 54875.0 PS
8 PS2604 20250807 55030.0 ... 54120.0 55050.0 PS
9 PS2605 20250807 55000.0 ... 54000.0 55125.0 PS
10 PS2606 20250807 57000.0 ... 57045.0 57555.0 PS
11 PS2607 20250807 57645.0 ... 57295.0 57595.0 PS
13 SI2508 20250807 8645.0 ... 8645.0 8630.0 SI
14 SI2509 20250807 8670.0 ... 8605.0 8570.0 SI
15 SI2510 20250807 8700.0 ... 8625.0 8585.0 SI
16 SI2511 20250807 8680.0 ... 8635.0 8615.0 SI
17 SI2512 20250807 9010.0 ... 8975.0 9010.0 SI
18 SI2601 20250807 9030.0 ... 8965.0 8990.0 SI
19 SI2602 20250807 9050.0 ... 8945.0 9085.0 SI
20 SI2603 20250807 9095.0 ... 8970.0 9110.0 SI
21 SI2604 20250807 9080.0 ... 9025.0 9170.0 SI
22 SI2605 20250807 9100.0 ... 9010.0 9130.0 SI
23 SI2606 20250807 9235.0 ... 9035.0 9135.0 SI
24 SI2607 20250807 9160.0 ... 9040.0 9100.0 SI
27 LC2508 20250807 70000.0 ... 70000.0 67800.0 LC
28 LC2509 20250807 69600.0 ... 71080.0 68300.0 LC
29 LC2510 20250807 69460.0 ... 71420.0 68560.0 LC
30 LC2511 20250807 69900.0 ... 71440.0 68620.0 LC
31 LC2512 20250807 69880.0 ... 71820.0 68900.0 LC
32 LC2601 20250807 70500.0 ... 71640.0 69040.0 LC
33 LC2602 20250807 69740.0 ... 71420.0 68820.0 LC
34 LC2603 20250807 69780.0 ... 71680.0 68800.0 LC
35 LC2604 20250807 70500.0 ... 71880.0 69580.0 LC
36 LC2605 20250807 70460.0 ... 71880.0 69800.0 LC
37 LC2606 20250807 70440.0 ... 71820.0 69600.0 LC
38 LC2607 20250807 70680.0 ... 71840.0 69700.0 LC
[36 rows x 12 columns]
2025-08-15 16:25:25,529 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 IC2508 20250807 6333.800 ... 6298.200 6331.000 IC
1 IC2509 20250807 6262.000 ... 6226.600 6266.200 IC
2 IC2512 20250807 6108.200 ... 6071.200 6107.800 IC
3 IC2603 20250807 5982.800 ... 5935.400 5973.400 IC
4 IF2508 20250807 4112.200 ... 4105.800 4109.000 IF
5 IF2509 20250807 4100.000 ... 4093.000 4098.600 IF
6 IF2512 20250807 4075.000 ... 4063.000 4068.600 IF
7 IF2603 20250807 4040.000 ... 4032.000 4037.800 IF
8 IH2508 20250807 2798.000 ... 2796.800 2797.200 IH
9 IH2509 20250807 2798.000 ... 2797.600 2798.200 IH
10 IH2512 20250807 2801.000 ... 2797.600 2800.200 IH
11 IH2603 20250807 2802.000 ... 2797.200 2801.800 IH
12 IM2508 20250807 6840.000 ... 6825.600 6840.200 IM
13 IM2509 20250807 6768.800 ... 6748.800 6770.400 IM
14 IM2512 20250807 6581.000 ... 6560.000 6581.200 IM
15 IM2603 20250807 6398.200 ... 6378.000 6402.600 IM
16 T2509 20250807 108.610 ... 108.610 108.565 T
17 T2512 20250807 108.495 ... 108.480 108.435 T
18 T2603 20250807 108.280 ... 108.290 108.235 T
19 TF2509 20250807 105.800 ... 105.815 105.780 TF
20 TF2512 20250807 105.830 ... 105.860 105.815 TF
21 TF2603 20250807 105.875 ... 105.875 105.820 TF
22 TL2509 20250807 119.410 ... 119.340 119.340 TL
23 TL2512 20250807 119.110 ... 118.990 119.000 TL
24 TL2603 20250807 118.740 ... 118.680 118.620 TL
25 TS2509 20250807 102.390 ... 102.370 102.370 TS
26 TS2512 20250807 102.416 ... 102.426 102.408 TS
27 TS2603 20250807 102.408 ... 102.402 102.380 TS
[28 rows x 12 columns]
2025-08-15 16:25:25,793 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250807 ... 78380 78200 CU
1 1 CU2509 20250807 ... 78380 78160 CU
2 2 CU2510 20250807 ... 78380 78160 CU
3 3 CU2511 20250807 ... 78350 78150 CU
4 4 CU2512 20250807 ... 78320 78120 CU
5 5 CU2601 20250807 ... 78290 78080 CU
6 6 CU2602 20250807 ... 78270 78030 CU
7 7 CU2603 20250807 ... 78300 78010 CU
8 8 CU2604 20250807 ... 78290 78040 CU
9 9 CU2605 20250807 ... 78280 78080 CU
10 10 CU2606 20250807 ... 78230 78040 CU
11 11 CU2607 20250807 ... 78260 78060 CU
12 12 BC2508 20250807 ... 69270 69270 BC
13 13 BC2509 20250807 ... 69540 69340 BC
14 14 BC2510 20250807 ... 69600 69410 BC
15 15 BC2511 20250807 ... 69290 69240 BC
16 16 BC2512 20250807 ... 69460 69900 BC
17 17 BC2601 20250807 ... 70020 70020 BC
18 18 BC2602 20250807 ... 70000 70000 BC
19 19 BC2603 20250807 ... 70000 70000 BC
20 20 BC2604 20250807 ... 70000 70000 BC
21 21 BC2605 20250807 ... 70000 70000 BC
22 22 BC2606 20250807 ... 69340 69340 BC
23 23 BC2607 20250807 ... 68670 68670 BC
24 24 AL2508 20250807 ... 20775 20655 AL
25 25 AL2509 20250807 ... 20765 20600 AL
26 26 AL2510 20250807 ... 20725 20570 AL
27 27 AL2511 20250807 ... 20670 20525 AL
28 28 AL2512 20250807 ... 20630 20475 AL
29 29 AL2601 20250807 ... 20590 20445 AL
30 30 AL2602 20250807 ... 20590 20450 AL
31 31 AL2603 20250807 ... 20605 20470 AL
32 32 AL2604 20250807 ... 20630 20460 AL
33 33 AL2605 20250807 ... 20640 20480 AL
34 34 AL2606 20250807 ... 20660 20535 AL
35 35 AL2607 20250807 ... 20670 20505 AL
36 36 ZN2508 20250807 ... 22505 22310 ZN
37 37 ZN2509 20250807 ... 22530 22330 ZN
38 38 ZN2510 20250807 ... 22540 22330 ZN
39 39 ZN2511 20250807 ... 22540 22325 ZN
40 40 ZN2512 20250807 ... 22545 22280 ZN
41 41 ZN2601 20250807 ... 22505 22260 ZN
42 42 ZN2602 20250807 ... 22495 22255 ZN
43 43 ZN2603 20250807 ... 22525 22275 ZN
44 44 ZN2604 20250807 ... 22530 22270 ZN
45 45 ZN2605 20250807 ... 22515 22320 ZN
46 46 ZN2606 20250807 ... 22495 22345 ZN
47 47 ZN2607 20250807 ... 22505 22305 ZN
48 48 PB2508 20250807 ... 16810 16775 PB
49 49 PB2509 20250807 ... 16860 16830 PB
50 50 PB2510 20250807 ... 16875 16825 PB
51 51 PB2511 20250807 ... 16910 16845 PB
52 52 PB2512 20250807 ... 16930 16845 PB
53 53 PB2601 20250807 ... 16935 16925 PB
54 54 PB2602 20250807 ... 16970 16970 PB
55 55 PB2603 20250807 ... 17010 16825 PB
56 56 PB2604 20250807 ... 17030 16855 PB
57 57 PB2605 20250807 ... 17040 17020 PB
58 58 PB2606 20250807 ... 17065 16860 PB
59 59 PB2607 20250807 ... 17060 16980 PB
60 60 NI2508 20250807 ... 121100 120620 NI
61 61 NI2509 20250807 ... 121350 120680 NI
62 62 NI2510 20250807 ... 121480 120810 NI
63 63 NI2511 20250807 ... 121640 120970 NI
64 64 NI2512 20250807 ... 121850 121190 NI
65 65 NI2601 20250807 ... 122110 121500 NI
66 66 NI2602 20250807 ... 122680 121710 NI
67 67 NI2603 20250807 ... 122660 121820 NI
68 68 NI2604 20250807 ... 122660 122280 NI
69 69 NI2605 20250807 ... 123230 122640 NI
70 70 NI2606 20250807 ... 123650 122940 NI
71 71 NI2607 20250807 ... 123550 123100 NI
72 72 SN2508 20250807 ... 267040 266550 SN
73 73 SN2509 20250807 ... 267530 266860 SN
74 74 SN2510 20250807 ... 267850 267160 SN
75 75 SN2511 20250807 ... 267850 267170 SN
76 76 SN2512 20250807 ... 267740 266980 SN
77 77 SN2601 20250807 ... 268160 267550 SN
78 78 SN2602 20250807 ... 267920 267470 SN
79 79 SN2603 20250807 ... 268070 267930 SN
80 80 SN2604 20250807 ... 268810 268730 SN
81 81 SN2605 20250807 ... 268850 268090 SN
82 82 SN2606 20250807 ... 269300 268240 SN
83 83 SN2607 20250807 ... 268580 268490 SN
84 84 AO2508 20250807 ... 3251 3227 AO
85 85 AO2509 20250807 ... 3244 3222 AO
86 86 AO2510 20250807 ... 3242 3223 AO
87 87 AO2511 20250807 ... 3245 3225 AO
88 88 AO2512 20250807 ... 3252 3232 AO
89 89 AO2601 20250807 ... 3265 3235 AO
90 90 AO2602 20250807 ... 3262 3219 AO
91 91 AO2603 20250807 ... 3258 3229 AO
92 92 AO2604 20250807 ... 3282 3237 AO
93 93 AO2605 20250807 ... 3261 3237 AO
94 94 AO2606 20250807 ... 3266 3234 AO
95 95 AO2607 20250807 ... 3263 3239 AO
96 96 AD2511 20250807 ... 20160 20020 AD
97 97 AD2512 20250807 ... 20170 20060 AD
98 98 AD2601 20250807 ... 20140 20015 AD
99 99 AD2602 20250807 ... 19855 19855 AD
100 100 AD2603 20250807 ... 19885 19885 AD
101 101 AD2604 20250807 ... 19710 19710 AD
102 102 AD2605 20250807 ... 19885 19650 AD
103 103 AD2606 20250807 ... 19870 19715 AD
104 104 AD2607 20250807 ... 19830 19830 AD
105 105 AU2508 20250807 ... 781.6 781.54 AU
106 106 AU2509 20250807 ... 782.4 783.02 AU
107 107 AU2510 20250807 ... 783.38 784.26 AU
108 108 AU2512 20250807 ... 785.56 786.36 AU
109 109 AU2602 20250807 ... 787.66 788.5 AU
110 110 AU2604 20250807 ... 789.84 790.68 AU
111 111 AU2606 20250807 ... 792.04 792.88 AU
112 112 AU2608 20250807 ... 794.3 795.3 AU
113 113 AG2508 20250807 ... 9184 9147 AG
114 114 AG2509 20250807 ... 9190 9147 AG
115 115 AG2510 20250807 ... 9201 9160 AG
116 116 AG2511 20250807 ... 9212 9169 AG
117 117 AG2512 20250807 ... 9227 9184 AG
118 118 AG2601 20250807 ... 9237 9192 AG
119 119 AG2602 20250807 ... 9248 9208 AG
120 120 AG2603 20250807 ... 9268 9218 AG
121 121 AG2604 20250807 ... 9275 9228 AG
122 122 AG2605 20250807 ... 9291 9250 AG
123 123 AG2606 20250807 ... 9307 9257 AG
124 124 AG2607 20250807 ... 9323 9266 AG
125 125 RB2508 20250807 ... 3202 3195 RB
126 126 RB2509 20250807 ... 3201 3194 RB
127 127 RB2510 20250807 ... 3236 3230 RB
128 128 RB2511 20250807 ... 3251 3246 RB
129 129 RB2512 20250807 ... 3288 3284 RB
130 130 RB2601 20250807 ... 3309 3306 RB
131 131 RB2602 20250807 ... 3301 3295 RB
132 132 RB2603 20250807 ... 3316 3317 RB
133 133 RB2604 20250807 ... 3330 3330 RB
134 134 RB2605 20250807 ... 3331 3334 RB
135 135 RB2606 20250807 ... 3343 3346 RB
136 136 RB2607 20250807 ... 3350 3354 RB
137 137 WR2508 20250807 ... 3212 3212 WR
138 138 WR2509 20250807 ... 3342 3342 WR
139 139 WR2510 20250807 ... 3461 3467 WR
140 140 WR2511 20250807 ... 3490 3490 WR
141 141 WR2512 20250807 ... 3499 3499 WR
142 142 WR2601 20250807 ... 3473 3473 WR
143 143 WR2602 20250807 ... 3523 3523 WR
144 144 WR2603 20250807 ... 3609 3527 WR
145 145 WR2604 20250807 ... 3560 3560 WR
146 146 WR2605 20250807 ... 3478 3478 WR
147 147 WR2606 20250807 ... 3599 3599 WR
148 148 WR2607 20250807 ... 3635 3635 WR
149 149 HC2508 20250807 ... 3436 3450 HC
150 150 HC2509 20250807 ... 3459 3461 HC
151 151 HC2510 20250807 ... 3447 3452 HC
152 152 HC2511 20250807 ... 3449 3454 HC
153 153 HC2512 20250807 ... 3445 3451 HC
154 154 HC2601 20250807 ... 3449 3455 HC
155 155 HC2602 20250807 ... 3444 3448 HC
156 156 HC2603 20250807 ... 3451 3456 HC
157 157 HC2604 20250807 ... 3451 3461 HC
158 158 HC2605 20250807 ... 3452 3460 HC
159 159 HC2606 20250807 ... 3462 3457 HC
160 160 HC2607 20250807 ... 3461 3473 HC
161 161 SS2508 20250807 ... 12965 12955 SS
162 162 SS2509 20250807 ... 12960 12930 SS
163 163 SS2510 20250807 ... 13010 12985 SS
164 164 SS2511 20250807 ... 13045 13025 SS
165 165 SS2512 20250807 ... 13070 13045 SS
166 166 SS2601 20250807 ... 13110 13085 SS
167 167 SS2602 20250807 ... 13160 13125 SS
168 168 SS2603 20250807 ... 13225 13180 SS
169 169 SS2604 20250807 ... 13275 13190 SS
170 170 SS2605 20250807 ... 13275 13270 SS
171 171 SS2606 20250807 ... 13310 13300 SS
172 172 SS2607 20250807 ... 13355 13335 SS
173 173 SC2509 20250807 ... 504.3 504.2 SC
174 174 SC2510 20250807 ... 499.9 499.5 SC
175 175 SC2511 20250807 ... 495.2 495.4 SC
176 176 SC2512 20250807 ... 490.8 491.6 SC
177 177 SC2601 20250807 ... 487.5 488.6 SC
178 178 SC2602 20250807 ... 483.3 486 SC
179 179 SC2603 20250807 ... 480.4 483.2 SC
180 180 SC2604 20250807 ... 478.2 481.6 SC
181 181 SC2605 20250807 ... 476.2 478.4 SC
182 182 SC2606 20250807 ... 475.3 476.8 SC
183 183 SC2607 20250807 ... 477.4 475.6 SC
184 184 SC2608 20250807 ... 476.4 477.5 SC
185 185 SC2609 20250807 ... 468 475 SC
186 186 SC2612 20250807 ... 466.9 472.3 SC
187 187 SC2703 20250807 ... 464.7 470.5 SC
188 188 SC2706 20250807 ... 464.3 467.8 SC
189 189 SC2709 20250807 ... 460.4 464.4 SC
190 190 SC2712 20250807 ... 464 464 SC
191 191 SC2803 20250807 ... 460.5 460.5 SC
192 192 SC2806 20250807 ... 454 456 SC
193 193 LU2509 20250807 ... 3520 3532 LU
194 194 LU2510 20250807 ... 3545 3535 LU
195 195 LU2511 20250807 ... 3535 3531 LU
196 196 LU2512 20250807 ... 3506 3507 LU
197 197 LU2601 20250807 ... 3481 3488 LU
198 198 LU2602 20250807 ... 3454 3451 LU
199 199 LU2603 20250807 ... 3439 3438 LU
200 200 LU2604 20250807 ... 3427 3431 LU
201 201 LU2605 20250807 ... 3416 3427 LU
202 202 LU2606 20250807 ... 3412 3421 LU
203 203 LU2607 20250807 ... 3417 3415 LU
204 204 LU2608 20250807 ... 3402 3408 LU
205 205 FU2509 20250807 ... 2833 2819 FU
206 206 FU2510 20250807 ... 2846 2838 FU
207 207 FU2511 20250807 ... 2856 2850 FU
208 208 FU2512 20250807 ... 2851 2849 FU
209 209 FU2601 20250807 ... 2847 2840 FU
210 210 FU2602 20250807 ... 2837 2832 FU
211 211 FU2603 20250807 ... 2828 2824 FU
212 212 FU2604 20250807 ... 2822 2820 FU
213 213 FU2605 20250807 ... 2809 2806 FU
214 214 FU2606 20250807 ... 2801 2803 FU
215 215 FU2607 20250807 ... 2786 2788 FU
216 216 FU2608 20250807 ... 2774 2788 FU
217 217 BU2508 20250807 ... 3559 3550 BU
218 218 BU2509 20250807 ... 3556 3543 BU
219 219 BU2510 20250807 ... 3534 3517 BU
220 220 BU2511 20250807 ... 3498 3486 BU
221 221 BU2512 20250807 ... 3441 3430 BU
222 222 BU2601 20250807 ... 3408 3396 BU
223 223 BU2602 20250807 ... 3395 3385 BU
224 224 BU2603 20250807 ... 3385 3367 BU
225 225 BU2604 20250807 ... 3377 3372 BU
226 226 BU2605 20250807 ... 3366 3362 BU
227 227 BU2606 20250807 ... 3367 3359 BU
228 228 BU2607 20250807 ... 3380 3380 BU
229 229 BU2609 20250807 ... 3367 3364 BU
230 230 BU2612 20250807 ... 3327 3297 BU
231 231 BU2703 20250807 ... 3320 3314 BU
232 232 BU2706 20250807 ... 3339 3335 BU
233 233 BR2508 20250807 ... 11465 11525 BR
234 234 BR2509 20250807 ... 11505 11510 BR
235 235 BR2510 20250807 ... 11500 11510 BR
236 236 BR2511 20250807 ... 11530 11530 BR
237 237 BR2512 20250807 ... 11565 11575 BR
238 238 BR2601 20250807 ... 11605 11615 BR
239 239 BR2602 20250807 ... 11575 11605 BR
240 240 BR2603 20250807 ... 11595 11665 BR
241 241 BR2604 20250807 ... 11700 11615 BR
242 242 BR2605 20250807 ... 11715 11735 BR
243 243 BR2606 20250807 ... 11695 11695 BR
244 244 BR2607 20250807 ... 11765 11760 BR
245 245 RU2508 20250807 ... 14365 14460 RU
246 246 RU2509 20250807 ... 14475 14510 RU
247 247 RU2510 20250807 ... 14505 14525 RU
248 248 RU2511 20250807 ... 14530 14555 RU
249 249 RU2601 20250807 ... 15445 15475 RU
250 250 RU2603 20250807 ... 15485 15570 RU
251 251 RU2604 20250807 ... 15555 15590 RU
252 252 RU2605 20250807 ... 15565 15595 RU
253 253 RU2606 20250807 ... 15660 15600 RU
254 254 RU2607 20250807 ... 15595 15620 RU
255 255 NR2508 20250807 ... 12215 12260 NR
256 256 NR2509 20250807 ... 12290 12300 NR
257 257 NR2510 20250807 ... 12350 12365 NR
258 258 NR2511 20250807 ... 12395 12410 NR
259 259 NR2512 20250807 ... 12410 12435 NR
260 260 NR2601 20250807 ... 12450 12470 NR
261 261 NR2602 20250807 ... 12475 12505 NR
262 262 NR2603 20250807 ... 12545 12545 NR
263 263 NR2604 20250807 ... 12495 12565 NR
264 264 NR2605 20250807 ... 12535 12620 NR
265 265 NR2606 20250807 ... 12585 12540 NR
266 266 NR2607 20250807 ... 12650 12645 NR
267 267 SP2508 20250807 ... 5132 5108 SP
268 268 SP2509 20250807 ... 5174 5162 SP
269 269 SP2510 20250807 ... 5192 5176 SP
270 270 SP2511 20250807 ... 5194 5178 SP
271 271 SP2512 20250807 ... 5198 5186 SP
272 272 SP2601 20250807 ... 5428 5418 SP
273 273 SP2602 20250807 ... 5402 5402 SP
274 274 SP2603 20250807 ... 5408 5392 SP
275 275 SP2604 20250807 ... 5396 5390 SP
276 276 SP2605 20250807 ... 5406 5394 SP
277 277 SP2606 20250807 ... 5416 5420 SP
278 278 SP2607 20250807 ... 5406 5402 SP
279 279 EC2508 20250807 ... 2072.4 2080.3 EC
280 280 EC2510 20250807 ... 1417 1434.4 EC
281 281 EC2512 20250807 ... 1751.9 1759.5 EC
282 282 EC2602 20250807 ... 1506.8 1521.6 EC
283 283 EC2604 20250807 ... 1343.6 1342.5 EC
284 284 EC2606 20250807 ... 1492 1489.4 EC
285 285 SC_TAS2509 20250807 ... SC_TAS
286 286 SC_TAS2510 20250807 ... SC_TAS
287 287 SC_TAS2511 20250807 ... SC_TAS
288 288 SC_TAS2512 20250807 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 16:25:25,890 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250807 7930.0 7977.0 ... 243169.92 7937.0 7906.0 AP
1 AP511 20250807 7717.0 7764.0 ... 765.34 7731.0 7712.0 AP
2 AP512 20250807 7758.0 7809.0 ... 311.26 7781.0 7768.0 AP
3 AP601 20250807 7856.0 7894.0 ... 23873.39 7871.0 7843.0 AP
4 AP603 20250807 7780.0 7816.0 ... 280.72 7798.0 7792.0 AP
5 AP604 20250807 7820.0 7832.0 ... 78.19 7819.0 7833.0 AP
6 AP605 20250807 7881.0 7915.0 ... 473.49 7891.0 7904.0 AP
7 CF509 20250807 13690.0 13710.0 ... 705965.08 13675.0 13690.0 CF
8 CF511 20250807 13735.0 13760.0 ... 134780.62 13735.0 13740.0 CF
9 CF601 20250807 13840.0 13860.0 ... 491622.78 13830.0 13855.0 CF
10 CF603 20250807 13820.0 13820.0 ... 2420.64 13795.0 13830.0 CF
11 CF605 20250807 13800.0 13810.0 ... 16750.82 13785.0 13810.0 CF
12 CF607 20250807 13815.0 13815.0 ... 414.00 13800.0 13820.0 CF
13 CJ509 20250807 9900.0 10095.0 ... 73150.96 9955.0 9770.0 CJ
14 CJ512 20250807 10825.0 11185.0 ... 29208.37 10985.0 10735.0 CJ
15 CJ601 20250807 10985.0 11345.0 ... 1619726.08 11140.0 10885.0 CJ
16 CJ603 20250807 11055.0 11365.0 ... 20067.68 11190.0 10960.0 CJ
17 CJ605 20250807 11200.0 11500.0 ... 221690.47 11315.0 11100.0 CJ
18 CJ607 20250807 11365.0 11665.0 ... 2800.09 11500.0 11300.0 CJ
19 CY508 20250807 0.0 0.0 ... 0.00 19965.0 19965.0 CY
20 CY509 20250807 19945.0 19945.0 ... 10171.85 19905.0 19905.0 CY
21 CY510 20250807 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250807 19680.0 19765.0 ... 61592.60 19725.0 19725.0 CY
23 CY512 20250807 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250807 19820.0 19820.0 ... 365.90 19780.0 19775.0 CY
25 CY602 20250807 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250807 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250807 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250807 20015.0 20090.0 ... 89.87 19970.0 19960.0 CY
29 CY606 20250807 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250807 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250807 1072.0 1072.0 ... 10.72 1072.0 1064.0 FG
32 FG509 20250807 1085.0 1097.0 ... 2982460.00 1078.0 1079.0 FG
33 FG510 20250807 1174.0 1185.0 ... 78194.12 1168.0 1169.0 FG
34 FG511 20250807 1168.0 1180.0 ... 137607.85 1162.0 1165.0 FG
35 FG512 20250807 1251.0 1253.0 ... 81544.77 1237.0 1238.0 FG
36 FG601 20250807 1231.0 1242.0 ... 2824489.12 1222.0 1229.0 FG
37 FG602 20250807 1284.0 1292.0 ... 1567.96 1273.0 1279.0 FG
38 FG603 20250807 1282.0 1290.0 ... 2319.55 1272.0 1280.0 FG
39 FG604 20250807 1330.0 1335.0 ... 671.83 1317.0 1323.0 FG
40 FG605 20250807 1319.0 1331.0 ... 38840.73 1311.0 1319.0 FG
41 FG606 20250807 1347.0 1350.0 ... 1415.83 1333.0 1340.0 FG
42 FG607 20250807 1339.0 1347.0 ... 661.97 1329.0 1336.0 FG
43 JR509 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250807 0.0 0.0 ... 0.00 2347.0 2347.0 MA
53 MA509 20250807 2397.0 2410.0 ... 698085.26 2395.0 2397.0 MA
54 MA510 20250807 2429.0 2438.0 ... 68895.61 2420.0 2427.0 MA
55 MA511 20250807 2453.0 2464.0 ... 107586.52 2448.0 2452.0 MA
56 MA512 20250807 2488.0 2501.0 ... 39555.82 2482.0 2489.0 MA
57 MA601 20250807 2503.0 2515.0 ... 333376.33 2502.0 2502.0 MA
58 MA602 20250807 2507.0 2507.0 ... 109.99 2500.0 2500.0 MA
59 MA603 20250807 2501.0 2501.0 ... 74.90 2497.0 2495.0 MA
60 MA604 20250807 2487.0 2487.0 ... 24.81 2481.0 2479.0 MA
61 MA605 20250807 2455.0 2461.0 ... 10380.59 2453.0 2451.0 MA
62 MA606 20250807 2460.0 2460.0 ... 4.92 2459.0 2458.0 MA
63 MA607 20250807 2451.0 2453.0 ... 19.60 2450.0 2444.0 MA
64 OI509 20250807 9575.0 9672.0 ... 3279742.03 9558.0 9576.0 OI
65 OI511 20250807 9594.0 9681.0 ... 375141.92 9569.0 9589.0 OI
66 OI601 20250807 9530.0 9630.0 ... 1512278.71 9532.0 9524.0 OI
67 OI603 20250807 9483.0 9555.0 ... 4686.66 9487.0 9465.0 OI
68 OI605 20250807 9413.0 9473.0 ... 23167.30 9398.0 9400.0 OI
69 OI607 20250807 9405.0 9461.0 ... 263.64 9416.0 9390.0 OI
70 PF508 20250807 6300.0 6300.0 ... 72.44 6300.0 6298.0 PF
71 PF509 20250807 6348.0 6362.0 ... 90245.99 6332.0 6332.0 PF
72 PF510 20250807 6418.0 6430.0 ... 337961.19 6402.0 6400.0 PF
73 PF511 20250807 6428.0 6434.0 ... 204082.23 6402.0 6408.0 PF
74 PF512 20250807 6416.0 6430.0 ... 84646.97 6400.0 6416.0 PF
75 PF601 20250807 6428.0 6438.0 ... 9507.27 6416.0 6410.0 PF
76 PF602 20250807 6436.0 6460.0 ... 9.66 6444.0 6434.0 PF
77 PF603 20250807 6454.0 6470.0 ... 32.23 6446.0 6426.0 PF
78 PF604 20250807 6472.0 6476.0 ... 32.32 6464.0 6442.0 PF
79 PF605 20250807 6490.0 6494.0 ... 51.84 6480.0 6466.0 PF
80 PF606 20250807 0.0 0.0 ... 0.00 6478.0 6478.0 PF
81 PF607 20250807 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250807 8100.0 8144.0 ... 203033.37 8118.0 8084.0 PK
83 PK511 20250807 7974.0 8004.0 ... 126535.83 7986.0 7956.0 PK
84 PK512 20250807 7964.0 7988.0 ... 45639.01 7976.0 7950.0 PK
85 PK601 20250807 7956.0 7980.0 ... 8470.25 7972.0 7954.0 PK
86 PK603 20250807 7960.0 7994.0 ... 363.13 7982.0 7960.0 PK
87 PK604 20250807 7970.0 7996.0 ... 147.61 7980.0 7970.0 PK
88 PK605 20250807 7974.0 7988.0 ... 1727.46 7980.0 7970.0 PK
89 PL601 20250807 6501.0 6511.0 ... 14506.91 6488.0 6499.0 PL
90 PL602 20250807 6551.0 6557.0 ... 156.95 6539.0 6549.0 PL
91 PL603 20250807 6494.0 6494.0 ... 12.99 6494.0 6508.0 PL
92 PL604 20250807 6476.0 6476.0 ... 25.90 6476.0 6509.0 PL
93 PL605 20250807 6377.0 6378.0 ... 114.76 6376.0 6379.0 PL
94 PL606 20250807 6487.0 6487.0 ... 12.97 6487.0 6499.0 PL
95 PL607 20250807 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250807 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250807 5906.0 5916.0 ... 63434.70 5892.0 5886.0 PR
104 PR510 20250807 5940.0 5956.0 ... 184889.77 5930.0 5924.0 PR
105 PR511 20250807 5942.0 5958.0 ... 132616.07 5928.0 5936.0 PR
106 PR512 20250807 5954.0 5966.0 ... 38494.80 5942.0 5952.0 PR
107 PR601 20250807 5960.0 5960.0 ... 454.68 5944.0 5930.0 PR
108 PR602 20250807 5982.0 5982.0 ... 17.90 5966.0 5978.0 PR
109 PR603 20250807 5974.0 5974.0 ... 17.90 5966.0 5968.0 PR
110 PR604 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250807 5978.0 5978.0 ... 8.97 5978.0 5978.0 PR
112 PR606 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
113 PR607 20250807 0.0 0.0 ... 0.00 5996.0 6012.0 PR
114 PX508 20250807 0.0 0.0 ... 0.00 6788.0 6756.0 PX
115 PX509 20250807 6806.0 6826.0 ... 295072.51 6788.0 6756.0 PX
116 PX510 20250807 6784.0 6800.0 ... 92182.33 6758.0 6754.0 PX
117 PX511 20250807 6776.0 6788.0 ... 201849.99 6740.0 6740.0 PX
118 PX512 20250807 6772.0 6782.0 ... 74809.92 6738.0 6742.0 PX
119 PX601 20250807 6762.0 6762.0 ... 69503.89 6728.0 6722.0 PX
120 PX602 20250807 6710.0 6714.0 ... 10.07 6712.0 6738.0 PX
121 PX603 20250807 0.0 0.0 ... 0.00 6706.0 6718.0 PX
122 PX604 20250807 0.0 0.0 ... 0.00 6712.0 6744.0 PX
123 PX605 20250807 6728.0 6732.0 ... 191.27 6712.0 6712.0 PX
124 PX606 20250807 6722.0 6722.0 ... 13.43 6714.0 6706.0 PX
125 PX607 20250807 6714.0 6714.0 ... 3.36 6714.0 6726.0 PX
126 RI509 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250807 0.0 0.0 ... 0.00 2738.0 2738.0 RM
133 RM509 20250807 2749.0 2750.0 ... 1016898.96 2723.0 2761.0 RM
134 RM511 20250807 2585.0 2585.0 ... 9478.67 2567.0 2597.0 RM
135 RM601 20250807 2463.0 2472.0 ... 480105.22 2454.0 2462.0 RM
136 RM603 20250807 2429.0 2437.0 ... 11576.04 2424.0 2428.0 RM
137 RM605 20250807 2402.0 2407.0 ... 45945.16 2397.0 2397.0 RM
138 RM607 20250807 2380.0 2385.0 ... 3597.87 2378.0 2375.0 RM
139 RS508 20250807 0.0 0.0 ... 0.00 5003.0 5023.0 RS
140 RS509 20250807 5077.0 5089.0 ... 106.34 5064.0 5084.0 RS
141 RS511 20250807 0.0 0.0 ... 0.00 5243.0 5243.0 RS
142 RS607 20250807 5596.0 5596.0 ... 5.60 5596.0 5626.0 RS
143 SA508 20250807 1270.0 1270.0 ... 12.70 1270.0 1251.0 SA
144 SA509 20250807 1283.0 1291.0 ... 1220618.34 1272.0 1272.0 SA
145 SA510 20250807 1308.0 1317.0 ... 339414.12 1299.0 1302.0 SA
146 SA511 20250807 1316.0 1326.0 ... 412215.02 1306.0 1307.0 SA
147 SA512 20250807 1353.0 1374.0 ... 99445.57 1352.0 1352.0 SA
148 SA601 20250807 1370.0 1381.0 ... 4684402.95 1360.0 1363.0 SA
149 SA602 20250807 1381.0 1389.0 ... 4469.49 1369.0 1373.0 SA
150 SA603 20250807 1385.0 1391.0 ... 3552.82 1373.0 1377.0 SA
151 SA604 20250807 1424.0 1430.0 ... 1815.17 1411.0 1414.0 SA
152 SA605 20250807 1422.0 1435.0 ... 99157.17 1415.0 1421.0 SA
153 SA606 20250807 1432.0 1436.0 ... 1295.13 1417.0 1426.0 SA
154 SA607 20250807 1423.0 1432.0 ... 2049.96 1416.0 1424.0 SA
155 SF508 20250807 5852.0 5852.0 ... 35.11 5852.0 5858.0 SF
156 SF509 20250807 5908.0 5936.0 ... 827142.50 5854.0 5906.0 SF
157 SF510 20250807 5908.0 5920.0 ... 199684.49 5832.0 5880.0 SF
158 SF511 20250807 6060.0 6102.0 ... 447489.53 6024.0 6070.0 SF
159 SF512 20250807 6078.0 6092.0 ... 48805.50 6020.0 6054.0 SF
160 SF601 20250807 6066.0 6082.0 ... 153921.95 6012.0 6042.0 SF
161 SF602 20250807 6014.0 6014.0 ... 643.49 5958.0 5986.0 SF
162 SF603 20250807 6132.0 6148.0 ... 253.13 6100.0 6144.0 SF
163 SF604 20250807 6094.0 6122.0 ... 45.68 6090.0 6138.0 SF
164 SF605 20250807 6132.0 6132.0 ... 1301.19 6080.0 6126.0 SF
165 SF606 20250807 6066.0 6066.0 ... 159.55 6022.0 6062.0 SF
166 SF607 20250807 6172.0 6172.0 ... 70.57 6136.0 6168.0 SF
167 SH508 20250807 0.0 0.0 ... 0.00 2310.0 2349.0 SH
168 SH509 20250807 2455.0 2473.0 ... 1617487.91 2444.0 2485.0 SH
169 SH510 20250807 2525.0 2557.0 ... 383758.40 2537.0 2569.0 SH
170 SH511 20250807 2540.0 2563.0 ... 413519.79 2544.0 2570.0 SH
171 SH512 20250807 2577.0 2591.0 ... 100217.29 2574.0 2593.0 SH
172 SH601 20250807 2568.0 2586.0 ... 473653.72 2564.0 2583.0 SH
173 SH602 20250807 2603.0 2614.0 ... 1377.98 2595.0 2608.0 SH
174 SH603 20250807 2615.0 2628.0 ... 963.42 2611.0 2620.0 SH
175 SH604 20250807 2667.0 2678.0 ... 845.49 2659.0 2669.0 SH
176 SH605 20250807 2672.0 2687.0 ... 8930.14 2667.0 2680.0 SH
177 SH606 20250807 2697.0 2697.0 ... 298.04 2685.0 2695.0 SH
178 SH607 20250807 2679.0 2681.0 ... 40.14 2676.0 2681.0 SH
179 SM508 20250807 6082.0 6082.0 ... 72.75 6062.0 6064.0 SM
180 SM509 20250807 6106.0 6112.0 ... 791846.56 6064.0 6110.0 SM
181 SM510 20250807 6100.0 6118.0 ... 100904.56 6066.0 6116.0 SM
182 SM511 20250807 6202.0 6202.0 ... 177942.55 6148.0 6196.0 SM
183 SM512 20250807 6188.0 6204.0 ... 49481.53 6164.0 6204.0 SM
184 SM601 20250807 6202.0 6210.0 ... 329052.86 6160.0 6202.0 SM
185 SM602 20250807 6202.0 6202.0 ... 110.88 6160.0 6196.0 SM
186 SM603 20250807 6206.0 6206.0 ... 49.33 6166.0 6214.0 SM
187 SM604 20250807 6176.0 6176.0 ... 9.26 6176.0 6210.0 SM
188 SM605 20250807 6228.0 6244.0 ... 5449.78 6194.0 6236.0 SM
189 SM606 20250807 6238.0 6238.0 ... 21.70 6200.0 6242.0 SM
190 SM607 20250807 6174.0 6216.0 ... 24.73 6184.0 6276.0 SM
191 SR509 20250807 5680.0 5697.0 ... 611693.22 5675.0 5689.0 SR
192 SR511 20250807 5645.0 5649.0 ... 84673.94 5622.0 5645.0 SR
193 SR601 20250807 5621.0 5636.0 ... 684200.22 5608.0 5627.0 SR
194 SR603 20250807 5596.0 5607.0 ... 5362.76 5580.0 5596.0 SR
195 SR605 20250807 5568.0 5577.0 ... 21224.69 5558.0 5565.0 SR
196 SR607 20250807 5601.0 5601.0 ... 2944.90 5556.0 5562.0 SR
197 TA508 20250807 4694.0 4694.0 ... 11122.87 4676.0 4668.0 TA
198 TA509 20250807 4732.0 4736.0 ... 981667.58 4708.0 4702.0 TA
199 TA510 20250807 4732.0 4752.0 ... 54047.29 4726.0 4720.0 TA
200 TA511 20250807 4754.0 4758.0 ... 66733.15 4730.0 4728.0 TA
201 TA512 20250807 4756.0 4760.0 ... 30259.69 4732.0 4732.0 TA
202 TA601 20250807 4756.0 4764.0 ... 551414.88 4738.0 4734.0 TA
203 TA602 20250807 4754.0 4754.0 ... 35.51 4736.0 4722.0 TA
204 TA603 20250807 4766.0 4766.0 ... 9.49 4748.0 4746.0 TA
205 TA604 20250807 4748.0 4762.0 ... 4.76 4756.0 4768.0 TA
206 TA605 20250807 4802.0 4802.0 ... 6447.36 4774.0 4776.0 TA
207 TA606 20250807 0.0 0.0 ... 0.00 4784.0 4794.0 TA
208 TA607 20250807 0.0 0.0 ... 0.00 4796.0 4806.0 TA
209 UR508 20250807 1736.0 1736.0 ... 10.40 1734.0 1749.0 UR
210 UR509 20250807 1749.0 1754.0 ... 387825.78 1743.0 1761.0 UR
211 UR510 20250807 1741.0 1746.0 ... 22143.20 1740.0 1754.0 UR
212 UR511 20250807 1774.0 1774.0 ... 24214.93 1765.0 1777.0 UR
213 UR512 20250807 1766.0 1767.0 ... 295.72 1760.0 1776.0 UR
214 UR601 20250807 1765.0 1768.0 ... 158081.21 1759.0 1774.0 UR
215 UR602 20250807 1756.0 1763.0 ... 298.39 1755.0 1771.0 UR
216 UR603 20250807 1795.0 1795.0 ... 60.85 1790.0 1803.0 UR
217 UR604 20250807 1808.0 1808.0 ... 158.59 1802.0 1808.0 UR
218 UR605 20250807 1802.0 1802.0 ... 4116.77 1795.0 1805.0 UR
219 UR606 20250807 1788.0 1792.0 ... 28.62 1789.0 1799.0 UR
220 UR607 20250807 1795.0 1795.0 ... 89.69 1794.0 1802.0 UR
221 WH509 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:25:26,234 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
2025-08-15 16:25:27,998 - future_1d - INFO - save future_daily 2025-08-07 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250808 500.5 501 ... 4841142.49 496.4 504.3 SC
1 SC2510 20250808 497.8 497.8 ... 1620638.07 493 499.9 SC
2 SC2511 20250808 492.5 492.8 ... 357335 488 495.2 SC
3 SC2512 20250808 488.7 488.7 ... 90383.76 483.5 490.8 SC
4 SC2601 20250808 487.6 487.6 ... 35003.12 481.4 487.5 SC
5 SC2602 20250808 481.7 481.7 ... 21170.74 478.9 483.3 SC
6 SC2603 20250808 478.9 482.8 ... 15379.66 476.1 480.4 SC
7 SC2604 20250808 477.6 477.6 ... 14722.03 474.9 478.2 SC
8 SC2605 20250808 474.3 475.3 ... 8284.06 473.3 476.2 SC
9 SC2606 20250808 472.7 475 ... 9595.49 472.6 475.3 SC
10 SC2607 20250808 472 473.8 ... 189.02 472.5 477.4 SC
11 SC2608 20250808 469.4 469.4 ... 93.73 468.6 476.4 SC
12 SC2609 20250808 467.9 470 ... 328.12 468.7 468 SC
13 SC2612 20250808 464.3 466.5 ... 279.18 465.3 466.9 SC
14 SC2703 20250808 465.9 465.9 ... 46.59 465.9 464.7 SC
15 SC2706 20250808 464.3 465.4 ... 1110.23 462.5 464.3 SC
16 SC2709 20250808 462.6 463 ... 277.27 462.1 460.4 SC
17 SC2712 20250808 ... 0 464 464 SC
18 SC2803 20250808 ... 0 460 460.5 SC
19 SC2806 20250808 454.5 454.5 ... 771.25 453.6 454 SC
21 LU2509 20250808 3527 3527 ... 6457.789 3477 3520 LU
22 LU2510 20250808 3539 3544 ... 279341.791 3495 3545 LU
23 LU2511 20250808 3528 3531 ... 143671.717 3488 3535 LU
24 LU2512 20250808 3480 3508 ... 19521.124 3472 3506 LU
25 LU2601 20250808 3463 3473 ... 8626.601 3441 3481 LU
26 LU2602 20250808 3441 3449 ... 875.661 3407 3454 LU
27 LU2603 20250808 3434 3434 ... 71.58 3408 3439 LU
28 LU2604 20250808 3411 3422 ... 78.105 3395 3427 LU
29 LU2605 20250808 3429 3429 ... 251.618 3400 3416 LU
30 LU2606 20250808 3420 3420 ... 27.165 3395 3412 LU
31 LU2607 20250808 3406 3406 ... 64.371 3387 3417 LU
32 LU2608 20250808 3410 3410 ... 50.68 3378 3402 LU
34 NR2508 20250808 12280 12330 ... 1967.95 12295 12215 NR
35 NR2509 20250808 12395 12420 ... 480095.44 12345 12290 NR
36 NR2510 20250808 12400 12475 ... 650860.98 12405 12350 NR
37 NR2511 20250808 12435 12525 ... 60179.78 12445 12395 NR
38 NR2512 20250808 12470 12545 ... 5420.22 12460 12410 NR
39 NR2601 20250808 12530 12585 ... 33882.01 12515 12450 NR
40 NR2602 20250808 12520 12605 ... 288.415 12535 12475 NR
41 NR2603 20250808 12615 12650 ... 126.08 12605 12545 NR
42 NR2604 20250808 12585 12685 ... 37.85 12615 12495 NR
43 NR2605 20250808 12640 12730 ... 75.975 12660 12535 NR
44 NR2606 20250808 12745 12745 ... 12.745 12745 12585 NR
45 NR2607 20250808 12755 12755 ... 12.755 12755 12650 NR
47 BC2508 20250808 69300 69300 ... 173.25 69300 69270 BC
48 BC2509 20250808 69530 69780 ... 69928.485 69610 69540 BC
49 BC2510 20250808 69610 69810 ... 11359.635 69690 69600 BC
50 BC2511 20250808 69590 69600 ... 69.595 69590 69290 BC
51 BC2512 20250808 69740 69740 ... 104.59 69720 69460 BC
52 BC2601 20250808 ... 0 70020 70020 BC
53 BC2602 20250808 ... 0 70000 70000 BC
54 BC2603 20250808 ... 0 70000 70000 BC
55 BC2604 20250808 ... 0 70000 70000 BC
56 BC2605 20250808 ... 0 70000 70000 BC
57 BC2606 20250808 ... 0 69340 69340 BC
58 BC2607 20250808 ... 0 68670 68670 BC
60 EC2508 20250808 2076.7 2076.7 ... 2828.968 2072.5 2072.4 EC
61 EC2510 20250808 1405 1487.7 ... 408701.12 1448 1417 EC
62 EC2512 20250808 1750 1796.9 ... 53665.041 1768.7 1751.9 EC
63 EC2602 20250808 1508 1554.9 ... 8455.975 1530.4 1506.8 EC
64 EC2604 20250808 1343 1383.4 ... 8779.19 1361.1 1343.6 EC
65 EC2606 20250808 1489.7 1513.8 ... 1065.2815 1500.3 1492 EC
68 SC_TAS2509 20250808 ... SC_TAS
69 SC_TAS2510 20250808 ... SC_TAS
70 SC_TAS2511 20250808 ... SC_TAS
71 SC_TAS2512 20250808 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:25:36,939 - future_1d - INFO - ak.get_ine_daily('2025-08-08') done
symbol date open ... settle pre_settle variety
0 a2509 20250808 4131.00 ... 4115.00 4128.00 A
1 a2511 20250808 4100.00 ... 4093.00 4099.00 A
2 a2601 20250808 4100.00 ... 4093.00 4100.00 A
3 a2603 20250808 4092.00 ... 4085.00 4090.00 A
4 a2605 20250808 4130.00 ... 4123.00 4128.00 A
5 a2607 20250808 4128.00 ... 4120.00 4124.00 A
6 b2508 20250808 3610.00 ... 3610.00 3616.00 B
7 b2509 20250808 3746.00 ... 3743.00 3730.00 B
8 b2510 20250808 3784.00 ... 3781.00 3764.00 B
9 b2511 20250808 3804.00 ... 3797.00 3783.00 B
10 b2512 20250808 3805.00 ... 3812.00 3797.00 B
11 b2601 20250808 3792.00 ... 3798.00 3785.00 B
12 b2602 20250808 3772.00 ... 3770.00 3759.00 B
13 b2603 20250808 3674.00 ... 3674.00 3672.00 B
14 b2604 20250808 3560.00 ... 3561.00 3548.00 B
15 b2605 20250808 3478.00 ... 3484.00 3475.00 B
16 b2606 20250808 3464.00 ... 3466.00 3458.00 B
17 b2607 20250808 3452.00 ... 3454.00 3445.00 B
18 bb2509 20250808 149.80 ... 148.95 150.65 BB
19 bb2511 20250808 149.15 ... 148.25 149.90 BB
20 bb2601 20250808 149.45 ... 149.05 149.55 BB
21 bb2603 20250808 0.00 ... 147.90 147.90 BB
22 bb2605 20250808 0.00 ... 141.75 142.20 BB
23 bb2607 20250808 0.00 ... 147.50 147.95 BB
24 bz2603 20250808 6259.00 ... 6231.00 6268.00 BZ
25 bz2604 20250808 6189.00 ... 6198.00 6236.00 BZ
26 bz2605 20250808 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250808 6183.00 ... 6183.00 6239.00 BZ
28 bz2607 20250808 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250808 2263.00 ... 2257.00 2266.00 C
30 c2511 20250808 2214.00 ... 2203.00 2214.00 C
31 c2601 20250808 2196.00 ... 2185.00 2194.00 C
32 c2603 20250808 2201.00 ... 2196.00 2200.00 C
33 c2605 20250808 2250.00 ... 2246.00 2248.00 C
34 c2607 20250808 2266.00 ... 2263.00 2265.00 C
35 cs2509 20250808 2663.00 ... 2644.00 2661.00 CS
36 cs2511 20250808 2558.00 ... 2544.00 2560.00 CS
37 cs2601 20250808 2567.00 ... 2554.00 2568.00 CS
38 cs2603 20250808 2559.00 ... 2550.00 2561.00 CS
39 cs2605 20250808 2610.00 ... 2606.00 2613.00 CS
40 cs2607 20250808 2608.00 ... 2611.00 2620.00 CS
41 eb2508 20250808 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250808 7300.00 ... 7268.00 7309.00 EB
43 eb2510 20250808 7310.00 ... 7289.00 7334.00 EB
44 eb2511 20250808 7340.00 ... 7315.00 7351.00 EB
45 eb2512 20250808 7350.00 ... 7325.00 7367.00 EB
46 eb2601 20250808 7359.00 ... 7341.00 7379.00 EB
47 eb2602 20250808 7371.00 ... 7351.00 7387.00 EB
48 eb2603 20250808 7377.00 ... 7357.00 7404.00 EB
49 eb2604 20250808 7393.00 ... 7376.00 7413.00 EB
50 eb2605 20250808 7410.00 ... 7400.00 7411.00 EB
51 eb2606 20250808 7387.00 ... 7387.00 7376.00 EB
52 eb2607 20250808 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250808 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250808 4404.00 ... 4389.00 4412.00 EG
55 eg2510 20250808 4404.00 ... 4399.00 4419.00 EG
56 eg2511 20250808 4418.00 ... 4413.00 4431.00 EG
57 eg2512 20250808 4426.00 ... 4417.00 4443.00 EG
58 eg2601 20250808 4421.00 ... 4424.00 4436.00 EG
59 eg2602 20250808 4429.00 ... 4426.00 4442.00 EG
60 eg2603 20250808 4428.00 ... 4429.00 4445.00 EG
61 eg2604 20250808 4458.00 ... 4458.00 4464.00 EG
62 eg2605 20250808 4473.00 ... 4463.00 4464.00 EG
63 eg2606 20250808 4452.00 ... 4452.00 4470.00 EG
64 eg2607 20250808 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250808 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250808 1254.50 ... 1254.50 1254.00 FB
67 fb2510 20250808 1294.50 ... 1297.00 1296.50 FB
68 fb2511 20250808 1291.50 ... 1289.50 1292.00 FB
69 fb2512 20250808 1292.50 ... 1290.00 1292.50 FB
70 fb2601 20250808 1298.00 ... 1296.00 1297.00 FB
71 fb2602 20250808 1299.50 ... 1298.50 1299.50 FB
72 fb2603 20250808 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250808 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250808 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250808 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250808 0.00 ... 1302.50 1302.50 FB
77 i2508 20250808 0.00 ... 820.00 820.00 I
78 i2509 20250808 793.00 ... 790.00 791.50 I
79 i2510 20250808 793.50 ... 789.50 789.00 I
80 i2511 20250808 787.00 ... 785.00 785.00 I
81 i2512 20250808 783.00 ... 781.00 781.00 I
82 i2601 20250808 775.50 ... 774.00 773.00 I
83 i2602 20250808 772.50 ... 769.00 768.50 I
84 i2603 20250808 765.50 ... 764.50 764.00 I
85 i2604 20250808 761.00 ... 760.00 759.50 I
86 i2605 20250808 753.00 ... 751.50 751.00 I
87 i2606 20250808 748.00 ... 747.00 746.50 I
88 i2607 20250808 743.00 ... 742.00 741.50 I
89 j2508 20250808 0.00 ... 1598.00 1598.00 J
90 j2509 20250808 1663.00 ... 1648.50 1658.00 J
91 j2510 20250808 1674.50 ... 1663.00 1679.00 J
92 j2511 20250808 1701.50 ... 1689.00 1701.50 J
93 j2512 20250808 1717.50 ... 1709.00 1729.00 J
94 j2601 20250808 1738.00 ... 1729.50 1735.50 J
95 j2602 20250808 0.00 ... 1759.00 1759.00 J
96 j2603 20250808 0.00 ... 1784.00 1784.00 J
97 j2604 20250808 0.00 ... 1795.50 1795.50 J
98 j2605 20250808 1822.00 ... 1812.00 1819.00 J
99 j2606 20250808 0.00 ... 1837.50 1837.50 J
100 j2607 20250808 0.00 ... 1830.50 1830.50 J
101 jd2508 20250808 2756.00 ... 2788.00 2751.00 JD
102 jd2509 20250808 3393.00 ... 3373.00 3376.00 JD
103 jd2510 20250808 3292.00 ... 3272.00 3288.00 JD
104 jd2511 20250808 3340.00 ... 3326.00 3336.00 JD
105 jd2512 20250808 3470.00 ... 3444.00 3474.00 JD
106 jd2601 20250808 3575.00 ... 3548.00 3582.00 JD
107 jd2602 20250808 3193.00 ... 3182.00 3191.00 JD
108 jd2603 20250808 3201.00 ... 3184.00 3197.00 JD
109 jd2604 20250808 3358.00 ... 3345.00 3356.00 JD
110 jd2605 20250808 3459.00 ... 3452.00 3463.00 JD
111 jd2606 20250808 3297.00 ... 3293.00 3296.00 JD
112 jd2607 20250808 3512.00 ... 3511.00 3513.00 JD
113 jm2508 20250808 0.00 ... 878.00 878.00 JM
114 jm2509 20250808 1088.00 ... 1066.50 1085.00 JM
115 jm2510 20250808 1146.00 ... 1125.50 1143.00 JM
116 jm2511 20250808 1199.00 ... 1175.00 1184.00 JM
117 jm2512 20250808 1211.00 ... 1200.50 1204.50 JM
118 jm2601 20250808 1228.00 ... 1219.50 1221.00 JM
119 jm2602 20250808 1233.00 ... 1231.00 1233.00 JM
120 jm2603 20250808 1246.00 ... 1239.50 1243.00 JM
121 jm2604 20250808 1249.50 ... 1248.50 1248.50 JM
122 jm2605 20250808 1265.00 ... 1255.00 1257.50 JM
123 jm2606 20250808 1253.00 ... 1260.50 1261.50 JM
124 jm2607 20250808 1284.50 ... 1266.50 1266.50 JM
125 l2508 20250808 0.00 ... 7311.00 7311.00 L
126 l2509 20250808 7300.00 ... 7294.00 7302.00 L
127 l2510 20250808 7315.00 ... 7313.00 7321.00 L
128 l2511 20250808 7340.00 ... 7338.00 7353.00 L
129 l2512 20250808 7355.00 ... 7351.00 7364.00 L
130 l2601 20250808 7364.00 ... 7351.00 7369.00 L
131 l2602 20250808 7351.00 ... 7344.00 7359.00 L
132 l2603 20250808 7351.00 ... 7343.00 7356.00 L
133 l2604 20250808 7370.00 ... 7370.00 7378.00 L
134 l2605 20250808 7361.00 ... 7352.00 7367.00 L
135 l2606 20250808 0.00 ... 7360.00 7360.00 L
136 l2607 20250808 0.00 ... 7373.00 7373.00 L
137 lg2509 20250808 831.50 ... 828.50 833.00 LG
138 lg2511 20250808 844.50 ... 837.50 840.50 LG
139 lg2601 20250808 843.00 ... 841.50 840.50 LG
140 lg2603 20250808 834.50 ... 838.00 838.00 LG
141 lg2605 20250808 834.50 ... 842.00 840.00 LG
142 lg2607 20250808 842.00 ... 838.00 838.00 LG
143 lh2509 20250808 13890.00 ... 13895.00 13825.00 LH
144 lh2511 20250808 14120.00 ... 14140.00 14045.00 LH
145 lh2601 20250808 14350.00 ... 14390.00 14350.00 LH
146 lh2603 20250808 13400.00 ... 13385.00 13355.00 LH
147 lh2605 20250808 13905.00 ... 13915.00 13885.00 LH
148 lh2607 20250808 14405.00 ... 14395.00 14400.00 LH
149 m2508 20250808 3030.00 ... 3030.00 3004.00 M
150 m2509 20250808 3034.00 ... 3040.00 3020.00 M
151 m2511 20250808 3073.00 ... 3076.00 3058.00 M
152 m2512 20250808 3106.00 ... 3111.00 3090.00 M
153 m2601 20250808 3086.00 ... 3088.00 3068.00 M
154 m2603 20250808 2950.00 ... 2957.00 2943.00 M
155 m2605 20250808 2763.00 ... 2765.00 2754.00 M
156 m2607 20250808 2743.00 ... 2745.00 2737.00 M
157 p2508 20250808 0.00 ... 8808.00 8808.00 P
158 p2509 20250808 8964.00 ... 9012.00 8988.00 P
159 p2510 20250808 8956.00 ... 9004.00 8982.00 P
160 p2511 20250808 8966.00 ... 9008.00 8984.00 P
161 p2512 20250808 8962.00 ... 9016.00 8990.00 P
162 p2601 20250808 8970.00 ... 9026.00 8994.00 P
163 p2602 20250808 8978.00 ... 8990.00 8968.00 P
164 p2603 20250808 8940.00 ... 8946.00 8920.00 P
165 p2604 20250808 8868.00 ... 8882.00 8858.00 P
166 p2605 20250808 8776.00 ... 8814.00 8782.00 P
167 p2606 20250808 8762.00 ... 8754.00 8694.00 P
168 p2607 20250808 8686.00 ... 8656.00 8620.00 P
169 pg2508 20250808 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250808 3814.00 ... 3803.00 3837.00 PG
171 pg2510 20250808 4282.00 ... 4272.00 4306.00 PG
172 pg2511 20250808 4208.00 ... 4201.00 4237.00 PG
173 pg2512 20250808 4169.00 ... 4155.00 4187.00 PG
174 pg2601 20250808 4121.00 ... 4109.00 4139.00 PG
175 pg2602 20250808 4055.00 ... 4054.00 4076.00 PG
176 pg2603 20250808 3973.00 ... 3978.00 3995.00 PG
177 pg2604 20250808 4257.00 ... 4265.00 4280.00 PG
178 pg2605 20250808 4167.00 ... 4162.00 4182.00 PG
179 pg2606 20250808 4116.00 ... 4107.00 4131.00 PG
180 pg2607 20250808 4070.00 ... 4059.00 4100.00 PG
181 pp2508 20250808 7021.00 ... 7021.00 7138.00 PP
182 pp2509 20250808 7079.00 ... 7066.00 7074.00 PP
183 pp2510 20250808 7071.00 ... 7061.00 7075.00 PP
184 pp2511 20250808 7090.00 ... 7078.00 7093.00 PP
185 pp2512 20250808 7102.00 ... 7093.00 7110.00 PP
186 pp2601 20250808 7115.00 ... 7096.00 7111.00 PP
187 pp2602 20250808 7087.00 ... 7079.00 7096.00 PP
188 pp2603 20250808 7077.00 ... 7075.00 7093.00 PP
189 pp2604 20250808 7099.00 ... 7089.00 7104.00 PP
190 pp2605 20250808 7105.00 ... 7091.00 7106.00 PP
191 pp2606 20250808 7078.00 ... 7078.00 7088.00 PP
192 pp2607 20250808 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250808 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250808 3563.00 ... 3570.00 3590.00 RR
195 rr2510 20250808 3614.00 ... 3609.00 3615.00 RR
196 rr2511 20250808 3607.00 ... 3612.00 3618.00 RR
197 rr2512 20250808 3611.00 ... 3607.00 3619.00 RR
198 rr2601 20250808 3621.00 ... 3620.00 3626.00 RR
199 rr2602 20250808 3616.00 ... 3610.00 3620.00 RR
200 rr2603 20250808 3608.00 ... 3608.00 3617.00 RR
201 rr2604 20250808 3613.00 ... 3613.00 3618.00 RR
202 rr2605 20250808 3611.00 ... 3610.00 3618.00 RR
203 rr2606 20250808 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250808 0.00 ... 3633.00 3633.00 RR
205 v2508 20250808 4980.00 ... 4955.00 5003.00 V
206 v2509 20250808 5046.00 ... 5005.00 5045.00 V
207 v2510 20250808 5070.00 ... 5040.00 5084.00 V
208 v2511 20250808 5100.00 ... 5072.00 5115.00 V
209 v2512 20250808 5133.00 ... 5107.00 5148.00 V
210 v2601 20250808 5172.00 ... 5137.00 5177.00 V
211 v2602 20250808 5192.00 ... 5160.00 5192.00 V
212 v2603 20250808 5206.00 ... 5185.00 5208.00 V
213 v2604 20250808 5423.00 ... 5427.00 5457.00 V
214 v2605 20250808 5452.00 ... 5451.00 5466.00 V
215 v2606 20250808 5456.00 ... 5468.00 5499.00 V
216 v2607 20250808 5508.00 ... 5495.00 5536.00 V
217 y2508 20250808 0.00 ... 8586.00 8514.00 Y
218 y2509 20250808 8392.00 ... 8408.00 8426.00 Y
219 y2511 20250808 8402.00 ... 8410.00 8430.00 Y
220 y2512 20250808 8422.00 ... 8420.00 8430.00 Y
221 y2601 20250808 8400.00 ... 8396.00 8404.00 Y
222 y2603 20250808 8256.00 ... 8270.00 8278.00 Y
223 y2605 20250808 7970.00 ... 7976.00 7970.00 Y
224 y2607 20250808 7938.00 ... 7948.00 7948.00 Y
[225 rows x 12 columns]
2025-08-15 16:25:37,437 - future_1d - INFO - ak.get_dce_daily('2025-08-08') done
symbol date open ... settle pre_settle variety
0 PS2508 20250808 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250808 50000.0 ... 49725.0 50425.0 PS
2 PS2510 20250808 50590.0 ... 49800.0 50590.0 PS
3 PS2511 20250808 50290.0 ... 49825.0 50625.0 PS
4 PS2512 20250808 53020.0 ... 52890.0 53790.0 PS
5 PS2601 20250808 53155.0 ... 52975.0 53930.0 PS
6 PS2602 20250808 53560.0 ... 53360.0 53915.0 PS
7 PS2603 20250808 53795.0 ... 53405.0 53885.0 PS
8 PS2604 20250808 53765.0 ... 53580.0 54120.0 PS
9 PS2605 20250808 53610.0 ... 53325.0 54000.0 PS
10 PS2606 20250808 56600.0 ... 56465.0 57045.0 PS
11 PS2607 20250808 57105.0 ... 56660.0 57295.0 PS
13 SI2508 20250808 0.0 ... 8645.0 8645.0 SI
14 SI2509 20250808 8560.0 ... 8555.0 8605.0 SI
15 SI2510 20250808 8625.0 ... 8575.0 8625.0 SI
16 SI2511 20250808 8630.0 ... 8585.0 8635.0 SI
17 SI2512 20250808 8890.0 ... 8890.0 8975.0 SI
18 SI2601 20250808 8905.0 ... 8880.0 8965.0 SI
19 SI2602 20250808 8875.0 ... 8860.0 8945.0 SI
20 SI2603 20250808 8900.0 ... 8890.0 8970.0 SI
21 SI2604 20250808 8945.0 ... 8915.0 9025.0 SI
22 SI2605 20250808 8920.0 ... 8930.0 9010.0 SI
23 SI2606 20250808 8940.0 ... 8910.0 9035.0 SI
24 SI2607 20250808 8935.0 ... 8935.0 9040.0 SI
27 LC2508 20250808 75300.0 ... 74160.0 70000.0 LC
28 LC2509 20250808 72340.0 ... 74600.0 71080.0 LC
29 LC2510 20250808 72500.0 ... 74940.0 71420.0 LC
30 LC2511 20250808 73000.0 ... 75000.0 71440.0 LC
31 LC2512 20250808 73460.0 ... 75100.0 71820.0 LC
32 LC2601 20250808 72800.0 ... 74980.0 71640.0 LC
33 LC2602 20250808 72660.0 ... 75360.0 71420.0 LC
34 LC2603 20250808 72600.0 ... 74900.0 71680.0 LC
35 LC2604 20250808 72900.0 ... 74300.0 71880.0 LC
36 LC2605 20250808 73000.0 ... 74360.0 71880.0 LC
37 LC2606 20250808 73000.0 ... 74280.0 71820.0 LC
38 LC2607 20250808 73140.0 ... 74640.0 71840.0 LC
[36 rows x 12 columns]
2025-08-15 16:25:37,812 - future_1d - INFO - ak.get_gfex_daily('2025-08-08') done
symbol date open ... settle pre_settle variety
0 IC2508 20250808 6288.200 ... 6304.000 6298.200 IC
1 IC2509 20250808 6219.000 ... 6232.000 6226.600 IC
2 IC2512 20250808 6060.000 ... 6073.000 6071.200 IC
3 IC2603 20250808 5915.000 ... 5934.600 5935.400 IC
4 IF2508 20250808 4100.000 ... 4101.000 4105.800 IF
5 IF2509 20250808 4087.000 ... 4087.400 4093.000 IF
6 IF2512 20250808 4057.800 ... 4055.800 4063.000 IF
7 IF2603 20250808 4027.800 ... 4022.200 4032.000 IF
8 IH2508 20250808 2794.000 ... 2788.000 2796.800 IH
9 IH2509 20250808 2795.200 ... 2789.200 2797.600 IH
10 IH2512 20250808 2795.600 ... 2789.400 2797.600 IH
11 IH2603 20250808 2795.800 ... 2787.600 2797.200 IH
12 IM2508 20250808 6818.200 ... 6819.400 6825.600 IM
13 IM2509 20250808 6740.000 ... 6742.800 6748.800 IM
14 IM2512 20250808 6551.000 ... 6550.800 6560.000 IM
15 IM2603 20250808 6368.800 ... 6369.800 6378.000 IM
16 T2509 20250808 108.670 ... 108.610 108.610 T
17 T2512 20250808 108.520 ... 108.505 108.480 T
18 T2603 20250808 108.380 ... 108.310 108.290 T
19 TF2509 20250808 105.895 ... 105.820 105.815 TF
20 TF2512 20250808 105.910 ... 105.875 105.860 TF
21 TF2603 20250808 105.950 ... 105.900 105.875 TF
22 TL2509 20250808 119.500 ... 119.250 119.340 TL
23 TL2512 20250808 119.140 ... 118.880 118.990 TL
24 TL2603 20250808 118.800 ... 118.550 118.680 TL
25 TS2509 20250808 102.392 ... 102.370 102.370 TS
26 TS2512 20250808 102.450 ... 102.436 102.426 TS
27 TS2603 20250808 102.426 ... 102.408 102.402 TS
[28 rows x 12 columns]
2025-08-15 16:25:38,001 - future_1d - INFO - ak.get_cffex_daily('2025-08-08') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250808 ... 78420 78380 CU
1 1 CU2509 20250808 ... 78440 78380 CU
2 2 CU2510 20250808 ... 78430 78380 CU
3 3 CU2511 20250808 ... 78410 78350 CU
4 4 CU2512 20250808 ... 78380 78320 CU
5 5 CU2601 20250808 ... 78340 78290 CU
6 6 CU2602 20250808 ... 78310 78270 CU
7 7 CU2603 20250808 ... 78260 78300 CU
8 8 CU2604 20250808 ... 78330 78290 CU
9 9 CU2605 20250808 ... 78350 78280 CU
10 10 CU2606 20250808 ... 78370 78230 CU
11 11 CU2607 20250808 ... 78370 78260 CU
12 12 BC2508 20250808 ... 69300 69270 BC
13 13 BC2509 20250808 ... 69610 69540 BC
14 14 BC2510 20250808 ... 69690 69600 BC
15 15 BC2511 20250808 ... 69590 69290 BC
16 16 BC2512 20250808 ... 69720 69460 BC
17 17 BC2601 20250808 ... 70020 70020 BC
18 18 BC2602 20250808 ... 70000 70000 BC
19 19 BC2603 20250808 ... 70000 70000 BC
20 20 BC2604 20250808 ... 70000 70000 BC
21 21 BC2605 20250808 ... 70000 70000 BC
22 22 BC2606 20250808 ... 69340 69340 BC
23 23 BC2607 20250808 ... 68670 68670 BC
24 24 AL2508 20250808 ... 20680 20775 AL
25 25 AL2509 20250808 ... 20670 20765 AL
26 26 AL2510 20250808 ... 20635 20725 AL
27 27 AL2511 20250808 ... 20585 20670 AL
28 28 AL2512 20250808 ... 20540 20630 AL
29 29 AL2601 20250808 ... 20505 20590 AL
30 30 AL2602 20250808 ... 20505 20590 AL
31 31 AL2603 20250808 ... 20520 20605 AL
32 32 AL2604 20250808 ... 20545 20630 AL
33 33 AL2605 20250808 ... 20560 20640 AL
34 34 AL2606 20250808 ... 20575 20660 AL
35 35 AL2607 20250808 ... 20580 20670 AL
36 36 ZN2508 20250808 ... 22485 22505 ZN
37 37 ZN2509 20250808 ... 22505 22530 ZN
38 38 ZN2510 20250808 ... 22520 22540 ZN
39 39 ZN2511 20250808 ... 22520 22540 ZN
40 40 ZN2512 20250808 ... 22500 22545 ZN
41 41 ZN2601 20250808 ... 22475 22505 ZN
42 42 ZN2602 20250808 ... 22460 22495 ZN
43 43 ZN2603 20250808 ... 22475 22525 ZN
44 44 ZN2604 20250808 ... 22455 22530 ZN
45 45 ZN2605 20250808 ... 22460 22515 ZN
46 46 ZN2606 20250808 ... 22445 22495 ZN
47 47 ZN2607 20250808 ... 22480 22505 ZN
48 48 PB2508 20250808 ... 16795 16810 PB
49 49 PB2509 20250808 ... 16865 16860 PB
50 50 PB2510 20250808 ... 16875 16875 PB
51 51 PB2511 20250808 ... 16900 16910 PB
52 52 PB2512 20250808 ... 16925 16930 PB
53 53 PB2601 20250808 ... 16935 16935 PB
54 54 PB2602 20250808 ... 16970 16970 PB
55 55 PB2603 20250808 ... 17005 17010 PB
56 56 PB2604 20250808 ... 17030 17030 PB
57 57 PB2605 20250808 ... 17025 17040 PB
58 58 PB2606 20250808 ... 17020 17065 PB
59 59 PB2607 20250808 ... 17060 17060 PB
60 60 NI2508 20250808 ... 120970 121100 NI
61 61 NI2509 20250808 ... 121160 121350 NI
62 62 NI2510 20250808 ... 121280 121480 NI
63 63 NI2511 20250808 ... 121450 121640 NI
64 64 NI2512 20250808 ... 121670 121850 NI
65 65 NI2601 20250808 ... 121950 122110 NI
66 66 NI2602 20250808 ... 121950 122680 NI
67 67 NI2603 20250808 ... 122270 122660 NI
68 68 NI2604 20250808 ... 123010 122660 NI
69 69 NI2605 20250808 ... 122980 123230 NI
70 70 NI2606 20250808 ... 123050 123650 NI
71 71 NI2607 20250808 ... 123270 123550 NI
72 72 SN2508 20250808 ... 267630 267040 SN
73 73 SN2509 20250808 ... 268140 267530 SN
74 74 SN2510 20250808 ... 268370 267850 SN
75 75 SN2511 20250808 ... 268360 267850 SN
76 76 SN2512 20250808 ... 268290 267740 SN
77 77 SN2601 20250808 ... 268500 268160 SN
78 78 SN2602 20250808 ... 268430 267920 SN
79 79 SN2603 20250808 ... 268710 268070 SN
80 80 SN2604 20250808 ... 268920 268810 SN
81 81 SN2605 20250808 ... 269110 268850 SN
82 82 SN2606 20250808 ... 269300 269300 SN
83 83 SN2607 20250808 ... 269050 268580 SN
84 84 AO2508 20250808 ... 3161 3251 AO
85 85 AO2509 20250808 ... 3172 3244 AO
86 86 AO2510 20250808 ... 3177 3242 AO
87 87 AO2511 20250808 ... 3188 3245 AO
88 88 AO2512 20250808 ... 3196 3252 AO
89 89 AO2601 20250808 ... 3206 3265 AO
90 90 AO2602 20250808 ... 3206 3262 AO
91 91 AO2603 20250808 ... 3211 3258 AO
92 92 AO2604 20250808 ... 3209 3282 AO
93 93 AO2605 20250808 ... 3211 3261 AO
94 94 AO2606 20250808 ... 3210 3266 AO
95 95 AO2607 20250808 ... 3212 3263 AO
96 96 AD2511 20250808 ... 20065 20160 AD
97 97 AD2512 20250808 ... 20060 20170 AD
98 98 AD2601 20250808 ... 20035 20140 AD
99 99 AD2602 20250808 ... 19955 19855 AD
100 100 AD2603 20250808 ... 19940 19885 AD
101 101 AD2604 20250808 ... 19865 19710 AD
102 102 AD2605 20250808 ... 19785 19885 AD
103 103 AD2606 20250808 ... 19750 19870 AD
104 104 AD2607 20250808 ... 19830 19830 AD
105 105 AU2508 20250808 ... 783.82 781.6 AU
106 106 AU2509 20250808 ... 784.38 782.4 AU
107 107 AU2510 20250808 ... 785.82 783.38 AU
108 108 AU2512 20250808 ... 788.16 785.56 AU
109 109 AU2602 20250808 ... 790.16 787.66 AU
110 110 AU2604 20250808 ... 792.32 789.84 AU
111 111 AU2606 20250808 ... 794.54 792.04 AU
112 112 AU2608 20250808 ... 796.92 794.3 AU
113 113 AG2508 20250808 ... 9254 9184 AG
114 114 AG2509 20250808 ... 9265 9190 AG
115 115 AG2510 20250808 ... 9277 9201 AG
116 116 AG2511 20250808 ... 9290 9212 AG
117 117 AG2512 20250808 ... 9299 9227 AG
118 118 AG2601 20250808 ... 9313 9237 AG
119 119 AG2602 20250808 ... 9324 9248 AG
120 120 AG2603 20250808 ... 9338 9268 AG
121 121 AG2604 20250808 ... 9352 9275 AG
122 122 AG2605 20250808 ... 9362 9291 AG
123 123 AG2606 20250808 ... 9376 9307 AG
124 124 AG2607 20250808 ... 9386 9323 AG
125 125 RB2508 20250808 ... 3179 3202 RB
126 126 RB2509 20250808 ... 3184 3201 RB
127 127 RB2510 20250808 ... 3215 3236 RB
128 128 RB2511 20250808 ... 3229 3251 RB
129 129 RB2512 20250808 ... 3273 3288 RB
130 130 RB2601 20250808 ... 3283 3309 RB
131 131 RB2602 20250808 ... 3292 3301 RB
132 132 RB2603 20250808 ... 3294 3316 RB
133 133 RB2604 20250808 ... 3306 3330 RB
134 134 RB2605 20250808 ... 3313 3331 RB
135 135 RB2606 20250808 ... 3322 3343 RB
136 136 RB2607 20250808 ... 3328 3350 RB
137 137 WR2508 20250808 ... 3212 3212 WR
138 138 WR2509 20250808 ... 3342 3342 WR
139 139 WR2510 20250808 ... 3447 3461 WR
140 140 WR2511 20250808 ... 3467 3490 WR
141 141 WR2512 20250808 ... 3499 3499 WR
142 142 WR2601 20250808 ... 3436 3473 WR
143 143 WR2602 20250808 ... 3523 3523 WR
144 144 WR2603 20250808 ... 3550 3609 WR
145 145 WR2604 20250808 ... 3550 3560 WR
146 146 WR2605 20250808 ... 3478 3478 WR
147 147 WR2606 20250808 ... 3599 3599 WR
148 148 WR2607 20250808 ... 3634 3635 WR
149 149 HC2508 20250808 ... 3436 3436 HC
150 150 HC2509 20250808 ... 3437 3459 HC
151 151 HC2510 20250808 ... 3421 3447 HC
152 152 HC2511 20250808 ... 3419 3449 HC
153 153 HC2512 20250808 ... 3422 3445 HC
154 154 HC2601 20250808 ... 3420 3449 HC
155 155 HC2602 20250808 ... 3416 3444 HC
156 156 HC2603 20250808 ... 3420 3451 HC
157 157 HC2604 20250808 ... 3432 3451 HC
158 158 HC2605 20250808 ... 3428 3452 HC
159 159 HC2606 20250808 ... 3438 3462 HC
160 160 HC2607 20250808 ... 3442 3461 HC
161 161 SS2508 20250808 ... 12985 12965 SS
162 162 SS2509 20250808 ... 12985 12960 SS
163 163 SS2510 20250808 ... 13045 13010 SS
164 164 SS2511 20250808 ... 13075 13045 SS
165 165 SS2512 20250808 ... 13100 13070 SS
166 166 SS2601 20250808 ... 13155 13110 SS
167 167 SS2602 20250808 ... 13210 13160 SS
168 168 SS2603 20250808 ... 13255 13225 SS
169 169 SS2604 20250808 ... 13270 13275 SS
170 170 SS2605 20250808 ... 13330 13275 SS
171 171 SS2606 20250808 ... 13355 13310 SS
172 172 SS2607 20250808 ... 13370 13355 SS
173 173 SC2509 20250808 ... 496.4 504.3 SC
174 174 SC2510 20250808 ... 493 499.9 SC
175 175 SC2511 20250808 ... 488 495.2 SC
176 176 SC2512 20250808 ... 483.5 490.8 SC
177 177 SC2601 20250808 ... 481.4 487.5 SC
178 178 SC2602 20250808 ... 478.9 483.3 SC
179 179 SC2603 20250808 ... 476.1 480.4 SC
180 180 SC2604 20250808 ... 474.9 478.2 SC
181 181 SC2605 20250808 ... 473.3 476.2 SC
182 182 SC2606 20250808 ... 472.6 475.3 SC
183 183 SC2607 20250808 ... 472.5 477.4 SC
184 184 SC2608 20250808 ... 468.6 476.4 SC
185 185 SC2609 20250808 ... 468.7 468 SC
186 186 SC2612 20250808 ... 465.3 466.9 SC
187 187 SC2703 20250808 ... 465.9 464.7 SC
188 188 SC2706 20250808 ... 462.5 464.3 SC
189 189 SC2709 20250808 ... 462.1 460.4 SC
190 190 SC2712 20250808 ... 464 464 SC
191 191 SC2803 20250808 ... 460 460.5 SC
192 192 SC2806 20250808 ... 453.6 454 SC
193 193 LU2509 20250808 ... 3477 3520 LU
194 194 LU2510 20250808 ... 3495 3545 LU
195 195 LU2511 20250808 ... 3488 3535 LU
196 196 LU2512 20250808 ... 3472 3506 LU
197 197 LU2601 20250808 ... 3441 3481 LU
198 198 LU2602 20250808 ... 3407 3454 LU
199 199 LU2603 20250808 ... 3408 3439 LU
200 200 LU2604 20250808 ... 3395 3427 LU
201 201 LU2605 20250808 ... 3400 3416 LU
202 202 LU2606 20250808 ... 3395 3412 LU
203 203 LU2607 20250808 ... 3387 3417 LU
204 204 LU2608 20250808 ... 3378 3402 LU
205 205 FU2509 20250808 ... 2799 2833 FU
206 206 FU2510 20250808 ... 2810 2846 FU
207 207 FU2511 20250808 ... 2820 2856 FU
208 208 FU2512 20250808 ... 2820 2851 FU
209 209 FU2601 20250808 ... 2815 2847 FU
210 210 FU2602 20250808 ... 2801 2837 FU
211 211 FU2603 20250808 ... 2793 2828 FU
212 212 FU2604 20250808 ... 2787 2822 FU
213 213 FU2605 20250808 ... 2777 2809 FU
214 214 FU2606 20250808 ... 2765 2801 FU
215 215 FU2607 20250808 ... 2744 2786 FU
216 216 FU2608 20250808 ... 2731 2774 FU
217 217 BU2508 20250808 ... 3538 3559 BU
218 218 BU2509 20250808 ... 3526 3556 BU
219 219 BU2510 20250808 ... 3499 3534 BU
220 220 BU2511 20250808 ... 3463 3498 BU
221 221 BU2512 20250808 ... 3410 3441 BU
222 222 BU2601 20250808 ... 3376 3408 BU
223 223 BU2602 20250808 ... 3370 3395 BU
224 224 BU2603 20250808 ... 3364 3385 BU
225 225 BU2604 20250808 ... 3343 3377 BU
226 226 BU2605 20250808 ... 3348 3366 BU
227 227 BU2606 20250808 ... 3352 3367 BU
228 228 BU2607 20250808 ... 3345 3380 BU
229 229 BU2609 20250808 ... 3336 3367 BU
230 230 BU2612 20250808 ... 3297 3327 BU
231 231 BU2703 20250808 ... 3299 3320 BU
232 232 BU2706 20250808 ... 3304 3339 BU
233 233 BR2508 20250808 ... 11550 11465 BR
234 234 BR2509 20250808 ... 11500 11505 BR
235 235 BR2510 20250808 ... 11485 11500 BR
236 236 BR2511 20250808 ... 11515 11530 BR
237 237 BR2512 20250808 ... 11545 11565 BR
238 238 BR2601 20250808 ... 11590 11605 BR
239 239 BR2602 20250808 ... 11575 11575 BR
240 240 BR2603 20250808 ... 11620 11595 BR
241 241 BR2604 20250808 ... 11645 11700 BR
242 242 BR2605 20250808 ... 11705 11715 BR
243 243 BR2606 20250808 ... 11730 11695 BR
244 244 BR2607 20250808 ... 11800 11765 BR
245 245 RU2508 20250808 ... 14560 14365 RU
246 246 RU2509 20250808 ... 14535 14475 RU
247 247 RU2510 20250808 ... 14560 14505 RU
248 248 RU2511 20250808 ... 14575 14530 RU
249 249 RU2601 20250808 ... 15500 15445 RU
250 250 RU2603 20250808 ... 15555 15485 RU
251 251 RU2604 20250808 ... 15590 15555 RU
252 252 RU2605 20250808 ... 15615 15565 RU
253 253 RU2606 20250808 ... 15615 15660 RU
254 254 RU2607 20250808 ... 15640 15595 RU
255 255 NR2508 20250808 ... 12295 12215 NR
256 256 NR2509 20250808 ... 12345 12290 NR
257 257 NR2510 20250808 ... 12405 12350 NR
258 258 NR2511 20250808 ... 12445 12395 NR
259 259 NR2512 20250808 ... 12460 12410 NR
260 260 NR2601 20250808 ... 12515 12450 NR
261 261 NR2602 20250808 ... 12535 12475 NR
262 262 NR2603 20250808 ... 12605 12545 NR
263 263 NR2604 20250808 ... 12615 12495 NR
264 264 NR2605 20250808 ... 12660 12535 NR
265 265 NR2606 20250808 ... 12745 12585 NR
266 266 NR2607 20250808 ... 12755 12650 NR
267 267 SP2508 20250808 ... 5120 5132 SP
268 268 SP2509 20250808 ... 5182 5174 SP
269 269 SP2510 20250808 ... 5200 5192 SP
270 270 SP2511 20250808 ... 5204 5194 SP
271 271 SP2512 20250808 ... 5208 5198 SP
272 272 SP2601 20250808 ... 5446 5428 SP
273 273 SP2602 20250808 ... 5418 5402 SP
274 274 SP2603 20250808 ... 5418 5408 SP
275 275 SP2604 20250808 ... 5430 5396 SP
276 276 SP2605 20250808 ... 5422 5406 SP
277 277 SP2606 20250808 ... 5426 5416 SP
278 278 SP2607 20250808 ... 5420 5406 SP
279 279 EC2508 20250808 ... 2072.5 2072.4 EC
280 280 EC2510 20250808 ... 1448 1417 EC
281 281 EC2512 20250808 ... 1768.7 1751.9 EC
282 282 EC2602 20250808 ... 1530.4 1506.8 EC
283 283 EC2604 20250808 ... 1361.1 1343.6 EC
284 284 EC2606 20250808 ... 1500.3 1492 EC
285 285 SC_TAS2509 20250808 ... SC_TAS
286 286 SC_TAS2510 20250808 ... SC_TAS
287 287 SC_TAS2511 20250808 ... SC_TAS
288 288 SC_TAS2512 20250808 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 16:25:38,119 - future_1d - INFO - ak.get_shfe_daily('2025-08-08') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250808 7951.0 8106.0 ... 448001.47 8022.0 7937.0 AP
1 AP511 20250808 7731.0 7836.0 ... 1528.13 7797.0 7731.0 AP
2 AP512 20250808 7776.0 7876.0 ... 266.12 7827.0 7781.0 AP
3 AP601 20250808 7857.0 7989.0 ... 38550.63 7919.0 7871.0 AP
4 AP603 20250808 7825.0 7881.0 ... 298.39 7852.0 7798.0 AP
5 AP604 20250808 7842.0 7913.0 ... 149.82 7885.0 7819.0 AP
6 AP605 20250808 7945.0 7983.0 ... 508.33 7943.0 7891.0 AP
7 CF509 20250808 13675.0 13700.0 ... 620030.80 13660.0 13675.0 CF
8 CF511 20250808 13735.0 13765.0 ... 129600.70 13710.0 13735.0 CF
9 CF601 20250808 13860.0 13865.0 ... 480629.88 13815.0 13830.0 CF
10 CF603 20250808 13815.0 13815.0 ... 1115.83 13775.0 13795.0 CF
11 CF605 20250808 13800.0 13810.0 ... 16865.58 13770.0 13785.0 CF
12 CF607 20250808 13800.0 13805.0 ... 599.62 13785.0 13800.0 CF
13 CJ509 20250808 9900.0 10395.0 ... 76968.18 10130.0 9955.0 CJ
14 CJ512 20250808 11050.0 11390.0 ... 27954.48 11170.0 10985.0 CJ
15 CJ601 20250808 11080.0 11545.0 ... 1477628.86 11310.0 11140.0 CJ
16 CJ603 20250808 11120.0 11590.0 ... 16298.76 11375.0 11190.0 CJ
17 CJ605 20250808 11260.0 11730.0 ... 225509.50 11495.0 11315.0 CJ
18 CJ607 20250808 11475.0 11890.0 ... 2828.46 11665.0 11500.0 CJ
19 CY508 20250808 0.0 0.0 ... 0.00 19925.0 19965.0 CY
20 CY509 20250808 19895.0 19925.0 ... 5699.31 19895.0 19905.0 CY
21 CY510 20250808 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250808 19795.0 19795.0 ... 56186.78 19685.0 19725.0 CY
23 CY512 20250808 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250808 19720.0 19810.0 ... 1499.13 19725.0 19780.0 CY
25 CY602 20250808 0.0 0.0 ... 0.00 20015.0 20055.0 CY
26 CY603 20250808 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250808 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250808 19955.0 19955.0 ... 9.98 19955.0 19970.0 CY
29 CY606 20250808 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250808 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250808 1063.0 1063.0 ... 1178.35 1056.0 1072.0 FG
32 FG509 20250808 1074.0 1076.0 ... 2335309.14 1060.0 1078.0 FG
33 FG510 20250808 1166.0 1167.0 ... 83984.35 1152.0 1168.0 FG
34 FG511 20250808 1159.0 1159.0 ... 122493.99 1143.0 1162.0 FG
35 FG512 20250808 1228.0 1230.0 ... 58746.51 1214.0 1237.0 FG
36 FG601 20250808 1220.0 1221.0 ... 2324575.61 1201.0 1222.0 FG
37 FG602 20250808 1267.0 1272.0 ... 1158.97 1254.0 1273.0 FG
38 FG603 20250808 1268.0 1269.0 ... 986.22 1248.0 1272.0 FG
39 FG604 20250808 1311.0 1314.0 ... 676.99 1297.0 1317.0 FG
40 FG605 20250808 1305.0 1309.0 ... 31981.23 1293.0 1311.0 FG
41 FG606 20250808 1325.0 1331.0 ... 1656.48 1319.0 1333.0 FG
42 FG607 20250808 1322.0 1328.0 ... 848.41 1313.0 1329.0 FG
43 JR509 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250808 0.0 0.0 ... 0.00 2340.0 2347.0 MA
53 MA509 20250808 2391.0 2399.0 ... 714862.22 2388.0 2395.0 MA
54 MA510 20250808 2418.0 2425.0 ... 104595.77 2419.0 2420.0 MA
55 MA511 20250808 2447.0 2452.0 ... 170031.10 2443.0 2448.0 MA
56 MA512 20250808 2478.0 2487.0 ... 69062.31 2471.0 2482.0 MA
57 MA601 20250808 2497.0 2505.0 ... 414762.11 2489.0 2502.0 MA
58 MA602 20250808 2496.0 2501.0 ... 89.63 2490.0 2500.0 MA
59 MA603 20250808 2495.0 2497.0 ... 101.97 2487.0 2497.0 MA
60 MA604 20250808 2481.0 2481.0 ... 54.45 2475.0 2481.0 MA
61 MA605 20250808 2456.0 2461.0 ... 12784.08 2446.0 2453.0 MA
62 MA606 20250808 2452.0 2452.0 ... 2.45 2452.0 2459.0 MA
63 MA607 20250808 2445.0 2454.0 ... 46.46 2445.0 2450.0 MA
64 OI509 20250808 9505.0 9592.0 ... 1848814.79 9560.0 9558.0 OI
65 OI511 20250808 9516.0 9605.0 ... 186992.06 9579.0 9569.0 OI
66 OI601 20250808 9495.0 9574.0 ... 1020082.29 9543.0 9532.0 OI
67 OI603 20250808 9447.0 9514.0 ... 3587.71 9491.0 9487.0 OI
68 OI605 20250808 9371.0 9416.0 ... 17002.12 9399.0 9398.0 OI
69 OI607 20250808 9381.0 9407.0 ... 150.22 9389.0 9416.0 OI
70 PF508 20250808 6290.0 6290.0 ... 6.29 6290.0 6300.0 PF
71 PF509 20250808 6310.0 6338.0 ... 64471.60 6322.0 6332.0 PF
72 PF510 20250808 6386.0 6416.0 ... 350921.50 6390.0 6402.0 PF
73 PF511 20250808 6386.0 6420.0 ... 170598.49 6392.0 6402.0 PF
74 PF512 20250808 6400.0 6418.0 ... 27882.97 6394.0 6400.0 PF
75 PF601 20250808 6410.0 6424.0 ... 6344.52 6406.0 6416.0 PF
76 PF602 20250808 6436.0 6436.0 ... 6.43 6434.0 6444.0 PF
77 PF603 20250808 0.0 0.0 ... 0.00 6426.0 6446.0 PF
78 PF604 20250808 6456.0 6456.0 ... 3.23 6456.0 6464.0 PF
79 PF605 20250808 6462.0 6462.0 ... 6.46 6462.0 6480.0 PF
80 PF606 20250808 0.0 0.0 ... 0.00 6474.0 6478.0 PF
81 PF607 20250808 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250808 8126.0 8130.0 ... 136665.11 8104.0 8118.0 PK
83 PK511 20250808 7996.0 7996.0 ... 95126.93 7964.0 7986.0 PK
84 PK512 20250808 7982.0 7982.0 ... 24738.54 7952.0 7976.0 PK
85 PK601 20250808 7978.0 7986.0 ... 8596.69 7964.0 7972.0 PK
86 PK603 20250808 7974.0 7974.0 ... 119.45 7964.0 7982.0 PK
87 PK604 20250808 7966.0 7972.0 ... 75.68 7966.0 7980.0 PK
88 PK605 20250808 7984.0 7984.0 ... 1429.92 7966.0 7980.0 PK
89 PL601 20250808 6462.0 6496.0 ... 15337.96 6461.0 6488.0 PL
90 PL602 20250808 6501.0 6509.0 ... 637.18 6502.0 6539.0 PL
91 PL603 20250808 6456.0 6464.0 ... 348.81 6459.0 6494.0 PL
92 PL604 20250808 0.0 0.0 ... 0.00 6476.0 6476.0 PL
93 PL605 20250808 6376.0 6376.0 ... 76.33 6361.0 6376.0 PL
94 PL606 20250808 0.0 0.0 ... 0.00 6487.0 6487.0 PL
95 PL607 20250808 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250808 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250808 5872.0 5882.0 ... 40344.31 5866.0 5892.0 PR
104 PR510 20250808 5918.0 5930.0 ... 152600.07 5910.0 5930.0 PR
105 PR511 20250808 5908.0 5936.0 ... 189199.92 5914.0 5928.0 PR
106 PR512 20250808 5920.0 5938.0 ... 95016.23 5920.0 5942.0 PR
107 PR601 20250808 5936.0 5942.0 ... 1556.27 5930.0 5944.0 PR
108 PR602 20250808 0.0 0.0 ... 0.00 5954.0 5966.0 PR
109 PR603 20250808 0.0 0.0 ... 0.00 5960.0 5966.0 PR
110 PR604 20250808 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250808 0.0 0.0 ... 0.00 5976.0 5978.0 PR
112 PR606 20250808 5952.0 5964.0 ... 35.75 5958.0 5968.0 PR
113 PR607 20250808 5960.0 5960.0 ... 35.76 5960.0 5996.0 PR
114 PX508 20250808 0.0 0.0 ... 0.00 6748.0 6788.0 PX
115 PX509 20250808 6758.0 6774.0 ... 217842.13 6748.0 6788.0 PX
116 PX510 20250808 6738.0 6752.0 ... 122856.56 6720.0 6758.0 PX
117 PX511 20250808 6722.0 6732.0 ... 214762.17 6708.0 6740.0 PX
118 PX512 20250808 6724.0 6730.0 ... 56250.76 6706.0 6738.0 PX
119 PX601 20250808 6712.0 6714.0 ... 58799.95 6692.0 6728.0 PX
120 PX602 20250808 6698.0 6698.0 ... 13.38 6688.0 6712.0 PX
121 PX603 20250808 0.0 0.0 ... 0.00 6684.0 6706.0 PX
122 PX604 20250808 6690.0 6690.0 ... 3.35 6690.0 6712.0 PX
123 PX605 20250808 6706.0 6706.0 ... 26.73 6684.0 6712.0 PX
124 PX606 20250808 0.0 0.0 ... 0.00 6688.0 6714.0 PX
125 PX607 20250808 0.0 0.0 ... 0.00 6698.0 6714.0 PX
126 RI509 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250808 0.0 0.0 ... 0.00 2753.0 2738.0 RM
133 RM509 20250808 2741.0 2781.0 ... 1042438.14 2763.0 2723.0 RM
134 RM511 20250808 2583.0 2606.0 ... 13275.83 2588.0 2567.0 RM
135 RM601 20250808 2468.0 2508.0 ... 592690.30 2486.0 2454.0 RM
136 RM603 20250808 2432.0 2456.0 ... 15811.15 2443.0 2424.0 RM
137 RM605 20250808 2404.0 2419.0 ... 56496.91 2409.0 2397.0 RM
138 RM607 20250808 2387.0 2394.0 ... 4129.18 2388.0 2378.0 RM
139 RS508 20250808 0.0 0.0 ... 0.00 4978.0 5003.0 RS
140 RS509 20250808 5012.0 5074.0 ... 146.14 5039.0 5064.0 RS
141 RS511 20250808 5181.0 5181.0 ... 5.18 5181.0 5243.0 RS
142 RS607 20250808 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250808 1270.0 1270.0 ... 1129.92 1270.0 1270.0 SA
144 SA509 20250808 1267.0 1270.0 ... 976360.83 1248.0 1272.0 SA
145 SA510 20250808 1296.0 1296.0 ... 222168.34 1273.0 1299.0 SA
146 SA511 20250808 1303.0 1303.0 ... 277462.95 1282.0 1306.0 SA
147 SA512 20250808 1354.0 1354.0 ... 78109.51 1329.0 1352.0 SA
148 SA601 20250808 1357.0 1359.0 ... 3794339.99 1336.0 1360.0 SA
149 SA602 20250808 1369.0 1369.0 ... 3757.22 1347.0 1369.0 SA
150 SA603 20250808 1371.0 1371.0 ... 3827.53 1351.0 1373.0 SA
151 SA604 20250808 1409.0 1409.0 ... 1689.33 1389.0 1411.0 SA
152 SA605 20250808 1413.0 1413.0 ... 94023.88 1393.0 1415.0 SA
153 SA606 20250808 1407.0 1409.0 ... 1175.85 1396.0 1417.0 SA
154 SA607 20250808 1404.0 1406.0 ... 1317.35 1393.0 1416.0 SA
155 SF508 20250808 5754.0 5780.0 ... 187.17 5760.0 5852.0 SF
156 SF509 20250808 5826.0 5836.0 ... 650952.44 5764.0 5854.0 SF
157 SF510 20250808 5802.0 5822.0 ... 185752.08 5752.0 5832.0 SF
158 SF511 20250808 6018.0 6018.0 ... 403579.06 5962.0 6024.0 SF
159 SF512 20250808 5996.0 6016.0 ... 64415.17 5958.0 6020.0 SF
160 SF601 20250808 5998.0 6000.0 ... 124433.15 5952.0 6012.0 SF
161 SF602 20250808 5920.0 5940.0 ... 360.44 5910.0 5958.0 SF
162 SF603 20250808 6054.0 6084.0 ... 163.58 6060.0 6100.0 SF
163 SF604 20250808 6064.0 6064.0 ... 48.34 6044.0 6090.0 SF
164 SF605 20250808 6056.0 6082.0 ... 1491.64 6040.0 6080.0 SF
165 SF606 20250808 6074.0 6074.0 ... 188.14 5974.0 6022.0 SF
166 SF607 20250808 6200.0 6200.0 ... 121.95 6098.0 6136.0 SF
167 SH508 20250808 0.0 0.0 ... 0.00 2303.0 2310.0 SH
168 SH509 20250808 2421.0 2462.0 ... 1176112.44 2437.0 2444.0 SH
169 SH510 20250808 2515.0 2541.0 ... 242094.91 2525.0 2537.0 SH
170 SH511 20250808 2525.0 2541.0 ... 296288.65 2527.0 2544.0 SH
171 SH512 20250808 2553.0 2559.0 ... 84979.22 2548.0 2574.0 SH
172 SH601 20250808 2548.0 2550.0 ... 423499.60 2535.0 2564.0 SH
173 SH602 20250808 2577.0 2577.0 ... 1453.94 2564.0 2595.0 SH
174 SH603 20250808 2593.0 2596.0 ... 874.53 2580.0 2611.0 SH
175 SH604 20250808 2632.0 2635.0 ... 292.24 2633.0 2659.0 SH
176 SH605 20250808 2655.0 2661.0 ... 6873.59 2643.0 2667.0 SH
177 SH606 20250808 2678.0 2678.0 ... 383.12 2661.0 2685.0 SH
178 SH607 20250808 2657.0 2657.0 ... 47.74 2652.0 2676.0 SH
179 SM508 20250808 6030.0 6064.0 ... 60.50 6050.0 6062.0 SM
180 SM509 20250808 6050.0 6086.0 ... 812884.09 6034.0 6064.0 SM
181 SM510 20250808 6072.0 6086.0 ... 104230.83 6028.0 6066.0 SM
182 SM511 20250808 6138.0 6154.0 ... 167535.77 6106.0 6148.0 SM
183 SM512 20250808 6154.0 6164.0 ... 33992.87 6130.0 6164.0 SM
184 SM601 20250808 6158.0 6172.0 ... 278407.62 6128.0 6160.0 SM
185 SM602 20250808 6166.0 6166.0 ... 140.83 6124.0 6160.0 SM
186 SM603 20250808 6108.0 6178.0 ... 73.55 6130.0 6166.0 SM
187 SM604 20250808 6126.0 6180.0 ... 85.57 6112.0 6176.0 SM
188 SM605 20250808 6170.0 6208.0 ... 5980.42 6166.0 6194.0 SM
189 SM606 20250808 6156.0 6190.0 ... 43.07 6152.0 6200.0 SM
190 SM607 20250808 6170.0 6194.0 ... 43.21 6172.0 6184.0 SM
191 SR509 20250808 5680.0 5709.0 ... 573663.00 5686.0 5675.0 SR
192 SR511 20250808 5614.0 5625.0 ... 102332.47 5594.0 5622.0 SR
193 SR601 20250808 5602.0 5603.0 ... 1059356.81 5576.0 5608.0 SR
194 SR603 20250808 5571.0 5573.0 ... 6417.86 5552.0 5580.0 SR
195 SR605 20250808 5550.0 5559.0 ... 32219.29 5531.0 5558.0 SR
196 SR607 20250808 5546.0 5549.0 ... 1836.29 5531.0 5556.0 SR
197 TA508 20250808 4670.0 4692.0 ... 3874.10 4676.0 4676.0 TA
198 TA509 20250808 4684.0 4702.0 ... 814135.54 4688.0 4708.0 TA
199 TA510 20250808 4686.0 4722.0 ... 61468.64 4706.0 4726.0 TA
200 TA511 20250808 4710.0 4728.0 ... 60953.77 4714.0 4730.0 TA
201 TA512 20250808 4724.0 4732.0 ... 29426.61 4718.0 4732.0 TA
202 TA601 20250808 4718.0 4734.0 ... 484330.84 4716.0 4738.0 TA
203 TA602 20250808 4724.0 4726.0 ... 63.65 4716.0 4736.0 TA
204 TA603 20250808 4726.0 4734.0 ... 26.02 4730.0 4748.0 TA
205 TA604 20250808 4746.0 4746.0 ... 7.12 4746.0 4756.0 TA
206 TA605 20250808 4758.0 4768.0 ... 11209.05 4754.0 4774.0 TA
207 TA606 20250808 0.0 0.0 ... 0.00 4762.0 4784.0 TA
208 TA607 20250808 0.0 0.0 ... 0.00 4772.0 4796.0 TA
209 UR508 20250808 0.0 0.0 ... 170.00 1723.0 1734.0 UR
210 UR509 20250808 1738.0 1748.0 ... 279280.64 1739.0 1743.0 UR
211 UR510 20250808 1741.0 1744.0 ... 12904.27 1736.0 1740.0 UR
212 UR511 20250808 1763.0 1767.0 ... 19940.39 1760.0 1765.0 UR
213 UR512 20250808 1758.0 1764.0 ... 502.69 1758.0 1760.0 UR
214 UR601 20250808 1756.0 1765.0 ... 137112.92 1757.0 1759.0 UR
215 UR602 20250808 1754.0 1762.0 ... 329.54 1753.0 1755.0 UR
216 UR603 20250808 1785.0 1791.0 ... 89.33 1787.0 1790.0 UR
217 UR604 20250808 1789.0 1794.0 ... 128.98 1791.0 1802.0 UR
218 UR605 20250808 1792.0 1799.0 ... 5322.94 1791.0 1795.0 UR
219 UR606 20250808 1785.0 1792.0 ... 57.06 1783.0 1789.0 UR
220 UR607 20250808 1793.0 1794.0 ... 17.90 1790.0 1794.0 UR
221 WH509 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:25:38,417 - future_1d - INFO - ak.get_czce_daily('2025-08-08') done
2025-08-15 16:25:40,153 - future_1d - INFO - save future_daily 2025-08-08 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:25:49,811 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-15 16:25:50,357 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-15 16:25:50,570 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-15 16:25:50,796 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 16:25:50,896 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:25:51,238 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
2025-08-15 16:25:52,978 - future_1d - INFO - save future_daily 2025-08-11 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250812 495.4 ... 494.3 492.5 SC
1 SC2510 20250812 492.5 ... 492.6 490.1 SC
2 SC2511 20250812 489 ... 489.7 485.8 SC
3 SC2512 20250812 484.5 ... 485.5 481.5 SC
4 SC2601 20250812 480 ... 482.5 478.6 SC
5 SC2602 20250812 477.8 ... 479.9 477 SC
6 SC2603 20250812 476.9 ... 477.9 474.1 SC
7 SC2604 20250812 476 ... 475.7 471.3 SC
8 SC2605 20250812 472.8 ... 474.2 469.4 SC
9 SC2606 20250812 471.4 ... 473.7 468.6 SC
10 SC2607 20250812 467.9 ... 470.7 464.9 SC
11 SC2608 20250812 468.6 ... 470.5 467.3 SC
12 SC2609 20250812 467.7 ... 467.7 466.8 SC
13 SC2612 20250812 473.9 ... 469.4 462 SC
14 SC2703 20250812 463.6 ... 464.6 460.4 SC
15 SC2706 20250812 464 ... 464 460.4 SC
16 SC2709 20250812 462 ... 462.4 457.7 SC
17 SC2712 20250812 ... 458.5 458.5 SC
18 SC2803 20250812 456.3 ... 456.3 456.7 SC
19 SC2806 20250812 454 ... 453.2 452.3 SC
21 LU2509 20250812 3475 ... 3483 3452 LU
22 LU2510 20250812 3500 ... 3499 3469 LU
23 LU2511 20250812 3477 ... 3487 3469 LU
24 LU2512 20250812 3466 ... 3473 3454 LU
25 LU2601 20250812 3432 ... 3445 3432 LU
26 LU2602 20250812 3408 ... 3413 3404 LU
27 LU2603 20250812 3405 ... 3410 3400 LU
28 LU2604 20250812 3407 ... 3405 3396 LU
29 LU2605 20250812 3399 ... 3405 3405 LU
30 LU2606 20250812 3406 ... 3407 3403 LU
31 LU2607 20250812 3392 ... 3406 3395 LU
32 LU2608 20250812 3404 ... 3405 3387 LU
34 NR2508 20250812 12480 ... 12480 12440 NR
35 NR2509 20250812 12635 ... 12560 12520 NR
36 NR2510 20250812 12630 ... 12620 12575 NR
37 NR2511 20250812 12675 ... 12655 12620 NR
38 NR2512 20250812 12715 ... 12690 12660 NR
39 NR2601 20250812 12770 ... 12755 12705 NR
40 NR2602 20250812 12785 ... 12755 12720 NR
41 NR2603 20250812 12800 ... 12775 12745 NR
42 NR2604 20250812 12810 ... 12860 12780 NR
43 NR2605 20250812 12820 ... 12835 12765 NR
44 NR2606 20250812 12895 ... 12895 12840 NR
45 NR2607 20250812 ... 12820 12755 NR
47 BC2508 20250812 69300 ... 69300 69300 BC
48 BC2509 20250812 69880 ... 70120 70120 BC
49 BC2510 20250812 70070 ... 70220 70170 BC
50 BC2511 20250812 70270 ... 70270 70450 BC
51 BC2512 20250812 70000 ... 69990 70240 BC
52 BC2601 20250812 ... 70020 70020 BC
53 BC2602 20250812 ... 70000 70000 BC
54 BC2603 20250812 ... 70000 70000 BC
55 BC2604 20250812 ... 70000 70000 BC
56 BC2605 20250812 ... 70000 70000 BC
57 BC2606 20250812 ... 69340 69340 BC
58 BC2607 20250812 ... 68740 68740 BC
60 EC2508 20250812 2084 ... 2080.6 2080.1 EC
61 EC2510 20250812 1411 ... 1411.7 1438.9 EC
62 EC2512 20250812 1749.9 ... 1720.5 1772.4 EC
63 EC2602 20250812 1530 ... 1516.8 1536.5 EC
64 EC2604 20250812 1345.8 ... 1340.4 1362.4 EC
65 EC2606 20250812 1480 ... 1487.1 1499 EC
68 SC_TAS2509 20250812 ... SC_TAS
69 SC_TAS2510 20250812 ... SC_TAS
70 SC_TAS2511 20250812 ... SC_TAS
71 SC_TAS2512 20250812 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:25:56,270 - future_1d - INFO - ak.get_ine_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 a2509 20250812 4080.00 ... 4078.00 4098.00 A
1 a2511 20250812 4067.00 ... 4033.00 4063.00 A
2 a2601 20250812 4055.00 ... 4028.00 4055.00 A
3 a2603 20250812 4048.00 ... 4027.00 4050.00 A
4 a2605 20250812 4088.00 ... 4068.00 4088.00 A
5 a2607 20250812 4080.00 ... 4071.00 4085.00 A
6 b2508 20250812 0.00 ... 3610.00 3610.00 B
7 b2509 20250812 3728.00 ... 3727.00 3726.00 B
8 b2510 20250812 3761.00 ... 3767.00 3766.00 B
9 b2511 20250812 3800.00 ... 3800.00 3790.00 B
10 b2512 20250812 3809.00 ... 3815.00 3798.00 B
11 b2601 20250812 3795.00 ... 3797.00 3788.00 B
12 b2602 20250812 3773.00 ... 3770.00 3763.00 B
13 b2603 20250812 3682.00 ... 3687.00 3670.00 B
14 b2604 20250812 3579.00 ... 3582.00 3561.00 B
15 b2605 20250812 3495.00 ... 3510.00 3488.00 B
16 b2606 20250812 3496.00 ... 3495.00 3472.00 B
17 b2607 20250812 3484.00 ... 3482.00 3461.00 B
18 bb2509 20250812 145.00 ... 145.30 148.20 BB
19 bb2511 20250812 147.10 ... 147.50 145.95 BB
20 bb2601 20250812 148.85 ... 148.50 147.45 BB
21 bb2603 20250812 0.00 ... 146.65 145.65 BB
22 bb2605 20250812 0.00 ... 140.55 139.60 BB
23 bb2607 20250812 0.00 ... 146.30 145.30 BB
24 bz2603 20250812 6230.00 ... 6264.00 6231.00 BZ
25 bz2604 20250812 6193.00 ... 6206.00 6196.00 BZ
26 bz2605 20250812 6242.00 ... 6242.00 6239.00 BZ
27 bz2606 20250812 6233.00 ... 6233.00 6183.00 BZ
28 bz2607 20250812 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250812 2260.00 ... 2259.00 2259.00 C
30 c2511 20250812 2202.00 ... 2193.00 2201.00 C
31 c2601 20250812 2193.00 ... 2187.00 2187.00 C
32 c2603 20250812 2202.00 ... 2203.00 2199.00 C
33 c2605 20250812 2256.00 ... 2256.00 2253.00 C
34 c2607 20250812 2274.00 ... 2276.00 2270.00 C
35 cs2509 20250812 2645.00 ... 2638.00 2638.00 CS
36 cs2511 20250812 2543.00 ... 2536.00 2542.00 CS
37 cs2601 20250812 2562.00 ... 2558.00 2558.00 CS
38 cs2603 20250812 2558.00 ... 2556.00 2555.00 CS
39 cs2605 20250812 2619.00 ... 2618.00 2615.00 CS
40 cs2607 20250812 2625.00 ... 2624.00 2620.00 CS
41 eb2508 20250812 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250812 7275.00 ... 7314.00 7253.00 EB
43 eb2510 20250812 7302.00 ... 7335.00 7277.00 EB
44 eb2511 20250812 7324.00 ... 7359.00 7301.00 EB
45 eb2512 20250812 7346.00 ... 7377.00 7320.00 EB
46 eb2601 20250812 7361.00 ... 7389.00 7336.00 EB
47 eb2602 20250812 7373.00 ... 7408.00 7352.00 EB
48 eb2603 20250812 7430.00 ... 7437.00 7365.00 EB
49 eb2604 20250812 7439.00 ... 7448.00 7382.00 EB
50 eb2605 20250812 7428.00 ... 7452.00 7399.00 EB
51 eb2606 20250812 7424.00 ... 7445.00 7387.00 EB
52 eb2607 20250812 7390.00 ... 7407.00 7376.00 EB
53 eg2508 20250812 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250812 4412.00 ... 4427.00 4404.00 EG
55 eg2510 20250812 4423.00 ... 4435.00 4414.00 EG
56 eg2511 20250812 4439.00 ... 4454.00 4431.00 EG
57 eg2512 20250812 4469.00 ... 4472.00 4440.00 EG
58 eg2601 20250812 4462.00 ... 4473.00 4444.00 EG
59 eg2602 20250812 4482.00 ... 4482.00 4438.00 EG
60 eg2603 20250812 4485.00 ... 4485.00 4450.00 EG
61 eg2604 20250812 4508.00 ... 4510.00 4478.00 EG
62 eg2605 20250812 4501.00 ... 4524.00 4491.00 EG
63 eg2606 20250812 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250812 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250812 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250812 1254.50 ... 1254.50 1255.00 FB
67 fb2510 20250812 1296.00 ... 1293.00 1293.00 FB
68 fb2511 20250812 1340.00 ... 1288.50 1286.50 FB
69 fb2512 20250812 1284.00 ... 1288.50 1285.00 FB
70 fb2601 20250812 1292.00 ... 1290.50 1290.50 FB
71 fb2602 20250812 1298.00 ... 1294.50 1294.00 FB
72 fb2603 20250812 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250812 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250812 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250812 1357.00 ... 1357.00 1339.50 FB
76 fb2607 20250812 0.00 ... 1302.50 1302.50 FB
77 i2508 20250812 815.00 ... 815.00 820.00 I
78 i2509 20250812 798.00 ... 800.50 794.00 I
79 i2510 20250812 799.00 ... 803.00 795.00 I
80 i2511 20250812 796.50 ... 801.00 792.00 I
81 i2512 20250812 794.50 ... 799.50 789.00 I
82 i2601 20250812 790.00 ... 795.00 782.50 I
83 i2602 20250812 785.00 ... 791.00 777.50 I
84 i2603 20250812 779.50 ... 785.50 774.00 I
85 i2604 20250812 778.00 ... 781.50 769.50 I
86 i2605 20250812 770.00 ... 773.50 761.50 I
87 i2606 20250812 763.50 ... 767.50 755.50 I
88 i2607 20250812 759.50 ... 765.50 752.00 I
89 j2508 20250812 0.00 ... 1598.00 1598.00 J
90 j2509 20250812 1690.00 ... 1703.50 1660.50 J
91 j2510 20250812 1704.50 ... 1727.00 1684.00 J
92 j2511 20250812 1728.50 ... 1758.00 1703.00 J
93 j2512 20250812 1748.00 ... 1771.00 1705.00 J
94 j2601 20250812 1757.00 ... 1787.50 1734.00 J
95 j2602 20250812 1842.00 ... 1842.00 1759.00 J
96 j2603 20250812 0.00 ... 1801.50 1801.00 J
97 j2604 20250812 0.00 ... 1842.00 1818.00 J
98 j2605 20250812 1833.00 ... 1862.50 1818.50 J
99 j2606 20250812 1843.50 ... 1877.50 1837.50 J
100 j2607 20250812 1843.50 ... 1843.50 1843.50 J
101 jd2508 20250812 0.00 ... 2790.00 2788.00 JD
102 jd2509 20250812 3270.00 ... 3305.00 3316.00 JD
103 jd2510 20250812 3181.00 ... 3197.00 3212.00 JD
104 jd2511 20250812 3282.00 ... 3285.00 3299.00 JD
105 jd2512 20250812 3420.00 ... 3434.00 3448.00 JD
106 jd2601 20250812 3535.00 ... 3548.00 3555.00 JD
107 jd2602 20250812 3192.00 ... 3202.00 3186.00 JD
108 jd2603 20250812 3187.00 ... 3204.00 3189.00 JD
109 jd2604 20250812 3350.00 ... 3367.00 3350.00 JD
110 jd2605 20250812 3463.00 ... 3476.00 3461.00 JD
111 jd2606 20250812 3303.00 ... 3308.00 3297.00 JD
112 jd2607 20250812 3520.00 ... 3550.00 3518.00 JD
113 jm2508 20250812 1021.00 ... 1021.00 920.00 JM
114 jm2509 20250812 1099.50 ... 1134.00 1076.50 JM
115 jm2510 20250812 1154.00 ... 1190.00 1131.00 JM
116 jm2511 20250812 1215.00 ... 1240.50 1181.50 JM
117 jm2512 20250812 1239.00 ... 1270.50 1209.50 JM
118 jm2601 20250812 1256.00 ... 1283.50 1227.50 JM
119 jm2602 20250812 1252.00 ... 1308.00 1246.50 JM
120 jm2603 20250812 1282.00 ... 1303.00 1255.00 JM
121 jm2604 20250812 1285.00 ... 1306.50 1257.00 JM
122 jm2605 20250812 1288.00 ... 1312.50 1263.50 JM
123 jm2606 20250812 1291.00 ... 1310.50 1269.50 JM
124 jm2607 20250812 1294.00 ... 1321.50 1279.00 JM
125 l2508 20250812 0.00 ... 7256.00 7256.00 L
126 l2509 20250812 7322.00 ... 7328.00 7302.00 L
127 l2510 20250812 7340.00 ... 7351.00 7322.00 L
128 l2511 20250812 7367.00 ... 7373.00 7345.00 L
129 l2512 20250812 7376.00 ... 7388.00 7355.00 L
130 l2601 20250812 7372.00 ... 7383.00 7353.00 L
131 l2602 20250812 7363.00 ... 7378.00 7346.00 L
132 l2603 20250812 7359.00 ... 7383.00 7335.00 L
133 l2604 20250812 7393.00 ... 7398.00 7360.00 L
134 l2605 20250812 7371.00 ... 7390.00 7353.00 L
135 l2606 20250812 7387.00 ... 7387.00 7347.00 L
136 l2607 20250812 0.00 ... 7373.00 7373.00 L
137 lg2509 20250812 833.00 ... 826.00 835.00 LG
138 lg2511 20250812 847.00 ... 846.00 846.00 LG
139 lg2601 20250812 849.00 ... 851.50 849.50 LG
140 lg2603 20250812 857.50 ... 849.50 842.00 LG
141 lg2605 20250812 851.00 ... 850.50 849.50 LG
142 lg2607 20250812 850.50 ... 849.50 848.00 LG
143 lh2509 20250812 13970.00 ... 13995.00 13955.00 LH
144 lh2511 20250812 14140.00 ... 14235.00 14200.00 LH
145 lh2601 20250812 14375.00 ... 14425.00 14405.00 LH
146 lh2603 20250812 13380.00 ... 13415.00 13415.00 LH
147 lh2605 20250812 13960.00 ... 13970.00 13980.00 LH
148 lh2607 20250812 14440.00 ... 14435.00 14435.00 LH
149 m2508 20250812 3011.00 ... 3012.00 3016.00 M
150 m2509 20250812 3015.00 ... 3017.00 3023.00 M
151 m2511 20250812 3040.00 ... 3051.00 3055.00 M
152 m2512 20250812 3084.00 ... 3092.00 3089.00 M
153 m2601 20250812 3072.00 ... 3074.00 3069.00 M
154 m2603 20250812 2950.00 ... 2963.00 2954.00 M
155 m2605 20250812 2783.00 ... 2790.00 2769.00 M
156 m2607 20250812 2755.00 ... 2767.00 2748.00 M
157 p2508 20250812 0.00 ... 8802.00 8802.00 P
158 p2509 20250812 9246.00 ... 9294.00 9078.00 P
159 p2510 20250812 9222.00 ... 9288.00 9086.00 P
160 p2511 20250812 9218.00 ... 9312.00 9130.00 P
161 p2512 20250812 9244.00 ... 9320.00 9120.00 P
162 p2601 20250812 9254.00 ... 9334.00 9106.00 P
163 p2602 20250812 9218.00 ... 9274.00 9126.00 P
164 p2603 20250812 9180.00 ... 9228.00 9034.00 P
165 p2604 20250812 9074.00 ... 9108.00 8978.00 P
166 p2605 20250812 8998.00 ... 9030.00 8882.00 P
167 p2606 20250812 8910.00 ... 8938.00 8802.00 P
168 p2607 20250812 8800.00 ... 8854.00 8738.00 P
169 pg2508 20250812 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250812 3805.00 ... 3813.00 3788.00 PG
171 pg2510 20250812 4285.00 ... 4287.00 4263.00 PG
172 pg2511 20250812 4226.00 ... 4221.00 4195.00 PG
173 pg2512 20250812 4173.00 ... 4181.00 4153.00 PG
174 pg2601 20250812 4136.00 ... 4137.00 4106.00 PG
175 pg2602 20250812 4069.00 ... 4080.00 4053.00 PG
176 pg2603 20250812 3989.00 ... 3998.00 3976.00 PG
177 pg2604 20250812 4279.00 ... 4280.00 4263.00 PG
178 pg2605 20250812 4185.00 ... 4189.00 4167.00 PG
179 pg2606 20250812 4125.00 ... 4132.00 4123.00 PG
180 pg2607 20250812 4063.00 ... 4081.00 4065.00 PG
181 pp2508 20250812 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250812 7102.00 ... 7098.00 7076.00 PP
183 pp2510 20250812 7088.00 ... 7092.00 7071.00 PP
184 pp2511 20250812 7105.00 ... 7102.00 7085.00 PP
185 pp2512 20250812 7117.00 ... 7116.00 7100.00 PP
186 pp2601 20250812 7123.00 ... 7126.00 7102.00 PP
187 pp2602 20250812 7103.00 ... 7104.00 7084.00 PP
188 pp2603 20250812 7098.00 ... 7101.00 7090.00 PP
189 pp2604 20250812 7104.00 ... 7104.00 7101.00 PP
190 pp2605 20250812 7114.00 ... 7117.00 7102.00 PP
191 pp2606 20250812 7098.00 ... 7102.00 7086.00 PP
192 pp2607 20250812 0.00 ... 7095.00 7093.00 PP
193 rr2508 20250812 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250812 3580.00 ... 3571.00 3575.00 RR
195 rr2510 20250812 3617.00 ... 3612.00 3613.00 RR
196 rr2511 20250812 3618.00 ... 3613.00 3616.00 RR
197 rr2512 20250812 3616.00 ... 3610.00 3611.00 RR
198 rr2601 20250812 3623.00 ... 3620.00 3618.00 RR
199 rr2602 20250812 0.00 ... 3611.00 3611.00 RR
200 rr2603 20250812 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250812 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250812 3617.00 ... 3614.00 3615.00 RR
203 rr2606 20250812 3627.00 ... 3627.00 3627.00 RR
204 rr2607 20250812 0.00 ... 3633.00 3633.00 RR
205 v2508 20250812 4970.00 ... 4980.00 4962.00 V
206 v2509 20250812 5019.00 ... 5035.00 5003.00 V
207 v2510 20250812 5056.00 ... 5075.00 5042.00 V
208 v2511 20250812 5090.00 ... 5105.00 5078.00 V
209 v2512 20250812 5132.00 ... 5140.00 5116.00 V
210 v2601 20250812 5160.00 ... 5181.00 5145.00 V
211 v2602 20250812 5192.00 ... 5232.00 5174.00 V
212 v2603 20250812 5218.00 ... 5270.00 5200.00 V
213 v2604 20250812 5466.00 ... 5493.00 5435.00 V
214 v2605 20250812 5480.00 ... 5504.00 5469.00 V
215 v2606 20250812 5516.00 ... 5534.00 5488.00 V
216 v2607 20250812 5551.00 ... 5571.00 5520.00 V
217 y2508 20250812 9148.00 ... 9148.00 8636.00 Y
218 y2509 20250812 8486.00 ... 8464.00 8410.00 Y
219 y2511 20250812 8480.00 ... 8482.00 8422.00 Y
220 y2512 20250812 8478.00 ... 8476.00 8430.00 Y
221 y2601 20250812 8440.00 ... 8450.00 8400.00 Y
222 y2603 20250812 8344.00 ... 8326.00 8284.00 Y
223 y2605 20250812 8050.00 ... 8038.00 7986.00 Y
224 y2607 20250812 7992.00 ... 8028.00 7960.00 Y
[225 rows x 12 columns]
2025-08-15 16:25:56,825 - future_1d - INFO - ak.get_dce_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 PS2508 20250812 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250812 53150.0 ... 52390.0 51425.0 PS
2 PS2510 20250812 53105.0 ... 52405.0 51535.0 PS
3 PS2511 20250812 52800.0 ... 52395.0 51445.0 PS
4 PS2512 20250812 54780.0 ... 54425.0 53435.0 PS
5 PS2601 20250812 54780.0 ... 54445.0 53615.0 PS
6 PS2602 20250812 54795.0 ... 54565.0 54005.0 PS
7 PS2603 20250812 54900.0 ... 54730.0 54190.0 PS
8 PS2604 20250812 54930.0 ... 54775.0 54525.0 PS
9 PS2605 20250812 54860.0 ... 54730.0 54115.0 PS
10 PS2606 20250812 57700.0 ... 57470.0 56955.0 PS
11 PS2607 20250812 57700.0 ... 57605.0 57055.0 PS
13 SI2508 20250812 0.0 ... 8800.0 8860.0 SI
14 SI2509 20250812 9065.0 ... 8880.0 8895.0 SI
15 SI2510 20250812 9045.0 ... 8905.0 8900.0 SI
16 SI2511 20250812 9050.0 ... 8905.0 8940.0 SI
17 SI2512 20250812 9300.0 ... 9270.0 9255.0 SI
18 SI2601 20250812 9430.0 ... 9270.0 9230.0 SI
19 SI2602 20250812 9365.0 ... 9265.0 9210.0 SI
20 SI2603 20250812 9380.0 ... 9295.0 9240.0 SI
21 SI2604 20250812 9370.0 ... 9285.0 9250.0 SI
22 SI2605 20250812 9435.0 ... 9310.0 9265.0 SI
23 SI2606 20250812 9415.0 ... 9310.0 9280.0 SI
24 SI2607 20250812 9400.0 ... 9330.0 9295.0 SI
27 LC2508 20250812 79000.0 ... 82100.0 77680.0 LC
28 LC2509 20250812 89380.0 ... 85760.0 80540.0 LC
29 LC2510 20250812 88480.0 ... 85800.0 80820.0 LC
30 LC2511 20250812 88800.0 ... 85620.0 80900.0 LC
31 LC2512 20250812 84600.0 ... 84900.0 81100.0 LC
32 LC2601 20250812 88000.0 ... 84420.0 80960.0 LC
33 LC2602 20250812 83380.0 ... 83660.0 81360.0 LC
34 LC2603 20250812 89760.0 ... 83220.0 80880.0 LC
35 LC2604 20250812 87960.0 ... 82780.0 80160.0 LC
36 LC2605 20250812 88600.0 ... 82360.0 80280.0 LC
37 LC2606 20250812 82500.0 ... 81760.0 80200.0 LC
38 LC2607 20250812 83160.0 ... 81580.0 80520.0 LC
[36 rows x 12 columns]
2025-08-15 16:25:57,054 - future_1d - INFO - ak.get_gfex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 IC2508 20250812 6372.200 ... 6405.200 6376.200 IC
1 IC2509 20250812 6301.000 ... 6338.800 6309.600 IC
2 IC2512 20250812 6154.600 ... 6182.600 6154.600 IC
3 IC2603 20250812 6012.800 ... 6047.600 6018.800 IC
4 IF2508 20250812 4115.000 ... 4141.200 4123.000 IF
5 IF2509 20250812 4109.600 ... 4128.600 4110.200 IF
6 IF2512 20250812 4076.000 ... 4099.600 4081.200 IF
7 IF2603 20250812 4046.200 ... 4068.000 4048.800 IF
8 IH2508 20250812 2789.200 ... 2808.800 2792.400 IH
9 IH2509 20250812 2790.400 ... 2809.000 2792.600 IH
10 IH2512 20250812 2791.600 ... 2810.000 2793.600 IH
11 IH2603 20250812 2792.000 ... 2809.400 2793.200 IH
12 IM2508 20250812 6926.000 ... 6950.800 6933.000 IM
13 IM2509 20250812 6852.200 ... 6879.800 6862.400 IM
14 IM2512 20250812 6661.200 ... 6689.800 6674.400 IM
15 IM2603 20250812 6484.800 ... 6507.400 6492.800 IM
16 T2509 20250812 108.455 ... 108.410 108.465 T
17 T2512 20250812 108.355 ... 108.290 108.365 T
18 T2603 20250812 108.170 ... 108.080 108.170 T
19 TF2509 20250812 105.720 ... 105.695 105.720 TF
20 TF2512 20250812 105.735 ... 105.720 105.755 TF
21 TF2603 20250812 105.795 ... 105.745 105.785 TF
22 TL2509 20250812 118.460 ... 118.150 118.510 TL
23 TL2512 20250812 118.090 ... 117.740 118.090 TL
24 TL2603 20250812 117.820 ... 117.370 117.790 TL
25 TS2509 20250812 102.360 ... 102.338 102.354 TS
26 TS2512 20250812 102.386 ... 102.374 102.396 TS
27 TS2603 20250812 102.372 ... 102.356 102.372 TS
[28 rows x 12 columns]
2025-08-15 16:25:57,242 - future_1d - INFO - ak.get_cffex_daily('2025-08-12') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250812 ... 78940 78960 CU
1 1 CU2509 20250812 ... 78940 78920 CU
2 2 CU2510 20250812 ... 78970 78930 CU
3 3 CU2511 20250812 ... 78960 78910 CU
4 4 CU2512 20250812 ... 78940 78920 CU
5 5 CU2601 20250812 ... 78920 78890 CU
6 6 CU2602 20250812 ... 78880 78920 CU
7 7 CU2603 20250812 ... 78920 78860 CU
8 8 CU2604 20250812 ... 78920 78900 CU
9 9 CU2605 20250812 ... 78900 78870 CU
10 10 CU2606 20250812 ... 78920 78860 CU
11 11 CU2607 20250812 ... 78950 78790 CU
12 12 BC2508 20250812 ... 69300 69300 BC
13 13 BC2509 20250812 ... 70120 70120 BC
14 14 BC2510 20250812 ... 70220 70170 BC
15 15 BC2511 20250812 ... 70270 70450 BC
16 16 BC2512 20250812 ... 69990 70240 BC
17 17 BC2601 20250812 ... 70020 70020 BC
18 18 BC2602 20250812 ... 70000 70000 BC
19 19 BC2603 20250812 ... 70000 70000 BC
20 20 BC2604 20250812 ... 70000 70000 BC
21 21 BC2605 20250812 ... 70000 70000 BC
22 22 BC2606 20250812 ... 69340 69340 BC
23 23 BC2607 20250812 ... 68740 68740 BC
24 24 AL2508 20250812 ... 20665 20690 AL
25 25 AL2509 20250812 ... 20660 20675 AL
26 26 AL2510 20250812 ... 20645 20655 AL
27 27 AL2511 20250812 ... 20625 20615 AL
28 28 AL2512 20250812 ... 20575 20570 AL
29 29 AL2601 20250812 ... 20560 20550 AL
30 30 AL2602 20250812 ... 20565 20550 AL
31 31 AL2603 20250812 ... 20605 20585 AL
32 32 AL2604 20250812 ... 20615 20600 AL
33 33 AL2605 20250812 ... 20610 20615 AL
34 34 AL2606 20250812 ... 20620 20625 AL
35 35 AL2607 20250812 ... 20650 20630 AL
36 36 ZN2508 20250812 ... 22545 22565 ZN
37 37 ZN2509 20250812 ... 22545 22560 ZN
38 38 ZN2510 20250812 ... 22570 22585 ZN
39 39 ZN2511 20250812 ... 22585 22600 ZN
40 40 ZN2512 20250812 ... 22560 22595 ZN
41 41 ZN2601 20250812 ... 22535 22550 ZN
42 42 ZN2602 20250812 ... 22495 22545 ZN
43 43 ZN2603 20250812 ... 22505 22520 ZN
44 44 ZN2604 20250812 ... 22540 22535 ZN
45 45 ZN2605 20250812 ... 22530 22555 ZN
46 46 ZN2606 20250812 ... 22510 22535 ZN
47 47 ZN2607 20250812 ... 22510 22520 ZN
48 48 PB2508 20250812 ... 16875 16845 PB
49 49 PB2509 20250812 ... 16920 16885 PB
50 50 PB2510 20250812 ... 16930 16895 PB
51 51 PB2511 20250812 ... 16955 16920 PB
52 52 PB2512 20250812 ... 16955 16950 PB
53 53 PB2601 20250812 ... 16990 16975 PB
54 54 PB2602 20250812 ... 17000 17000 PB
55 55 PB2603 20250812 ... 17030 17030 PB
56 56 PB2604 20250812 ... 17030 17000 PB
57 57 PB2605 20250812 ... 17075 16985 PB
58 58 PB2606 20250812 ... 17075 17020 PB
59 59 PB2607 20250812 ... 17060 17060 PB
60 60 NI2508 20250812 ... 121980 121670 NI
61 61 NI2509 20250812 ... 122630 121630 NI
62 62 NI2510 20250812 ... 122780 121840 NI
63 63 NI2511 20250812 ... 123030 122060 NI
64 64 NI2512 20250812 ... 123270 122310 NI
65 65 NI2601 20250812 ... 123480 122550 NI
66 66 NI2602 20250812 ... 123680 123080 NI
67 67 NI2603 20250812 ... 124050 123270 NI
68 68 NI2604 20250812 ... 124260 123570 NI
69 69 NI2605 20250812 ... 124570 123750 NI
70 70 NI2606 20250812 ... 124840 124100 NI
71 71 NI2607 20250812 ... 125050 124380 NI
72 72 SN2508 20250812 ... 268890 267200 SN
73 73 SN2509 20250812 ... 270410 267960 SN
74 74 SN2510 20250812 ... 270600 268200 SN
75 75 SN2511 20250812 ... 270550 268170 SN
76 76 SN2512 20250812 ... 270460 268250 SN
77 77 SN2601 20250812 ... 270640 268540 SN
78 78 SN2602 20250812 ... 270740 268300 SN
79 79 SN2603 20250812 ... 271330 269240 SN
80 80 SN2604 20250812 ... 271490 269640 SN
81 81 SN2605 20250812 ... 271490 269900 SN
82 82 SN2606 20250812 ... 270900 269740 SN
83 83 SN2607 20250812 ... 270450 269050 SN
84 84 AO2508 20250812 ... 3216 3172 AO
85 85 AO2509 20250812 ... 3260 3176 AO
86 86 AO2510 20250812 ... 3269 3182 AO
87 87 AO2511 20250812 ... 3271 3194 AO
88 88 AO2512 20250812 ... 3294 3203 AO
89 89 AO2601 20250812 ... 3311 3211 AO
90 90 AO2602 20250812 ... 3314 3208 AO
91 91 AO2603 20250812 ... 3323 3210 AO
92 92 AO2604 20250812 ... 3323 3218 AO
93 93 AO2605 20250812 ... 3321 3218 AO
94 94 AO2606 20250812 ... 3311 3220 AO
95 95 AO2607 20250812 ... 3318 3211 AO
96 96 AD2511 20250812 ... 20090 20105 AD
97 97 AD2512 20250812 ... 20085 20100 AD
98 98 AD2601 20250812 ... 20070 20045 AD
99 99 AD2602 20250812 ... 19955 19950 AD
100 100 AD2603 20250812 ... 19940 19940 AD
101 101 AD2604 20250812 ... 19920 19925 AD
102 102 AD2605 20250812 ... 19785 19845 AD
103 103 AD2606 20250812 ... 19745 19825 AD
104 104 AD2607 20250812 ... 19830 19830 AD
105 105 AU2508 20250812 ... 775.08 783.02 AU
106 106 AU2509 20250812 ... 775.98 783.54 AU
107 107 AU2510 20250812 ... 777.1 784.8 AU
108 108 AU2512 20250812 ... 779.2 786.54 AU
109 109 AU2602 20250812 ... 781.38 788.76 AU
110 110 AU2604 20250812 ... 783.54 790.9 AU
111 111 AU2606 20250812 ... 785.82 792.56 AU
112 112 AU2608 20250812 ... 787.96 794.88 AU
113 113 AG2508 20250812 ... 9154 9220 AG
114 114 AG2509 20250812 ... 9158 9230 AG
115 115 AG2510 20250812 ... 9169 9244 AG
116 116 AG2511 20250812 ... 9184 9255 AG
117 117 AG2512 20250812 ... 9196 9263 AG
118 118 AG2601 20250812 ... 9206 9277 AG
119 119 AG2602 20250812 ... 9219 9292 AG
120 120 AG2603 20250812 ... 9230 9294 AG
121 121 AG2604 20250812 ... 9244 9313 AG
122 122 AG2605 20250812 ... 9255 9324 AG
123 123 AG2606 20250812 ... 9271 9332 AG
124 124 AG2607 20250812 ... 9283 9343 AG
125 125 RB2508 20250812 ... 3215 3200 RB
126 126 RB2509 20250812 ... 3228 3203 RB
127 127 RB2510 20250812 ... 3252 3227 RB
128 128 RB2511 20250812 ... 3271 3244 RB
129 129 RB2512 20250812 ... 3310 3280 RB
130 130 RB2601 20250812 ... 3328 3295 RB
131 131 RB2602 20250812 ... 3324 3294 RB
132 132 RB2603 20250812 ... 3338 3308 RB
133 133 RB2604 20250812 ... 3348 3323 RB
134 134 RB2605 20250812 ... 3356 3321 RB
135 135 RB2606 20250812 ... 3370 3332 RB
136 136 RB2607 20250812 ... 3368 3340 RB
137 137 WR2508 20250812 ... 3212 3212 WR
138 138 WR2509 20250812 ... 3342 3342 WR
139 139 WR2510 20250812 ... 3473 3447 WR
140 140 WR2511 20250812 ... 3480 3480 WR
141 141 WR2512 20250812 ... 3499 3499 WR
142 142 WR2601 20250812 ... 3496 3436 WR
143 143 WR2602 20250812 ... 3523 3523 WR
144 144 WR2603 20250812 ... 3550 3550 WR
145 145 WR2604 20250812 ... 3550 3550 WR
146 146 WR2605 20250812 ... 3479 3478 WR
147 147 WR2606 20250812 ... 3599 3599 WR
148 148 WR2607 20250812 ... 3648 3634 WR
149 149 HC2508 20250812 ... 3436 3436 HC
150 150 HC2509 20250812 ... 3488 3456 HC
151 151 HC2510 20250812 ... 3474 3436 HC
152 152 HC2511 20250812 ... 3469 3433 HC
153 153 HC2512 20250812 ... 3472 3436 HC
154 154 HC2601 20250812 ... 3470 3435 HC
155 155 HC2602 20250812 ... 3470 3434 HC
156 156 HC2603 20250812 ... 3469 3436 HC
157 157 HC2604 20250812 ... 3477 3441 HC
158 158 HC2605 20250812 ... 3478 3437 HC
159 159 HC2606 20250812 ... 3481 3451 HC
160 160 HC2607 20250812 ... 3479 3445 HC
161 161 SS2508 20250812 ... 13150 13030 SS
162 162 SS2509 20250812 ... 13135 13075 SS
163 163 SS2510 20250812 ... 13215 13150 SS
164 164 SS2511 20250812 ... 13260 13200 SS
165 165 SS2512 20250812 ... 13305 13250 SS
166 166 SS2601 20250812 ... 13365 13295 SS
167 167 SS2602 20250812 ... 13380 13360 SS
168 168 SS2603 20250812 ... 13440 13390 SS
169 169 SS2604 20250812 ... 13485 13415 SS
170 170 SS2605 20250812 ... 13535 13455 SS
171 171 SS2606 20250812 ... 13560 13480 SS
172 172 SS2607 20250812 ... 13595 13545 SS
173 173 SC2509 20250812 ... 494.3 492.5 SC
174 174 SC2510 20250812 ... 492.6 490.1 SC
175 175 SC2511 20250812 ... 489.7 485.8 SC
176 176 SC2512 20250812 ... 485.5 481.5 SC
177 177 SC2601 20250812 ... 482.5 478.6 SC
178 178 SC2602 20250812 ... 479.9 477 SC
179 179 SC2603 20250812 ... 477.9 474.1 SC
180 180 SC2604 20250812 ... 475.7 471.3 SC
181 181 SC2605 20250812 ... 474.2 469.4 SC
182 182 SC2606 20250812 ... 473.7 468.6 SC
183 183 SC2607 20250812 ... 470.7 464.9 SC
184 184 SC2608 20250812 ... 470.5 467.3 SC
185 185 SC2609 20250812 ... 467.7 466.8 SC
186 186 SC2612 20250812 ... 469.4 462 SC
187 187 SC2703 20250812 ... 464.6 460.4 SC
188 188 SC2706 20250812 ... 464 460.4 SC
189 189 SC2709 20250812 ... 462.4 457.7 SC
190 190 SC2712 20250812 ... 458.5 458.5 SC
191 191 SC2803 20250812 ... 456.3 456.7 SC
192 192 SC2806 20250812 ... 453.2 452.3 SC
193 193 LU2509 20250812 ... 3483 3452 LU
194 194 LU2510 20250812 ... 3499 3469 LU
195 195 LU2511 20250812 ... 3487 3469 LU
196 196 LU2512 20250812 ... 3473 3454 LU
197 197 LU2601 20250812 ... 3445 3432 LU
198 198 LU2602 20250812 ... 3413 3404 LU
199 199 LU2603 20250812 ... 3410 3400 LU
200 200 LU2604 20250812 ... 3405 3396 LU
201 201 LU2605 20250812 ... 3405 3405 LU
202 202 LU2606 20250812 ... 3407 3403 LU
203 203 LU2607 20250812 ... 3406 3395 LU
204 204 LU2608 20250812 ... 3405 3387 LU
205 205 FU2509 20250812 ... 2769 2774 FU
206 206 FU2510 20250812 ... 2781 2780 FU
207 207 FU2511 20250812 ... 2788 2787 FU
208 208 FU2512 20250812 ... 2794 2792 FU
209 209 FU2601 20250812 ... 2796 2793 FU
210 210 FU2602 20250812 ... 2788 2781 FU
211 211 FU2603 20250812 ... 2780 2770 FU
212 212 FU2604 20250812 ... 2775 2766 FU
213 213 FU2605 20250812 ... 2764 2758 FU
214 214 FU2606 20250812 ... 2757 2748 FU
215 215 FU2607 20250812 ... 2735 2724 FU
216 216 FU2608 20250812 ... 2722 2710 FU
217 217 BU2508 20250812 ... 3406 3406 BU
218 218 BU2509 20250812 ... 3535 3518 BU
219 219 BU2510 20250812 ... 3504 3486 BU
220 220 BU2511 20250812 ... 3462 3450 BU
221 221 BU2512 20250812 ... 3405 3391 BU
222 222 BU2601 20250812 ... 3370 3363 BU
223 223 BU2602 20250812 ... 3362 3346 BU
224 224 BU2603 20250812 ... 3335 3332 BU
225 225 BU2604 20250812 ... 3341 3334 BU
226 226 BU2605 20250812 ... 3342 3330 BU
227 227 BU2606 20250812 ... 3332 3318 BU
228 228 BU2607 20250812 ... 3335 3338 BU
229 229 BU2609 20250812 ... 3320 3316 BU
230 230 BU2612 20250812 ... 3285 3289 BU
231 231 BU2703 20250812 ... 3296 3292 BU
232 232 BU2706 20250812 ... 3303 3302 BU
233 233 BR2508 20250812 ... 11820 11820 BR
234 234 BR2509 20250812 ... 11765 11740 BR
235 235 BR2510 20250812 ... 11765 11725 BR
236 236 BR2511 20250812 ... 11785 11735 BR
237 237 BR2512 20250812 ... 11830 11775 BR
238 238 BR2601 20250812 ... 11870 11800 BR
239 239 BR2602 20250812 ... 11895 11660 BR
240 240 BR2603 20250812 ... 11910 11810 BR
241 241 BR2604 20250812 ... 11930 11805 BR
242 242 BR2605 20250812 ... 11960 11895 BR
243 243 BR2606 20250812 ... 12020 11965 BR
244 244 BR2607 20250812 ... 12090 12035 BR
245 245 RU2508 20250812 ... 14730 14710 RU
246 246 RU2509 20250812 ... 14780 14715 RU
247 247 RU2510 20250812 ... 14805 14745 RU
248 248 RU2511 20250812 ... 14810 14760 RU
249 249 RU2601 20250812 ... 15780 15720 RU
250 250 RU2603 20250812 ... 15855 15810 RU
251 251 RU2604 20250812 ... 15890 15825 RU
252 252 RU2605 20250812 ... 15875 15810 RU
253 253 RU2606 20250812 ... 15920 15860 RU
254 254 RU2607 20250812 ... 16010 15880 RU
255 255 NR2508 20250812 ... 12480 12440 NR
256 256 NR2509 20250812 ... 12560 12520 NR
257 257 NR2510 20250812 ... 12620 12575 NR
258 258 NR2511 20250812 ... 12655 12620 NR
259 259 NR2512 20250812 ... 12690 12660 NR
260 260 NR2601 20250812 ... 12755 12705 NR
261 261 NR2602 20250812 ... 12755 12720 NR
262 262 NR2603 20250812 ... 12775 12745 NR
263 263 NR2604 20250812 ... 12860 12780 NR
264 264 NR2605 20250812 ... 12835 12765 NR
265 265 NR2606 20250812 ... 12895 12840 NR
266 266 NR2607 20250812 ... 12820 12755 NR
267 267 SP2508 20250812 ... 5174 5140 SP
268 268 SP2509 20250812 ... 5204 5192 SP
269 269 SP2510 20250812 ... 5234 5212 SP
270 270 SP2511 20250812 ... 5254 5226 SP
271 271 SP2512 20250812 ... 5262 5232 SP
272 272 SP2601 20250812 ... 5480 5460 SP
273 273 SP2602 20250812 ... 5442 5420 SP
274 274 SP2603 20250812 ... 5458 5440 SP
275 275 SP2604 20250812 ... 5458 5428 SP
276 276 SP2605 20250812 ... 5458 5436 SP
277 277 SP2606 20250812 ... 5456 5458 SP
278 278 SP2607 20250812 ... 5446 5434 SP
279 279 EC2508 20250812 ... 2080.6 2080.1 EC
280 280 EC2510 20250812 ... 1411.7 1438.9 EC
281 281 EC2512 20250812 ... 1720.5 1772.4 EC
282 282 EC2602 20250812 ... 1516.8 1536.5 EC
283 283 EC2604 20250812 ... 1340.4 1362.4 EC
284 284 EC2606 20250812 ... 1487.1 1499 EC
285 286 SC_TAS2509 20250812 ... SC_TAS
286 287 SC_TAS2510 20250812 ... SC_TAS
287 288 SC_TAS2511 20250812 ... SC_TAS
288 289 SC_TAS2512 20250812 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 16:25:57,342 - future_1d - INFO - ak.get_shfe_daily('2025-08-12') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250812 8145.0 8198.0 ... 291104.27 8164.0 8125.0 AP
1 AP511 20250812 7828.0 7902.0 ... 2403.13 7879.0 7850.0 AP
2 AP512 20250812 7915.0 7922.0 ... 261.04 7910.0 7873.0 AP
3 AP601 20250812 7920.0 7994.0 ... 27343.68 7967.0 7957.0 AP
4 AP603 20250812 7802.0 7906.0 ... 141.85 7880.0 7852.0 AP
5 AP604 20250812 7917.0 7950.0 ... 95.11 7926.0 7895.0 AP
6 AP605 20250812 7892.0 8010.0 ... 638.49 7981.0 7962.0 AP
7 CF509 20250812 13695.0 13740.0 ... 656350.85 13715.0 13700.0 CF
8 CF511 20250812 13770.0 13855.0 ... 183711.05 13810.0 13760.0 CF
9 CF601 20250812 13880.0 13990.0 ... 1283189.33 13935.0 13870.0 CF
10 CF603 20250812 13860.0 13940.0 ... 1666.02 13885.0 13820.0 CF
11 CF605 20250812 13820.0 13920.0 ... 62525.84 13875.0 13825.0 CF
12 CF607 20250812 13865.0 13925.0 ... 416.79 13895.0 13830.0 CF
13 CJ509 20250812 10515.0 10515.0 ... 38498.22 10400.0 10490.0 CJ
14 CJ512 20250812 11505.0 11525.0 ... 15244.95 11420.0 11525.0 CJ
15 CJ601 20250812 11640.0 11645.0 ... 1101582.32 11545.0 11655.0 CJ
16 CJ603 20250812 11715.0 11735.0 ... 17394.80 11605.0 11730.0 CJ
17 CJ605 20250812 11835.0 11845.0 ... 194585.72 11740.0 11845.0 CJ
18 CJ607 20250812 12050.0 12050.0 ... 1444.04 11935.0 12015.0 CJ
19 CY508 20250812 0.0 0.0 ... 0.00 20160.0 19955.0 CY
20 CY509 20250812 19915.0 20000.0 ... 5050.78 19965.0 19925.0 CY
21 CY510 20250812 20500.0 20500.0 ... 10.25 20500.0 20015.0 CY
22 CY511 20250812 19810.0 20030.0 ... 77386.98 19920.0 19715.0 CY
23 CY512 20250812 19660.0 19660.0 ... 19.66 19660.0 19650.0 CY
24 CY601 20250812 19850.0 19995.0 ... 2049.40 19895.0 19755.0 CY
25 CY602 20250812 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250812 20320.0 20320.0 ... 10.16 20320.0 20180.0 CY
27 CY604 20250812 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250812 20170.0 20170.0 ... 30.14 20095.0 19955.0 CY
29 CY606 20250812 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250812 0.0 0.0 ... 0.00 20285.0 20280.0 CY
31 FG508 20250812 1050.0 1050.0 ... 104.40 1044.0 1056.0 FG
32 FG509 20250812 1067.0 1092.0 ... 3007612.69 1067.0 1068.0 FG
33 FG510 20250812 1160.0 1196.0 ... 206394.46 1172.0 1163.0 FG
34 FG511 20250812 1158.0 1189.0 ... 279350.69 1164.0 1155.0 FG
35 FG512 20250812 1228.0 1276.0 ... 135596.54 1243.0 1227.0 FG
36 FG601 20250812 1216.0 1270.0 ... 6050472.04 1233.0 1214.0 FG
37 FG602 20250812 1232.0 1318.0 ... 3098.06 1276.0 1266.0 FG
38 FG603 20250812 1271.0 1318.0 ... 3186.21 1287.0 1264.0 FG
39 FG604 20250812 1312.0 1360.0 ... 1729.30 1332.0 1309.0 FG
40 FG605 20250812 1307.0 1357.0 ... 99309.10 1322.0 1303.0 FG
41 FG606 20250812 1337.0 1374.0 ... 2745.81 1345.0 1325.0 FG
42 FG607 20250812 1332.0 1369.0 ... 1729.84 1341.0 1322.0 FG
43 JR509 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250812 0.0 0.0 ... 0.00 2338.0 2337.0 MA
53 MA509 20250812 2393.0 2397.0 ... 655315.68 2386.0 2385.0 MA
54 MA510 20250812 2419.0 2427.0 ... 112728.89 2415.0 2413.0 MA
55 MA511 20250812 2442.0 2448.0 ... 146040.81 2435.0 2434.0 MA
56 MA512 20250812 2473.0 2480.0 ... 42106.69 2469.0 2464.0 MA
57 MA601 20250812 2485.0 2498.0 ... 491117.93 2486.0 2479.0 MA
58 MA602 20250812 2489.0 2496.0 ... 69.71 2490.0 2483.0 MA
59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:25:57,604 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
2025-08-15 16:25:59,344 - future_1d - INFO - save future_daily 2025-08-12 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:26:09,043 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-15 16:26:09,628 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-15 16:26:09,808 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-15 16:26:10,060 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 16:26:10,161 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:26:10,579 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
2025-08-15 16:26:12,314 - future_1d - INFO - save future_daily 2025-08-13 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250814 490.2 ... 483.6 490.5 SC
1 SC2510 20250814 490.6 ... 485.9 490.2 SC
2 SC2511 20250814 487.3 ... 483.4 487 SC
3 SC2512 20250814 483.8 ... 480.2 483.1 SC
4 SC2601 20250814 482 ... 478.5 480.4 SC
5 SC2602 20250814 478 ... 477.2 477.7 SC
6 SC2603 20250814 476.5 ... 475.5 475.5 SC
7 SC2604 20250814 474.9 ... 474.5 474.4 SC
8 SC2605 20250814 473 ... 473 472.2 SC
9 SC2606 20250814 472.9 ... 473.1 472.3 SC
10 SC2607 20250814 470.3 ... 470.6 468.1 SC
11 SC2608 20250814 470 ... 469.4 467.7 SC
12 SC2609 20250814 467 ... 467.5 467.7 SC
13 SC2612 20250814 ... 464 458.5 SC
14 SC2703 20250814 460.8 ... 464.2 457.9 SC
15 SC2706 20250814 ... 457 456.9 SC
16 SC2709 20250814 457 ... 458 458.1 SC
17 SC2712 20250814 ... 458.5 458.5 SC
18 SC2803 20250814 ... 456.3 456.3 SC
19 SC2806 20250814 451.1 ... 450.5 450.8 SC
21 LU2509 20250814 3442 ... 3436 3443 LU
22 LU2510 20250814 3465 ... 3451 3457 LU
23 LU2511 20250814 3453 ... 3447 3451 LU
24 LU2512 20250814 3445 ... 3437 3443 LU
25 LU2601 20250814 3432 ... 3425 3427 LU
26 LU2602 20250814 3405 ... 3407 3404 LU
27 LU2603 20250814 3409 ... 3400 3395 LU
28 LU2604 20250814 3402 ... 3394 3395 LU
29 LU2605 20250814 3395 ... 3395 3398 LU
30 LU2606 20250814 3390 ... 3390 3393 LU
31 LU2607 20250814 3400 ... 3397 3388 LU
32 LU2608 20250814 3379 ... 3377 3387 LU
34 NR2508 20250814 12545 ... 12485 12480 NR
35 NR2509 20250814 12505 ... 12555 12635 NR
36 NR2510 20250814 12570 ... 12620 12705 NR
37 NR2511 20250814 12605 ... 12650 12730 NR
38 NR2512 20250814 12655 ... 12675 12775 NR
39 NR2601 20250814 12720 ... 12740 12820 NR
40 NR2602 20250814 12665 ... 12765 12780 NR
41 NR2603 20250814 12820 ... 12800 12755 NR
42 NR2604 20250814 12855 ... 12840 12845 NR
43 NR2605 20250814 12800 ... 12850 12905 NR
44 NR2606 20250814 ... 12760 12955 NR
45 NR2607 20250814 ... 12830 12970 NR
47 BC2508 20250814 69300 ... 69300 69300 BC
48 BC2509 20250814 70380 ... 70290 70540 BC
49 BC2510 20250814 70550 ... 70390 70620 BC
50 BC2511 20250814 ... 70620 70720 BC
51 BC2512 20250814 70000 ... 70000 70490 BC
52 BC2601 20250814 ... 70250 70250 BC
53 BC2602 20250814 ... 70710 70710 BC
54 BC2603 20250814 70120 ... 70230 70000 BC
55 BC2604 20250814 70260 ... 70350 70000 BC
56 BC2605 20250814 ... 70920 71210 BC
57 BC2606 20250814 ... 69790 69790 BC
58 BC2607 20250814 ... 69370 69120 BC
60 EC2508 20250814 2068.1 ... 2081.8 2082.7 EC
61 EC2510 20250814 1346.9 ... 1358.7 1361.9 EC
62 EC2512 20250814 1705.2 ... 1725.5 1695.7 EC
63 EC2602 20250814 1478.2 ... 1520.8 1493.8 EC
64 EC2604 20250814 1320 ... 1341.3 1328.9 EC
65 EC2606 20250814 1465 ... 1487.4 1475 EC
68 SC_TAS2509 20250814 ... SC_TAS
69 SC_TAS2510 20250814 ... SC_TAS
70 SC_TAS2511 20250814 ... SC_TAS
71 SC_TAS2512 20250814 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 16:26:17,949 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 a2509 20250814 4144.00 ... 4130.00 4124.00 A
1 a2511 20250814 4102.00 ... 4071.00 4087.00 A
2 a2601 20250814 4105.00 ... 4073.00 4085.00 A
3 a2603 20250814 4099.00 ... 4069.00 4071.00 A
4 a2605 20250814 4138.00 ... 4109.00 4116.00 A
5 a2607 20250814 4132.00 ... 4106.00 4107.00 A
6 b2508 20250814 0.00 ... 3650.00 3735.00 B
7 b2509 20250814 3834.00 ... 3822.00 3811.00 B
8 b2510 20250814 3869.00 ... 3867.00 3842.00 B
9 b2511 20250814 3923.00 ... 3903.00 3893.00 B
10 b2512 20250814 3916.00 ... 3908.00 3894.00 B
11 b2601 20250814 3891.00 ... 3884.00 3879.00 B
12 b2602 20250814 3864.00 ... 3858.00 3842.00 B
13 b2603 20250814 3775.00 ... 3770.00 3751.00 B
14 b2604 20250814 3649.00 ... 3651.00 3646.00 B
15 b2605 20250814 3579.00 ... 3570.00 3561.00 B
16 b2606 20250814 3540.00 ... 3544.00 3536.00 B
17 b2607 20250814 3523.00 ... 3525.00 3518.00 B
18 bb2509 20250814 0.00 ... 145.75 145.75 BB
19 bb2511 20250814 146.65 ... 147.05 147.10 BB
20 bb2601 20250814 147.85 ... 148.55 148.60 BB
21 bb2603 20250814 145.65 ... 146.35 147.15 BB
22 bb2605 20250814 0.00 ... 140.25 141.00 BB
23 bb2607 20250814 0.00 ... 146.00 146.75 BB
24 bz2603 20250814 6250.00 ... 6210.00 6250.00 BZ
25 bz2604 20250814 6195.00 ... 6194.00 6200.00 BZ
26 bz2605 20250814 6223.00 ... 6227.00 6225.00 BZ
27 bz2606 20250814 6207.00 ... 6178.00 6233.00 BZ
28 bz2607 20250814 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250814 2281.00 ... 2283.00 2273.00 C
30 c2511 20250814 2212.00 ... 2207.00 2203.00 C
31 c2601 20250814 2206.00 ... 2196.00 2198.00 C
32 c2603 20250814 2225.00 ... 2216.00 2218.00 C
33 c2605 20250814 2273.00 ... 2269.00 2270.00 C
34 c2607 20250814 2291.00 ... 2286.00 2289.00 C
35 cs2509 20250814 2647.00 ... 2645.00 2649.00 CS
36 cs2511 20250814 2551.00 ... 2547.00 2550.00 CS
37 cs2601 20250814 2589.00 ... 2575.00 2578.00 CS
38 cs2603 20250814 2582.00 ... 2573.00 2571.00 CS
39 cs2605 20250814 2641.00 ... 2628.00 2636.00 CS
40 cs2607 20250814 2649.00 ... 2635.00 2641.00 CS
41 eb2508 20250814 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250814 7310.00 ... 7278.00 7299.00 EB
43 eb2510 20250814 7325.00 ... 7297.00 7328.00 EB
44 eb2511 20250814 7336.00 ... 7318.00 7350.00 EB
45 eb2512 20250814 7360.00 ... 7339.00 7369.00 EB
46 eb2601 20250814 7381.00 ... 7351.00 7381.00 EB
47 eb2602 20250814 7402.00 ... 7370.00 7403.00 EB
48 eb2603 20250814 7410.00 ... 7370.00 7432.00 EB
49 eb2604 20250814 7433.00 ... 7407.00 7422.00 EB
50 eb2605 20250814 7428.00 ... 7415.00 7441.00 EB
51 eb2606 20250814 7432.00 ... 7417.00 7464.00 EB
52 eb2607 20250814 0.00 ... 7384.00 7407.00 EB
53 eg2508 20250814 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250814 4406.00 ... 4387.00 4418.00 EG
55 eg2510 20250814 4422.00 ... 4406.00 4433.00 EG
56 eg2511 20250814 4436.00 ... 4420.00 4446.00 EG
57 eg2512 20250814 4440.00 ... 4417.00 4459.00 EG
58 eg2601 20250814 4450.00 ... 4436.00 4466.00 EG
59 eg2602 20250814 4425.00 ... 4423.00 4461.00 EG
60 eg2603 20250814 4432.00 ... 4428.00 4479.00 EG
61 eg2604 20250814 4457.00 ... 4453.00 4496.00 EG
62 eg2605 20250814 4490.00 ... 4484.00 4501.00 EG
63 eg2606 20250814 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250814 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250814 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250814 1262.50 ... 1262.50 1254.00 FB
67 fb2510 20250814 1290.00 ... 1293.00 1295.50 FB
68 fb2511 20250814 1290.00 ... 1290.00 1291.50 FB
69 fb2512 20250814 1289.00 ... 1290.50 1290.50 FB
70 fb2601 20250814 1290.50 ... 1291.00 1292.50 FB
71 fb2602 20250814 1295.50 ... 1294.50 1295.00 FB
72 fb2603 20250814 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250814 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250814 1311.00 ... 1311.00 1337.50 FB
75 fb2606 20250814 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250814 0.00 ... 1302.50 1302.50 FB
77 i2508 20250814 0.00 ... 808.50 815.00 I
78 i2509 20250814 805.00 ... 797.00 808.00 I
79 i2510 20250814 803.50 ... 797.50 808.00 I
80 i2511 20250814 800.50 ... 795.50 806.00 I
81 i2512 20250814 798.00 ... 792.00 803.50 I
82 i2601 20250814 792.00 ... 784.50 798.50 I
83 i2602 20250814 789.00 ... 781.50 794.00 I
84 i2603 20250814 784.50 ... 774.50 789.50 I
85 i2604 20250814 780.50 ... 773.50 785.50 I
86 i2605 20250814 772.50 ... 760.50 777.00 I
87 i2606 20250814 768.00 ... 757.50 772.00 I
88 i2607 20250814 765.00 ... 751.50 768.50 I
89 j2508 20250814 0.00 ... 1598.00 1598.00 J
90 j2509 20250814 1654.50 ... 1650.00 1708.00 J
91 j2510 20250814 1671.50 ... 1673.00 1724.00 J
92 j2511 20250814 1692.00 ... 1689.50 1744.50 J
93 j2512 20250814 1713.00 ... 1705.00 1759.00 J
94 j2601 20250814 1738.00 ... 1721.00 1784.00 J
95 j2602 20250814 0.00 ... 1760.00 1789.00 J
96 j2603 20250814 1782.00 ... 1782.00 1802.50 J
97 j2604 20250814 1801.50 ... 1787.00 1860.00 J
98 j2605 20250814 1836.50 ... 1813.00 1865.50 J
99 j2606 20250814 1829.00 ... 1824.50 1887.50 J
100 j2607 20250814 1839.50 ... 1826.00 1871.50 J
101 jd2508 20250814 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250814 3288.00 ... 3211.00 3290.00 JD
103 jd2510 20250814 3178.00 ... 3177.00 3200.00 JD
104 jd2511 20250814 3295.00 ... 3299.00 3308.00 JD
105 jd2512 20250814 3463.00 ... 3457.00 3463.00 JD
106 jd2601 20250814 3584.00 ... 3573.00 3582.00 JD
107 jd2602 20250814 3207.00 ... 3213.00 3219.00 JD
108 jd2603 20250814 3216.00 ... 3216.00 3222.00 JD
109 jd2604 20250814 3386.00 ... 3381.00 3387.00 JD
110 jd2605 20250814 3490.00 ... 3485.00 3489.00 JD
111 jd2606 20250814 3317.00 ... 3316.00 3316.00 JD
112 jd2607 20250814 3558.00 ... 3558.00 3560.00 JD
113 jm2508 20250814 1106.00 ... 905.00 1024.50 JM
114 jm2509 20250814 1089.00 ... 1087.50 1151.50 JM
115 jm2510 20250814 1122.00 ... 1121.50 1199.50 JM
116 jm2511 20250814 1175.00 ... 1168.50 1245.00 JM
117 jm2512 20250814 1215.00 ... 1201.00 1272.50 JM
118 jm2601 20250814 1212.50 ... 1226.00 1295.00 JM
119 jm2602 20250814 1255.50 ... 1237.00 1307.00 JM
120 jm2603 20250814 1252.00 ... 1248.50 1310.50 JM
121 jm2604 20250814 1257.50 ... 1253.50 1311.00 JM
122 jm2605 20250814 1248.00 ... 1259.50 1320.00 JM
123 jm2606 20250814 1257.00 ... 1267.50 1320.50 JM
124 jm2607 20250814 1265.00 ... 1269.00 1327.00 JM
125 l2508 20250814 0.00 ... 7279.00 7270.00 L
126 l2509 20250814 7318.00 ... 7300.00 7320.00 L
127 l2510 20250814 7334.00 ... 7324.00 7344.00 L
128 l2511 20250814 7359.00 ... 7350.00 7368.00 L
129 l2512 20250814 7372.00 ... 7357.00 7382.00 L
130 l2601 20250814 7374.00 ... 7360.00 7386.00 L
131 l2602 20250814 7371.00 ... 7353.00 7382.00 L
132 l2603 20250814 7353.00 ... 7350.00 7383.00 L
133 l2604 20250814 7380.00 ... 7380.00 7394.00 L
134 l2605 20250814 7384.00 ... 7358.00 7390.00 L
135 l2606 20250814 7374.00 ... 7351.00 7388.00 L
136 l2607 20250814 7383.00 ... 7383.00 7377.00 L
137 lg2509 20250814 812.50 ... 810.00 815.50 LG
138 lg2511 20250814 832.00 ... 828.00 836.50 LG
139 lg2601 20250814 845.50 ... 841.00 846.00 LG
140 lg2603 20250814 843.50 ... 845.00 846.00 LG
141 lg2605 20250814 847.00 ... 845.50 848.50 LG
142 lg2607 20250814 846.00 ... 844.50 847.50 LG
143 lh2509 20250814 13950.00 ... 13905.00 13920.00 LH
144 lh2511 20250814 14060.00 ... 13970.00 14115.00 LH
145 lh2601 20250814 14300.00 ... 14210.00 14360.00 LH
146 lh2603 20250814 13400.00 ... 13335.00 13400.00 LH
147 lh2605 20250814 13995.00 ... 13930.00 13970.00 LH
148 lh2607 20250814 14430.00 ... 14345.00 14360.00 LH
149 m2508 20250814 3123.00 ... 3011.00 3125.00 M
150 m2509 20250814 3118.00 ... 3108.00 3094.00 M
151 m2511 20250814 3148.00 ... 3142.00 3125.00 M
152 m2512 20250814 3189.00 ... 3186.00 3162.00 M
153 m2601 20250814 3170.00 ... 3164.00 3145.00 M
154 m2603 20250814 3044.00 ... 3042.00 3024.00 M
155 m2605 20250814 2855.00 ... 2851.00 2837.00 M
156 m2607 20250814 2800.00 ... 2809.00 2800.00 M
157 p2508 20250814 0.00 ... 8890.00 8802.00 P
158 p2509 20250814 9394.00 ... 9380.00 9396.00 P
159 p2510 20250814 9402.00 ... 9372.00 9392.00 P
160 p2511 20250814 9452.00 ... 9418.00 9444.00 P
161 p2512 20250814 9468.00 ... 9426.00 9456.00 P
162 p2601 20250814 9480.00 ... 9450.00 9466.00 P
163 p2602 20250814 9446.00 ... 9384.00 9442.00 P
164 p2603 20250814 9352.00 ... 9314.00 9358.00 P
165 p2604 20250814 9238.00 ... 9206.00 9250.00 P
166 p2605 20250814 9186.00 ... 9132.00 9146.00 P
167 p2606 20250814 9064.00 ... 9040.00 9048.00 P
168 p2607 20250814 8980.00 ... 8928.00 8928.00 P
169 pg2508 20250814 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250814 3832.00 ... 3832.00 3822.00 PG
171 pg2510 20250814 4308.00 ... 4292.00 4296.00 PG
172 pg2511 20250814 4234.00 ... 4216.00 4226.00 PG
173 pg2512 20250814 4200.00 ... 4173.00 4186.00 PG
174 pg2601 20250814 4156.00 ... 4130.00 4145.00 PG
175 pg2602 20250814 4093.00 ... 4077.00 4085.00 PG
176 pg2603 20250814 4002.00 ... 3994.00 4002.00 PG
177 pg2604 20250814 4297.00 ... 4283.00 4297.00 PG
178 pg2605 20250814 4188.00 ... 4194.00 4197.00 PG
179 pg2606 20250814 4133.00 ... 4136.00 4141.00 PG
180 pg2607 20250814 4087.00 ... 4082.00 4087.00 PG
181 pp2508 20250814 0.00 ... 7049.00 7021.00 PP
182 pp2509 20250814 7090.00 ... 7071.00 7088.00 PP
183 pp2510 20250814 7077.00 ... 7068.00 7085.00 PP
184 pp2511 20250814 7083.00 ... 7076.00 7095.00 PP
185 pp2512 20250814 7103.00 ... 7092.00 7109.00 PP
186 pp2601 20250814 7100.00 ... 7094.00 7116.00 PP
187 pp2602 20250814 7092.00 ... 7082.00 7102.00 PP
188 pp2603 20250814 7077.00 ... 7073.00 7086.00 PP
189 pp2604 20250814 7090.00 ... 7087.00 7080.00 PP
190 pp2605 20250814 7096.00 ... 7092.00 7102.00 PP
191 pp2606 20250814 7078.00 ... 7068.00 7080.00 PP
192 pp2607 20250814 7095.00 ... 7085.00 7085.00 PP
193 rr2508 20250814 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250814 3574.00 ... 3576.00 3575.00 RR
195 rr2510 20250814 3608.00 ... 3612.00 3612.00 RR
196 rr2511 20250814 3612.00 ... 3613.00 3614.00 RR
197 rr2512 20250814 3612.00 ... 3613.00 3614.00 RR
198 rr2601 20250814 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250814 3606.00 ... 3607.00 3612.00 RR
200 rr2603 20250814 3609.00 ... 3612.00 3614.00 RR
201 rr2604 20250814 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250814 0.00 ... 3620.00 3620.00 RR
203 rr2606 20250814 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250814 0.00 ... 3625.00 3633.00 RR
205 v2508 20250814 4919.00 ... 4973.00 5002.00 V
206 v2509 20250814 5010.00 ... 4986.00 5036.00 V
207 v2510 20250814 5058.00 ... 5029.00 5076.00 V
208 v2511 20250814 5103.00 ... 5061.00 5112.00 V
209 v2512 20250814 5134.00 ... 5101.00 5153.00 V
210 v2601 20250814 5155.00 ... 5135.00 5179.00 V
211 v2602 20250814 5196.00 ... 5178.00 5217.00 V
212 v2603 20250814 5224.00 ... 5203.00 5254.00 V
213 v2604 20250814 5453.00 ... 5441.00 5488.00 V
214 v2605 20250814 5489.00 ... 5463.00 5504.00 V
215 v2606 20250814 5498.00 ... 5481.00 5528.00 V
216 v2607 20250814 5540.00 ... 5517.00 5558.00 V
217 y2508 20250814 0.00 ... 8350.00 9386.00 Y
218 y2509 20250814 8580.00 ... 8568.00 8582.00 Y
219 y2511 20250814 8612.00 ... 8578.00 8600.00 Y
220 y2512 20250814 8614.00 ... 8572.00 8600.00 Y
221 y2601 20250814 8596.00 ... 8550.00 8560.00 Y
222 y2603 20250814 8414.00 ... 8414.00 8404.00 Y
223 y2605 20250814 8120.00 ... 8104.00 8106.00 Y
224 y2607 20250814 8086.00 ... 8064.00 8090.00 Y
[225 rows x 12 columns]
2025-08-15 16:26:18,446 - future_1d - INFO - ak.get_dce_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]
2025-08-15 16:26:18,652 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 IC2508 20250814 6522.000 ... 6451.000 6503.800 IC
1 IC2509 20250814 6466.000 ... 6396.200 6444.400 IC
2 IC2512 20250814 6317.400 ... 6258.200 6297.200 IC
3 IC2603 20250814 6186.200 ... 6135.200 6170.200 IC
4 IF2508 20250814 4184.000 ... 4184.600 4175.400 IF
5 IF2509 20250814 4179.600 ... 4176.000 4164.600 IF
6 IF2512 20250814 4148.200 ... 4149.600 4137.400 IF
7 IF2603 20250814 4122.000 ... 4122.800 4107.400 IF
8 IH2508 20250814 2823.000 ... 2836.200 2815.000 IH
9 IH2509 20250814 2823.000 ... 2836.800 2816.000 IH
10 IH2512 20250814 2824.200 ... 2837.800 2817.600 IH
11 IH2603 20250814 2828.000 ... 2836.200 2819.400 IH
12 IM2508 20250814 7072.000 ... 7004.000 7060.800 IM
13 IM2509 20250814 7015.000 ... 6936.200 6995.400 IM
14 IM2512 20250814 6826.200 ... 6762.200 6812.800 IM
15 IM2603 20250814 6672.000 ... 6591.000 6637.600 IM
16 T2509 20250814 108.405 ... 108.345 108.460 T
17 T2512 20250814 108.350 ... 108.230 108.375 T
18 T2603 20250814 108.120 ... 108.030 108.175 T
19 TF2509 20250814 105.740 ... 105.685 105.750 TF
20 TF2512 20250814 105.735 ... 105.685 105.775 TF
21 TF2603 20250814 105.755 ... 105.705 105.800 TF
22 TL2509 20250814 118.130 ... 117.820 118.310 TL
23 TL2512 20250814 117.790 ... 117.410 117.910 TL
24 TL2603 20250814 117.400 ... 117.100 117.560 TL
25 TS2509 20250814 102.368 ... 102.350 102.370 TS
26 TS2512 20250814 102.406 ... 102.388 102.416 TS
27 TS2603 20250814 102.382 ... 102.362 102.386 TS
[28 rows x 12 columns]
2025-08-15 16:26:18,858 - future_1d - INFO - ak.get_cffex_daily('2025-08-14') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250814 ... 79130 79310 CU
1 1 CU2509 20250814 ... 79120 79340 CU
2 2 CU2510 20250814 ... 79120 79380 CU
3 3 CU2511 20250814 ... 79130 79380 CU
4 4 CU2512 20250814 ... 79090 79400 CU
5 5 CU2601 20250814 ... 79100 79360 CU
6 6 CU2602 20250814 ... 79150 79330 CU
7 7 CU2603 20250814 ... 79090 79270 CU
8 8 CU2604 20250814 ... 79160 79300 CU
9 9 CU2605 20250814 ... 79180 79300 CU
10 10 CU2606 20250814 ... 79140 79370 CU
11 11 CU2607 20250814 ... 79170 79350 CU
12 12 BC2508 20250814 ... 69300 69300 BC
13 13 BC2509 20250814 ... 70290 70540 BC
14 14 BC2510 20250814 ... 70390 70620 BC
15 15 BC2511 20250814 ... 70620 70720 BC
16 16 BC2512 20250814 ... 70000 70490 BC
17 17 BC2601 20250814 ... 70250 70250 BC
18 18 BC2602 20250814 ... 70710 70710 BC
19 19 BC2603 20250814 ... 70230 70000 BC
20 20 BC2604 20250814 ... 70350 70000 BC
21 21 BC2605 20250814 ... 70920 71210 BC
22 22 BC2606 20250814 ... 69790 69790 BC
23 23 BC2607 20250814 ... 69370 69120 BC
24 24 AL2508 20250814 ... 20685 20790 AL
25 25 AL2509 20250814 ... 20705 20795 AL
26 26 AL2510 20250814 ... 20685 20775 AL
27 27 AL2511 20250814 ... 20645 20735 AL
28 28 AL2512 20250814 ... 20605 20695 AL
29 29 AL2601 20250814 ... 20580 20675 AL
30 30 AL2602 20250814 ... 20590 20675 AL
31 31 AL2603 20250814 ... 20610 20695 AL
32 32 AL2604 20250814 ... 20615 20710 AL
33 33 AL2605 20250814 ... 20620 20730 AL
34 34 AL2606 20250814 ... 20620 20725 AL
35 35 AL2607 20250814 ... 20620 20740 AL
36 36 ZN2508 20250814 ... 22495 22605 ZN
37 37 ZN2509 20250814 ... 22540 22670 ZN
38 38 ZN2510 20250814 ... 22555 22685 ZN
39 39 ZN2511 20250814 ... 22555 22685 ZN
40 40 ZN2512 20250814 ... 22540 22660 ZN
41 41 ZN2601 20250814 ... 22500 22645 ZN
42 42 ZN2602 20250814 ... 22510 22630 ZN
43 43 ZN2603 20250814 ... 22525 22620 ZN
44 44 ZN2604 20250814 ... 22490 22655 ZN
45 45 ZN2605 20250814 ... 22490 22645 ZN
46 46 ZN2606 20250814 ... 22495 22605 ZN
47 47 ZN2607 20250814 ... 22500 22635 ZN
48 48 PB2508 20250814 ... 16740 16840 PB
49 49 PB2509 20250814 ... 16815 16925 PB
50 50 PB2510 20250814 ... 16825 16930 PB
51 51 PB2511 20250814 ... 16840 16955 PB
52 52 PB2512 20250814 ... 16865 16985 PB
53 53 PB2601 20250814 ... 16905 17000 PB
54 54 PB2602 20250814 ... 17020 17020 PB
55 55 PB2603 20250814 ... 16930 17030 PB
56 56 PB2604 20250814 ... 17110 17110 PB
57 57 PB2605 20250814 ... 17035 17125 PB
58 58 PB2606 20250814 ... 17170 17170 PB
59 59 PB2607 20250814 ... 17060 17060 PB
60 60 NI2508 20250814 ... 122270 122590 NI
61 61 NI2509 20250814 ... 122070 122750 NI
62 62 NI2510 20250814 ... 122150 122880 NI
63 63 NI2511 20250814 ... 122340 123040 NI
64 64 NI2512 20250814 ... 122510 123330 NI
65 65 NI2601 20250814 ... 122760 123610 NI
66 66 NI2602 20250814 ... 122750 123800 NI
67 67 NI2603 20250814 ... 122350 123890 NI
68 68 NI2604 20250814 ... 123470 124130 NI
69 69 NI2605 20250814 ... 123220 124630 NI
70 70 NI2606 20250814 ... 123560 124810 NI
71 71 NI2607 20250814 ... 124130 124750 NI
72 72 SN2508 20250814 ... 268020 270040 SN
73 73 SN2509 20250814 ... 268590 270150 SN
74 74 SN2510 20250814 ... 268790 270360 SN
75 75 SN2511 20250814 ... 268730 270280 SN
76 76 SN2512 20250814 ... 268770 270120 SN
77 77 SN2601 20250814 ... 269010 270430 SN
78 78 SN2602 20250814 ... 268040 270820 SN
79 79 SN2603 20250814 ... 268220 271370 SN
80 80 SN2604 20250814 ... 269100 271040 SN
81 81 SN2605 20250814 ... 269530 271420 SN
82 82 SN2606 20250814 ... 269850 272020 SN
83 83 SN2607 20250814 ... 270500 270450 SN
84 84 AO2508 20250814 ... 3212 3216 AO
85 85 AO2509 20250814 ... 3210 3271 AO
86 86 AO2510 20250814 ... 3214 3286 AO
87 87 AO2511 20250814 ... 3225 3297 AO
88 88 AO2512 20250814 ... 3234 3316 AO
89 89 AO2601 20250814 ... 3248 3322 AO
90 90 AO2602 20250814 ... 3246 3315 AO
91 91 AO2603 20250814 ... 3240 3312 AO
92 92 AO2604 20250814 ... 3244 3310 AO
93 93 AO2605 20250814 ... 3248 3319 AO
94 94 AO2606 20250814 ... 3241 3300 AO
95 95 AO2607 20250814 ... 3250 3319 AO
96 96 AD2511 20250814 ... 20130 20210 AD
97 97 AD2512 20250814 ... 20120 20190 AD
98 98 AD2601 20250814 ... 20135 20175 AD
99 99 AD2602 20250814 ... 20015 19955 AD
100 100 AD2603 20250814 ... 20130 20140 AD
101 101 AD2604 20250814 ... 19920 19920 AD
102 102 AD2605 20250814 ... 19860 19875 AD
103 103 AD2606 20250814 ... 19765 19745 AD
104 104 AD2607 20250814 ... 19990 19990 AD
105 105 AU2508 20250814 ... 776.46 774.48 AU
106 106 AU2509 20250814 ... 777.58 775.24 AU
107 107 AU2510 20250814 ... 778.8 776.26 AU
108 108 AU2512 20250814 ... 780.94 778.42 AU
109 109 AU2602 20250814 ... 783.14 780.66 AU
110 110 AU2604 20250814 ... 785.2 782.76 AU
111 111 AU2606 20250814 ... 787.52 785.34 AU
112 112 AU2608 20250814 ... 789.74 787.56 AU
113 113 AG2508 20250814 ... 9295 9177 AG
114 114 AG2509 20250814 ... 9308 9203 AG
115 115 AG2510 20250814 ... 9319 9215 AG
116 116 AG2511 20250814 ... 9328 9221 AG
117 117 AG2512 20250814 ... 9341 9245 AG
118 118 AG2601 20250814 ... 9352 9250 AG
119 119 AG2602 20250814 ... 9363 9260 AG
120 120 AG2603 20250814 ... 9381 9267 AG
121 121 AG2604 20250814 ... 9391 9290 AG
122 122 AG2605 20250814 ... 9400 9305 AG
123 123 AG2606 20250814 ... 9413 9323 AG
124 124 AG2607 20250814 ... 9423 9334 AG
125 125 RB2508 20250814 ... 3190 3215 RB
126 126 RB2509 20250814 ... 3176 3219 RB
127 127 RB2510 20250814 ... 3201 3248 RB
128 128 RB2511 20250814 ... 3223 3266 RB
129 129 RB2512 20250814 ... 3265 3302 RB
130 130 RB2601 20250814 ... 3278 3318 RB
131 131 RB2602 20250814 ... 3280 3316 RB
132 132 RB2603 20250814 ... 3293 3327 RB
133 133 RB2604 20250814 ... 3305 3338 RB
134 134 RB2605 20250814 ... 3315 3349 RB
135 135 RB2606 20250814 ... 3323 3357 RB
136 136 RB2607 20250814 ... 3331 3361 RB
137 137 WR2508 20250814 ... 3212 3212 WR
138 138 WR2509 20250814 ... 3342 3342 WR
139 139 WR2510 20250814 ... 3432 3468 WR
140 140 WR2511 20250814 ... 3480 3480 WR
141 141 WR2512 20250814 ... 3499 3499 WR
142 142 WR2601 20250814 ... 3459 3496 WR
143 143 WR2602 20250814 ... 3523 3523 WR
144 144 WR2603 20250814 ... 3527 3531 WR
145 145 WR2604 20250814 ... 3550 3550 WR
146 146 WR2605 20250814 ... 3455 3479 WR
147 147 WR2606 20250814 ... 3533 3533 WR
148 148 WR2607 20250814 ... 3524 3524 WR
149 149 HC2508 20250814 ... 3436 3436 HC
150 150 HC2509 20250814 ... 3448 3483 HC
151 151 HC2510 20250814 ... 3432 3473 HC
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]
2025-08-15 16:26:18,970 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250814 8155.0 8188.0 ... 371703.65 8123.0 8191.0 AP
1 AP511 20250814 7893.0 7914.0 ... 2465.89 7878.0 7920.0 AP
2 AP512 20250814 7942.0 7942.0 ... 181.96 7911.0 7943.0 AP
3 AP601 20250814 7999.0 8005.0 ... 38934.51 7967.0 8013.0 AP
4 AP603 20250814 7880.0 7898.0 ... 110.25 7875.0 7922.0 AP
5 AP604 20250814 7902.0 7903.0 ... 23.71 7902.0 7950.0 AP
6 AP605 20250814 7948.0 7990.0 ... 271.05 7972.0 8000.0 AP
7 CF509 20250814 13830.0 13885.0 ... 469918.10 13825.0 13830.0 CF
8 CF511 20250814 14005.0 14095.0 ... 210257.03 14030.0 13995.0 CF
9 CF601 20250814 14110.0 14165.0 ... 1687697.64 14105.0 14110.0 CF
10 CF603 20250814 14060.0 14115.0 ... 4884.83 14055.0 14035.0 CF
11 CF605 20250814 14090.0 14130.0 ... 121912.68 14070.0 14065.0 CF
12 CF607 20250814 14050.0 14105.0 ... 372.89 14070.0 14045.0 CF
13 CJ509 20250814 10325.0 10405.0 ... 23255.41 10345.0 10415.0 CJ
14 CJ512 20250814 11315.0 11430.0 ... 7575.06 11365.0 11435.0 CJ
15 CJ601 20250814 11400.0 11530.0 ... 779808.49 11460.0 11545.0 CJ
16 CJ603 20250814 11445.0 11545.0 ... 9825.87 11480.0 11560.0 CJ
17 CJ605 20250814 11565.0 11660.0 ... 121318.04 11595.0 11710.0 CJ
18 CJ607 20250814 11765.0 11830.0 ... 1335.55 11765.0 11915.0 CJ
19 CY508 20250814 0.0 0.0 ... 0.00 20435.0 20380.0 CY
20 CY509 20250814 20080.0 20170.0 ... 3688.41 20100.0 20080.0 CY
21 CY510 20250814 0.0 0.0 ... 0.00 19705.0 19685.0 CY
22 CY511 20250814 20170.0 20280.0 ... 84011.16 20190.0 20135.0 CY
23 CY512 20250814 0.0 0.0 ... 0.00 19855.0 19825.0 CY
24 CY601 20250814 20105.0 20225.0 ... 1390.85 20155.0 20105.0 CY
25 CY602 20250814 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250814 0.0 0.0 ... 0.00 20365.0 20365.0 CY
27 CY604 20250814 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250814 0.0 0.0 ... 0.00 20365.0 20330.0 CY
29 CY606 20250814 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250814 0.0 0.0 ... 0.00 20410.0 20355.0 CY
31 FG508 20250814 0.0 0.0 ... 1280.30 1050.0 1054.0 FG
32 FG509 20250814 1052.0 1068.0 ... 951036.06 1056.0 1077.0 FG
33 FG510 20250814 1156.0 1173.0 ... 122611.10 1159.0 1180.0 FG
34 FG511 20250814 1148.0 1165.0 ... 157883.42 1151.0 1171.0 FG
35 FG512 20250814 1224.0 1242.0 ... 77038.50 1228.0 1249.0 FG
36 FG601 20250814 1205.0 1230.0 ... 4367920.49 1215.0 1237.0 FG
37 FG602 20250814 1265.0 1283.0 ... 1507.63 1269.0 1290.0 FG
38 FG603 20250814 1258.0 1281.0 ... 2638.28 1270.0 1286.0 FG
39 FG604 20250814 1308.0 1327.0 ... 879.94 1313.0 1332.0 FG
40 FG605 20250814 1300.0 1324.0 ... 59517.63 1310.0 1328.0 FG
41 FG606 20250814 1328.0 1347.0 ... 859.87 1335.0 1350.0 FG
42 FG607 20250814 1324.0 1343.0 ... 830.14 1330.0 1343.0 FG
43 JR509 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250814 0.0 0.0 ... 447.95 2309.0 2336.0 MA
53 MA509 20250814 2374.0 2388.0 ... 671870.70 2365.0 2384.0 MA
54 MA510 20250814 2402.0 2419.0 ... 95829.61 2392.0 2416.0 MA
55 MA511 20250814 2425.0 2437.0 ... 149114.18 2410.0 2437.0 MA
56 MA512 20250814 2457.0 2467.0 ... 66624.83 2444.0 2469.0 MA
57 MA601 20250814 2476.0 2484.0 ... 1051573.05 2459.0 2488.0 MA
58 MA602 20250814 2489.0 2491.0 ... 728.09 2485.0 2489.0 MA
59 MA603 20250814 2490.0 2494.0 ... 733.52 2487.0 2490.0 MA
60 MA604 20250814 2484.0 2484.0 ... 53.89 2449.0 2480.0 MA
61 MA605 20250814 2456.0 2463.0 ... 36902.07 2437.0 2461.0 MA
62 MA606 20250814 2460.0 2460.0 ... 21.96 2440.0 2468.0 MA
63 MA607 20250814 2450.0 2450.0 ... 114.47 2436.0 2458.0 MA
64 OI509 20250814 10060.0 10070.0 ... 1120581.12 9935.0 10099.0 OI
65 OI511 20250814 10101.0 10106.0 ... 404875.90 9954.0 10132.0 OI
66 OI601 20250814 10050.0 10064.0 ... 4962441.63 9924.0 10104.0 OI
67 OI603 20250814 9948.0 10023.0 ... 11568.99 9788.0 10009.0 OI
68 OI605 20250814 9827.0 9835.0 ... 53778.62 9728.0 9937.0 OI
69 OI607 20250814 9770.0 9770.0 ... 242.74 9709.0 9885.0 OI
70 PF508 20250814 6270.0 6270.0 ... 250.13 6254.0 6290.0 PF
71 PF509 20250814 6352.0 6352.0 ... 43136.75 6302.0 6346.0 PF
72 PF510 20250814 6420.0 6420.0 ... 461296.29 6372.0 6414.0 PF
73 PF511 20250814 6422.0 6422.0 ... 261419.17 6368.0 6416.0 PF
74 PF512 20250814 6424.0 6424.0 ... 93490.58 6366.0 6420.0 PF
75 PF601 20250814 6424.0 6424.0 ... 14242.81 6378.0 6426.0 PF
76 PF602 20250814 6420.0 6420.0 ... 70.40 6400.0 6448.0 PF
77 PF603 20250814 6426.0 6448.0 ... 61.00 6422.0 6460.0 PF
78 PF604 20250814 6478.0 6478.0 ... 54.74 6440.0 6490.0 PF
79 PF605 20250814 6500.0 6500.0 ... 45.20 6458.0 6518.0 PF
80 PF606 20250814 6482.0 6482.0 ... 6.47 6470.0 6526.0 PF
81 PF607 20250814 6506.0 6506.0 ... 9.73 6486.0 6530.0 PF
82 PK510 20250814 8130.0 8130.0 ... 194088.49 8088.0 8142.0 PK
83 PK511 20250814 7990.0 7996.0 ... 327323.77 7932.0 7996.0 PK
84 PK512 20250814 8000.0 8006.0 ... 91797.69 7948.0 8002.0 PK
85 PK601 20250814 8016.0 8028.0 ... 41976.56 7974.0 8030.0 PK
86 PK603 20250814 8018.0 8024.0 ... 459.78 7996.0 8022.0 PK
87 PK604 20250814 8024.0 8036.0 ... 263.71 7992.0 8026.0 PK
88 PK605 20250814 8024.0 8060.0 ... 7917.20 8010.0 8032.0 PK
89 PL601 20250814 6520.0 6526.0 ... 11905.47 6492.0 6507.0 PL
90 PL602 20250814 6545.0 6545.0 ... 482.74 6524.0 6561.0 PL
91 PL603 20250814 6498.0 6498.0 ... 13.00 6498.0 6537.0 PL
92 PL604 20250814 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250814 6402.0 6403.0 ... 25.61 6403.0 6409.0 PL
94 PL606 20250814 0.0 0.0 ... 0.00 6491.0 6491.0 PL
95 PL607 20250814 6500.0 6500.0 ... 13.00 6500.0 6477.0 PL
96 PM509 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250814 5860.0 5860.0 ... 703.20 5860.0 5900.0 PR
103 PR509 20250814 5896.0 5896.0 ... 36448.30 5838.0 5890.0 PR
104 PR510 20250814 5936.0 5936.0 ... 300667.49 5886.0 5938.0 PR
105 PR511 20250814 5928.0 5930.0 ... 453226.11 5880.0 5938.0 PR
106 PR512 20250814 5926.0 5934.0 ... 150027.94 5878.0 5940.0 PR
107 PR601 20250814 5934.0 5938.0 ... 4087.77 5900.0 5950.0 PR
108 PR602 20250814 5936.0 5936.0 ... 26.70 5934.0 5972.0 PR
109 PR603 20250814 5942.0 5944.0 ... 26.74 5942.0 5982.0 PR
110 PR604 20250814 5942.0 5942.0 ... 8.91 5942.0 6006.0 PR
111 PR605 20250814 5962.0 5962.0 ... 53.49 5944.0 6004.0 PR
112 PR606 20250814 5962.0 5962.0 ... 8.94 5962.0 5974.0 PR
113 PR607 20250814 5968.0 5968.0 ... 17.90 5966.0 5974.0 PR
114 PX508 20250814 0.0 0.0 ... 0.00 6680.0 6766.0 PX
115 PX509 20250814 6796.0 6796.0 ... 117703.17 6734.0 6798.0 PX
116 PX510 20250814 6756.0 6758.0 ... 182112.42 6684.0 6760.0 PX
117 PX511 20250814 6724.0 6736.0 ... 532921.94 6652.0 6738.0 PX
118 PX512 20250814 6732.0 6732.0 ... 73593.98 6660.0 6738.0 PX
119 PX601 20250814 6698.0 6718.0 ... 136767.32 6652.0 6720.0 PX
120 PX602 20250814 6684.0 6684.0 ... 3.34 6684.0 6706.0 PX
121 PX603 20250814 0.0 0.0 ... 0.00 6632.0 6710.0 PX
122 PX604 20250814 6672.0 6672.0 ... 3.34 6672.0 6706.0 PX
123 PX605 20250814 6680.0 6680.0 ... 302.70 6654.0 6714.0 PX
124 PX606 20250814 6650.0 6650.0 ... 19.91 6638.0 6716.0 PX
125 PX607 20250814 6678.0 6678.0 ... 29.96 6658.0 6706.0 PX
126 RI509 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250814 0.0 0.0 ... 21.50 2687.0 2698.0 RM
133 RM509 20250814 2720.0 2720.0 ... 1111646.83 2689.0 2769.0 RM
134 RM511 20250814 2700.0 2701.0 ... 173837.03 2650.0 2744.0 RM
135 RM601 20250814 2702.0 2708.0 ... 2459461.66 2638.0 2687.0 RM
136 RM603 20250814 2659.0 2659.0 ... 92244.92 2588.0 2640.0 RM
137 RM605 20250814 2573.0 2573.0 ... 308938.12 2534.0 2565.0 RM
138 RM607 20250814 2530.0 2530.0 ... 15359.77 2497.0 2522.0 RM
139 RS508 20250814 0.0 0.0 ... 0.00 4984.0 5152.0 RS
140 RS509 20250814 5150.0 5150.0 ... 528.47 5081.0 5252.0 RS
141 RS511 20250814 5325.0 5339.0 ... 26.64 5328.0 5339.0 RS
142 RS607 20250814 0.0 0.0 ... 0.00 5627.0 5627.0 RS
143 SA508 20250814 1275.0 1276.0 ... 1442.29 1274.0 1258.0 SA
144 SA509 20250814 1270.0 1298.0 ... 768808.57 1282.0 1293.0 SA
145 SA510 20250814 1303.0 1328.0 ... 505043.67 1313.0 1321.0 SA
146 SA511 20250814 1309.0 1338.0 ... 608812.87 1322.0 1330.0 SA
147 SA512 20250814 1363.0 1395.0 ... 138015.68 1378.0 1396.0 SA
148 SA601 20250814 1370.0 1405.0 ... 6602645.42 1387.0 1405.0 SA
149 SA602 20250814 1385.0 1414.0 ... 5359.91 1397.0 1414.0 SA
150 SA603 20250814 1390.0 1418.0 ... 5156.78 1401.0 1418.0 SA
151 SA604 20250814 1427.0 1454.0 ... 2079.36 1438.0 1455.0 SA
152 SA605 20250814 1431.0 1460.0 ... 149781.15 1443.0 1459.0 SA
153 SA606 20250814 1435.0 1464.0 ... 1461.81 1444.0 1461.0 SA
154 SA607 20250814 1426.0 1460.0 ... 1802.99 1442.0 1458.0 SA
155 SF508 20250814 5782.0 5782.0 ... 661.02 5748.0 5804.0 SF
156 SF509 20250814 5800.0 5830.0 ... 268356.31 5776.0 5870.0 SF
157 SF510 20250814 5778.0 5810.0 ... 212909.11 5756.0 5854.0 SF
158 SF511 20250814 6000.0 6000.0 ... 679952.56 5954.0 6050.0 SF
159 SF512 20250814 5980.0 6000.0 ... 38951.39 5964.0 6034.0 SF
160 SF601 20250814 5980.0 5994.0 ... 138395.14 5944.0 6040.0 SF
161 SF602 20250814 5954.0 5954.0 ... 619.16 5898.0 6006.0 SF
162 SF603 20250814 6132.0 6156.0 ... 628.82 6106.0 6210.0 SF
163 SF604 20250814 6108.0 6130.0 ... 57.90 6096.0 6192.0 SF
164 SF605 20250814 6110.0 6118.0 ... 1819.09 6074.0 6162.0 SF
165 SF606 20250814 6066.0 6078.0 ... 205.25 6038.0 6106.0 SF
166 SF607 20250814 6202.0 6214.0 ... 123.64 6182.0 6248.0 SF
167 SH508 20250814 0.0 0.0 ... 0.00 2404.0 2351.0 SH
168 SH509 20250814 2491.0 2576.0 ... 2451963.34 2544.0 2488.0 SH
169 SH510 20250814 2620.0 2685.0 ... 591668.36 2662.0 2615.0 SH
170 SH511 20250814 2624.0 2686.0 ... 740104.46 2661.0 2625.0 SH
171 SH512 20250814 2634.0 2692.0 ... 186175.40 2670.0 2643.0 SH
172 SH601 20250814 2608.0 2668.0 ... 1265763.45 2647.0 2629.0 SH
173 SH602 20250814 2651.0 2681.0 ... 1246.02 2662.0 2649.0 SH
174 SH603 20250814 2665.0 2692.0 ... 1285.07 2677.0 2668.0 SH
175 SH604 20250814 2722.0 2740.0 ... 522.99 2724.0 2710.0 SH
176 SH605 20250814 2706.0 2743.0 ... 8981.06 2726.0 2717.0 SH
177 SH606 20250814 2742.0 2754.0 ... 485.15 2741.0 2726.0 SH
178 SH607 20250814 2722.0 2739.0 ... 89.98 2727.0 2715.0 SH
179 SM508 20250814 6020.0 6030.0 ... 30.12 6024.0 6094.0 SM
180 SM509 20250814 6074.0 6106.0 ... 538465.97 6068.0 6116.0 SM
181 SM510 20250814 6088.0 6114.0 ... 139556.06 6076.0 6124.0 SM
182 SM511 20250814 6142.0 6184.0 ... 190840.89 6148.0 6196.0 SM
183 SM512 20250814 6162.0 6192.0 ... 43432.08 6150.0 6202.0 SM
184 SM601 20250814 6162.0 6200.0 ... 347614.62 6158.0 6210.0 SM
185 SM602 20250814 6168.0 6190.0 ... 148.02 6168.0 6220.0 SM
186 SM603 20250814 6198.0 6206.0 ... 389.28 6180.0 6252.0 SM
187 SM604 20250814 6218.0 6224.0 ... 133.40 6206.0 6262.0 SM
188 SM605 20250814 6220.0 6240.0 ... 5845.99 6200.0 6258.0 SM
189 SM606 20250814 6230.0 6236.0 ... 62.12 6212.0 6268.0 SM
190 SM607 20250814 6248.0 6248.0 ... 102.71 6226.0 6290.0 SM
191 SR509 20250814 5728.0 5728.0 ... 161140.36 5719.0 5720.0 SR
192 SR511 20250814 5674.0 5677.0 ... 110307.12 5667.0 5660.0 SR
193 SR601 20250814 5660.0 5672.0 ... 996404.34 5660.0 5646.0 SR
194 SR603 20250814 5625.0 5645.0 ... 4396.51 5637.0 5620.0 SR
195 SR605 20250814 5613.0 5626.0 ... 67177.67 5617.0 5601.0 SR
196 SR607 20250814 5606.0 5619.0 ... 1525.82 5610.0 5599.0 SR
197 TA508 20250814 4694.0 4694.0 ... 3766.94 4694.0 4700.0 TA
198 TA509 20250814 4692.0 4704.0 ... 802875.59 4664.0 4706.0 TA
199 TA510 20250814 4702.0 4722.0 ... 157189.41 4682.0 4728.0 TA
200 TA511 20250814 4720.0 4724.0 ... 154732.82 4682.0 4730.0 TA
201 TA512 20250814 4720.0 4730.0 ... 45986.87 4686.0 4736.0 TA
202 TA601 20250814 4730.0 4730.0 ... 1237060.50 4688.0 4740.0 TA
203 TA602 20250814 4720.0 4724.0 ... 110.38 4698.0 4750.0 TA
204 TA603 20250814 4740.0 4740.0 ... 225.79 4704.0 4774.0 TA
205 TA604 20250814 4726.0 4726.0 ... 25.90 4708.0 4776.0 TA
206 TA605 20250814 4776.0 4776.0 ... 28173.92 4736.0 4782.0 TA
207 TA606 20250814 4746.0 4746.0 ... 21.30 4734.0 4798.0 TA
208 TA607 20250814 4778.0 4778.0 ... 23.77 4754.0 4796.0 TA
209 UR508 20250814 1721.0 1721.0 ... 113.51 1720.0 1717.0 UR
210 UR509 20250814 1728.0 1733.0 ... 168911.74 1723.0 1728.0 UR
211 UR510 20250814 1730.0 1736.0 ... 22741.81 1725.0 1734.0 UR
212 UR511 20250814 1738.0 1746.0 ... 29604.47 1736.0 1752.0 UR
213 UR512 20250814 1744.0 1748.0 ... 617.83 1735.0 1756.0 UR
214 UR601 20250814 1741.0 1752.0 ... 500803.19 1737.0 1757.0 UR
215 UR602 20250814 1742.0 1750.0 ... 1012.02 1733.0 1753.0 UR
216 UR603 20250814 1782.0 1786.0 ... 173.82 1774.0 1789.0 UR
217 UR604 20250814 1783.0 1788.0 ... 53.33 1778.0 1794.0 UR
218 UR605 20250814 1784.0 1795.0 ... 16182.75 1781.0 1796.0 UR
219 UR606 20250814 1780.0 1788.0 ... 276.75 1774.0 1790.0 UR
220 UR607 20250814 1799.0 1799.0 ... 189.30 1786.0 1800.0 UR
221 WH509 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 16:26:19,284 - future_1d - INFO - ak.get_czce_daily('2025-08-14') done
2025-08-15 16:26:21,017 - 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]
2025-08-15 16:26:29,096 - future_1d - INFO - ak.get_ine_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]
2025-08-15 16:26:29,699 - future_1d - INFO - ak.get_dce_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]
2025-08-15 16:26:29,852 - future_1d - INFO - ak.get_gfex_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]
2025-08-15 16:26:30,044 - future_1d - INFO - ak.get_cffex_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]
2025-08-15 16:26:30,158 - future_1d - INFO - ak.get_shfe_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]
2025-08-15 16:26:30,492 - future_1d - INFO - ak.get_czce_daily('2025-08-15') done
2025-08-15 16:26:32,283 - future_1d - INFO - save future_daily 2025-08-15 add
2025-08-15 16:26:32,289 - future_1d - INFO - 0 1 2 3 4
symbol SC2509 SC2510 SC2511 SC2512 SC2601
date 2025-08-15 2025-08-15 2025-08-15 2025-08-15 2025-08-15
opencol 482.6 487.0 484.0 481.0 479.5
high 489.4 490.9 488.4 485.1 483.6
low 482.6 485.4 483.5 480.9 478.8
close 486.3 488.1 486.1 483.6 482.0
volume 54720.0 57157.0 6642.0 1654.0 855.0
open_interest 16072.0 32519.0 10128.0 7085.0 3278.0
turnover 2665047.52 2794732.08 323228.96 79977.7 41222.33
settle 487.0 488.9 486.6 483.5 482.1
pre_settle 483.6 485.9 483.4 480.2 478.5
variety SC SC SC SC SC
exchange INE INE INE INE INE
comd sc sc sc sc sc
contract sc2509 sc2510 sc2511 sc2512 sc2601
contract_yymm 2509 2510 2511 2512 2601
maturity_month 1 2 3 4 5
maturity_day 17 47 78 108 139
=========================================================================
2025-08-15 18:25:50 Fri START TASK.01 future_1d future_daily
=========================================================================
2025-08-15 18:25:52,468 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 PS2508 20250807 49845.0 ... 50505.0 49845.0 PS
1 PS2509 20250807 51450.0 ... 50425.0 51200.0 PS
2 PS2510 20250807 51260.0 ... 50590.0 51385.0 PS
3 PS2511 20250807 51290.0 ... 50625.0 51555.0 PS
4 PS2512 20250807 54135.0 ... 53790.0 54630.0 PS
5 PS2601 20250807 54600.0 ... 53930.0 54795.0 PS
6 PS2602 20250807 54715.0 ... 53915.0 54730.0 PS
7 PS2603 20250807 54885.0 ... 53885.0 54875.0 PS
8 PS2604 20250807 55030.0 ... 54120.0 55050.0 PS
9 PS2605 20250807 55000.0 ... 54000.0 55125.0 PS
10 PS2606 20250807 57000.0 ... 57045.0 57555.0 PS
11 PS2607 20250807 57645.0 ... 57295.0 57595.0 PS
13 SI2508 20250807 8645.0 ... 8645.0 8630.0 SI
14 SI2509 20250807 8670.0 ... 8605.0 8570.0 SI
15 SI2510 20250807 8700.0 ... 8625.0 8585.0 SI
16 SI2511 20250807 8680.0 ... 8635.0 8615.0 SI
17 SI2512 20250807 9010.0 ... 8975.0 9010.0 SI
18 SI2601 20250807 9030.0 ... 8965.0 8990.0 SI
19 SI2602 20250807 9050.0 ... 8945.0 9085.0 SI
20 SI2603 20250807 9095.0 ... 8970.0 9110.0 SI
21 SI2604 20250807 9080.0 ... 9025.0 9170.0 SI
22 SI2605 20250807 9100.0 ... 9010.0 9130.0 SI
23 SI2606 20250807 9235.0 ... 9035.0 9135.0 SI
24 SI2607 20250807 9160.0 ... 9040.0 9100.0 SI
27 LC2508 20250807 70000.0 ... 70000.0 67800.0 LC
28 LC2509 20250807 69600.0 ... 71080.0 68300.0 LC
29 LC2510 20250807 69460.0 ... 71420.0 68560.0 LC
30 LC2511 20250807 69900.0 ... 71440.0 68620.0 LC
31 LC2512 20250807 69880.0 ... 71820.0 68900.0 LC
32 LC2601 20250807 70500.0 ... 71640.0 69040.0 LC
33 LC2602 20250807 69740.0 ... 71420.0 68820.0 LC
34 LC2603 20250807 69780.0 ... 71680.0 68800.0 LC
35 LC2604 20250807 70500.0 ... 71880.0 69580.0 LC
36 LC2605 20250807 70460.0 ... 71880.0 69800.0 LC
37 LC2606 20250807 70440.0 ... 71820.0 69600.0 LC
38 LC2607 20250807 70680.0 ... 71840.0 69700.0 LC
[36 rows x 12 columns]
2025-08-15 18:25:52,745 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 SC2509 20250807 508.4 ... 504.3 504.2 SC
1 SC2510 20250807 503.8 ... 499.9 499.5 SC
2 SC2511 20250807 499.5 ... 495.2 495.4 SC
3 SC2512 20250807 495 ... 490.8 491.6 SC
4 SC2601 20250807 492.7 ... 487.5 488.6 SC
5 SC2602 20250807 488.3 ... 483.3 486 SC
6 SC2603 20250807 484.5 ... 480.4 483.2 SC
7 SC2604 20250807 483.4 ... 478.2 481.6 SC
8 SC2605 20250807 483.6 ... 476.2 478.4 SC
9 SC2606 20250807 479.4 ... 475.3 476.8 SC
10 SC2607 20250807 478 ... 477.4 475.6 SC
11 SC2608 20250807 476.4 ... 476.4 477.5 SC
12 SC2609 20250807 468 ... 468 475 SC
13 SC2612 20250807 465.5 ... 466.9 472.3 SC
14 SC2703 20250807 464.7 ... 464.7 470.5 SC
15 SC2706 20250807 465 ... 464.3 467.8 SC
16 SC2709 20250807 466.6 ... 460.4 464.4 SC
17 SC2712 20250807 ... 464 464 SC
18 SC2803 20250807 ... 460.5 460.5 SC
19 SC2806 20250807 455.6 ... 454 456 SC
21 LU2509 20250807 3559 ... 3520 3532 LU
22 LU2510 20250807 3566 ... 3545 3535 LU
23 LU2511 20250807 3556 ... 3535 3531 LU
24 LU2512 20250807 3543 ... 3506 3507 LU
25 LU2601 20250807 3503 ... 3481 3488 LU
26 LU2602 20250807 3471 ... 3454 3451 LU
27 LU2603 20250807 3458 ... 3439 3438 LU
28 LU2604 20250807 3447 ... 3427 3431 LU
29 LU2605 20250807 3416 ... 3416 3427 LU
30 LU2606 20250807 3414 ... 3412 3421 LU
31 LU2607 20250807 3437 ... 3417 3415 LU
32 LU2608 20250807 3426 ... 3402 3408 LU
34 NR2508 20250807 12180 ... 12215 12260 NR
35 NR2509 20250807 12320 ... 12290 12300 NR
36 NR2510 20250807 12370 ... 12350 12365 NR
37 NR2511 20250807 12415 ... 12395 12410 NR
38 NR2512 20250807 12445 ... 12410 12435 NR
39 NR2601 20250807 12490 ... 12450 12470 NR
40 NR2602 20250807 12500 ... 12475 12505 NR
41 NR2603 20250807 ... 12545 12545 NR
42 NR2604 20250807 12485 ... 12495 12565 NR
43 NR2605 20250807 12505 ... 12535 12620 NR
44 NR2606 20250807 12585 ... 12585 12540 NR
45 NR2607 20250807 12650 ... 12650 12645 NR
47 BC2508 20250807 ... 69270 69270 BC
48 BC2509 20250807 69570 ... 69540 69340 BC
49 BC2510 20250807 69570 ... 69600 69410 BC
50 BC2511 20250807 69290 ... 69290 69240 BC
51 BC2512 20250807 69890 ... 69460 69900 BC
52 BC2601 20250807 ... 70020 70020 BC
53 BC2602 20250807 ... 70000 70000 BC
54 BC2603 20250807 ... 70000 70000 BC
55 BC2604 20250807 ... 70000 70000 BC
56 BC2605 20250807 ... 70000 70000 BC
57 BC2606 20250807 ... 69340 69340 BC
58 BC2607 20250807 ... 68670 68670 BC
60 EC2508 20250807 2076.7 ... 2072.4 2080.3 EC
61 EC2510 20250807 1412 ... 1417 1434.4 EC
62 EC2512 20250807 1746 ... 1751.9 1759.5 EC
63 EC2602 20250807 1515 ... 1506.8 1521.6 EC
64 EC2604 20250807 1346.7 ... 1343.6 1342.5 EC
65 EC2606 20250807 1512 ... 1492 1489.4 EC
68 SC_TAS2509 20250807 ... SC_TAS
69 SC_TAS2510 20250807 ... SC_TAS
70 SC_TAS2511 20250807 ... SC_TAS
71 SC_TAS2512 20250807 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:25:52,875 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 IC2508 20250807 6333.800 ... 6298.200 6331.000 IC
1 IC2509 20250807 6262.000 ... 6226.600 6266.200 IC
2 IC2512 20250807 6108.200 ... 6071.200 6107.800 IC
3 IC2603 20250807 5982.800 ... 5935.400 5973.400 IC
4 IF2508 20250807 4112.200 ... 4105.800 4109.000 IF
5 IF2509 20250807 4100.000 ... 4093.000 4098.600 IF
6 IF2512 20250807 4075.000 ... 4063.000 4068.600 IF
7 IF2603 20250807 4040.000 ... 4032.000 4037.800 IF
8 IH2508 20250807 2798.000 ... 2796.800 2797.200 IH
9 IH2509 20250807 2798.000 ... 2797.600 2798.200 IH
10 IH2512 20250807 2801.000 ... 2797.600 2800.200 IH
11 IH2603 20250807 2802.000 ... 2797.200 2801.800 IH
12 IM2508 20250807 6840.000 ... 6825.600 6840.200 IM
13 IM2509 20250807 6768.800 ... 6748.800 6770.400 IM
14 IM2512 20250807 6581.000 ... 6560.000 6581.200 IM
15 IM2603 20250807 6398.200 ... 6378.000 6402.600 IM
16 T2509 20250807 108.610 ... 108.610 108.565 T
17 T2512 20250807 108.495 ... 108.480 108.435 T
18 T2603 20250807 108.280 ... 108.290 108.235 T
19 TF2509 20250807 105.800 ... 105.815 105.780 TF
20 TF2512 20250807 105.830 ... 105.860 105.815 TF
21 TF2603 20250807 105.875 ... 105.875 105.820 TF
22 TL2509 20250807 119.410 ... 119.340 119.340 TL
23 TL2512 20250807 119.110 ... 118.990 119.000 TL
24 TL2603 20250807 118.740 ... 118.680 118.620 TL
25 TS2509 20250807 102.390 ... 102.370 102.370 TS
26 TS2512 20250807 102.416 ... 102.426 102.408 TS
27 TS2603 20250807 102.408 ... 102.402 102.380 TS
[28 rows x 12 columns]
2025-08-15 18:25:53,125 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250807 7930.0 7977.0 ... 243169.92 7937.0 7906.0 AP
1 AP511 20250807 7717.0 7764.0 ... 765.34 7731.0 7712.0 AP
2 AP512 20250807 7758.0 7809.0 ... 311.26 7781.0 7768.0 AP
3 AP601 20250807 7856.0 7894.0 ... 23873.39 7871.0 7843.0 AP
4 AP603 20250807 7780.0 7816.0 ... 280.72 7798.0 7792.0 AP
5 AP604 20250807 7820.0 7832.0 ... 78.19 7819.0 7833.0 AP
6 AP605 20250807 7881.0 7915.0 ... 473.49 7891.0 7904.0 AP
7 CF509 20250807 13690.0 13710.0 ... 705965.08 13675.0 13690.0 CF
8 CF511 20250807 13735.0 13760.0 ... 134780.62 13735.0 13740.0 CF
9 CF601 20250807 13840.0 13860.0 ... 491622.78 13830.0 13855.0 CF
10 CF603 20250807 13820.0 13820.0 ... 2420.64 13795.0 13830.0 CF
11 CF605 20250807 13800.0 13810.0 ... 16750.82 13785.0 13810.0 CF
12 CF607 20250807 13815.0 13815.0 ... 414.00 13800.0 13820.0 CF
13 CJ509 20250807 9900.0 10095.0 ... 73150.96 9955.0 9770.0 CJ
14 CJ512 20250807 10825.0 11185.0 ... 29208.37 10985.0 10735.0 CJ
15 CJ601 20250807 10985.0 11345.0 ... 1619726.08 11140.0 10885.0 CJ
16 CJ603 20250807 11055.0 11365.0 ... 20067.68 11190.0 10960.0 CJ
17 CJ605 20250807 11200.0 11500.0 ... 221690.47 11315.0 11100.0 CJ
18 CJ607 20250807 11365.0 11665.0 ... 2800.09 11500.0 11300.0 CJ
19 CY508 20250807 0.0 0.0 ... 0.00 19965.0 19965.0 CY
20 CY509 20250807 19945.0 19945.0 ... 10171.85 19905.0 19905.0 CY
21 CY510 20250807 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250807 19680.0 19765.0 ... 61592.60 19725.0 19725.0 CY
23 CY512 20250807 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250807 19820.0 19820.0 ... 365.90 19780.0 19775.0 CY
25 CY602 20250807 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250807 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250807 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250807 20015.0 20090.0 ... 89.87 19970.0 19960.0 CY
29 CY606 20250807 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250807 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250807 1072.0 1072.0 ... 10.72 1072.0 1064.0 FG
32 FG509 20250807 1085.0 1097.0 ... 2982460.00 1078.0 1079.0 FG
33 FG510 20250807 1174.0 1185.0 ... 78194.12 1168.0 1169.0 FG
34 FG511 20250807 1168.0 1180.0 ... 137607.85 1162.0 1165.0 FG
35 FG512 20250807 1251.0 1253.0 ... 81544.77 1237.0 1238.0 FG
36 FG601 20250807 1231.0 1242.0 ... 2824489.12 1222.0 1229.0 FG
37 FG602 20250807 1284.0 1292.0 ... 1567.96 1273.0 1279.0 FG
38 FG603 20250807 1282.0 1290.0 ... 2319.55 1272.0 1280.0 FG
39 FG604 20250807 1330.0 1335.0 ... 671.83 1317.0 1323.0 FG
40 FG605 20250807 1319.0 1331.0 ... 38840.73 1311.0 1319.0 FG
41 FG606 20250807 1347.0 1350.0 ... 1415.83 1333.0 1340.0 FG
42 FG607 20250807 1339.0 1347.0 ... 661.97 1329.0 1336.0 FG
43 JR509 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250807 0.0 0.0 ... 0.00 2347.0 2347.0 MA
53 MA509 20250807 2397.0 2410.0 ... 698085.26 2395.0 2397.0 MA
54 MA510 20250807 2429.0 2438.0 ... 68895.61 2420.0 2427.0 MA
55 MA511 20250807 2453.0 2464.0 ... 107586.52 2448.0 2452.0 MA
56 MA512 20250807 2488.0 2501.0 ... 39555.82 2482.0 2489.0 MA
57 MA601 20250807 2503.0 2515.0 ... 333376.33 2502.0 2502.0 MA
58 MA602 20250807 2507.0 2507.0 ... 109.99 2500.0 2500.0 MA
59 MA603 20250807 2501.0 2501.0 ... 74.90 2497.0 2495.0 MA
60 MA604 20250807 2487.0 2487.0 ... 24.81 2481.0 2479.0 MA
61 MA605 20250807 2455.0 2461.0 ... 10380.59 2453.0 2451.0 MA
62 MA606 20250807 2460.0 2460.0 ... 4.92 2459.0 2458.0 MA
63 MA607 20250807 2451.0 2453.0 ... 19.60 2450.0 2444.0 MA
64 OI509 20250807 9575.0 9672.0 ... 3279742.03 9558.0 9576.0 OI
65 OI511 20250807 9594.0 9681.0 ... 375141.92 9569.0 9589.0 OI
66 OI601 20250807 9530.0 9630.0 ... 1512278.71 9532.0 9524.0 OI
67 OI603 20250807 9483.0 9555.0 ... 4686.66 9487.0 9465.0 OI
68 OI605 20250807 9413.0 9473.0 ... 23167.30 9398.0 9400.0 OI
69 OI607 20250807 9405.0 9461.0 ... 263.64 9416.0 9390.0 OI
70 PF508 20250807 6300.0 6300.0 ... 72.44 6300.0 6298.0 PF
71 PF509 20250807 6348.0 6362.0 ... 90245.99 6332.0 6332.0 PF
72 PF510 20250807 6418.0 6430.0 ... 337961.19 6402.0 6400.0 PF
73 PF511 20250807 6428.0 6434.0 ... 204082.23 6402.0 6408.0 PF
74 PF512 20250807 6416.0 6430.0 ... 84646.97 6400.0 6416.0 PF
75 PF601 20250807 6428.0 6438.0 ... 9507.27 6416.0 6410.0 PF
76 PF602 20250807 6436.0 6460.0 ... 9.66 6444.0 6434.0 PF
77 PF603 20250807 6454.0 6470.0 ... 32.23 6446.0 6426.0 PF
78 PF604 20250807 6472.0 6476.0 ... 32.32 6464.0 6442.0 PF
79 PF605 20250807 6490.0 6494.0 ... 51.84 6480.0 6466.0 PF
80 PF606 20250807 0.0 0.0 ... 0.00 6478.0 6478.0 PF
81 PF607 20250807 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250807 8100.0 8144.0 ... 203033.37 8118.0 8084.0 PK
83 PK511 20250807 7974.0 8004.0 ... 126535.83 7986.0 7956.0 PK
84 PK512 20250807 7964.0 7988.0 ... 45639.01 7976.0 7950.0 PK
85 PK601 20250807 7956.0 7980.0 ... 8470.25 7972.0 7954.0 PK
86 PK603 20250807 7960.0 7994.0 ... 363.13 7982.0 7960.0 PK
87 PK604 20250807 7970.0 7996.0 ... 147.61 7980.0 7970.0 PK
88 PK605 20250807 7974.0 7988.0 ... 1727.46 7980.0 7970.0 PK
89 PL601 20250807 6501.0 6511.0 ... 14506.91 6488.0 6499.0 PL
90 PL602 20250807 6551.0 6557.0 ... 156.95 6539.0 6549.0 PL
91 PL603 20250807 6494.0 6494.0 ... 12.99 6494.0 6508.0 PL
92 PL604 20250807 6476.0 6476.0 ... 25.90 6476.0 6509.0 PL
93 PL605 20250807 6377.0 6378.0 ... 114.76 6376.0 6379.0 PL
94 PL606 20250807 6487.0 6487.0 ... 12.97 6487.0 6499.0 PL
95 PL607 20250807 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250807 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250807 5906.0 5916.0 ... 63434.70 5892.0 5886.0 PR
104 PR510 20250807 5940.0 5956.0 ... 184889.77 5930.0 5924.0 PR
105 PR511 20250807 5942.0 5958.0 ... 132616.07 5928.0 5936.0 PR
106 PR512 20250807 5954.0 5966.0 ... 38494.80 5942.0 5952.0 PR
107 PR601 20250807 5960.0 5960.0 ... 454.68 5944.0 5930.0 PR
108 PR602 20250807 5982.0 5982.0 ... 17.90 5966.0 5978.0 PR
109 PR603 20250807 5974.0 5974.0 ... 17.90 5966.0 5968.0 PR
110 PR604 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250807 5978.0 5978.0 ... 8.97 5978.0 5978.0 PR
112 PR606 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
113 PR607 20250807 0.0 0.0 ... 0.00 5996.0 6012.0 PR
114 PX508 20250807 0.0 0.0 ... 0.00 6788.0 6756.0 PX
115 PX509 20250807 6806.0 6826.0 ... 295072.51 6788.0 6756.0 PX
116 PX510 20250807 6784.0 6800.0 ... 92182.33 6758.0 6754.0 PX
117 PX511 20250807 6776.0 6788.0 ... 201849.99 6740.0 6740.0 PX
118 PX512 20250807 6772.0 6782.0 ... 74809.92 6738.0 6742.0 PX
119 PX601 20250807 6762.0 6762.0 ... 69503.89 6728.0 6722.0 PX
120 PX602 20250807 6710.0 6714.0 ... 10.07 6712.0 6738.0 PX
121 PX603 20250807 0.0 0.0 ... 0.00 6706.0 6718.0 PX
122 PX604 20250807 0.0 0.0 ... 0.00 6712.0 6744.0 PX
123 PX605 20250807 6728.0 6732.0 ... 191.27 6712.0 6712.0 PX
124 PX606 20250807 6722.0 6722.0 ... 13.43 6714.0 6706.0 PX
125 PX607 20250807 6714.0 6714.0 ... 3.36 6714.0 6726.0 PX
126 RI509 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250807 0.0 0.0 ... 0.00 2738.0 2738.0 RM
133 RM509 20250807 2749.0 2750.0 ... 1016898.96 2723.0 2761.0 RM
134 RM511 20250807 2585.0 2585.0 ... 9478.67 2567.0 2597.0 RM
135 RM601 20250807 2463.0 2472.0 ... 480105.22 2454.0 2462.0 RM
136 RM603 20250807 2429.0 2437.0 ... 11576.04 2424.0 2428.0 RM
137 RM605 20250807 2402.0 2407.0 ... 45945.16 2397.0 2397.0 RM
138 RM607 20250807 2380.0 2385.0 ... 3597.87 2378.0 2375.0 RM
139 RS508 20250807 0.0 0.0 ... 0.00 5003.0 5023.0 RS
140 RS509 20250807 5077.0 5089.0 ... 106.34 5064.0 5084.0 RS
141 RS511 20250807 0.0 0.0 ... 0.00 5243.0 5243.0 RS
142 RS607 20250807 5596.0 5596.0 ... 5.60 5596.0 5626.0 RS
143 SA508 20250807 1270.0 1270.0 ... 12.70 1270.0 1251.0 SA
144 SA509 20250807 1283.0 1291.0 ... 1220618.34 1272.0 1272.0 SA
145 SA510 20250807 1308.0 1317.0 ... 339414.12 1299.0 1302.0 SA
146 SA511 20250807 1316.0 1326.0 ... 412215.02 1306.0 1307.0 SA
147 SA512 20250807 1353.0 1374.0 ... 99445.57 1352.0 1352.0 SA
148 SA601 20250807 1370.0 1381.0 ... 4684402.95 1360.0 1363.0 SA
149 SA602 20250807 1381.0 1389.0 ... 4469.49 1369.0 1373.0 SA
150 SA603 20250807 1385.0 1391.0 ... 3552.82 1373.0 1377.0 SA
151 SA604 20250807 1424.0 1430.0 ... 1815.17 1411.0 1414.0 SA
152 SA605 20250807 1422.0 1435.0 ... 99157.17 1415.0 1421.0 SA
153 SA606 20250807 1432.0 1436.0 ... 1295.13 1417.0 1426.0 SA
154 SA607 20250807 1423.0 1432.0 ... 2049.96 1416.0 1424.0 SA
155 SF508 20250807 5852.0 5852.0 ... 35.11 5852.0 5858.0 SF
156 SF509 20250807 5908.0 5936.0 ... 827142.50 5854.0 5906.0 SF
157 SF510 20250807 5908.0 5920.0 ... 199684.49 5832.0 5880.0 SF
158 SF511 20250807 6060.0 6102.0 ... 447489.53 6024.0 6070.0 SF
159 SF512 20250807 6078.0 6092.0 ... 48805.50 6020.0 6054.0 SF
160 SF601 20250807 6066.0 6082.0 ... 153921.95 6012.0 6042.0 SF
161 SF602 20250807 6014.0 6014.0 ... 643.49 5958.0 5986.0 SF
162 SF603 20250807 6132.0 6148.0 ... 253.13 6100.0 6144.0 SF
163 SF604 20250807 6094.0 6122.0 ... 45.68 6090.0 6138.0 SF
164 SF605 20250807 6132.0 6132.0 ... 1301.19 6080.0 6126.0 SF
165 SF606 20250807 6066.0 6066.0 ... 159.55 6022.0 6062.0 SF
166 SF607 20250807 6172.0 6172.0 ... 70.57 6136.0 6168.0 SF
167 SH508 20250807 0.0 0.0 ... 0.00 2310.0 2349.0 SH
168 SH509 20250807 2455.0 2473.0 ... 1617487.91 2444.0 2485.0 SH
169 SH510 20250807 2525.0 2557.0 ... 383758.40 2537.0 2569.0 SH
170 SH511 20250807 2540.0 2563.0 ... 413519.79 2544.0 2570.0 SH
171 SH512 20250807 2577.0 2591.0 ... 100217.29 2574.0 2593.0 SH
172 SH601 20250807 2568.0 2586.0 ... 473653.72 2564.0 2583.0 SH
173 SH602 20250807 2603.0 2614.0 ... 1377.98 2595.0 2608.0 SH
174 SH603 20250807 2615.0 2628.0 ... 963.42 2611.0 2620.0 SH
175 SH604 20250807 2667.0 2678.0 ... 845.49 2659.0 2669.0 SH
176 SH605 20250807 2672.0 2687.0 ... 8930.14 2667.0 2680.0 SH
177 SH606 20250807 2697.0 2697.0 ... 298.04 2685.0 2695.0 SH
178 SH607 20250807 2679.0 2681.0 ... 40.14 2676.0 2681.0 SH
179 SM508 20250807 6082.0 6082.0 ... 72.75 6062.0 6064.0 SM
180 SM509 20250807 6106.0 6112.0 ... 791846.56 6064.0 6110.0 SM
181 SM510 20250807 6100.0 6118.0 ... 100904.56 6066.0 6116.0 SM
182 SM511 20250807 6202.0 6202.0 ... 177942.55 6148.0 6196.0 SM
183 SM512 20250807 6188.0 6204.0 ... 49481.53 6164.0 6204.0 SM
184 SM601 20250807 6202.0 6210.0 ... 329052.86 6160.0 6202.0 SM
185 SM602 20250807 6202.0 6202.0 ... 110.88 6160.0 6196.0 SM
186 SM603 20250807 6206.0 6206.0 ... 49.33 6166.0 6214.0 SM
187 SM604 20250807 6176.0 6176.0 ... 9.26 6176.0 6210.0 SM
188 SM605 20250807 6228.0 6244.0 ... 5449.78 6194.0 6236.0 SM
189 SM606 20250807 6238.0 6238.0 ... 21.70 6200.0 6242.0 SM
190 SM607 20250807 6174.0 6216.0 ... 24.73 6184.0 6276.0 SM
191 SR509 20250807 5680.0 5697.0 ... 611693.22 5675.0 5689.0 SR
192 SR511 20250807 5645.0 5649.0 ... 84673.94 5622.0 5645.0 SR
193 SR601 20250807 5621.0 5636.0 ... 684200.22 5608.0 5627.0 SR
194 SR603 20250807 5596.0 5607.0 ... 5362.76 5580.0 5596.0 SR
195 SR605 20250807 5568.0 5577.0 ... 21224.69 5558.0 5565.0 SR
196 SR607 20250807 5601.0 5601.0 ... 2944.90 5556.0 5562.0 SR
197 TA508 20250807 4694.0 4694.0 ... 11122.87 4676.0 4668.0 TA
198 TA509 20250807 4732.0 4736.0 ... 981667.58 4708.0 4702.0 TA
199 TA510 20250807 4732.0 4752.0 ... 54047.29 4726.0 4720.0 TA
200 TA511 20250807 4754.0 4758.0 ... 66733.15 4730.0 4728.0 TA
201 TA512 20250807 4756.0 4760.0 ... 30259.69 4732.0 4732.0 TA
202 TA601 20250807 4756.0 4764.0 ... 551414.88 4738.0 4734.0 TA
203 TA602 20250807 4754.0 4754.0 ... 35.51 4736.0 4722.0 TA
204 TA603 20250807 4766.0 4766.0 ... 9.49 4748.0 4746.0 TA
205 TA604 20250807 4748.0 4762.0 ... 4.76 4756.0 4768.0 TA
206 TA605 20250807 4802.0 4802.0 ... 6447.36 4774.0 4776.0 TA
207 TA606 20250807 0.0 0.0 ... 0.00 4784.0 4794.0 TA
208 TA607 20250807 0.0 0.0 ... 0.00 4796.0 4806.0 TA
209 UR508 20250807 1736.0 1736.0 ... 10.40 1734.0 1749.0 UR
210 UR509 20250807 1749.0 1754.0 ... 387825.78 1743.0 1761.0 UR
211 UR510 20250807 1741.0 1746.0 ... 22143.20 1740.0 1754.0 UR
212 UR511 20250807 1774.0 1774.0 ... 24214.93 1765.0 1777.0 UR
213 UR512 20250807 1766.0 1767.0 ... 295.72 1760.0 1776.0 UR
214 UR601 20250807 1765.0 1768.0 ... 158081.21 1759.0 1774.0 UR
215 UR602 20250807 1756.0 1763.0 ... 298.39 1755.0 1771.0 UR
216 UR603 20250807 1795.0 1795.0 ... 60.85 1790.0 1803.0 UR
217 UR604 20250807 1808.0 1808.0 ... 158.59 1802.0 1808.0 UR
218 UR605 20250807 1802.0 1802.0 ... 4116.77 1795.0 1805.0 UR
219 UR606 20250807 1788.0 1792.0 ... 28.62 1789.0 1799.0 UR
220 UR607 20250807 1795.0 1795.0 ... 89.69 1794.0 1802.0 UR
221 WH509 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:25:53,450 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250807 ... 78380 78200 CU
1 1 CU2509 20250807 ... 78380 78160 CU
2 2 CU2510 20250807 ... 78380 78160 CU
3 3 CU2511 20250807 ... 78350 78150 CU
4 4 CU2512 20250807 ... 78320 78120 CU
5 5 CU2601 20250807 ... 78290 78080 CU
6 6 CU2602 20250807 ... 78270 78030 CU
7 7 CU2603 20250807 ... 78300 78010 CU
8 8 CU2604 20250807 ... 78290 78040 CU
9 9 CU2605 20250807 ... 78280 78080 CU
10 10 CU2606 20250807 ... 78230 78040 CU
11 11 CU2607 20250807 ... 78260 78060 CU
12 12 BC2508 20250807 ... 69270 69270 BC
13 13 BC2509 20250807 ... 69540 69340 BC
14 14 BC2510 20250807 ... 69600 69410 BC
15 15 BC2511 20250807 ... 69290 69240 BC
16 16 BC2512 20250807 ... 69460 69900 BC
17 17 BC2601 20250807 ... 70020 70020 BC
18 18 BC2602 20250807 ... 70000 70000 BC
19 19 BC2603 20250807 ... 70000 70000 BC
20 20 BC2604 20250807 ... 70000 70000 BC
21 21 BC2605 20250807 ... 70000 70000 BC
22 22 BC2606 20250807 ... 69340 69340 BC
23 23 BC2607 20250807 ... 68670 68670 BC
24 24 AL2508 20250807 ... 20775 20655 AL
25 25 AL2509 20250807 ... 20765 20600 AL
26 26 AL2510 20250807 ... 20725 20570 AL
27 27 AL2511 20250807 ... 20670 20525 AL
28 28 AL2512 20250807 ... 20630 20475 AL
29 29 AL2601 20250807 ... 20590 20445 AL
30 30 AL2602 20250807 ... 20590 20450 AL
31 31 AL2603 20250807 ... 20605 20470 AL
32 32 AL2604 20250807 ... 20630 20460 AL
33 33 AL2605 20250807 ... 20640 20480 AL
34 34 AL2606 20250807 ... 20660 20535 AL
35 35 AL2607 20250807 ... 20670 20505 AL
36 36 ZN2508 20250807 ... 22505 22310 ZN
37 37 ZN2509 20250807 ... 22530 22330 ZN
38 38 ZN2510 20250807 ... 22540 22330 ZN
39 39 ZN2511 20250807 ... 22540 22325 ZN
40 40 ZN2512 20250807 ... 22545 22280 ZN
41 41 ZN2601 20250807 ... 22505 22260 ZN
42 42 ZN2602 20250807 ... 22495 22255 ZN
43 43 ZN2603 20250807 ... 22525 22275 ZN
44 44 ZN2604 20250807 ... 22530 22270 ZN
45 45 ZN2605 20250807 ... 22515 22320 ZN
46 46 ZN2606 20250807 ... 22495 22345 ZN
47 47 ZN2607 20250807 ... 22505 22305 ZN
48 48 PB2508 20250807 ... 16810 16775 PB
49 49 PB2509 20250807 ... 16860 16830 PB
50 50 PB2510 20250807 ... 16875 16825 PB
51 51 PB2511 20250807 ... 16910 16845 PB
52 52 PB2512 20250807 ... 16930 16845 PB
53 53 PB2601 20250807 ... 16935 16925 PB
54 54 PB2602 20250807 ... 16970 16970 PB
55 55 PB2603 20250807 ... 17010 16825 PB
56 56 PB2604 20250807 ... 17030 16855 PB
57 57 PB2605 20250807 ... 17040 17020 PB
58 58 PB2606 20250807 ... 17065 16860 PB
59 59 PB2607 20250807 ... 17060 16980 PB
60 60 NI2508 20250807 ... 121100 120620 NI
61 61 NI2509 20250807 ... 121350 120680 NI
62 62 NI2510 20250807 ... 121480 120810 NI
63 63 NI2511 20250807 ... 121640 120970 NI
64 64 NI2512 20250807 ... 121850 121190 NI
65 65 NI2601 20250807 ... 122110 121500 NI
66 66 NI2602 20250807 ... 122680 121710 NI
67 67 NI2603 20250807 ... 122660 121820 NI
68 68 NI2604 20250807 ... 122660 122280 NI
69 69 NI2605 20250807 ... 123230 122640 NI
70 70 NI2606 20250807 ... 123650 122940 NI
71 71 NI2607 20250807 ... 123550 123100 NI
72 72 SN2508 20250807 ... 267040 266550 SN
73 73 SN2509 20250807 ... 267530 266860 SN
74 74 SN2510 20250807 ... 267850 267160 SN
75 75 SN2511 20250807 ... 267850 267170 SN
76 76 SN2512 20250807 ... 267740 266980 SN
77 77 SN2601 20250807 ... 268160 267550 SN
78 78 SN2602 20250807 ... 267920 267470 SN
79 79 SN2603 20250807 ... 268070 267930 SN
80 80 SN2604 20250807 ... 268810 268730 SN
81 81 SN2605 20250807 ... 268850 268090 SN
82 82 SN2606 20250807 ... 269300 268240 SN
83 83 SN2607 20250807 ... 268580 268490 SN
84 84 AO2508 20250807 ... 3251 3227 AO
85 85 AO2509 20250807 ... 3244 3222 AO
86 86 AO2510 20250807 ... 3242 3223 AO
87 87 AO2511 20250807 ... 3245 3225 AO
88 88 AO2512 20250807 ... 3252 3232 AO
89 89 AO2601 20250807 ... 3265 3235 AO
90 90 AO2602 20250807 ... 3262 3219 AO
91 91 AO2603 20250807 ... 3258 3229 AO
92 92 AO2604 20250807 ... 3282 3237 AO
93 93 AO2605 20250807 ... 3261 3237 AO
94 94 AO2606 20250807 ... 3266 3234 AO
95 95 AO2607 20250807 ... 3263 3239 AO
96 96 AD2511 20250807 ... 20160 20020 AD
97 97 AD2512 20250807 ... 20170 20060 AD
98 98 AD2601 20250807 ... 20140 20015 AD
99 99 AD2602 20250807 ... 19855 19855 AD
100 100 AD2603 20250807 ... 19885 19885 AD
101 101 AD2604 20250807 ... 19710 19710 AD
102 102 AD2605 20250807 ... 19885 19650 AD
103 103 AD2606 20250807 ... 19870 19715 AD
104 104 AD2607 20250807 ... 19830 19830 AD
105 105 AU2508 20250807 ... 781.6 781.54 AU
106 106 AU2509 20250807 ... 782.4 783.02 AU
107 107 AU2510 20250807 ... 783.38 784.26 AU
108 108 AU2512 20250807 ... 785.56 786.36 AU
109 109 AU2602 20250807 ... 787.66 788.5 AU
110 110 AU2604 20250807 ... 789.84 790.68 AU
111 111 AU2606 20250807 ... 792.04 792.88 AU
112 112 AU2608 20250807 ... 794.3 795.3 AU
113 113 AG2508 20250807 ... 9184 9147 AG
114 114 AG2509 20250807 ... 9190 9147 AG
115 115 AG2510 20250807 ... 9201 9160 AG
116 116 AG2511 20250807 ... 9212 9169 AG
117 117 AG2512 20250807 ... 9227 9184 AG
118 118 AG2601 20250807 ... 9237 9192 AG
119 119 AG2602 20250807 ... 9248 9208 AG
120 120 AG2603 20250807 ... 9268 9218 AG
121 121 AG2604 20250807 ... 9275 9228 AG
122 122 AG2605 20250807 ... 9291 9250 AG
123 123 AG2606 20250807 ... 9307 9257 AG
124 124 AG2607 20250807 ... 9323 9266 AG
125 125 RB2508 20250807 ... 3202 3195 RB
126 126 RB2509 20250807 ... 3201 3194 RB
127 127 RB2510 20250807 ... 3236 3230 RB
128 128 RB2511 20250807 ... 3251 3246 RB
129 129 RB2512 20250807 ... 3288 3284 RB
130 130 RB2601 20250807 ... 3309 3306 RB
131 131 RB2602 20250807 ... 3301 3295 RB
132 132 RB2603 20250807 ... 3316 3317 RB
133 133 RB2604 20250807 ... 3330 3330 RB
134 134 RB2605 20250807 ... 3331 3334 RB
135 135 RB2606 20250807 ... 3343 3346 RB
136 136 RB2607 20250807 ... 3350 3354 RB
137 137 WR2508 20250807 ... 3212 3212 WR
138 138 WR2509 20250807 ... 3342 3342 WR
139 139 WR2510 20250807 ... 3461 3467 WR
140 140 WR2511 20250807 ... 3490 3490 WR
141 141 WR2512 20250807 ... 3499 3499 WR
142 142 WR2601 20250807 ... 3473 3473 WR
143 143 WR2602 20250807 ... 3523 3523 WR
144 144 WR2603 20250807 ... 3609 3527 WR
145 145 WR2604 20250807 ... 3560 3560 WR
146 146 WR2605 20250807 ... 3478 3478 WR
147 147 WR2606 20250807 ... 3599 3599 WR
148 148 WR2607 20250807 ... 3635 3635 WR
149 149 HC2508 20250807 ... 3436 3450 HC
150 150 HC2509 20250807 ... 3459 3461 HC
151 151 HC2510 20250807 ... 3447 3452 HC
152 152 HC2511 20250807 ... 3449 3454 HC
153 153 HC2512 20250807 ... 3445 3451 HC
154 154 HC2601 20250807 ... 3449 3455 HC
155 155 HC2602 20250807 ... 3444 3448 HC
156 156 HC2603 20250807 ... 3451 3456 HC
157 157 HC2604 20250807 ... 3451 3461 HC
158 158 HC2605 20250807 ... 3452 3460 HC
159 159 HC2606 20250807 ... 3462 3457 HC
160 160 HC2607 20250807 ... 3461 3473 HC
161 161 SS2508 20250807 ... 12965 12955 SS
162 162 SS2509 20250807 ... 12960 12930 SS
163 163 SS2510 20250807 ... 13010 12985 SS
164 164 SS2511 20250807 ... 13045 13025 SS
165 165 SS2512 20250807 ... 13070 13045 SS
166 166 SS2601 20250807 ... 13110 13085 SS
167 167 SS2602 20250807 ... 13160 13125 SS
168 168 SS2603 20250807 ... 13225 13180 SS
169 169 SS2604 20250807 ... 13275 13190 SS
170 170 SS2605 20250807 ... 13275 13270 SS
171 171 SS2606 20250807 ... 13310 13300 SS
172 172 SS2607 20250807 ... 13355 13335 SS
173 173 SC2509 20250807 ... 504.3 504.2 SC
174 174 SC2510 20250807 ... 499.9 499.5 SC
175 175 SC2511 20250807 ... 495.2 495.4 SC
176 176 SC2512 20250807 ... 490.8 491.6 SC
177 177 SC2601 20250807 ... 487.5 488.6 SC
178 178 SC2602 20250807 ... 483.3 486 SC
179 179 SC2603 20250807 ... 480.4 483.2 SC
180 180 SC2604 20250807 ... 478.2 481.6 SC
181 181 SC2605 20250807 ... 476.2 478.4 SC
182 182 SC2606 20250807 ... 475.3 476.8 SC
183 183 SC2607 20250807 ... 477.4 475.6 SC
184 184 SC2608 20250807 ... 476.4 477.5 SC
185 185 SC2609 20250807 ... 468 475 SC
186 186 SC2612 20250807 ... 466.9 472.3 SC
187 187 SC2703 20250807 ... 464.7 470.5 SC
188 188 SC2706 20250807 ... 464.3 467.8 SC
189 189 SC2709 20250807 ... 460.4 464.4 SC
190 190 SC2712 20250807 ... 464 464 SC
191 191 SC2803 20250807 ... 460.5 460.5 SC
192 192 SC2806 20250807 ... 454 456 SC
193 193 LU2509 20250807 ... 3520 3532 LU
194 194 LU2510 20250807 ... 3545 3535 LU
195 195 LU2511 20250807 ... 3535 3531 LU
196 196 LU2512 20250807 ... 3506 3507 LU
197 197 LU2601 20250807 ... 3481 3488 LU
198 198 LU2602 20250807 ... 3454 3451 LU
199 199 LU2603 20250807 ... 3439 3438 LU
200 200 LU2604 20250807 ... 3427 3431 LU
201 201 LU2605 20250807 ... 3416 3427 LU
202 202 LU2606 20250807 ... 3412 3421 LU
203 203 LU2607 20250807 ... 3417 3415 LU
204 204 LU2608 20250807 ... 3402 3408 LU
205 205 FU2509 20250807 ... 2833 2819 FU
206 206 FU2510 20250807 ... 2846 2838 FU
207 207 FU2511 20250807 ... 2856 2850 FU
208 208 FU2512 20250807 ... 2851 2849 FU
209 209 FU2601 20250807 ... 2847 2840 FU
210 210 FU2602 20250807 ... 2837 2832 FU
211 211 FU2603 20250807 ... 2828 2824 FU
212 212 FU2604 20250807 ... 2822 2820 FU
213 213 FU2605 20250807 ... 2809 2806 FU
214 214 FU2606 20250807 ... 2801 2803 FU
215 215 FU2607 20250807 ... 2786 2788 FU
216 216 FU2608 20250807 ... 2774 2788 FU
217 217 BU2508 20250807 ... 3559 3550 BU
218 218 BU2509 20250807 ... 3556 3543 BU
219 219 BU2510 20250807 ... 3534 3517 BU
220 220 BU2511 20250807 ... 3498 3486 BU
221 221 BU2512 20250807 ... 3441 3430 BU
222 222 BU2601 20250807 ... 3408 3396 BU
223 223 BU2602 20250807 ... 3395 3385 BU
224 224 BU2603 20250807 ... 3385 3367 BU
225 225 BU2604 20250807 ... 3377 3372 BU
226 226 BU2605 20250807 ... 3366 3362 BU
227 227 BU2606 20250807 ... 3367 3359 BU
228 228 BU2607 20250807 ... 3380 3380 BU
229 229 BU2609 20250807 ... 3367 3364 BU
230 230 BU2612 20250807 ... 3327 3297 BU
231 231 BU2703 20250807 ... 3320 3314 BU
232 232 BU2706 20250807 ... 3339 3335 BU
233 233 BR2508 20250807 ... 11465 11525 BR
234 234 BR2509 20250807 ... 11505 11510 BR
235 235 BR2510 20250807 ... 11500 11510 BR
236 236 BR2511 20250807 ... 11530 11530 BR
237 237 BR2512 20250807 ... 11565 11575 BR
238 238 BR2601 20250807 ... 11605 11615 BR
239 239 BR2602 20250807 ... 11575 11605 BR
240 240 BR2603 20250807 ... 11595 11665 BR
241 241 BR2604 20250807 ... 11700 11615 BR
242 242 BR2605 20250807 ... 11715 11735 BR
243 243 BR2606 20250807 ... 11695 11695 BR
244 244 BR2607 20250807 ... 11765 11760 BR
245 245 RU2508 20250807 ... 14365 14460 RU
246 246 RU2509 20250807 ... 14475 14510 RU
247 247 RU2510 20250807 ... 14505 14525 RU
248 248 RU2511 20250807 ... 14530 14555 RU
249 249 RU2601 20250807 ... 15445 15475 RU
250 250 RU2603 20250807 ... 15485 15570 RU
251 251 RU2604 20250807 ... 15555 15590 RU
252 252 RU2605 20250807 ... 15565 15595 RU
253 253 RU2606 20250807 ... 15660 15600 RU
254 254 RU2607 20250807 ... 15595 15620 RU
255 255 NR2508 20250807 ... 12215 12260 NR
256 256 NR2509 20250807 ... 12290 12300 NR
257 257 NR2510 20250807 ... 12350 12365 NR
258 258 NR2511 20250807 ... 12395 12410 NR
259 259 NR2512 20250807 ... 12410 12435 NR
260 260 NR2601 20250807 ... 12450 12470 NR
261 261 NR2602 20250807 ... 12475 12505 NR
262 262 NR2603 20250807 ... 12545 12545 NR
263 263 NR2604 20250807 ... 12495 12565 NR
264 264 NR2605 20250807 ... 12535 12620 NR
265 265 NR2606 20250807 ... 12585 12540 NR
266 266 NR2607 20250807 ... 12650 12645 NR
267 267 SP2508 20250807 ... 5132 5108 SP
268 268 SP2509 20250807 ... 5174 5162 SP
269 269 SP2510 20250807 ... 5192 5176 SP
270 270 SP2511 20250807 ... 5194 5178 SP
271 271 SP2512 20250807 ... 5198 5186 SP
272 272 SP2601 20250807 ... 5428 5418 SP
273 273 SP2602 20250807 ... 5402 5402 SP
274 274 SP2603 20250807 ... 5408 5392 SP
275 275 SP2604 20250807 ... 5396 5390 SP
276 276 SP2605 20250807 ... 5406 5394 SP
277 277 SP2606 20250807 ... 5416 5420 SP
278 278 SP2607 20250807 ... 5406 5402 SP
279 279 EC2508 20250807 ... 2072.4 2080.3 EC
280 280 EC2510 20250807 ... 1417 1434.4 EC
281 281 EC2512 20250807 ... 1751.9 1759.5 EC
282 282 EC2602 20250807 ... 1506.8 1521.6 EC
283 283 EC2604 20250807 ... 1343.6 1342.5 EC
284 284 EC2606 20250807 ... 1492 1489.4 EC
285 285 SC_TAS2509 20250807 ... SC_TAS
286 286 SC_TAS2510 20250807 ... SC_TAS
287 287 SC_TAS2511 20250807 ... SC_TAS
288 288 SC_TAS2512 20250807 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 18:25:53,560 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 a2509 20250807 4118.00 ... 4128.00 4118.00 A
1 a2511 20250807 4102.00 ... 4099.00 4097.00 A
2 a2601 20250807 4098.00 ... 4100.00 4101.00 A
3 a2603 20250807 4085.00 ... 4090.00 4092.00 A
4 a2605 20250807 4131.00 ... 4128.00 4130.00 A
5 a2607 20250807 4125.00 ... 4124.00 4122.00 A
6 b2508 20250807 0.00 ... 3616.00 3616.00 B
7 b2509 20250807 3734.00 ... 3730.00 3717.00 B
8 b2510 20250807 3775.00 ... 3764.00 3756.00 B
9 b2511 20250807 3790.00 ... 3783.00 3778.00 B
10 b2512 20250807 3807.00 ... 3797.00 3797.00 B
11 b2601 20250807 3795.00 ... 3785.00 3782.00 B
12 b2602 20250807 3769.00 ... 3759.00 3758.00 B
13 b2603 20250807 3678.00 ... 3672.00 3660.00 B
14 b2604 20250807 3556.00 ... 3548.00 3545.00 B
15 b2605 20250807 3481.00 ... 3475.00 3467.00 B
16 b2606 20250807 3462.00 ... 3458.00 3452.00 B
17 b2607 20250807 3450.00 ... 3445.00 3442.00 B
18 bb2509 20250807 150.70 ... 150.65 150.70 BB
19 bb2511 20250807 151.55 ... 149.90 149.85 BB
20 bb2601 20250807 149.05 ... 149.55 149.80 BB
21 bb2603 20250807 147.85 ... 147.90 148.05 BB
22 bb2605 20250807 0.00 ... 142.20 142.30 BB
23 bb2607 20250807 0.00 ... 147.95 148.10 BB
24 bz2603 20250807 6266.00 ... 6268.00 6235.00 BZ
25 bz2604 20250807 6223.00 ... 6236.00 6195.00 BZ
26 bz2605 20250807 6239.00 ... 6239.00 6207.00 BZ
27 bz2606 20250807 6250.00 ... 6239.00 6165.00 BZ
28 bz2607 20250807 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250807 2263.00 ... 2266.00 2255.00 C
30 c2511 20250807 2214.00 ... 2214.00 2210.00 C
31 c2601 20250807 2195.00 ... 2194.00 2192.00 C
32 c2603 20250807 2203.00 ... 2200.00 2197.00 C
33 c2605 20250807 2245.00 ... 2248.00 2242.00 C
34 c2607 20250807 2264.00 ... 2265.00 2260.00 C
35 cs2509 20250807 2662.00 ... 2661.00 2657.00 CS
36 cs2511 20250807 2554.00 ... 2560.00 2559.00 CS
37 cs2601 20250807 2565.00 ... 2568.00 2563.00 CS
38 cs2603 20250807 2560.00 ... 2561.00 2557.00 CS
39 cs2605 20250807 2611.00 ... 2613.00 2606.00 CS
40 cs2607 20250807 2619.00 ... 2620.00 2614.00 CS
41 eb2508 20250807 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250807 7309.00 ... 7309.00 7283.00 EB
43 eb2510 20250807 7335.00 ... 7334.00 7313.00 EB
44 eb2511 20250807 7357.00 ... 7351.00 7332.00 EB
45 eb2512 20250807 7364.00 ... 7367.00 7346.00 EB
46 eb2601 20250807 7390.00 ... 7379.00 7357.00 EB
47 eb2602 20250807 7375.00 ... 7387.00 7371.00 EB
48 eb2603 20250807 7406.00 ... 7404.00 7385.00 EB
49 eb2604 20250807 7424.00 ... 7413.00 7356.00 EB
50 eb2605 20250807 7410.00 ... 7411.00 7400.00 EB
51 eb2606 20250807 0.00 ... 7376.00 7376.00 EB
52 eb2607 20250807 7375.00 ... 7376.00 7330.00 EB
53 eg2508 20250807 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250807 4430.00 ... 4412.00 4411.00 EG
55 eg2510 20250807 4416.00 ... 4419.00 4416.00 EG
56 eg2511 20250807 4439.00 ... 4431.00 4423.00 EG
57 eg2512 20250807 4462.00 ... 4443.00 4431.00 EG
58 eg2601 20250807 4440.00 ... 4436.00 4434.00 EG
59 eg2602 20250807 0.00 ... 4442.00 4442.00 EG
60 eg2603 20250807 4456.00 ... 4445.00 4440.00 EG
61 eg2604 20250807 0.00 ... 4464.00 4464.00 EG
62 eg2605 20250807 4465.00 ... 4464.00 4465.00 EG
63 eg2606 20250807 0.00 ... 4470.00 4470.00 EG
64 eg2607 20250807 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250807 1451.50 ... 1451.50 1370.50 FB
66 fb2509 20250807 1254.00 ... 1254.00 1254.00 FB
67 fb2510 20250807 1300.00 ... 1296.50 1295.00 FB
68 fb2511 20250807 1289.50 ... 1292.00 1290.50 FB
69 fb2512 20250807 1297.50 ... 1292.50 1293.50 FB
70 fb2601 20250807 1300.50 ... 1297.00 1296.50 FB
71 fb2602 20250807 1303.50 ... 1299.50 1301.00 FB
72 fb2603 20250807 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250807 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250807 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250807 1339.50 ... 1339.50 1331.50 FB
76 fb2607 20250807 0.00 ... 1302.50 1302.50 FB
77 i2508 20250807 820.00 ... 820.00 816.50 I
78 i2509 20250807 795.50 ... 791.50 795.00 I
79 i2510 20250807 793.00 ... 789.00 793.50 I
80 i2511 20250807 789.00 ... 785.00 789.00 I
81 i2512 20250807 785.50 ... 781.00 785.50 I
82 i2601 20250807 779.00 ... 773.00 778.50 I
83 i2602 20250807 774.00 ... 768.50 773.50 I
84 i2603 20250807 768.00 ... 764.00 768.50 I
85 i2604 20250807 763.50 ... 759.50 763.50 I
86 i2605 20250807 755.50 ... 751.00 754.50 I
87 i2606 20250807 751.00 ... 746.50 750.00 I
88 i2607 20250807 745.00 ... 741.50 745.50 I
89 j2508 20250807 0.00 ... 1598.00 1598.00 J
90 j2509 20250807 1639.50 ... 1658.00 1639.50 J
91 j2510 20250807 1672.50 ... 1679.00 1672.00 J
92 j2511 20250807 1698.50 ... 1701.50 1690.50 J
93 j2512 20250807 1718.50 ... 1729.00 1704.00 J
94 j2601 20250807 1726.00 ... 1735.50 1721.00 J
95 j2602 20250807 1743.00 ... 1759.00 1731.50 J
96 j2603 20250807 1782.00 ... 1784.00 1752.00 J
97 j2604 20250807 1804.50 ... 1795.50 1781.50 J
98 j2605 20250807 1821.00 ... 1819.00 1811.50 J
99 j2606 20250807 1837.50 ... 1837.50 1827.50 J
100 j2607 20250807 1829.00 ... 1830.50 1819.50 J
101 jd2508 20250807 2729.00 ... 2751.00 2756.00 JD
102 jd2509 20250807 3379.00 ... 3376.00 3352.00 JD
103 jd2510 20250807 3285.00 ... 3288.00 3275.00 JD
104 jd2511 20250807 3353.00 ... 3336.00 3355.00 JD
105 jd2512 20250807 3517.00 ... 3474.00 3536.00 JD
106 jd2601 20250807 3624.00 ... 3582.00 3627.00 JD
107 jd2602 20250807 3209.00 ... 3191.00 3207.00 JD
108 jd2603 20250807 3217.00 ... 3197.00 3217.00 JD
109 jd2604 20250807 3366.00 ... 3356.00 3364.00 JD
110 jd2605 20250807 3478.00 ... 3463.00 3474.00 JD
111 jd2606 20250807 3300.00 ... 3296.00 3303.00 JD
112 jd2607 20250807 3514.00 ... 3513.00 3516.00 JD
113 jm2508 20250807 890.50 ... 878.00 941.50 JM
114 jm2509 20250807 1080.00 ... 1085.00 1050.00 JM
115 jm2510 20250807 1132.50 ... 1143.00 1100.50 JM
116 jm2511 20250807 1165.00 ... 1184.00 1144.00 JM
117 jm2512 20250807 1196.00 ... 1204.50 1171.00 JM
118 jm2601 20250807 1226.50 ... 1221.00 1202.00 JM
119 jm2602 20250807 1241.00 ... 1233.00 1225.50 JM
120 jm2603 20250807 1262.50 ... 1243.00 1239.00 JM
121 jm2604 20250807 1270.50 ... 1248.50 1257.00 JM
122 jm2605 20250807 1270.00 ... 1257.50 1269.50 JM
123 jm2606 20250807 1288.50 ... 1261.50 1277.00 JM
124 jm2607 20250807 1294.50 ... 1266.50 1285.00 JM
125 l2508 20250807 0.00 ... 7311.00 7311.00 L
126 l2509 20250807 7310.00 ... 7302.00 7318.00 L
127 l2510 20250807 7354.00 ... 7321.00 7339.00 L
128 l2511 20250807 7365.00 ... 7353.00 7362.00 L
129 l2512 20250807 7374.00 ... 7364.00 7375.00 L
130 l2601 20250807 7380.00 ... 7369.00 7382.00 L
131 l2602 20250807 7373.00 ... 7359.00 7365.00 L
132 l2603 20250807 7376.00 ... 7356.00 7373.00 L
133 l2604 20250807 7399.00 ... 7378.00 7394.00 L
134 l2605 20250807 7376.00 ... 7367.00 7373.00 L
135 l2606 20250807 7360.00 ... 7360.00 7369.00 L
136 l2607 20250807 7373.00 ... 7373.00 7375.00 L
137 lg2509 20250807 835.00 ... 833.00 831.00 LG
138 lg2511 20250807 842.00 ... 840.50 839.00 LG
139 lg2601 20250807 838.50 ... 840.50 841.00 LG
140 lg2603 20250807 839.00 ... 838.00 839.00 LG
141 lg2605 20250807 840.00 ... 840.00 842.00 LG
142 lg2607 20250807 839.50 ... 838.00 839.00 LG
143 lh2509 20250807 13810.00 ... 13825.00 13825.00 LH
144 lh2511 20250807 13965.00 ... 14045.00 13985.00 LH
145 lh2601 20250807 14260.00 ... 14350.00 14285.00 LH
146 lh2603 20250807 13365.00 ... 13355.00 13365.00 LH
147 lh2605 20250807 13960.00 ... 13885.00 13890.00 LH
148 lh2607 20250807 14440.00 ... 14400.00 14490.00 LH
149 m2508 20250807 3013.00 ... 3004.00 3007.00 M
150 m2509 20250807 3030.00 ... 3020.00 3027.00 M
151 m2511 20250807 3066.00 ... 3058.00 3064.00 M
152 m2512 20250807 3090.00 ... 3090.00 3095.00 M
153 m2601 20250807 3077.00 ... 3068.00 3072.00 M
154 m2603 20250807 2947.00 ... 2943.00 2942.00 M
155 m2605 20250807 2762.00 ... 2754.00 2754.00 M
156 m2607 20250807 2740.00 ... 2737.00 2735.00 M
157 p2508 20250807 0.00 ... 8808.00 8808.00 P
158 p2509 20250807 9000.00 ... 8988.00 8980.00 P
159 p2510 20250807 8988.00 ... 8982.00 8978.00 P
160 p2511 20250807 8992.00 ... 8984.00 8976.00 P
161 p2512 20250807 9002.00 ... 8990.00 8980.00 P
162 p2601 20250807 9016.00 ... 8994.00 8986.00 P
163 p2602 20250807 9004.00 ... 8968.00 8944.00 P
164 p2603 20250807 8962.00 ... 8920.00 8910.00 P
165 p2604 20250807 8882.00 ... 8858.00 8882.00 P
166 p2605 20250807 8788.00 ... 8782.00 8780.00 P
167 p2606 20250807 8714.00 ... 8694.00 8708.00 P
168 p2607 20250807 8608.00 ... 8620.00 8654.00 P
169 pg2508 20250807 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250807 3864.00 ... 3837.00 3835.00 PG
171 pg2510 20250807 4328.00 ... 4306.00 4302.00 PG
172 pg2511 20250807 4262.00 ... 4237.00 4236.00 PG
173 pg2512 20250807 4207.00 ... 4187.00 4183.00 PG
174 pg2601 20250807 4161.00 ... 4139.00 4136.00 PG
175 pg2602 20250807 4102.00 ... 4076.00 4074.00 PG
176 pg2603 20250807 4012.00 ... 3995.00 3993.00 PG
177 pg2604 20250807 4290.00 ... 4280.00 4284.00 PG
178 pg2605 20250807 4197.00 ... 4182.00 4186.00 PG
179 pg2606 20250807 4127.00 ... 4131.00 4136.00 PG
180 pg2607 20250807 4106.00 ... 4100.00 4087.00 PG
181 pp2508 20250807 7021.00 ... 7138.00 7073.00 PP
182 pp2509 20250807 7078.00 ... 7074.00 7084.00 PP
183 pp2510 20250807 7082.00 ... 7075.00 7091.00 PP
184 pp2511 20250807 7100.00 ... 7093.00 7102.00 PP
185 pp2512 20250807 7120.00 ... 7110.00 7115.00 PP
186 pp2601 20250807 7120.00 ... 7111.00 7119.00 PP
187 pp2602 20250807 7108.00 ... 7096.00 7099.00 PP
188 pp2603 20250807 7099.00 ... 7093.00 7102.00 PP
189 pp2604 20250807 7109.00 ... 7104.00 7112.00 PP
190 pp2605 20250807 7124.00 ... 7106.00 7127.00 PP
191 pp2606 20250807 7098.00 ... 7088.00 7085.00 PP
192 pp2607 20250807 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250807 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250807 3608.00 ... 3590.00 3606.00 RR
195 rr2510 20250807 3618.00 ... 3615.00 3619.00 RR
196 rr2511 20250807 3620.00 ... 3618.00 3618.00 RR
197 rr2512 20250807 3619.00 ... 3619.00 3615.00 RR
198 rr2601 20250807 3624.00 ... 3626.00 3623.00 RR
199 rr2602 20250807 3620.00 ... 3620.00 3620.00 RR
200 rr2603 20250807 3617.00 ... 3617.00 3615.00 RR
201 rr2604 20250807 0.00 ... 3618.00 3618.00 RR
202 rr2605 20250807 3618.00 ... 3618.00 3619.00 RR
203 rr2606 20250807 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250807 0.00 ... 3633.00 3633.00 RR
205 v2508 20250807 5015.00 ... 5003.00 4958.00 V
206 v2509 20250807 5054.00 ... 5045.00 5032.00 V
207 v2510 20250807 5091.00 ... 5084.00 5072.00 V
208 v2511 20250807 5129.00 ... 5115.00 5115.00 V
209 v2512 20250807 5169.00 ... 5148.00 5160.00 V
210 v2601 20250807 5190.00 ... 5177.00 5173.00 V
211 v2602 20250807 5233.00 ... 5192.00 5196.00 V
212 v2603 20250807 5258.00 ... 5208.00 5219.00 V
213 v2604 20250807 5484.00 ... 5457.00 5447.00 V
214 v2605 20250807 5501.00 ... 5466.00 5468.00 V
215 v2606 20250807 5522.00 ... 5499.00 5494.00 V
216 v2607 20250807 5546.00 ... 5536.00 5532.00 V
217 y2508 20250807 0.00 ... 8514.00 8514.00 Y
218 y2509 20250807 8420.00 ... 8426.00 8360.00 Y
219 y2511 20250807 8420.00 ... 8430.00 8366.00 Y
220 y2512 20250807 8426.00 ... 8430.00 8370.00 Y
221 y2601 20250807 8396.00 ... 8404.00 8334.00 Y
222 y2603 20250807 8294.00 ... 8278.00 8242.00 Y
223 y2605 20250807 7974.00 ... 7970.00 7944.00 Y
224 y2607 20250807 7970.00 ... 7948.00 7922.00 Y
[225 rows x 12 columns]
2025-08-15 18:25:54,208 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
2025-08-15 18:25:55,956 - future_1d - INFO - save future_daily 2025-08-07 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250808 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250808 50000.0 ... 49725.0 50425.0 PS
2 PS2510 20250808 50590.0 ... 49800.0 50590.0 PS
3 PS2511 20250808 50290.0 ... 49825.0 50625.0 PS
4 PS2512 20250808 53020.0 ... 52890.0 53790.0 PS
5 PS2601 20250808 53155.0 ... 52975.0 53930.0 PS
6 PS2602 20250808 53560.0 ... 53360.0 53915.0 PS
7 PS2603 20250808 53795.0 ... 53405.0 53885.0 PS
8 PS2604 20250808 53765.0 ... 53580.0 54120.0 PS
9 PS2605 20250808 53610.0 ... 53325.0 54000.0 PS
10 PS2606 20250808 56600.0 ... 56465.0 57045.0 PS
11 PS2607 20250808 57105.0 ... 56660.0 57295.0 PS
13 SI2508 20250808 0.0 ... 8645.0 8645.0 SI
14 SI2509 20250808 8560.0 ... 8555.0 8605.0 SI
15 SI2510 20250808 8625.0 ... 8575.0 8625.0 SI
16 SI2511 20250808 8630.0 ... 8585.0 8635.0 SI
17 SI2512 20250808 8890.0 ... 8890.0 8975.0 SI
18 SI2601 20250808 8905.0 ... 8880.0 8965.0 SI
19 SI2602 20250808 8875.0 ... 8860.0 8945.0 SI
20 SI2603 20250808 8900.0 ... 8890.0 8970.0 SI
21 SI2604 20250808 8945.0 ... 8915.0 9025.0 SI
22 SI2605 20250808 8920.0 ... 8930.0 9010.0 SI
23 SI2606 20250808 8940.0 ... 8910.0 9035.0 SI
24 SI2607 20250808 8935.0 ... 8935.0 9040.0 SI
27 LC2508 20250808 75300.0 ... 74160.0 70000.0 LC
28 LC2509 20250808 72340.0 ... 74600.0 71080.0 LC
29 LC2510 20250808 72500.0 ... 74940.0 71420.0 LC
30 LC2511 20250808 73000.0 ... 75000.0 71440.0 LC
31 LC2512 20250808 73460.0 ... 75100.0 71820.0 LC
32 LC2601 20250808 72800.0 ... 74980.0 71640.0 LC
33 LC2602 20250808 72660.0 ... 75360.0 71420.0 LC
34 LC2603 20250808 72600.0 ... 74900.0 71680.0 LC
35 LC2604 20250808 72900.0 ... 74300.0 71880.0 LC
36 LC2605 20250808 73000.0 ... 74360.0 71880.0 LC
37 LC2606 20250808 73000.0 ... 74280.0 71820.0 LC
38 LC2607 20250808 73140.0 ... 74640.0 71840.0 LC
[36 rows x 12 columns]
2025-08-15 18:25:59,945 - future_1d - INFO - ak.get_gfex_daily('2025-08-08') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250808 500.5 501 ... 4841142.49 496.4 504.3 SC
1 SC2510 20250808 497.8 497.8 ... 1620638.07 493 499.9 SC
2 SC2511 20250808 492.5 492.8 ... 357335 488 495.2 SC
3 SC2512 20250808 488.7 488.7 ... 90383.76 483.5 490.8 SC
4 SC2601 20250808 487.6 487.6 ... 35003.12 481.4 487.5 SC
5 SC2602 20250808 481.7 481.7 ... 21170.74 478.9 483.3 SC
6 SC2603 20250808 478.9 482.8 ... 15379.66 476.1 480.4 SC
7 SC2604 20250808 477.6 477.6 ... 14722.03 474.9 478.2 SC
8 SC2605 20250808 474.3 475.3 ... 8284.06 473.3 476.2 SC
9 SC2606 20250808 472.7 475 ... 9595.49 472.6 475.3 SC
10 SC2607 20250808 472 473.8 ... 189.02 472.5 477.4 SC
11 SC2608 20250808 469.4 469.4 ... 93.73 468.6 476.4 SC
12 SC2609 20250808 467.9 470 ... 328.12 468.7 468 SC
13 SC2612 20250808 464.3 466.5 ... 279.18 465.3 466.9 SC
14 SC2703 20250808 465.9 465.9 ... 46.59 465.9 464.7 SC
15 SC2706 20250808 464.3 465.4 ... 1110.23 462.5 464.3 SC
16 SC2709 20250808 462.6 463 ... 277.27 462.1 460.4 SC
17 SC2712 20250808 ... 0 464 464 SC
18 SC2803 20250808 ... 0 460 460.5 SC
19 SC2806 20250808 454.5 454.5 ... 771.25 453.6 454 SC
21 LU2509 20250808 3527 3527 ... 6457.789 3477 3520 LU
22 LU2510 20250808 3539 3544 ... 279341.791 3495 3545 LU
23 LU2511 20250808 3528 3531 ... 143671.717 3488 3535 LU
24 LU2512 20250808 3480 3508 ... 19521.124 3472 3506 LU
25 LU2601 20250808 3463 3473 ... 8626.601 3441 3481 LU
26 LU2602 20250808 3441 3449 ... 875.661 3407 3454 LU
27 LU2603 20250808 3434 3434 ... 71.58 3408 3439 LU
28 LU2604 20250808 3411 3422 ... 78.105 3395 3427 LU
29 LU2605 20250808 3429 3429 ... 251.618 3400 3416 LU
30 LU2606 20250808 3420 3420 ... 27.165 3395 3412 LU
31 LU2607 20250808 3406 3406 ... 64.371 3387 3417 LU
32 LU2608 20250808 3410 3410 ... 50.68 3378 3402 LU
34 NR2508 20250808 12280 12330 ... 1967.95 12295 12215 NR
35 NR2509 20250808 12395 12420 ... 480095.44 12345 12290 NR
36 NR2510 20250808 12400 12475 ... 650860.98 12405 12350 NR
37 NR2511 20250808 12435 12525 ... 60179.78 12445 12395 NR
38 NR2512 20250808 12470 12545 ... 5420.22 12460 12410 NR
39 NR2601 20250808 12530 12585 ... 33882.01 12515 12450 NR
40 NR2602 20250808 12520 12605 ... 288.415 12535 12475 NR
41 NR2603 20250808 12615 12650 ... 126.08 12605 12545 NR
42 NR2604 20250808 12585 12685 ... 37.85 12615 12495 NR
43 NR2605 20250808 12640 12730 ... 75.975 12660 12535 NR
44 NR2606 20250808 12745 12745 ... 12.745 12745 12585 NR
45 NR2607 20250808 12755 12755 ... 12.755 12755 12650 NR
47 BC2508 20250808 69300 69300 ... 173.25 69300 69270 BC
48 BC2509 20250808 69530 69780 ... 69928.485 69610 69540 BC
49 BC2510 20250808 69610 69810 ... 11359.635 69690 69600 BC
50 BC2511 20250808 69590 69600 ... 69.595 69590 69290 BC
51 BC2512 20250808 69740 69740 ... 104.59 69720 69460 BC
52 BC2601 20250808 ... 0 70020 70020 BC
53 BC2602 20250808 ... 0 70000 70000 BC
54 BC2603 20250808 ... 0 70000 70000 BC
55 BC2604 20250808 ... 0 70000 70000 BC
56 BC2605 20250808 ... 0 70000 70000 BC
57 BC2606 20250808 ... 0 69340 69340 BC
58 BC2607 20250808 ... 0 68670 68670 BC
60 EC2508 20250808 2076.7 2076.7 ... 2828.968 2072.5 2072.4 EC
61 EC2510 20250808 1405 1487.7 ... 408701.12 1448 1417 EC
62 EC2512 20250808 1750 1796.9 ... 53665.041 1768.7 1751.9 EC
63 EC2602 20250808 1508 1554.9 ... 8455.975 1530.4 1506.8 EC
64 EC2604 20250808 1343 1383.4 ... 8779.19 1361.1 1343.6 EC
65 EC2606 20250808 1489.7 1513.8 ... 1065.2815 1500.3 1492 EC
68 SC_TAS2509 20250808 ... SC_TAS
69 SC_TAS2510 20250808 ... SC_TAS
70 SC_TAS2511 20250808 ... SC_TAS
71 SC_TAS2512 20250808 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:26:00,028 - future_1d - INFO - ak.get_ine_daily('2025-08-08') done
symbol date open ... settle pre_settle variety
0 IC2508 20250808 6288.200 ... 6304.000 6298.200 IC
1 IC2509 20250808 6219.000 ... 6232.000 6226.600 IC
2 IC2512 20250808 6060.000 ... 6073.000 6071.200 IC
3 IC2603 20250808 5915.000 ... 5934.600 5935.400 IC
4 IF2508 20250808 4100.000 ... 4101.000 4105.800 IF
5 IF2509 20250808 4087.000 ... 4087.400 4093.000 IF
6 IF2512 20250808 4057.800 ... 4055.800 4063.000 IF
7 IF2603 20250808 4027.800 ... 4022.200 4032.000 IF
8 IH2508 20250808 2794.000 ... 2788.000 2796.800 IH
9 IH2509 20250808 2795.200 ... 2789.200 2797.600 IH
10 IH2512 20250808 2795.600 ... 2789.400 2797.600 IH
11 IH2603 20250808 2795.800 ... 2787.600 2797.200 IH
12 IM2508 20250808 6818.200 ... 6819.400 6825.600 IM
13 IM2509 20250808 6740.000 ... 6742.800 6748.800 IM
14 IM2512 20250808 6551.000 ... 6550.800 6560.000 IM
15 IM2603 20250808 6368.800 ... 6369.800 6378.000 IM
16 T2509 20250808 108.670 ... 108.610 108.610 T
17 T2512 20250808 108.520 ... 108.505 108.480 T
18 T2603 20250808 108.380 ... 108.310 108.290 T
19 TF2509 20250808 105.895 ... 105.820 105.815 TF
20 TF2512 20250808 105.910 ... 105.875 105.860 TF
21 TF2603 20250808 105.950 ... 105.900 105.875 TF
22 TL2509 20250808 119.500 ... 119.250 119.340 TL
23 TL2512 20250808 119.140 ... 118.880 118.990 TL
24 TL2603 20250808 118.800 ... 118.550 118.680 TL
25 TS2509 20250808 102.392 ... 102.370 102.370 TS
26 TS2512 20250808 102.450 ... 102.436 102.426 TS
27 TS2603 20250808 102.426 ... 102.408 102.402 TS
[28 rows x 12 columns]
2025-08-15 18:26:00,238 - future_1d - INFO - ak.get_cffex_daily('2025-08-08') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250808 7951.0 8106.0 ... 448001.47 8022.0 7937.0 AP
1 AP511 20250808 7731.0 7836.0 ... 1528.13 7797.0 7731.0 AP
2 AP512 20250808 7776.0 7876.0 ... 266.12 7827.0 7781.0 AP
3 AP601 20250808 7857.0 7989.0 ... 38550.63 7919.0 7871.0 AP
4 AP603 20250808 7825.0 7881.0 ... 298.39 7852.0 7798.0 AP
5 AP604 20250808 7842.0 7913.0 ... 149.82 7885.0 7819.0 AP
6 AP605 20250808 7945.0 7983.0 ... 508.33 7943.0 7891.0 AP
7 CF509 20250808 13675.0 13700.0 ... 620030.80 13660.0 13675.0 CF
8 CF511 20250808 13735.0 13765.0 ... 129600.70 13710.0 13735.0 CF
9 CF601 20250808 13860.0 13865.0 ... 480629.88 13815.0 13830.0 CF
10 CF603 20250808 13815.0 13815.0 ... 1115.83 13775.0 13795.0 CF
11 CF605 20250808 13800.0 13810.0 ... 16865.58 13770.0 13785.0 CF
12 CF607 20250808 13800.0 13805.0 ... 599.62 13785.0 13800.0 CF
13 CJ509 20250808 9900.0 10395.0 ... 76968.18 10130.0 9955.0 CJ
14 CJ512 20250808 11050.0 11390.0 ... 27954.48 11170.0 10985.0 CJ
15 CJ601 20250808 11080.0 11545.0 ... 1477628.86 11310.0 11140.0 CJ
16 CJ603 20250808 11120.0 11590.0 ... 16298.76 11375.0 11190.0 CJ
17 CJ605 20250808 11260.0 11730.0 ... 225509.50 11495.0 11315.0 CJ
18 CJ607 20250808 11475.0 11890.0 ... 2828.46 11665.0 11500.0 CJ
19 CY508 20250808 0.0 0.0 ... 0.00 19925.0 19965.0 CY
20 CY509 20250808 19895.0 19925.0 ... 5699.31 19895.0 19905.0 CY
21 CY510 20250808 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250808 19795.0 19795.0 ... 56186.78 19685.0 19725.0 CY
23 CY512 20250808 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250808 19720.0 19810.0 ... 1499.13 19725.0 19780.0 CY
25 CY602 20250808 0.0 0.0 ... 0.00 20015.0 20055.0 CY
26 CY603 20250808 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250808 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250808 19955.0 19955.0 ... 9.98 19955.0 19970.0 CY
29 CY606 20250808 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250808 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250808 1063.0 1063.0 ... 1178.35 1056.0 1072.0 FG
32 FG509 20250808 1074.0 1076.0 ... 2335309.14 1060.0 1078.0 FG
33 FG510 20250808 1166.0 1167.0 ... 83984.35 1152.0 1168.0 FG
34 FG511 20250808 1159.0 1159.0 ... 122493.99 1143.0 1162.0 FG
35 FG512 20250808 1228.0 1230.0 ... 58746.51 1214.0 1237.0 FG
36 FG601 20250808 1220.0 1221.0 ... 2324575.61 1201.0 1222.0 FG
37 FG602 20250808 1267.0 1272.0 ... 1158.97 1254.0 1273.0 FG
38 FG603 20250808 1268.0 1269.0 ... 986.22 1248.0 1272.0 FG
39 FG604 20250808 1311.0 1314.0 ... 676.99 1297.0 1317.0 FG
40 FG605 20250808 1305.0 1309.0 ... 31981.23 1293.0 1311.0 FG
41 FG606 20250808 1325.0 1331.0 ... 1656.48 1319.0 1333.0 FG
42 FG607 20250808 1322.0 1328.0 ... 848.41 1313.0 1329.0 FG
43 JR509 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250808 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250808 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250808 0.0 0.0 ... 0.00 2340.0 2347.0 MA
53 MA509 20250808 2391.0 2399.0 ... 714862.22 2388.0 2395.0 MA
54 MA510 20250808 2418.0 2425.0 ... 104595.77 2419.0 2420.0 MA
55 MA511 20250808 2447.0 2452.0 ... 170031.10 2443.0 2448.0 MA
56 MA512 20250808 2478.0 2487.0 ... 69062.31 2471.0 2482.0 MA
57 MA601 20250808 2497.0 2505.0 ... 414762.11 2489.0 2502.0 MA
58 MA602 20250808 2496.0 2501.0 ... 89.63 2490.0 2500.0 MA
59 MA603 20250808 2495.0 2497.0 ... 101.97 2487.0 2497.0 MA
60 MA604 20250808 2481.0 2481.0 ... 54.45 2475.0 2481.0 MA
61 MA605 20250808 2456.0 2461.0 ... 12784.08 2446.0 2453.0 MA
62 MA606 20250808 2452.0 2452.0 ... 2.45 2452.0 2459.0 MA
63 MA607 20250808 2445.0 2454.0 ... 46.46 2445.0 2450.0 MA
64 OI509 20250808 9505.0 9592.0 ... 1848814.79 9560.0 9558.0 OI
65 OI511 20250808 9516.0 9605.0 ... 186992.06 9579.0 9569.0 OI
66 OI601 20250808 9495.0 9574.0 ... 1020082.29 9543.0 9532.0 OI
67 OI603 20250808 9447.0 9514.0 ... 3587.71 9491.0 9487.0 OI
68 OI605 20250808 9371.0 9416.0 ... 17002.12 9399.0 9398.0 OI
69 OI607 20250808 9381.0 9407.0 ... 150.22 9389.0 9416.0 OI
70 PF508 20250808 6290.0 6290.0 ... 6.29 6290.0 6300.0 PF
71 PF509 20250808 6310.0 6338.0 ... 64471.60 6322.0 6332.0 PF
72 PF510 20250808 6386.0 6416.0 ... 350921.50 6390.0 6402.0 PF
73 PF511 20250808 6386.0 6420.0 ... 170598.49 6392.0 6402.0 PF
74 PF512 20250808 6400.0 6418.0 ... 27882.97 6394.0 6400.0 PF
75 PF601 20250808 6410.0 6424.0 ... 6344.52 6406.0 6416.0 PF
76 PF602 20250808 6436.0 6436.0 ... 6.43 6434.0 6444.0 PF
77 PF603 20250808 0.0 0.0 ... 0.00 6426.0 6446.0 PF
78 PF604 20250808 6456.0 6456.0 ... 3.23 6456.0 6464.0 PF
79 PF605 20250808 6462.0 6462.0 ... 6.46 6462.0 6480.0 PF
80 PF606 20250808 0.0 0.0 ... 0.00 6474.0 6478.0 PF
81 PF607 20250808 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250808 8126.0 8130.0 ... 136665.11 8104.0 8118.0 PK
83 PK511 20250808 7996.0 7996.0 ... 95126.93 7964.0 7986.0 PK
84 PK512 20250808 7982.0 7982.0 ... 24738.54 7952.0 7976.0 PK
85 PK601 20250808 7978.0 7986.0 ... 8596.69 7964.0 7972.0 PK
86 PK603 20250808 7974.0 7974.0 ... 119.45 7964.0 7982.0 PK
87 PK604 20250808 7966.0 7972.0 ... 75.68 7966.0 7980.0 PK
88 PK605 20250808 7984.0 7984.0 ... 1429.92 7966.0 7980.0 PK
89 PL601 20250808 6462.0 6496.0 ... 15337.96 6461.0 6488.0 PL
90 PL602 20250808 6501.0 6509.0 ... 637.18 6502.0 6539.0 PL
91 PL603 20250808 6456.0 6464.0 ... 348.81 6459.0 6494.0 PL
92 PL604 20250808 0.0 0.0 ... 0.00 6476.0 6476.0 PL
93 PL605 20250808 6376.0 6376.0 ... 76.33 6361.0 6376.0 PL
94 PL606 20250808 0.0 0.0 ... 0.00 6487.0 6487.0 PL
95 PL607 20250808 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250808 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250808 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250808 5872.0 5882.0 ... 40344.31 5866.0 5892.0 PR
104 PR510 20250808 5918.0 5930.0 ... 152600.07 5910.0 5930.0 PR
105 PR511 20250808 5908.0 5936.0 ... 189199.92 5914.0 5928.0 PR
106 PR512 20250808 5920.0 5938.0 ... 95016.23 5920.0 5942.0 PR
107 PR601 20250808 5936.0 5942.0 ... 1556.27 5930.0 5944.0 PR
108 PR602 20250808 0.0 0.0 ... 0.00 5954.0 5966.0 PR
109 PR603 20250808 0.0 0.0 ... 0.00 5960.0 5966.0 PR
110 PR604 20250808 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250808 0.0 0.0 ... 0.00 5976.0 5978.0 PR
112 PR606 20250808 5952.0 5964.0 ... 35.75 5958.0 5968.0 PR
113 PR607 20250808 5960.0 5960.0 ... 35.76 5960.0 5996.0 PR
114 PX508 20250808 0.0 0.0 ... 0.00 6748.0 6788.0 PX
115 PX509 20250808 6758.0 6774.0 ... 217842.13 6748.0 6788.0 PX
116 PX510 20250808 6738.0 6752.0 ... 122856.56 6720.0 6758.0 PX
117 PX511 20250808 6722.0 6732.0 ... 214762.17 6708.0 6740.0 PX
118 PX512 20250808 6724.0 6730.0 ... 56250.76 6706.0 6738.0 PX
119 PX601 20250808 6712.0 6714.0 ... 58799.95 6692.0 6728.0 PX
120 PX602 20250808 6698.0 6698.0 ... 13.38 6688.0 6712.0 PX
121 PX603 20250808 0.0 0.0 ... 0.00 6684.0 6706.0 PX
122 PX604 20250808 6690.0 6690.0 ... 3.35 6690.0 6712.0 PX
123 PX605 20250808 6706.0 6706.0 ... 26.73 6684.0 6712.0 PX
124 PX606 20250808 0.0 0.0 ... 0.00 6688.0 6714.0 PX
125 PX607 20250808 0.0 0.0 ... 0.00 6698.0 6714.0 PX
126 RI509 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250808 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250808 0.0 0.0 ... 0.00 2753.0 2738.0 RM
133 RM509 20250808 2741.0 2781.0 ... 1042438.14 2763.0 2723.0 RM
134 RM511 20250808 2583.0 2606.0 ... 13275.83 2588.0 2567.0 RM
135 RM601 20250808 2468.0 2508.0 ... 592690.30 2486.0 2454.0 RM
136 RM603 20250808 2432.0 2456.0 ... 15811.15 2443.0 2424.0 RM
137 RM605 20250808 2404.0 2419.0 ... 56496.91 2409.0 2397.0 RM
138 RM607 20250808 2387.0 2394.0 ... 4129.18 2388.0 2378.0 RM
139 RS508 20250808 0.0 0.0 ... 0.00 4978.0 5003.0 RS
140 RS509 20250808 5012.0 5074.0 ... 146.14 5039.0 5064.0 RS
141 RS511 20250808 5181.0 5181.0 ... 5.18 5181.0 5243.0 RS
142 RS607 20250808 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250808 1270.0 1270.0 ... 1129.92 1270.0 1270.0 SA
144 SA509 20250808 1267.0 1270.0 ... 976360.83 1248.0 1272.0 SA
145 SA510 20250808 1296.0 1296.0 ... 222168.34 1273.0 1299.0 SA
146 SA511 20250808 1303.0 1303.0 ... 277462.95 1282.0 1306.0 SA
147 SA512 20250808 1354.0 1354.0 ... 78109.51 1329.0 1352.0 SA
148 SA601 20250808 1357.0 1359.0 ... 3794339.99 1336.0 1360.0 SA
149 SA602 20250808 1369.0 1369.0 ... 3757.22 1347.0 1369.0 SA
150 SA603 20250808 1371.0 1371.0 ... 3827.53 1351.0 1373.0 SA
151 SA604 20250808 1409.0 1409.0 ... 1689.33 1389.0 1411.0 SA
152 SA605 20250808 1413.0 1413.0 ... 94023.88 1393.0 1415.0 SA
153 SA606 20250808 1407.0 1409.0 ... 1175.85 1396.0 1417.0 SA
154 SA607 20250808 1404.0 1406.0 ... 1317.35 1393.0 1416.0 SA
155 SF508 20250808 5754.0 5780.0 ... 187.17 5760.0 5852.0 SF
156 SF509 20250808 5826.0 5836.0 ... 650952.44 5764.0 5854.0 SF
157 SF510 20250808 5802.0 5822.0 ... 185752.08 5752.0 5832.0 SF
158 SF511 20250808 6018.0 6018.0 ... 403579.06 5962.0 6024.0 SF
159 SF512 20250808 5996.0 6016.0 ... 64415.17 5958.0 6020.0 SF
160 SF601 20250808 5998.0 6000.0 ... 124433.15 5952.0 6012.0 SF
161 SF602 20250808 5920.0 5940.0 ... 360.44 5910.0 5958.0 SF
162 SF603 20250808 6054.0 6084.0 ... 163.58 6060.0 6100.0 SF
163 SF604 20250808 6064.0 6064.0 ... 48.34 6044.0 6090.0 SF
164 SF605 20250808 6056.0 6082.0 ... 1491.64 6040.0 6080.0 SF
165 SF606 20250808 6074.0 6074.0 ... 188.14 5974.0 6022.0 SF
166 SF607 20250808 6200.0 6200.0 ... 121.95 6098.0 6136.0 SF
167 SH508 20250808 0.0 0.0 ... 0.00 2303.0 2310.0 SH
168 SH509 20250808 2421.0 2462.0 ... 1176112.44 2437.0 2444.0 SH
169 SH510 20250808 2515.0 2541.0 ... 242094.91 2525.0 2537.0 SH
170 SH511 20250808 2525.0 2541.0 ... 296288.65 2527.0 2544.0 SH
171 SH512 20250808 2553.0 2559.0 ... 84979.22 2548.0 2574.0 SH
172 SH601 20250808 2548.0 2550.0 ... 423499.60 2535.0 2564.0 SH
173 SH602 20250808 2577.0 2577.0 ... 1453.94 2564.0 2595.0 SH
174 SH603 20250808 2593.0 2596.0 ... 874.53 2580.0 2611.0 SH
175 SH604 20250808 2632.0 2635.0 ... 292.24 2633.0 2659.0 SH
176 SH605 20250808 2655.0 2661.0 ... 6873.59 2643.0 2667.0 SH
177 SH606 20250808 2678.0 2678.0 ... 383.12 2661.0 2685.0 SH
178 SH607 20250808 2657.0 2657.0 ... 47.74 2652.0 2676.0 SH
179 SM508 20250808 6030.0 6064.0 ... 60.50 6050.0 6062.0 SM
180 SM509 20250808 6050.0 6086.0 ... 812884.09 6034.0 6064.0 SM
181 SM510 20250808 6072.0 6086.0 ... 104230.83 6028.0 6066.0 SM
182 SM511 20250808 6138.0 6154.0 ... 167535.77 6106.0 6148.0 SM
183 SM512 20250808 6154.0 6164.0 ... 33992.87 6130.0 6164.0 SM
184 SM601 20250808 6158.0 6172.0 ... 278407.62 6128.0 6160.0 SM
185 SM602 20250808 6166.0 6166.0 ... 140.83 6124.0 6160.0 SM
186 SM603 20250808 6108.0 6178.0 ... 73.55 6130.0 6166.0 SM
187 SM604 20250808 6126.0 6180.0 ... 85.57 6112.0 6176.0 SM
188 SM605 20250808 6170.0 6208.0 ... 5980.42 6166.0 6194.0 SM
189 SM606 20250808 6156.0 6190.0 ... 43.07 6152.0 6200.0 SM
190 SM607 20250808 6170.0 6194.0 ... 43.21 6172.0 6184.0 SM
191 SR509 20250808 5680.0 5709.0 ... 573663.00 5686.0 5675.0 SR
192 SR511 20250808 5614.0 5625.0 ... 102332.47 5594.0 5622.0 SR
193 SR601 20250808 5602.0 5603.0 ... 1059356.81 5576.0 5608.0 SR
194 SR603 20250808 5571.0 5573.0 ... 6417.86 5552.0 5580.0 SR
195 SR605 20250808 5550.0 5559.0 ... 32219.29 5531.0 5558.0 SR
196 SR607 20250808 5546.0 5549.0 ... 1836.29 5531.0 5556.0 SR
197 TA508 20250808 4670.0 4692.0 ... 3874.10 4676.0 4676.0 TA
198 TA509 20250808 4684.0 4702.0 ... 814135.54 4688.0 4708.0 TA
199 TA510 20250808 4686.0 4722.0 ... 61468.64 4706.0 4726.0 TA
200 TA511 20250808 4710.0 4728.0 ... 60953.77 4714.0 4730.0 TA
201 TA512 20250808 4724.0 4732.0 ... 29426.61 4718.0 4732.0 TA
202 TA601 20250808 4718.0 4734.0 ... 484330.84 4716.0 4738.0 TA
203 TA602 20250808 4724.0 4726.0 ... 63.65 4716.0 4736.0 TA
204 TA603 20250808 4726.0 4734.0 ... 26.02 4730.0 4748.0 TA
205 TA604 20250808 4746.0 4746.0 ... 7.12 4746.0 4756.0 TA
206 TA605 20250808 4758.0 4768.0 ... 11209.05 4754.0 4774.0 TA
207 TA606 20250808 0.0 0.0 ... 0.00 4762.0 4784.0 TA
208 TA607 20250808 0.0 0.0 ... 0.00 4772.0 4796.0 TA
209 UR508 20250808 0.0 0.0 ... 170.00 1723.0 1734.0 UR
210 UR509 20250808 1738.0 1748.0 ... 279280.64 1739.0 1743.0 UR
211 UR510 20250808 1741.0 1744.0 ... 12904.27 1736.0 1740.0 UR
212 UR511 20250808 1763.0 1767.0 ... 19940.39 1760.0 1765.0 UR
213 UR512 20250808 1758.0 1764.0 ... 502.69 1758.0 1760.0 UR
214 UR601 20250808 1756.0 1765.0 ... 137112.92 1757.0 1759.0 UR
215 UR602 20250808 1754.0 1762.0 ... 329.54 1753.0 1755.0 UR
216 UR603 20250808 1785.0 1791.0 ... 89.33 1787.0 1790.0 UR
217 UR604 20250808 1789.0 1794.0 ... 128.98 1791.0 1802.0 UR
218 UR605 20250808 1792.0 1799.0 ... 5322.94 1791.0 1795.0 UR
219 UR606 20250808 1785.0 1792.0 ... 57.06 1783.0 1789.0 UR
220 UR607 20250808 1793.0 1794.0 ... 17.90 1790.0 1794.0 UR
221 WH509 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250808 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250808 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:26:00,582 - future_1d - INFO - ak.get_czce_daily('2025-08-08') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250808 ... 78420 78380 CU
1 1 CU2509 20250808 ... 78440 78380 CU
2 2 CU2510 20250808 ... 78430 78380 CU
3 3 CU2511 20250808 ... 78410 78350 CU
4 4 CU2512 20250808 ... 78380 78320 CU
5 5 CU2601 20250808 ... 78340 78290 CU
6 6 CU2602 20250808 ... 78310 78270 CU
7 7 CU2603 20250808 ... 78260 78300 CU
8 8 CU2604 20250808 ... 78330 78290 CU
9 9 CU2605 20250808 ... 78350 78280 CU
10 10 CU2606 20250808 ... 78370 78230 CU
11 11 CU2607 20250808 ... 78370 78260 CU
12 12 BC2508 20250808 ... 69300 69270 BC
13 13 BC2509 20250808 ... 69610 69540 BC
14 14 BC2510 20250808 ... 69690 69600 BC
15 15 BC2511 20250808 ... 69590 69290 BC
16 16 BC2512 20250808 ... 69720 69460 BC
17 17 BC2601 20250808 ... 70020 70020 BC
18 18 BC2602 20250808 ... 70000 70000 BC
19 19 BC2603 20250808 ... 70000 70000 BC
20 20 BC2604 20250808 ... 70000 70000 BC
21 21 BC2605 20250808 ... 70000 70000 BC
22 22 BC2606 20250808 ... 69340 69340 BC
23 23 BC2607 20250808 ... 68670 68670 BC
24 24 AL2508 20250808 ... 20680 20775 AL
25 25 AL2509 20250808 ... 20670 20765 AL
26 26 AL2510 20250808 ... 20635 20725 AL
27 27 AL2511 20250808 ... 20585 20670 AL
28 28 AL2512 20250808 ... 20540 20630 AL
29 29 AL2601 20250808 ... 20505 20590 AL
30 30 AL2602 20250808 ... 20505 20590 AL
31 31 AL2603 20250808 ... 20520 20605 AL
32 32 AL2604 20250808 ... 20545 20630 AL
33 33 AL2605 20250808 ... 20560 20640 AL
34 34 AL2606 20250808 ... 20575 20660 AL
35 35 AL2607 20250808 ... 20580 20670 AL
36 36 ZN2508 20250808 ... 22485 22505 ZN
37 37 ZN2509 20250808 ... 22505 22530 ZN
38 38 ZN2510 20250808 ... 22520 22540 ZN
39 39 ZN2511 20250808 ... 22520 22540 ZN
40 40 ZN2512 20250808 ... 22500 22545 ZN
41 41 ZN2601 20250808 ... 22475 22505 ZN
42 42 ZN2602 20250808 ... 22460 22495 ZN
43 43 ZN2603 20250808 ... 22475 22525 ZN
44 44 ZN2604 20250808 ... 22455 22530 ZN
45 45 ZN2605 20250808 ... 22460 22515 ZN
46 46 ZN2606 20250808 ... 22445 22495 ZN
47 47 ZN2607 20250808 ... 22480 22505 ZN
48 48 PB2508 20250808 ... 16795 16810 PB
49 49 PB2509 20250808 ... 16865 16860 PB
50 50 PB2510 20250808 ... 16875 16875 PB
51 51 PB2511 20250808 ... 16900 16910 PB
52 52 PB2512 20250808 ... 16925 16930 PB
53 53 PB2601 20250808 ... 16935 16935 PB
54 54 PB2602 20250808 ... 16970 16970 PB
55 55 PB2603 20250808 ... 17005 17010 PB
56 56 PB2604 20250808 ... 17030 17030 PB
57 57 PB2605 20250808 ... 17025 17040 PB
58 58 PB2606 20250808 ... 17020 17065 PB
59 59 PB2607 20250808 ... 17060 17060 PB
60 60 NI2508 20250808 ... 120970 121100 NI
61 61 NI2509 20250808 ... 121160 121350 NI
62 62 NI2510 20250808 ... 121280 121480 NI
63 63 NI2511 20250808 ... 121450 121640 NI
64 64 NI2512 20250808 ... 121670 121850 NI
65 65 NI2601 20250808 ... 121950 122110 NI
66 66 NI2602 20250808 ... 121950 122680 NI
67 67 NI2603 20250808 ... 122270 122660 NI
68 68 NI2604 20250808 ... 123010 122660 NI
69 69 NI2605 20250808 ... 122980 123230 NI
70 70 NI2606 20250808 ... 123050 123650 NI
71 71 NI2607 20250808 ... 123270 123550 NI
72 72 SN2508 20250808 ... 267630 267040 SN
73 73 SN2509 20250808 ... 268140 267530 SN
74 74 SN2510 20250808 ... 268370 267850 SN
75 75 SN2511 20250808 ... 268360 267850 SN
76 76 SN2512 20250808 ... 268290 267740 SN
77 77 SN2601 20250808 ... 268500 268160 SN
78 78 SN2602 20250808 ... 268430 267920 SN
79 79 SN2603 20250808 ... 268710 268070 SN
80 80 SN2604 20250808 ... 268920 268810 SN
81 81 SN2605 20250808 ... 269110 268850 SN
82 82 SN2606 20250808 ... 269300 269300 SN
83 83 SN2607 20250808 ... 269050 268580 SN
84 84 AO2508 20250808 ... 3161 3251 AO
85 85 AO2509 20250808 ... 3172 3244 AO
86 86 AO2510 20250808 ... 3177 3242 AO
87 87 AO2511 20250808 ... 3188 3245 AO
88 88 AO2512 20250808 ... 3196 3252 AO
89 89 AO2601 20250808 ... 3206 3265 AO
90 90 AO2602 20250808 ... 3206 3262 AO
91 91 AO2603 20250808 ... 3211 3258 AO
92 92 AO2604 20250808 ... 3209 3282 AO
93 93 AO2605 20250808 ... 3211 3261 AO
94 94 AO2606 20250808 ... 3210 3266 AO
95 95 AO2607 20250808 ... 3212 3263 AO
96 96 AD2511 20250808 ... 20065 20160 AD
97 97 AD2512 20250808 ... 20060 20170 AD
98 98 AD2601 20250808 ... 20035 20140 AD
99 99 AD2602 20250808 ... 19955 19855 AD
100 100 AD2603 20250808 ... 19940 19885 AD
101 101 AD2604 20250808 ... 19865 19710 AD
102 102 AD2605 20250808 ... 19785 19885 AD
103 103 AD2606 20250808 ... 19750 19870 AD
104 104 AD2607 20250808 ... 19830 19830 AD
105 105 AU2508 20250808 ... 783.82 781.6 AU
106 106 AU2509 20250808 ... 784.38 782.4 AU
107 107 AU2510 20250808 ... 785.82 783.38 AU
108 108 AU2512 20250808 ... 788.16 785.56 AU
109 109 AU2602 20250808 ... 790.16 787.66 AU
110 110 AU2604 20250808 ... 792.32 789.84 AU
111 111 AU2606 20250808 ... 794.54 792.04 AU
112 112 AU2608 20250808 ... 796.92 794.3 AU
113 113 AG2508 20250808 ... 9254 9184 AG
114 114 AG2509 20250808 ... 9265 9190 AG
115 115 AG2510 20250808 ... 9277 9201 AG
116 116 AG2511 20250808 ... 9290 9212 AG
117 117 AG2512 20250808 ... 9299 9227 AG
118 118 AG2601 20250808 ... 9313 9237 AG
119 119 AG2602 20250808 ... 9324 9248 AG
120 120 AG2603 20250808 ... 9338 9268 AG
121 121 AG2604 20250808 ... 9352 9275 AG
122 122 AG2605 20250808 ... 9362 9291 AG
123 123 AG2606 20250808 ... 9376 9307 AG
124 124 AG2607 20250808 ... 9386 9323 AG
125 125 RB2508 20250808 ... 3179 3202 RB
126 126 RB2509 20250808 ... 3184 3201 RB
127 127 RB2510 20250808 ... 3215 3236 RB
128 128 RB2511 20250808 ... 3229 3251 RB
129 129 RB2512 20250808 ... 3273 3288 RB
130 130 RB2601 20250808 ... 3283 3309 RB
131 131 RB2602 20250808 ... 3292 3301 RB
132 132 RB2603 20250808 ... 3294 3316 RB
133 133 RB2604 20250808 ... 3306 3330 RB
134 134 RB2605 20250808 ... 3313 3331 RB
135 135 RB2606 20250808 ... 3322 3343 RB
136 136 RB2607 20250808 ... 3328 3350 RB
137 137 WR2508 20250808 ... 3212 3212 WR
138 138 WR2509 20250808 ... 3342 3342 WR
139 139 WR2510 20250808 ... 3447 3461 WR
140 140 WR2511 20250808 ... 3467 3490 WR
141 141 WR2512 20250808 ... 3499 3499 WR
142 142 WR2601 20250808 ... 3436 3473 WR
143 143 WR2602 20250808 ... 3523 3523 WR
144 144 WR2603 20250808 ... 3550 3609 WR
145 145 WR2604 20250808 ... 3550 3560 WR
146 146 WR2605 20250808 ... 3478 3478 WR
147 147 WR2606 20250808 ... 3599 3599 WR
148 148 WR2607 20250808 ... 3634 3635 WR
149 149 HC2508 20250808 ... 3436 3436 HC
150 150 HC2509 20250808 ... 3437 3459 HC
151 151 HC2510 20250808 ... 3421 3447 HC
152 152 HC2511 20250808 ... 3419 3449 HC
153 153 HC2512 20250808 ... 3422 3445 HC
154 154 HC2601 20250808 ... 3420 3449 HC
155 155 HC2602 20250808 ... 3416 3444 HC
156 156 HC2603 20250808 ... 3420 3451 HC
157 157 HC2604 20250808 ... 3432 3451 HC
158 158 HC2605 20250808 ... 3428 3452 HC
159 159 HC2606 20250808 ... 3438 3462 HC
160 160 HC2607 20250808 ... 3442 3461 HC
161 161 SS2508 20250808 ... 12985 12965 SS
162 162 SS2509 20250808 ... 12985 12960 SS
163 163 SS2510 20250808 ... 13045 13010 SS
164 164 SS2511 20250808 ... 13075 13045 SS
165 165 SS2512 20250808 ... 13100 13070 SS
166 166 SS2601 20250808 ... 13155 13110 SS
167 167 SS2602 20250808 ... 13210 13160 SS
168 168 SS2603 20250808 ... 13255 13225 SS
169 169 SS2604 20250808 ... 13270 13275 SS
170 170 SS2605 20250808 ... 13330 13275 SS
171 171 SS2606 20250808 ... 13355 13310 SS
172 172 SS2607 20250808 ... 13370 13355 SS
173 173 SC2509 20250808 ... 496.4 504.3 SC
174 174 SC2510 20250808 ... 493 499.9 SC
175 175 SC2511 20250808 ... 488 495.2 SC
176 176 SC2512 20250808 ... 483.5 490.8 SC
177 177 SC2601 20250808 ... 481.4 487.5 SC
178 178 SC2602 20250808 ... 478.9 483.3 SC
179 179 SC2603 20250808 ... 476.1 480.4 SC
180 180 SC2604 20250808 ... 474.9 478.2 SC
181 181 SC2605 20250808 ... 473.3 476.2 SC
182 182 SC2606 20250808 ... 472.6 475.3 SC
183 183 SC2607 20250808 ... 472.5 477.4 SC
184 184 SC2608 20250808 ... 468.6 476.4 SC
185 185 SC2609 20250808 ... 468.7 468 SC
186 186 SC2612 20250808 ... 465.3 466.9 SC
187 187 SC2703 20250808 ... 465.9 464.7 SC
188 188 SC2706 20250808 ... 462.5 464.3 SC
189 189 SC2709 20250808 ... 462.1 460.4 SC
190 190 SC2712 20250808 ... 464 464 SC
191 191 SC2803 20250808 ... 460 460.5 SC
192 192 SC2806 20250808 ... 453.6 454 SC
193 193 LU2509 20250808 ... 3477 3520 LU
194 194 LU2510 20250808 ... 3495 3545 LU
195 195 LU2511 20250808 ... 3488 3535 LU
196 196 LU2512 20250808 ... 3472 3506 LU
197 197 LU2601 20250808 ... 3441 3481 LU
198 198 LU2602 20250808 ... 3407 3454 LU
199 199 LU2603 20250808 ... 3408 3439 LU
200 200 LU2604 20250808 ... 3395 3427 LU
201 201 LU2605 20250808 ... 3400 3416 LU
202 202 LU2606 20250808 ... 3395 3412 LU
203 203 LU2607 20250808 ... 3387 3417 LU
204 204 LU2608 20250808 ... 3378 3402 LU
205 205 FU2509 20250808 ... 2799 2833 FU
206 206 FU2510 20250808 ... 2810 2846 FU
207 207 FU2511 20250808 ... 2820 2856 FU
208 208 FU2512 20250808 ... 2820 2851 FU
209 209 FU2601 20250808 ... 2815 2847 FU
210 210 FU2602 20250808 ... 2801 2837 FU
211 211 FU2603 20250808 ... 2793 2828 FU
212 212 FU2604 20250808 ... 2787 2822 FU
213 213 FU2605 20250808 ... 2777 2809 FU
214 214 FU2606 20250808 ... 2765 2801 FU
215 215 FU2607 20250808 ... 2744 2786 FU
216 216 FU2608 20250808 ... 2731 2774 FU
217 217 BU2508 20250808 ... 3538 3559 BU
218 218 BU2509 20250808 ... 3526 3556 BU
219 219 BU2510 20250808 ... 3499 3534 BU
220 220 BU2511 20250808 ... 3463 3498 BU
221 221 BU2512 20250808 ... 3410 3441 BU
222 222 BU2601 20250808 ... 3376 3408 BU
223 223 BU2602 20250808 ... 3370 3395 BU
224 224 BU2603 20250808 ... 3364 3385 BU
225 225 BU2604 20250808 ... 3343 3377 BU
226 226 BU2605 20250808 ... 3348 3366 BU
227 227 BU2606 20250808 ... 3352 3367 BU
228 228 BU2607 20250808 ... 3345 3380 BU
229 229 BU2609 20250808 ... 3336 3367 BU
230 230 BU2612 20250808 ... 3297 3327 BU
231 231 BU2703 20250808 ... 3299 3320 BU
232 232 BU2706 20250808 ... 3304 3339 BU
233 233 BR2508 20250808 ... 11550 11465 BR
234 234 BR2509 20250808 ... 11500 11505 BR
235 235 BR2510 20250808 ... 11485 11500 BR
236 236 BR2511 20250808 ... 11515 11530 BR
237 237 BR2512 20250808 ... 11545 11565 BR
238 238 BR2601 20250808 ... 11590 11605 BR
239 239 BR2602 20250808 ... 11575 11575 BR
240 240 BR2603 20250808 ... 11620 11595 BR
241 241 BR2604 20250808 ... 11645 11700 BR
242 242 BR2605 20250808 ... 11705 11715 BR
243 243 BR2606 20250808 ... 11730 11695 BR
244 244 BR2607 20250808 ... 11800 11765 BR
245 245 RU2508 20250808 ... 14560 14365 RU
246 246 RU2509 20250808 ... 14535 14475 RU
247 247 RU2510 20250808 ... 14560 14505 RU
248 248 RU2511 20250808 ... 14575 14530 RU
249 249 RU2601 20250808 ... 15500 15445 RU
250 250 RU2603 20250808 ... 15555 15485 RU
251 251 RU2604 20250808 ... 15590 15555 RU
252 252 RU2605 20250808 ... 15615 15565 RU
253 253 RU2606 20250808 ... 15615 15660 RU
254 254 RU2607 20250808 ... 15640 15595 RU
255 255 NR2508 20250808 ... 12295 12215 NR
256 256 NR2509 20250808 ... 12345 12290 NR
257 257 NR2510 20250808 ... 12405 12350 NR
258 258 NR2511 20250808 ... 12445 12395 NR
259 259 NR2512 20250808 ... 12460 12410 NR
260 260 NR2601 20250808 ... 12515 12450 NR
261 261 NR2602 20250808 ... 12535 12475 NR
262 262 NR2603 20250808 ... 12605 12545 NR
263 263 NR2604 20250808 ... 12615 12495 NR
264 264 NR2605 20250808 ... 12660 12535 NR
265 265 NR2606 20250808 ... 12745 12585 NR
266 266 NR2607 20250808 ... 12755 12650 NR
267 267 SP2508 20250808 ... 5120 5132 SP
268 268 SP2509 20250808 ... 5182 5174 SP
269 269 SP2510 20250808 ... 5200 5192 SP
270 270 SP2511 20250808 ... 5204 5194 SP
271 271 SP2512 20250808 ... 5208 5198 SP
272 272 SP2601 20250808 ... 5446 5428 SP
273 273 SP2602 20250808 ... 5418 5402 SP
274 274 SP2603 20250808 ... 5418 5408 SP
275 275 SP2604 20250808 ... 5430 5396 SP
276 276 SP2605 20250808 ... 5422 5406 SP
277 277 SP2606 20250808 ... 5426 5416 SP
278 278 SP2607 20250808 ... 5420 5406 SP
279 279 EC2508 20250808 ... 2072.5 2072.4 EC
280 280 EC2510 20250808 ... 1448 1417 EC
281 281 EC2512 20250808 ... 1768.7 1751.9 EC
282 282 EC2602 20250808 ... 1530.4 1506.8 EC
283 283 EC2604 20250808 ... 1361.1 1343.6 EC
284 284 EC2606 20250808 ... 1500.3 1492 EC
285 285 SC_TAS2509 20250808 ... SC_TAS
286 286 SC_TAS2510 20250808 ... SC_TAS
287 287 SC_TAS2511 20250808 ... SC_TAS
288 288 SC_TAS2512 20250808 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 18:26:00,693 - future_1d - INFO - ak.get_shfe_daily('2025-08-08') done
symbol date open ... settle pre_settle variety
0 a2509 20250808 4131.00 ... 4115.00 4128.00 A
1 a2511 20250808 4100.00 ... 4093.00 4099.00 A
2 a2601 20250808 4100.00 ... 4093.00 4100.00 A
3 a2603 20250808 4092.00 ... 4085.00 4090.00 A
4 a2605 20250808 4130.00 ... 4123.00 4128.00 A
5 a2607 20250808 4128.00 ... 4120.00 4124.00 A
6 b2508 20250808 3610.00 ... 3610.00 3616.00 B
7 b2509 20250808 3746.00 ... 3743.00 3730.00 B
8 b2510 20250808 3784.00 ... 3781.00 3764.00 B
9 b2511 20250808 3804.00 ... 3797.00 3783.00 B
10 b2512 20250808 3805.00 ... 3812.00 3797.00 B
11 b2601 20250808 3792.00 ... 3798.00 3785.00 B
12 b2602 20250808 3772.00 ... 3770.00 3759.00 B
13 b2603 20250808 3674.00 ... 3674.00 3672.00 B
14 b2604 20250808 3560.00 ... 3561.00 3548.00 B
15 b2605 20250808 3478.00 ... 3484.00 3475.00 B
16 b2606 20250808 3464.00 ... 3466.00 3458.00 B
17 b2607 20250808 3452.00 ... 3454.00 3445.00 B
18 bb2509 20250808 149.80 ... 148.95 150.65 BB
19 bb2511 20250808 149.15 ... 148.25 149.90 BB
20 bb2601 20250808 149.45 ... 149.05 149.55 BB
21 bb2603 20250808 0.00 ... 147.90 147.90 BB
22 bb2605 20250808 0.00 ... 141.75 142.20 BB
23 bb2607 20250808 0.00 ... 147.50 147.95 BB
24 bz2603 20250808 6259.00 ... 6231.00 6268.00 BZ
25 bz2604 20250808 6189.00 ... 6198.00 6236.00 BZ
26 bz2605 20250808 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250808 6183.00 ... 6183.00 6239.00 BZ
28 bz2607 20250808 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250808 2263.00 ... 2257.00 2266.00 C
30 c2511 20250808 2214.00 ... 2203.00 2214.00 C
31 c2601 20250808 2196.00 ... 2185.00 2194.00 C
32 c2603 20250808 2201.00 ... 2196.00 2200.00 C
33 c2605 20250808 2250.00 ... 2246.00 2248.00 C
34 c2607 20250808 2266.00 ... 2263.00 2265.00 C
35 cs2509 20250808 2663.00 ... 2644.00 2661.00 CS
36 cs2511 20250808 2558.00 ... 2544.00 2560.00 CS
37 cs2601 20250808 2567.00 ... 2554.00 2568.00 CS
38 cs2603 20250808 2559.00 ... 2550.00 2561.00 CS
39 cs2605 20250808 2610.00 ... 2606.00 2613.00 CS
40 cs2607 20250808 2608.00 ... 2611.00 2620.00 CS
41 eb2508 20250808 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250808 7300.00 ... 7268.00 7309.00 EB
43 eb2510 20250808 7310.00 ... 7289.00 7334.00 EB
44 eb2511 20250808 7340.00 ... 7315.00 7351.00 EB
45 eb2512 20250808 7350.00 ... 7325.00 7367.00 EB
46 eb2601 20250808 7359.00 ... 7341.00 7379.00 EB
47 eb2602 20250808 7371.00 ... 7351.00 7387.00 EB
48 eb2603 20250808 7377.00 ... 7357.00 7404.00 EB
49 eb2604 20250808 7393.00 ... 7376.00 7413.00 EB
50 eb2605 20250808 7410.00 ... 7400.00 7411.00 EB
51 eb2606 20250808 7387.00 ... 7387.00 7376.00 EB
52 eb2607 20250808 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250808 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250808 4404.00 ... 4389.00 4412.00 EG
55 eg2510 20250808 4404.00 ... 4399.00 4419.00 EG
56 eg2511 20250808 4418.00 ... 4413.00 4431.00 EG
57 eg2512 20250808 4426.00 ... 4417.00 4443.00 EG
58 eg2601 20250808 4421.00 ... 4424.00 4436.00 EG
59 eg2602 20250808 4429.00 ... 4426.00 4442.00 EG
60 eg2603 20250808 4428.00 ... 4429.00 4445.00 EG
61 eg2604 20250808 4458.00 ... 4458.00 4464.00 EG
62 eg2605 20250808 4473.00 ... 4463.00 4464.00 EG
63 eg2606 20250808 4452.00 ... 4452.00 4470.00 EG
64 eg2607 20250808 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250808 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250808 1254.50 ... 1254.50 1254.00 FB
67 fb2510 20250808 1294.50 ... 1297.00 1296.50 FB
68 fb2511 20250808 1291.50 ... 1289.50 1292.00 FB
69 fb2512 20250808 1292.50 ... 1290.00 1292.50 FB
70 fb2601 20250808 1298.00 ... 1296.00 1297.00 FB
71 fb2602 20250808 1299.50 ... 1298.50 1299.50 FB
72 fb2603 20250808 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250808 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250808 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250808 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250808 0.00 ... 1302.50 1302.50 FB
77 i2508 20250808 0.00 ... 820.00 820.00 I
78 i2509 20250808 793.00 ... 790.00 791.50 I
79 i2510 20250808 793.50 ... 789.50 789.00 I
80 i2511 20250808 787.00 ... 785.00 785.00 I
81 i2512 20250808 783.00 ... 781.00 781.00 I
82 i2601 20250808 775.50 ... 774.00 773.00 I
83 i2602 20250808 772.50 ... 769.00 768.50 I
84 i2603 20250808 765.50 ... 764.50 764.00 I
85 i2604 20250808 761.00 ... 760.00 759.50 I
86 i2605 20250808 753.00 ... 751.50 751.00 I
87 i2606 20250808 748.00 ... 747.00 746.50 I
88 i2607 20250808 743.00 ... 742.00 741.50 I
89 j2508 20250808 0.00 ... 1598.00 1598.00 J
90 j2509 20250808 1663.00 ... 1648.50 1658.00 J
91 j2510 20250808 1674.50 ... 1663.00 1679.00 J
92 j2511 20250808 1701.50 ... 1689.00 1701.50 J
93 j2512 20250808 1717.50 ... 1709.00 1729.00 J
94 j2601 20250808 1738.00 ... 1729.50 1735.50 J
95 j2602 20250808 0.00 ... 1759.00 1759.00 J
96 j2603 20250808 0.00 ... 1784.00 1784.00 J
97 j2604 20250808 0.00 ... 1795.50 1795.50 J
98 j2605 20250808 1822.00 ... 1812.00 1819.00 J
99 j2606 20250808 0.00 ... 1837.50 1837.50 J
100 j2607 20250808 0.00 ... 1830.50 1830.50 J
101 jd2508 20250808 2756.00 ... 2788.00 2751.00 JD
102 jd2509 20250808 3393.00 ... 3373.00 3376.00 JD
103 jd2510 20250808 3292.00 ... 3272.00 3288.00 JD
104 jd2511 20250808 3340.00 ... 3326.00 3336.00 JD
105 jd2512 20250808 3470.00 ... 3444.00 3474.00 JD
106 jd2601 20250808 3575.00 ... 3548.00 3582.00 JD
107 jd2602 20250808 3193.00 ... 3182.00 3191.00 JD
108 jd2603 20250808 3201.00 ... 3184.00 3197.00 JD
109 jd2604 20250808 3358.00 ... 3345.00 3356.00 JD
110 jd2605 20250808 3459.00 ... 3452.00 3463.00 JD
111 jd2606 20250808 3297.00 ... 3293.00 3296.00 JD
112 jd2607 20250808 3512.00 ... 3511.00 3513.00 JD
113 jm2508 20250808 0.00 ... 878.00 878.00 JM
114 jm2509 20250808 1088.00 ... 1066.50 1085.00 JM
115 jm2510 20250808 1146.00 ... 1125.50 1143.00 JM
116 jm2511 20250808 1199.00 ... 1175.00 1184.00 JM
117 jm2512 20250808 1211.00 ... 1200.50 1204.50 JM
118 jm2601 20250808 1228.00 ... 1219.50 1221.00 JM
119 jm2602 20250808 1233.00 ... 1231.00 1233.00 JM
120 jm2603 20250808 1246.00 ... 1239.50 1243.00 JM
121 jm2604 20250808 1249.50 ... 1248.50 1248.50 JM
122 jm2605 20250808 1265.00 ... 1255.00 1257.50 JM
123 jm2606 20250808 1253.00 ... 1260.50 1261.50 JM
124 jm2607 20250808 1284.50 ... 1266.50 1266.50 JM
125 l2508 20250808 0.00 ... 7311.00 7311.00 L
126 l2509 20250808 7300.00 ... 7294.00 7302.00 L
127 l2510 20250808 7315.00 ... 7313.00 7321.00 L
128 l2511 20250808 7340.00 ... 7338.00 7353.00 L
129 l2512 20250808 7355.00 ... 7351.00 7364.00 L
130 l2601 20250808 7364.00 ... 7351.00 7369.00 L
131 l2602 20250808 7351.00 ... 7344.00 7359.00 L
132 l2603 20250808 7351.00 ... 7343.00 7356.00 L
133 l2604 20250808 7370.00 ... 7370.00 7378.00 L
134 l2605 20250808 7361.00 ... 7352.00 7367.00 L
135 l2606 20250808 0.00 ... 7360.00 7360.00 L
136 l2607 20250808 0.00 ... 7373.00 7373.00 L
137 lg2509 20250808 831.50 ... 828.50 833.00 LG
138 lg2511 20250808 844.50 ... 837.50 840.50 LG
139 lg2601 20250808 843.00 ... 841.50 840.50 LG
140 lg2603 20250808 834.50 ... 838.00 838.00 LG
141 lg2605 20250808 834.50 ... 842.00 840.00 LG
142 lg2607 20250808 842.00 ... 838.00 838.00 LG
143 lh2509 20250808 13890.00 ... 13895.00 13825.00 LH
144 lh2511 20250808 14120.00 ... 14140.00 14045.00 LH
145 lh2601 20250808 14350.00 ... 14390.00 14350.00 LH
146 lh2603 20250808 13400.00 ... 13385.00 13355.00 LH
147 lh2605 20250808 13905.00 ... 13915.00 13885.00 LH
148 lh2607 20250808 14405.00 ... 14395.00 14400.00 LH
149 m2508 20250808 3030.00 ... 3030.00 3004.00 M
150 m2509 20250808 3034.00 ... 3040.00 3020.00 M
151 m2511 20250808 3073.00 ... 3076.00 3058.00 M
152 m2512 20250808 3106.00 ... 3111.00 3090.00 M
153 m2601 20250808 3086.00 ... 3088.00 3068.00 M
154 m2603 20250808 2950.00 ... 2957.00 2943.00 M
155 m2605 20250808 2763.00 ... 2765.00 2754.00 M
156 m2607 20250808 2743.00 ... 2745.00 2737.00 M
157 p2508 20250808 0.00 ... 8808.00 8808.00 P
158 p2509 20250808 8964.00 ... 9012.00 8988.00 P
159 p2510 20250808 8956.00 ... 9004.00 8982.00 P
160 p2511 20250808 8966.00 ... 9008.00 8984.00 P
161 p2512 20250808 8962.00 ... 9016.00 8990.00 P
162 p2601 20250808 8970.00 ... 9026.00 8994.00 P
163 p2602 20250808 8978.00 ... 8990.00 8968.00 P
164 p2603 20250808 8940.00 ... 8946.00 8920.00 P
165 p2604 20250808 8868.00 ... 8882.00 8858.00 P
166 p2605 20250808 8776.00 ... 8814.00 8782.00 P
167 p2606 20250808 8762.00 ... 8754.00 8694.00 P
168 p2607 20250808 8686.00 ... 8656.00 8620.00 P
169 pg2508 20250808 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250808 3814.00 ... 3803.00 3837.00 PG
171 pg2510 20250808 4282.00 ... 4272.00 4306.00 PG
172 pg2511 20250808 4208.00 ... 4201.00 4237.00 PG
173 pg2512 20250808 4169.00 ... 4155.00 4187.00 PG
174 pg2601 20250808 4121.00 ... 4109.00 4139.00 PG
175 pg2602 20250808 4055.00 ... 4054.00 4076.00 PG
176 pg2603 20250808 3973.00 ... 3978.00 3995.00 PG
177 pg2604 20250808 4257.00 ... 4265.00 4280.00 PG
178 pg2605 20250808 4167.00 ... 4162.00 4182.00 PG
179 pg2606 20250808 4116.00 ... 4107.00 4131.00 PG
180 pg2607 20250808 4070.00 ... 4059.00 4100.00 PG
181 pp2508 20250808 7021.00 ... 7021.00 7138.00 PP
182 pp2509 20250808 7079.00 ... 7066.00 7074.00 PP
183 pp2510 20250808 7071.00 ... 7061.00 7075.00 PP
184 pp2511 20250808 7090.00 ... 7078.00 7093.00 PP
185 pp2512 20250808 7102.00 ... 7093.00 7110.00 PP
186 pp2601 20250808 7115.00 ... 7096.00 7111.00 PP
187 pp2602 20250808 7087.00 ... 7079.00 7096.00 PP
188 pp2603 20250808 7077.00 ... 7075.00 7093.00 PP
189 pp2604 20250808 7099.00 ... 7089.00 7104.00 PP
190 pp2605 20250808 7105.00 ... 7091.00 7106.00 PP
191 pp2606 20250808 7078.00 ... 7078.00 7088.00 PP
192 pp2607 20250808 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250808 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250808 3563.00 ... 3570.00 3590.00 RR
195 rr2510 20250808 3614.00 ... 3609.00 3615.00 RR
196 rr2511 20250808 3607.00 ... 3612.00 3618.00 RR
197 rr2512 20250808 3611.00 ... 3607.00 3619.00 RR
198 rr2601 20250808 3621.00 ... 3620.00 3626.00 RR
199 rr2602 20250808 3616.00 ... 3610.00 3620.00 RR
200 rr2603 20250808 3608.00 ... 3608.00 3617.00 RR
201 rr2604 20250808 3613.00 ... 3613.00 3618.00 RR
202 rr2605 20250808 3611.00 ... 3610.00 3618.00 RR
203 rr2606 20250808 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250808 0.00 ... 3633.00 3633.00 RR
205 v2508 20250808 4980.00 ... 4955.00 5003.00 V
206 v2509 20250808 5046.00 ... 5005.00 5045.00 V
207 v2510 20250808 5070.00 ... 5040.00 5084.00 V
208 v2511 20250808 5100.00 ... 5072.00 5115.00 V
209 v2512 20250808 5133.00 ... 5107.00 5148.00 V
210 v2601 20250808 5172.00 ... 5137.00 5177.00 V
211 v2602 20250808 5192.00 ... 5160.00 5192.00 V
212 v2603 20250808 5206.00 ... 5185.00 5208.00 V
213 v2604 20250808 5423.00 ... 5427.00 5457.00 V
214 v2605 20250808 5452.00 ... 5451.00 5466.00 V
215 v2606 20250808 5456.00 ... 5468.00 5499.00 V
216 v2607 20250808 5508.00 ... 5495.00 5536.00 V
217 y2508 20250808 0.00 ... 8586.00 8514.00 Y
218 y2509 20250808 8392.00 ... 8408.00 8426.00 Y
219 y2511 20250808 8402.00 ... 8410.00 8430.00 Y
220 y2512 20250808 8422.00 ... 8420.00 8430.00 Y
221 y2601 20250808 8400.00 ... 8396.00 8404.00 Y
222 y2603 20250808 8256.00 ... 8270.00 8278.00 Y
223 y2605 20250808 7970.00 ... 7976.00 7970.00 Y
224 y2607 20250808 7938.00 ... 7948.00 7948.00 Y
[225 rows x 12 columns]
2025-08-15 18:26:01,310 - future_1d - INFO - ak.get_dce_daily('2025-08-08') done
2025-08-15 18:26:03,046 - future_1d - INFO - save future_daily 2025-08-08 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-15 18:26:09,807 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:26:09,875 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-15 18:26:10,104 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:26:10,532 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 18:26:10,640 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-15 18:26:11,221 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
2025-08-15 18:26:12,949 - future_1d - INFO - save future_daily 2025-08-11 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250812 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250812 53150.0 ... 52390.0 51425.0 PS
2 PS2510 20250812 53105.0 ... 52405.0 51535.0 PS
3 PS2511 20250812 52800.0 ... 52395.0 51445.0 PS
4 PS2512 20250812 54780.0 ... 54425.0 53435.0 PS
5 PS2601 20250812 54780.0 ... 54445.0 53615.0 PS
6 PS2602 20250812 54795.0 ... 54565.0 54005.0 PS
7 PS2603 20250812 54900.0 ... 54730.0 54190.0 PS
8 PS2604 20250812 54930.0 ... 54775.0 54525.0 PS
9 PS2605 20250812 54860.0 ... 54730.0 54115.0 PS
10 PS2606 20250812 57700.0 ... 57470.0 56955.0 PS
11 PS2607 20250812 57700.0 ... 57605.0 57055.0 PS
13 SI2508 20250812 0.0 ... 8800.0 8860.0 SI
14 SI2509 20250812 9065.0 ... 8880.0 8895.0 SI
15 SI2510 20250812 9045.0 ... 8905.0 8900.0 SI
16 SI2511 20250812 9050.0 ... 8905.0 8940.0 SI
17 SI2512 20250812 9300.0 ... 9270.0 9255.0 SI
18 SI2601 20250812 9430.0 ... 9270.0 9230.0 SI
19 SI2602 20250812 9365.0 ... 9265.0 9210.0 SI
20 SI2603 20250812 9380.0 ... 9295.0 9240.0 SI
21 SI2604 20250812 9370.0 ... 9285.0 9250.0 SI
22 SI2605 20250812 9435.0 ... 9310.0 9265.0 SI
23 SI2606 20250812 9415.0 ... 9310.0 9280.0 SI
24 SI2607 20250812 9400.0 ... 9330.0 9295.0 SI
27 LC2508 20250812 79000.0 ... 82100.0 77680.0 LC
28 LC2509 20250812 89380.0 ... 85760.0 80540.0 LC
29 LC2510 20250812 88480.0 ... 85800.0 80820.0 LC
30 LC2511 20250812 88800.0 ... 85620.0 80900.0 LC
31 LC2512 20250812 84600.0 ... 84900.0 81100.0 LC
32 LC2601 20250812 88000.0 ... 84420.0 80960.0 LC
33 LC2602 20250812 83380.0 ... 83660.0 81360.0 LC
34 LC2603 20250812 89760.0 ... 83220.0 80880.0 LC
35 LC2604 20250812 87960.0 ... 82780.0 80160.0 LC
36 LC2605 20250812 88600.0 ... 82360.0 80280.0 LC
37 LC2606 20250812 82500.0 ... 81760.0 80200.0 LC
38 LC2607 20250812 83160.0 ... 81580.0 80520.0 LC
[36 rows x 12 columns]
2025-08-15 18:26:20,411 - future_1d - INFO - ak.get_gfex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 SC2509 20250812 495.4 ... 494.3 492.5 SC
1 SC2510 20250812 492.5 ... 492.6 490.1 SC
2 SC2511 20250812 489 ... 489.7 485.8 SC
3 SC2512 20250812 484.5 ... 485.5 481.5 SC
4 SC2601 20250812 480 ... 482.5 478.6 SC
5 SC2602 20250812 477.8 ... 479.9 477 SC
6 SC2603 20250812 476.9 ... 477.9 474.1 SC
7 SC2604 20250812 476 ... 475.7 471.3 SC
8 SC2605 20250812 472.8 ... 474.2 469.4 SC
9 SC2606 20250812 471.4 ... 473.7 468.6 SC
10 SC2607 20250812 467.9 ... 470.7 464.9 SC
11 SC2608 20250812 468.6 ... 470.5 467.3 SC
12 SC2609 20250812 467.7 ... 467.7 466.8 SC
13 SC2612 20250812 473.9 ... 469.4 462 SC
14 SC2703 20250812 463.6 ... 464.6 460.4 SC
15 SC2706 20250812 464 ... 464 460.4 SC
16 SC2709 20250812 462 ... 462.4 457.7 SC
17 SC2712 20250812 ... 458.5 458.5 SC
18 SC2803 20250812 456.3 ... 456.3 456.7 SC
19 SC2806 20250812 454 ... 453.2 452.3 SC
21 LU2509 20250812 3475 ... 3483 3452 LU
22 LU2510 20250812 3500 ... 3499 3469 LU
23 LU2511 20250812 3477 ... 3487 3469 LU
24 LU2512 20250812 3466 ... 3473 3454 LU
25 LU2601 20250812 3432 ... 3445 3432 LU
26 LU2602 20250812 3408 ... 3413 3404 LU
27 LU2603 20250812 3405 ... 3410 3400 LU
28 LU2604 20250812 3407 ... 3405 3396 LU
29 LU2605 20250812 3399 ... 3405 3405 LU
30 LU2606 20250812 3406 ... 3407 3403 LU
31 LU2607 20250812 3392 ... 3406 3395 LU
32 LU2608 20250812 3404 ... 3405 3387 LU
34 NR2508 20250812 12480 ... 12480 12440 NR
35 NR2509 20250812 12635 ... 12560 12520 NR
36 NR2510 20250812 12630 ... 12620 12575 NR
37 NR2511 20250812 12675 ... 12655 12620 NR
38 NR2512 20250812 12715 ... 12690 12660 NR
39 NR2601 20250812 12770 ... 12755 12705 NR
40 NR2602 20250812 12785 ... 12755 12720 NR
41 NR2603 20250812 12800 ... 12775 12745 NR
42 NR2604 20250812 12810 ... 12860 12780 NR
43 NR2605 20250812 12820 ... 12835 12765 NR
44 NR2606 20250812 12895 ... 12895 12840 NR
45 NR2607 20250812 ... 12820 12755 NR
47 BC2508 20250812 69300 ... 69300 69300 BC
48 BC2509 20250812 69880 ... 70120 70120 BC
49 BC2510 20250812 70070 ... 70220 70170 BC
50 BC2511 20250812 70270 ... 70270 70450 BC
51 BC2512 20250812 70000 ... 69990 70240 BC
52 BC2601 20250812 ... 70020 70020 BC
53 BC2602 20250812 ... 70000 70000 BC
54 BC2603 20250812 ... 70000 70000 BC
55 BC2604 20250812 ... 70000 70000 BC
56 BC2605 20250812 ... 70000 70000 BC
57 BC2606 20250812 ... 69340 69340 BC
58 BC2607 20250812 ... 68740 68740 BC
60 EC2508 20250812 2084 ... 2080.6 2080.1 EC
61 EC2510 20250812 1411 ... 1411.7 1438.9 EC
62 EC2512 20250812 1749.9 ... 1720.5 1772.4 EC
63 EC2602 20250812 1530 ... 1516.8 1536.5 EC
64 EC2604 20250812 1345.8 ... 1340.4 1362.4 EC
65 EC2606 20250812 1480 ... 1487.1 1499 EC
68 SC_TAS2509 20250812 ... SC_TAS
69 SC_TAS2510 20250812 ... SC_TAS
70 SC_TAS2511 20250812 ... SC_TAS
71 SC_TAS2512 20250812 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:26:20,525 - future_1d - INFO - ak.get_ine_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 IC2508 20250812 6372.200 ... 6405.200 6376.200 IC
1 IC2509 20250812 6301.000 ... 6338.800 6309.600 IC
2 IC2512 20250812 6154.600 ... 6182.600 6154.600 IC
3 IC2603 20250812 6012.800 ... 6047.600 6018.800 IC
4 IF2508 20250812 4115.000 ... 4141.200 4123.000 IF
5 IF2509 20250812 4109.600 ... 4128.600 4110.200 IF
6 IF2512 20250812 4076.000 ... 4099.600 4081.200 IF
7 IF2603 20250812 4046.200 ... 4068.000 4048.800 IF
8 IH2508 20250812 2789.200 ... 2808.800 2792.400 IH
9 IH2509 20250812 2790.400 ... 2809.000 2792.600 IH
10 IH2512 20250812 2791.600 ... 2810.000 2793.600 IH
11 IH2603 20250812 2792.000 ... 2809.400 2793.200 IH
12 IM2508 20250812 6926.000 ... 6950.800 6933.000 IM
13 IM2509 20250812 6852.200 ... 6879.800 6862.400 IM
14 IM2512 20250812 6661.200 ... 6689.800 6674.400 IM
15 IM2603 20250812 6484.800 ... 6507.400 6492.800 IM
16 T2509 20250812 108.455 ... 108.410 108.465 T
17 T2512 20250812 108.355 ... 108.290 108.365 T
18 T2603 20250812 108.170 ... 108.080 108.170 T
19 TF2509 20250812 105.720 ... 105.695 105.720 TF
20 TF2512 20250812 105.735 ... 105.720 105.755 TF
21 TF2603 20250812 105.795 ... 105.745 105.785 TF
22 TL2509 20250812 118.460 ... 118.150 118.510 TL
23 TL2512 20250812 118.090 ... 117.740 118.090 TL
24 TL2603 20250812 117.820 ... 117.370 117.790 TL
25 TS2509 20250812 102.360 ... 102.338 102.354 TS
26 TS2512 20250812 102.386 ... 102.374 102.396 TS
27 TS2603 20250812 102.372 ... 102.356 102.372 TS
[28 rows x 12 columns]
2025-08-15 18:26:20,711 - future_1d - INFO - ak.get_cffex_daily('2025-08-12') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250812 8145.0 8198.0 ... 291104.27 8164.0 8125.0 AP
1 AP511 20250812 7828.0 7902.0 ... 2403.13 7879.0 7850.0 AP
2 AP512 20250812 7915.0 7922.0 ... 261.04 7910.0 7873.0 AP
3 AP601 20250812 7920.0 7994.0 ... 27343.68 7967.0 7957.0 AP
4 AP603 20250812 7802.0 7906.0 ... 141.85 7880.0 7852.0 AP
5 AP604 20250812 7917.0 7950.0 ... 95.11 7926.0 7895.0 AP
6 AP605 20250812 7892.0 8010.0 ... 638.49 7981.0 7962.0 AP
7 CF509 20250812 13695.0 13740.0 ... 656350.85 13715.0 13700.0 CF
8 CF511 20250812 13770.0 13855.0 ... 183711.05 13810.0 13760.0 CF
9 CF601 20250812 13880.0 13990.0 ... 1283189.33 13935.0 13870.0 CF
10 CF603 20250812 13860.0 13940.0 ... 1666.02 13885.0 13820.0 CF
11 CF605 20250812 13820.0 13920.0 ... 62525.84 13875.0 13825.0 CF
12 CF607 20250812 13865.0 13925.0 ... 416.79 13895.0 13830.0 CF
13 CJ509 20250812 10515.0 10515.0 ... 38498.22 10400.0 10490.0 CJ
14 CJ512 20250812 11505.0 11525.0 ... 15244.95 11420.0 11525.0 CJ
15 CJ601 20250812 11640.0 11645.0 ... 1101582.32 11545.0 11655.0 CJ
16 CJ603 20250812 11715.0 11735.0 ... 17394.80 11605.0 11730.0 CJ
17 CJ605 20250812 11835.0 11845.0 ... 194585.72 11740.0 11845.0 CJ
18 CJ607 20250812 12050.0 12050.0 ... 1444.04 11935.0 12015.0 CJ
19 CY508 20250812 0.0 0.0 ... 0.00 20160.0 19955.0 CY
20 CY509 20250812 19915.0 20000.0 ... 5050.78 19965.0 19925.0 CY
21 CY510 20250812 20500.0 20500.0 ... 10.25 20500.0 20015.0 CY
22 CY511 20250812 19810.0 20030.0 ... 77386.98 19920.0 19715.0 CY
23 CY512 20250812 19660.0 19660.0 ... 19.66 19660.0 19650.0 CY
24 CY601 20250812 19850.0 19995.0 ... 2049.40 19895.0 19755.0 CY
25 CY602 20250812 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250812 20320.0 20320.0 ... 10.16 20320.0 20180.0 CY
27 CY604 20250812 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250812 20170.0 20170.0 ... 30.14 20095.0 19955.0 CY
29 CY606 20250812 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250812 0.0 0.0 ... 0.00 20285.0 20280.0 CY
31 FG508 20250812 1050.0 1050.0 ... 104.40 1044.0 1056.0 FG
32 FG509 20250812 1067.0 1092.0 ... 3007612.69 1067.0 1068.0 FG
33 FG510 20250812 1160.0 1196.0 ... 206394.46 1172.0 1163.0 FG
34 FG511 20250812 1158.0 1189.0 ... 279350.69 1164.0 1155.0 FG
35 FG512 20250812 1228.0 1276.0 ... 135596.54 1243.0 1227.0 FG
36 FG601 20250812 1216.0 1270.0 ... 6050472.04 1233.0 1214.0 FG
37 FG602 20250812 1232.0 1318.0 ... 3098.06 1276.0 1266.0 FG
38 FG603 20250812 1271.0 1318.0 ... 3186.21 1287.0 1264.0 FG
39 FG604 20250812 1312.0 1360.0 ... 1729.30 1332.0 1309.0 FG
40 FG605 20250812 1307.0 1357.0 ... 99309.10 1322.0 1303.0 FG
41 FG606 20250812 1337.0 1374.0 ... 2745.81 1345.0 1325.0 FG
42 FG607 20250812 1332.0 1369.0 ... 1729.84 1341.0 1322.0 FG
43 JR509 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250812 0.0 0.0 ... 0.00 2338.0 2337.0 MA
53 MA509 20250812 2393.0 2397.0 ... 655315.68 2386.0 2385.0 MA
54 MA510 20250812 2419.0 2427.0 ... 112728.89 2415.0 2413.0 MA
55 MA511 20250812 2442.0 2448.0 ... 146040.81 2435.0 2434.0 MA
56 MA512 20250812 2473.0 2480.0 ... 42106.69 2469.0 2464.0 MA
57 MA601 20250812 2485.0 2498.0 ... 491117.93 2486.0 2479.0 MA
58 MA602 20250812 2489.0 2496.0 ... 69.71 2490.0 2483.0 MA
59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:26:21,023 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250812 ... 78940 78960 CU
1 1 CU2509 20250812 ... 78940 78920 CU
2 2 CU2510 20250812 ... 78970 78930 CU
3 3 CU2511 20250812 ... 78960 78910 CU
4 4 CU2512 20250812 ... 78940 78920 CU
5 5 CU2601 20250812 ... 78920 78890 CU
6 6 CU2602 20250812 ... 78880 78920 CU
7 7 CU2603 20250812 ... 78920 78860 CU
8 8 CU2604 20250812 ... 78920 78900 CU
9 9 CU2605 20250812 ... 78900 78870 CU
10 10 CU2606 20250812 ... 78920 78860 CU
11 11 CU2607 20250812 ... 78950 78790 CU
12 12 BC2508 20250812 ... 69300 69300 BC
13 13 BC2509 20250812 ... 70120 70120 BC
14 14 BC2510 20250812 ... 70220 70170 BC
15 15 BC2511 20250812 ... 70270 70450 BC
16 16 BC2512 20250812 ... 69990 70240 BC
17 17 BC2601 20250812 ... 70020 70020 BC
18 18 BC2602 20250812 ... 70000 70000 BC
19 19 BC2603 20250812 ... 70000 70000 BC
20 20 BC2604 20250812 ... 70000 70000 BC
21 21 BC2605 20250812 ... 70000 70000 BC
22 22 BC2606 20250812 ... 69340 69340 BC
23 23 BC2607 20250812 ... 68740 68740 BC
24 24 AL2508 20250812 ... 20665 20690 AL
25 25 AL2509 20250812 ... 20660 20675 AL
26 26 AL2510 20250812 ... 20645 20655 AL
27 27 AL2511 20250812 ... 20625 20615 AL
28 28 AL2512 20250812 ... 20575 20570 AL
29 29 AL2601 20250812 ... 20560 20550 AL
30 30 AL2602 20250812 ... 20565 20550 AL
31 31 AL2603 20250812 ... 20605 20585 AL
32 32 AL2604 20250812 ... 20615 20600 AL
33 33 AL2605 20250812 ... 20610 20615 AL
34 34 AL2606 20250812 ... 20620 20625 AL
35 35 AL2607 20250812 ... 20650 20630 AL
36 36 ZN2508 20250812 ... 22545 22565 ZN
37 37 ZN2509 20250812 ... 22545 22560 ZN
38 38 ZN2510 20250812 ... 22570 22585 ZN
39 39 ZN2511 20250812 ... 22585 22600 ZN
40 40 ZN2512 20250812 ... 22560 22595 ZN
41 41 ZN2601 20250812 ... 22535 22550 ZN
42 42 ZN2602 20250812 ... 22495 22545 ZN
43 43 ZN2603 20250812 ... 22505 22520 ZN
44 44 ZN2604 20250812 ... 22540 22535 ZN
45 45 ZN2605 20250812 ... 22530 22555 ZN
46 46 ZN2606 20250812 ... 22510 22535 ZN
47 47 ZN2607 20250812 ... 22510 22520 ZN
48 48 PB2508 20250812 ... 16875 16845 PB
49 49 PB2509 20250812 ... 16920 16885 PB
50 50 PB2510 20250812 ... 16930 16895 PB
51 51 PB2511 20250812 ... 16955 16920 PB
52 52 PB2512 20250812 ... 16955 16950 PB
53 53 PB2601 20250812 ... 16990 16975 PB
54 54 PB2602 20250812 ... 17000 17000 PB
55 55 PB2603 20250812 ... 17030 17030 PB
56 56 PB2604 20250812 ... 17030 17000 PB
57 57 PB2605 20250812 ... 17075 16985 PB
58 58 PB2606 20250812 ... 17075 17020 PB
59 59 PB2607 20250812 ... 17060 17060 PB
60 60 NI2508 20250812 ... 121980 121670 NI
61 61 NI2509 20250812 ... 122630 121630 NI
62 62 NI2510 20250812 ... 122780 121840 NI
63 63 NI2511 20250812 ... 123030 122060 NI
64 64 NI2512 20250812 ... 123270 122310 NI
65 65 NI2601 20250812 ... 123480 122550 NI
66 66 NI2602 20250812 ... 123680 123080 NI
67 67 NI2603 20250812 ... 124050 123270 NI
68 68 NI2604 20250812 ... 124260 123570 NI
69 69 NI2605 20250812 ... 124570 123750 NI
70 70 NI2606 20250812 ... 124840 124100 NI
71 71 NI2607 20250812 ... 125050 124380 NI
72 72 SN2508 20250812 ... 268890 267200 SN
73 73 SN2509 20250812 ... 270410 267960 SN
74 74 SN2510 20250812 ... 270600 268200 SN
75 75 SN2511 20250812 ... 270550 268170 SN
76 76 SN2512 20250812 ... 270460 268250 SN
77 77 SN2601 20250812 ... 270640 268540 SN
78 78 SN2602 20250812 ... 270740 268300 SN
79 79 SN2603 20250812 ... 271330 269240 SN
80 80 SN2604 20250812 ... 271490 269640 SN
81 81 SN2605 20250812 ... 271490 269900 SN
82 82 SN2606 20250812 ... 270900 269740 SN
83 83 SN2607 20250812 ... 270450 269050 SN
84 84 AO2508 20250812 ... 3216 3172 AO
85 85 AO2509 20250812 ... 3260 3176 AO
86 86 AO2510 20250812 ... 3269 3182 AO
87 87 AO2511 20250812 ... 3271 3194 AO
88 88 AO2512 20250812 ... 3294 3203 AO
89 89 AO2601 20250812 ... 3311 3211 AO
90 90 AO2602 20250812 ... 3314 3208 AO
91 91 AO2603 20250812 ... 3323 3210 AO
92 92 AO2604 20250812 ... 3323 3218 AO
93 93 AO2605 20250812 ... 3321 3218 AO
94 94 AO2606 20250812 ... 3311 3220 AO
95 95 AO2607 20250812 ... 3318 3211 AO
96 96 AD2511 20250812 ... 20090 20105 AD
97 97 AD2512 20250812 ... 20085 20100 AD
98 98 AD2601 20250812 ... 20070 20045 AD
99 99 AD2602 20250812 ... 19955 19950 AD
100 100 AD2603 20250812 ... 19940 19940 AD
101 101 AD2604 20250812 ... 19920 19925 AD
102 102 AD2605 20250812 ... 19785 19845 AD
103 103 AD2606 20250812 ... 19745 19825 AD
104 104 AD2607 20250812 ... 19830 19830 AD
105 105 AU2508 20250812 ... 775.08 783.02 AU
106 106 AU2509 20250812 ... 775.98 783.54 AU
107 107 AU2510 20250812 ... 777.1 784.8 AU
108 108 AU2512 20250812 ... 779.2 786.54 AU
109 109 AU2602 20250812 ... 781.38 788.76 AU
110 110 AU2604 20250812 ... 783.54 790.9 AU
111 111 AU2606 20250812 ... 785.82 792.56 AU
112 112 AU2608 20250812 ... 787.96 794.88 AU
113 113 AG2508 20250812 ... 9154 9220 AG
114 114 AG2509 20250812 ... 9158 9230 AG
115 115 AG2510 20250812 ... 9169 9244 AG
116 116 AG2511 20250812 ... 9184 9255 AG
117 117 AG2512 20250812 ... 9196 9263 AG
118 118 AG2601 20250812 ... 9206 9277 AG
119 119 AG2602 20250812 ... 9219 9292 AG
120 120 AG2603 20250812 ... 9230 9294 AG
121 121 AG2604 20250812 ... 9244 9313 AG
122 122 AG2605 20250812 ... 9255 9324 AG
123 123 AG2606 20250812 ... 9271 9332 AG
124 124 AG2607 20250812 ... 9283 9343 AG
125 125 RB2508 20250812 ... 3215 3200 RB
126 126 RB2509 20250812 ... 3228 3203 RB
127 127 RB2510 20250812 ... 3252 3227 RB
128 128 RB2511 20250812 ... 3271 3244 RB
129 129 RB2512 20250812 ... 3310 3280 RB
130 130 RB2601 20250812 ... 3328 3295 RB
131 131 RB2602 20250812 ... 3324 3294 RB
132 132 RB2603 20250812 ... 3338 3308 RB
133 133 RB2604 20250812 ... 3348 3323 RB
134 134 RB2605 20250812 ... 3356 3321 RB
135 135 RB2606 20250812 ... 3370 3332 RB
136 136 RB2607 20250812 ... 3368 3340 RB
137 137 WR2508 20250812 ... 3212 3212 WR
138 138 WR2509 20250812 ... 3342 3342 WR
139 139 WR2510 20250812 ... 3473 3447 WR
140 140 WR2511 20250812 ... 3480 3480 WR
141 141 WR2512 20250812 ... 3499 3499 WR
142 142 WR2601 20250812 ... 3496 3436 WR
143 143 WR2602 20250812 ... 3523 3523 WR
144 144 WR2603 20250812 ... 3550 3550 WR
145 145 WR2604 20250812 ... 3550 3550 WR
146 146 WR2605 20250812 ... 3479 3478 WR
147 147 WR2606 20250812 ... 3599 3599 WR
148 148 WR2607 20250812 ... 3648 3634 WR
149 149 HC2508 20250812 ... 3436 3436 HC
150 150 HC2509 20250812 ... 3488 3456 HC
151 151 HC2510 20250812 ... 3474 3436 HC
152 152 HC2511 20250812 ... 3469 3433 HC
153 153 HC2512 20250812 ... 3472 3436 HC
154 154 HC2601 20250812 ... 3470 3435 HC
155 155 HC2602 20250812 ... 3470 3434 HC
156 156 HC2603 20250812 ... 3469 3436 HC
157 157 HC2604 20250812 ... 3477 3441 HC
158 158 HC2605 20250812 ... 3478 3437 HC
159 159 HC2606 20250812 ... 3481 3451 HC
160 160 HC2607 20250812 ... 3479 3445 HC
161 161 SS2508 20250812 ... 13150 13030 SS
162 162 SS2509 20250812 ... 13135 13075 SS
163 163 SS2510 20250812 ... 13215 13150 SS
164 164 SS2511 20250812 ... 13260 13200 SS
165 165 SS2512 20250812 ... 13305 13250 SS
166 166 SS2601 20250812 ... 13365 13295 SS
167 167 SS2602 20250812 ... 13380 13360 SS
168 168 SS2603 20250812 ... 13440 13390 SS
169 169 SS2604 20250812 ... 13485 13415 SS
170 170 SS2605 20250812 ... 13535 13455 SS
171 171 SS2606 20250812 ... 13560 13480 SS
172 172 SS2607 20250812 ... 13595 13545 SS
173 173 SC2509 20250812 ... 494.3 492.5 SC
174 174 SC2510 20250812 ... 492.6 490.1 SC
175 175 SC2511 20250812 ... 489.7 485.8 SC
176 176 SC2512 20250812 ... 485.5 481.5 SC
177 177 SC2601 20250812 ... 482.5 478.6 SC
178 178 SC2602 20250812 ... 479.9 477 SC
179 179 SC2603 20250812 ... 477.9 474.1 SC
180 180 SC2604 20250812 ... 475.7 471.3 SC
181 181 SC2605 20250812 ... 474.2 469.4 SC
182 182 SC2606 20250812 ... 473.7 468.6 SC
183 183 SC2607 20250812 ... 470.7 464.9 SC
184 184 SC2608 20250812 ... 470.5 467.3 SC
185 185 SC2609 20250812 ... 467.7 466.8 SC
186 186 SC2612 20250812 ... 469.4 462 SC
187 187 SC2703 20250812 ... 464.6 460.4 SC
188 188 SC2706 20250812 ... 464 460.4 SC
189 189 SC2709 20250812 ... 462.4 457.7 SC
190 190 SC2712 20250812 ... 458.5 458.5 SC
191 191 SC2803 20250812 ... 456.3 456.7 SC
192 192 SC2806 20250812 ... 453.2 452.3 SC
193 193 LU2509 20250812 ... 3483 3452 LU
194 194 LU2510 20250812 ... 3499 3469 LU
195 195 LU2511 20250812 ... 3487 3469 LU
196 196 LU2512 20250812 ... 3473 3454 LU
197 197 LU2601 20250812 ... 3445 3432 LU
198 198 LU2602 20250812 ... 3413 3404 LU
199 199 LU2603 20250812 ... 3410 3400 LU
200 200 LU2604 20250812 ... 3405 3396 LU
201 201 LU2605 20250812 ... 3405 3405 LU
202 202 LU2606 20250812 ... 3407 3403 LU
203 203 LU2607 20250812 ... 3406 3395 LU
204 204 LU2608 20250812 ... 3405 3387 LU
205 205 FU2509 20250812 ... 2769 2774 FU
206 206 FU2510 20250812 ... 2781 2780 FU
207 207 FU2511 20250812 ... 2788 2787 FU
208 208 FU2512 20250812 ... 2794 2792 FU
209 209 FU2601 20250812 ... 2796 2793 FU
210 210 FU2602 20250812 ... 2788 2781 FU
211 211 FU2603 20250812 ... 2780 2770 FU
212 212 FU2604 20250812 ... 2775 2766 FU
213 213 FU2605 20250812 ... 2764 2758 FU
214 214 FU2606 20250812 ... 2757 2748 FU
215 215 FU2607 20250812 ... 2735 2724 FU
216 216 FU2608 20250812 ... 2722 2710 FU
217 217 BU2508 20250812 ... 3406 3406 BU
218 218 BU2509 20250812 ... 3535 3518 BU
219 219 BU2510 20250812 ... 3504 3486 BU
220 220 BU2511 20250812 ... 3462 3450 BU
221 221 BU2512 20250812 ... 3405 3391 BU
222 222 BU2601 20250812 ... 3370 3363 BU
223 223 BU2602 20250812 ... 3362 3346 BU
224 224 BU2603 20250812 ... 3335 3332 BU
225 225 BU2604 20250812 ... 3341 3334 BU
226 226 BU2605 20250812 ... 3342 3330 BU
227 227 BU2606 20250812 ... 3332 3318 BU
228 228 BU2607 20250812 ... 3335 3338 BU
229 229 BU2609 20250812 ... 3320 3316 BU
230 230 BU2612 20250812 ... 3285 3289 BU
231 231 BU2703 20250812 ... 3296 3292 BU
232 232 BU2706 20250812 ... 3303 3302 BU
233 233 BR2508 20250812 ... 11820 11820 BR
234 234 BR2509 20250812 ... 11765 11740 BR
235 235 BR2510 20250812 ... 11765 11725 BR
236 236 BR2511 20250812 ... 11785 11735 BR
237 237 BR2512 20250812 ... 11830 11775 BR
238 238 BR2601 20250812 ... 11870 11800 BR
239 239 BR2602 20250812 ... 11895 11660 BR
240 240 BR2603 20250812 ... 11910 11810 BR
241 241 BR2604 20250812 ... 11930 11805 BR
242 242 BR2605 20250812 ... 11960 11895 BR
243 243 BR2606 20250812 ... 12020 11965 BR
244 244 BR2607 20250812 ... 12090 12035 BR
245 245 RU2508 20250812 ... 14730 14710 RU
246 246 RU2509 20250812 ... 14780 14715 RU
247 247 RU2510 20250812 ... 14805 14745 RU
248 248 RU2511 20250812 ... 14810 14760 RU
249 249 RU2601 20250812 ... 15780 15720 RU
250 250 RU2603 20250812 ... 15855 15810 RU
251 251 RU2604 20250812 ... 15890 15825 RU
252 252 RU2605 20250812 ... 15875 15810 RU
253 253 RU2606 20250812 ... 15920 15860 RU
254 254 RU2607 20250812 ... 16010 15880 RU
255 255 NR2508 20250812 ... 12480 12440 NR
256 256 NR2509 20250812 ... 12560 12520 NR
257 257 NR2510 20250812 ... 12620 12575 NR
258 258 NR2511 20250812 ... 12655 12620 NR
259 259 NR2512 20250812 ... 12690 12660 NR
260 260 NR2601 20250812 ... 12755 12705 NR
261 261 NR2602 20250812 ... 12755 12720 NR
262 262 NR2603 20250812 ... 12775 12745 NR
263 263 NR2604 20250812 ... 12860 12780 NR
264 264 NR2605 20250812 ... 12835 12765 NR
265 265 NR2606 20250812 ... 12895 12840 NR
266 266 NR2607 20250812 ... 12820 12755 NR
267 267 SP2508 20250812 ... 5174 5140 SP
268 268 SP2509 20250812 ... 5204 5192 SP
269 269 SP2510 20250812 ... 5234 5212 SP
270 270 SP2511 20250812 ... 5254 5226 SP
271 271 SP2512 20250812 ... 5262 5232 SP
272 272 SP2601 20250812 ... 5480 5460 SP
273 273 SP2602 20250812 ... 5442 5420 SP
274 274 SP2603 20250812 ... 5458 5440 SP
275 275 SP2604 20250812 ... 5458 5428 SP
276 276 SP2605 20250812 ... 5458 5436 SP
277 277 SP2606 20250812 ... 5456 5458 SP
278 278 SP2607 20250812 ... 5446 5434 SP
279 279 EC2508 20250812 ... 2080.6 2080.1 EC
280 280 EC2510 20250812 ... 1411.7 1438.9 EC
281 281 EC2512 20250812 ... 1720.5 1772.4 EC
282 282 EC2602 20250812 ... 1516.8 1536.5 EC
283 283 EC2604 20250812 ... 1340.4 1362.4 EC
284 284 EC2606 20250812 ... 1487.1 1499 EC
285 286 SC_TAS2509 20250812 ... SC_TAS
286 287 SC_TAS2510 20250812 ... SC_TAS
287 288 SC_TAS2511 20250812 ... SC_TAS
288 289 SC_TAS2512 20250812 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 18:26:21,130 - future_1d - INFO - ak.get_shfe_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 a2509 20250812 4080.00 ... 4078.00 4098.00 A
1 a2511 20250812 4067.00 ... 4033.00 4063.00 A
2 a2601 20250812 4055.00 ... 4028.00 4055.00 A
3 a2603 20250812 4048.00 ... 4027.00 4050.00 A
4 a2605 20250812 4088.00 ... 4068.00 4088.00 A
5 a2607 20250812 4080.00 ... 4071.00 4085.00 A
6 b2508 20250812 0.00 ... 3610.00 3610.00 B
7 b2509 20250812 3728.00 ... 3727.00 3726.00 B
8 b2510 20250812 3761.00 ... 3767.00 3766.00 B
9 b2511 20250812 3800.00 ... 3800.00 3790.00 B
10 b2512 20250812 3809.00 ... 3815.00 3798.00 B
11 b2601 20250812 3795.00 ... 3797.00 3788.00 B
12 b2602 20250812 3773.00 ... 3770.00 3763.00 B
13 b2603 20250812 3682.00 ... 3687.00 3670.00 B
14 b2604 20250812 3579.00 ... 3582.00 3561.00 B
15 b2605 20250812 3495.00 ... 3510.00 3488.00 B
16 b2606 20250812 3496.00 ... 3495.00 3472.00 B
17 b2607 20250812 3484.00 ... 3482.00 3461.00 B
18 bb2509 20250812 145.00 ... 145.30 148.20 BB
19 bb2511 20250812 147.10 ... 147.50 145.95 BB
20 bb2601 20250812 148.85 ... 148.50 147.45 BB
21 bb2603 20250812 0.00 ... 146.65 145.65 BB
22 bb2605 20250812 0.00 ... 140.55 139.60 BB
23 bb2607 20250812 0.00 ... 146.30 145.30 BB
24 bz2603 20250812 6230.00 ... 6264.00 6231.00 BZ
25 bz2604 20250812 6193.00 ... 6206.00 6196.00 BZ
26 bz2605 20250812 6242.00 ... 6242.00 6239.00 BZ
27 bz2606 20250812 6233.00 ... 6233.00 6183.00 BZ
28 bz2607 20250812 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250812 2260.00 ... 2259.00 2259.00 C
30 c2511 20250812 2202.00 ... 2193.00 2201.00 C
31 c2601 20250812 2193.00 ... 2187.00 2187.00 C
32 c2603 20250812 2202.00 ... 2203.00 2199.00 C
33 c2605 20250812 2256.00 ... 2256.00 2253.00 C
34 c2607 20250812 2274.00 ... 2276.00 2270.00 C
35 cs2509 20250812 2645.00 ... 2638.00 2638.00 CS
36 cs2511 20250812 2543.00 ... 2536.00 2542.00 CS
37 cs2601 20250812 2562.00 ... 2558.00 2558.00 CS
38 cs2603 20250812 2558.00 ... 2556.00 2555.00 CS
39 cs2605 20250812 2619.00 ... 2618.00 2615.00 CS
40 cs2607 20250812 2625.00 ... 2624.00 2620.00 CS
41 eb2508 20250812 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250812 7275.00 ... 7314.00 7253.00 EB
43 eb2510 20250812 7302.00 ... 7335.00 7277.00 EB
44 eb2511 20250812 7324.00 ... 7359.00 7301.00 EB
45 eb2512 20250812 7346.00 ... 7377.00 7320.00 EB
46 eb2601 20250812 7361.00 ... 7389.00 7336.00 EB
47 eb2602 20250812 7373.00 ... 7408.00 7352.00 EB
48 eb2603 20250812 7430.00 ... 7437.00 7365.00 EB
49 eb2604 20250812 7439.00 ... 7448.00 7382.00 EB
50 eb2605 20250812 7428.00 ... 7452.00 7399.00 EB
51 eb2606 20250812 7424.00 ... 7445.00 7387.00 EB
52 eb2607 20250812 7390.00 ... 7407.00 7376.00 EB
53 eg2508 20250812 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250812 4412.00 ... 4427.00 4404.00 EG
55 eg2510 20250812 4423.00 ... 4435.00 4414.00 EG
56 eg2511 20250812 4439.00 ... 4454.00 4431.00 EG
57 eg2512 20250812 4469.00 ... 4472.00 4440.00 EG
58 eg2601 20250812 4462.00 ... 4473.00 4444.00 EG
59 eg2602 20250812 4482.00 ... 4482.00 4438.00 EG
60 eg2603 20250812 4485.00 ... 4485.00 4450.00 EG
61 eg2604 20250812 4508.00 ... 4510.00 4478.00 EG
62 eg2605 20250812 4501.00 ... 4524.00 4491.00 EG
63 eg2606 20250812 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250812 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250812 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250812 1254.50 ... 1254.50 1255.00 FB
67 fb2510 20250812 1296.00 ... 1293.00 1293.00 FB
68 fb2511 20250812 1340.00 ... 1288.50 1286.50 FB
69 fb2512 20250812 1284.00 ... 1288.50 1285.00 FB
70 fb2601 20250812 1292.00 ... 1290.50 1290.50 FB
71 fb2602 20250812 1298.00 ... 1294.50 1294.00 FB
72 fb2603 20250812 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250812 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250812 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250812 1357.00 ... 1357.00 1339.50 FB
76 fb2607 20250812 0.00 ... 1302.50 1302.50 FB
77 i2508 20250812 815.00 ... 815.00 820.00 I
78 i2509 20250812 798.00 ... 800.50 794.00 I
79 i2510 20250812 799.00 ... 803.00 795.00 I
80 i2511 20250812 796.50 ... 801.00 792.00 I
81 i2512 20250812 794.50 ... 799.50 789.00 I
82 i2601 20250812 790.00 ... 795.00 782.50 I
83 i2602 20250812 785.00 ... 791.00 777.50 I
84 i2603 20250812 779.50 ... 785.50 774.00 I
85 i2604 20250812 778.00 ... 781.50 769.50 I
86 i2605 20250812 770.00 ... 773.50 761.50 I
87 i2606 20250812 763.50 ... 767.50 755.50 I
88 i2607 20250812 759.50 ... 765.50 752.00 I
89 j2508 20250812 0.00 ... 1598.00 1598.00 J
90 j2509 20250812 1690.00 ... 1703.50 1660.50 J
91 j2510 20250812 1704.50 ... 1727.00 1684.00 J
92 j2511 20250812 1728.50 ... 1758.00 1703.00 J
93 j2512 20250812 1748.00 ... 1771.00 1705.00 J
94 j2601 20250812 1757.00 ... 1787.50 1734.00 J
95 j2602 20250812 1842.00 ... 1842.00 1759.00 J
96 j2603 20250812 0.00 ... 1801.50 1801.00 J
97 j2604 20250812 0.00 ... 1842.00 1818.00 J
98 j2605 20250812 1833.00 ... 1862.50 1818.50 J
99 j2606 20250812 1843.50 ... 1877.50 1837.50 J
100 j2607 20250812 1843.50 ... 1843.50 1843.50 J
101 jd2508 20250812 0.00 ... 2790.00 2788.00 JD
102 jd2509 20250812 3270.00 ... 3305.00 3316.00 JD
103 jd2510 20250812 3181.00 ... 3197.00 3212.00 JD
104 jd2511 20250812 3282.00 ... 3285.00 3299.00 JD
105 jd2512 20250812 3420.00 ... 3434.00 3448.00 JD
106 jd2601 20250812 3535.00 ... 3548.00 3555.00 JD
107 jd2602 20250812 3192.00 ... 3202.00 3186.00 JD
108 jd2603 20250812 3187.00 ... 3204.00 3189.00 JD
109 jd2604 20250812 3350.00 ... 3367.00 3350.00 JD
110 jd2605 20250812 3463.00 ... 3476.00 3461.00 JD
111 jd2606 20250812 3303.00 ... 3308.00 3297.00 JD
112 jd2607 20250812 3520.00 ... 3550.00 3518.00 JD
113 jm2508 20250812 1021.00 ... 1021.00 920.00 JM
114 jm2509 20250812 1099.50 ... 1134.00 1076.50 JM
115 jm2510 20250812 1154.00 ... 1190.00 1131.00 JM
116 jm2511 20250812 1215.00 ... 1240.50 1181.50 JM
117 jm2512 20250812 1239.00 ... 1270.50 1209.50 JM
118 jm2601 20250812 1256.00 ... 1283.50 1227.50 JM
119 jm2602 20250812 1252.00 ... 1308.00 1246.50 JM
120 jm2603 20250812 1282.00 ... 1303.00 1255.00 JM
121 jm2604 20250812 1285.00 ... 1306.50 1257.00 JM
122 jm2605 20250812 1288.00 ... 1312.50 1263.50 JM
123 jm2606 20250812 1291.00 ... 1310.50 1269.50 JM
124 jm2607 20250812 1294.00 ... 1321.50 1279.00 JM
125 l2508 20250812 0.00 ... 7256.00 7256.00 L
126 l2509 20250812 7322.00 ... 7328.00 7302.00 L
127 l2510 20250812 7340.00 ... 7351.00 7322.00 L
128 l2511 20250812 7367.00 ... 7373.00 7345.00 L
129 l2512 20250812 7376.00 ... 7388.00 7355.00 L
130 l2601 20250812 7372.00 ... 7383.00 7353.00 L
131 l2602 20250812 7363.00 ... 7378.00 7346.00 L
132 l2603 20250812 7359.00 ... 7383.00 7335.00 L
133 l2604 20250812 7393.00 ... 7398.00 7360.00 L
134 l2605 20250812 7371.00 ... 7390.00 7353.00 L
135 l2606 20250812 7387.00 ... 7387.00 7347.00 L
136 l2607 20250812 0.00 ... 7373.00 7373.00 L
137 lg2509 20250812 833.00 ... 826.00 835.00 LG
138 lg2511 20250812 847.00 ... 846.00 846.00 LG
139 lg2601 20250812 849.00 ... 851.50 849.50 LG
140 lg2603 20250812 857.50 ... 849.50 842.00 LG
141 lg2605 20250812 851.00 ... 850.50 849.50 LG
142 lg2607 20250812 850.50 ... 849.50 848.00 LG
143 lh2509 20250812 13970.00 ... 13995.00 13955.00 LH
144 lh2511 20250812 14140.00 ... 14235.00 14200.00 LH
145 lh2601 20250812 14375.00 ... 14425.00 14405.00 LH
146 lh2603 20250812 13380.00 ... 13415.00 13415.00 LH
147 lh2605 20250812 13960.00 ... 13970.00 13980.00 LH
148 lh2607 20250812 14440.00 ... 14435.00 14435.00 LH
149 m2508 20250812 3011.00 ... 3012.00 3016.00 M
150 m2509 20250812 3015.00 ... 3017.00 3023.00 M
151 m2511 20250812 3040.00 ... 3051.00 3055.00 M
152 m2512 20250812 3084.00 ... 3092.00 3089.00 M
153 m2601 20250812 3072.00 ... 3074.00 3069.00 M
154 m2603 20250812 2950.00 ... 2963.00 2954.00 M
155 m2605 20250812 2783.00 ... 2790.00 2769.00 M
156 m2607 20250812 2755.00 ... 2767.00 2748.00 M
157 p2508 20250812 0.00 ... 8802.00 8802.00 P
158 p2509 20250812 9246.00 ... 9294.00 9078.00 P
159 p2510 20250812 9222.00 ... 9288.00 9086.00 P
160 p2511 20250812 9218.00 ... 9312.00 9130.00 P
161 p2512 20250812 9244.00 ... 9320.00 9120.00 P
162 p2601 20250812 9254.00 ... 9334.00 9106.00 P
163 p2602 20250812 9218.00 ... 9274.00 9126.00 P
164 p2603 20250812 9180.00 ... 9228.00 9034.00 P
165 p2604 20250812 9074.00 ... 9108.00 8978.00 P
166 p2605 20250812 8998.00 ... 9030.00 8882.00 P
167 p2606 20250812 8910.00 ... 8938.00 8802.00 P
168 p2607 20250812 8800.00 ... 8854.00 8738.00 P
169 pg2508 20250812 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250812 3805.00 ... 3813.00 3788.00 PG
171 pg2510 20250812 4285.00 ... 4287.00 4263.00 PG
172 pg2511 20250812 4226.00 ... 4221.00 4195.00 PG
173 pg2512 20250812 4173.00 ... 4181.00 4153.00 PG
174 pg2601 20250812 4136.00 ... 4137.00 4106.00 PG
175 pg2602 20250812 4069.00 ... 4080.00 4053.00 PG
176 pg2603 20250812 3989.00 ... 3998.00 3976.00 PG
177 pg2604 20250812 4279.00 ... 4280.00 4263.00 PG
178 pg2605 20250812 4185.00 ... 4189.00 4167.00 PG
179 pg2606 20250812 4125.00 ... 4132.00 4123.00 PG
180 pg2607 20250812 4063.00 ... 4081.00 4065.00 PG
181 pp2508 20250812 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250812 7102.00 ... 7098.00 7076.00 PP
183 pp2510 20250812 7088.00 ... 7092.00 7071.00 PP
184 pp2511 20250812 7105.00 ... 7102.00 7085.00 PP
185 pp2512 20250812 7117.00 ... 7116.00 7100.00 PP
186 pp2601 20250812 7123.00 ... 7126.00 7102.00 PP
187 pp2602 20250812 7103.00 ... 7104.00 7084.00 PP
188 pp2603 20250812 7098.00 ... 7101.00 7090.00 PP
189 pp2604 20250812 7104.00 ... 7104.00 7101.00 PP
190 pp2605 20250812 7114.00 ... 7117.00 7102.00 PP
191 pp2606 20250812 7098.00 ... 7102.00 7086.00 PP
192 pp2607 20250812 0.00 ... 7095.00 7093.00 PP
193 rr2508 20250812 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250812 3580.00 ... 3571.00 3575.00 RR
195 rr2510 20250812 3617.00 ... 3612.00 3613.00 RR
196 rr2511 20250812 3618.00 ... 3613.00 3616.00 RR
197 rr2512 20250812 3616.00 ... 3610.00 3611.00 RR
198 rr2601 20250812 3623.00 ... 3620.00 3618.00 RR
199 rr2602 20250812 0.00 ... 3611.00 3611.00 RR
200 rr2603 20250812 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250812 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250812 3617.00 ... 3614.00 3615.00 RR
203 rr2606 20250812 3627.00 ... 3627.00 3627.00 RR
204 rr2607 20250812 0.00 ... 3633.00 3633.00 RR
205 v2508 20250812 4970.00 ... 4980.00 4962.00 V
206 v2509 20250812 5019.00 ... 5035.00 5003.00 V
207 v2510 20250812 5056.00 ... 5075.00 5042.00 V
208 v2511 20250812 5090.00 ... 5105.00 5078.00 V
209 v2512 20250812 5132.00 ... 5140.00 5116.00 V
210 v2601 20250812 5160.00 ... 5181.00 5145.00 V
211 v2602 20250812 5192.00 ... 5232.00 5174.00 V
212 v2603 20250812 5218.00 ... 5270.00 5200.00 V
213 v2604 20250812 5466.00 ... 5493.00 5435.00 V
214 v2605 20250812 5480.00 ... 5504.00 5469.00 V
215 v2606 20250812 5516.00 ... 5534.00 5488.00 V
216 v2607 20250812 5551.00 ... 5571.00 5520.00 V
217 y2508 20250812 9148.00 ... 9148.00 8636.00 Y
218 y2509 20250812 8486.00 ... 8464.00 8410.00 Y
219 y2511 20250812 8480.00 ... 8482.00 8422.00 Y
220 y2512 20250812 8478.00 ... 8476.00 8430.00 Y
221 y2601 20250812 8440.00 ... 8450.00 8400.00 Y
222 y2603 20250812 8344.00 ... 8326.00 8284.00 Y
223 y2605 20250812 8050.00 ... 8038.00 7986.00 Y
224 y2607 20250812 7992.00 ... 8028.00 7960.00 Y
[225 rows x 12 columns]
2025-08-15 18:26:21,667 - future_1d - INFO - ak.get_dce_daily('2025-08-12') done
2025-08-15 18:26:23,404 - future_1d - INFO - save future_daily 2025-08-12 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-15 18:26:27,101 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:26:27,169 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-15 18:26:27,358 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:26:27,654 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-15 18:26:27,752 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-15 18:26:28,230 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
2025-08-15 18:26:29,962 - future_1d - INFO - save future_daily 2025-08-13 completed
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]
2025-08-15 18:26:38,664 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 SC2509 20250814 490.2 ... 483.6 490.5 SC
1 SC2510 20250814 490.6 ... 485.9 490.2 SC
2 SC2511 20250814 487.3 ... 483.4 487 SC
3 SC2512 20250814 483.8 ... 480.2 483.1 SC
4 SC2601 20250814 482 ... 478.5 480.4 SC
5 SC2602 20250814 478 ... 477.2 477.7 SC
6 SC2603 20250814 476.5 ... 475.5 475.5 SC
7 SC2604 20250814 474.9 ... 474.5 474.4 SC
8 SC2605 20250814 473 ... 473 472.2 SC
9 SC2606 20250814 472.9 ... 473.1 472.3 SC
10 SC2607 20250814 470.3 ... 470.6 468.1 SC
11 SC2608 20250814 470 ... 469.4 467.7 SC
12 SC2609 20250814 467 ... 467.5 467.7 SC
13 SC2612 20250814 ... 464 458.5 SC
14 SC2703 20250814 460.8 ... 464.2 457.9 SC
15 SC2706 20250814 ... 457 456.9 SC
16 SC2709 20250814 457 ... 458 458.1 SC
17 SC2712 20250814 ... 458.5 458.5 SC
18 SC2803 20250814 ... 456.3 456.3 SC
19 SC2806 20250814 451.1 ... 450.5 450.8 SC
21 LU2509 20250814 3442 ... 3436 3443 LU
22 LU2510 20250814 3465 ... 3451 3457 LU
23 LU2511 20250814 3453 ... 3447 3451 LU
24 LU2512 20250814 3445 ... 3437 3443 LU
25 LU2601 20250814 3432 ... 3425 3427 LU
26 LU2602 20250814 3405 ... 3407 3404 LU
27 LU2603 20250814 3409 ... 3400 3395 LU
28 LU2604 20250814 3402 ... 3394 3395 LU
29 LU2605 20250814 3395 ... 3395 3398 LU
30 LU2606 20250814 3390 ... 3390 3393 LU
31 LU2607 20250814 3400 ... 3397 3388 LU
32 LU2608 20250814 3379 ... 3377 3387 LU
34 NR2508 20250814 12545 ... 12485 12480 NR
35 NR2509 20250814 12505 ... 12555 12635 NR
36 NR2510 20250814 12570 ... 12620 12705 NR
37 NR2511 20250814 12605 ... 12650 12730 NR
38 NR2512 20250814 12655 ... 12675 12775 NR
39 NR2601 20250814 12720 ... 12740 12820 NR
40 NR2602 20250814 12665 ... 12765 12780 NR
41 NR2603 20250814 12820 ... 12800 12755 NR
42 NR2604 20250814 12855 ... 12840 12845 NR
43 NR2605 20250814 12800 ... 12850 12905 NR
44 NR2606 20250814 ... 12760 12955 NR
45 NR2607 20250814 ... 12830 12970 NR
47 BC2508 20250814 69300 ... 69300 69300 BC
48 BC2509 20250814 70380 ... 70290 70540 BC
49 BC2510 20250814 70550 ... 70390 70620 BC
50 BC2511 20250814 ... 70620 70720 BC
51 BC2512 20250814 70000 ... 70000 70490 BC
52 BC2601 20250814 ... 70250 70250 BC
53 BC2602 20250814 ... 70710 70710 BC
54 BC2603 20250814 70120 ... 70230 70000 BC
55 BC2604 20250814 70260 ... 70350 70000 BC
56 BC2605 20250814 ... 70920 71210 BC
57 BC2606 20250814 ... 69790 69790 BC
58 BC2607 20250814 ... 69370 69120 BC
60 EC2508 20250814 2068.1 ... 2081.8 2082.7 EC
61 EC2510 20250814 1346.9 ... 1358.7 1361.9 EC
62 EC2512 20250814 1705.2 ... 1725.5 1695.7 EC
63 EC2602 20250814 1478.2 ... 1520.8 1493.8 EC
64 EC2604 20250814 1320 ... 1341.3 1328.9 EC
65 EC2606 20250814 1465 ... 1487.4 1475 EC
68 SC_TAS2509 20250814 ... SC_TAS
69 SC_TAS2510 20250814 ... SC_TAS
70 SC_TAS2511 20250814 ... SC_TAS
71 SC_TAS2512 20250814 ... SC_TAS
[66 rows x 12 columns]
2025-08-15 18:26:38,727 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 IC2508 20250814 6522.000 ... 6451.000 6503.800 IC
1 IC2509 20250814 6466.000 ... 6396.200 6444.400 IC
2 IC2512 20250814 6317.400 ... 6258.200 6297.200 IC
3 IC2603 20250814 6186.200 ... 6135.200 6170.200 IC
4 IF2508 20250814 4184.000 ... 4184.600 4175.400 IF
5 IF2509 20250814 4179.600 ... 4176.000 4164.600 IF
6 IF2512 20250814 4148.200 ... 4149.600 4137.400 IF
7 IF2603 20250814 4122.000 ... 4122.800 4107.400 IF
8 IH2508 20250814 2823.000 ... 2836.200 2815.000 IH
9 IH2509 20250814 2823.000 ... 2836.800 2816.000 IH
10 IH2512 20250814 2824.200 ... 2837.800 2817.600 IH
11 IH2603 20250814 2828.000 ... 2836.200 2819.400 IH
12 IM2508 20250814 7072.000 ... 7004.000 7060.800 IM
13 IM2509 20250814 7015.000 ... 6936.200 6995.400 IM
14 IM2512 20250814 6826.200 ... 6762.200 6812.800 IM
15 IM2603 20250814 6672.000 ... 6591.000 6637.600 IM
16 T2509 20250814 108.405 ... 108.345 108.460 T
17 T2512 20250814 108.350 ... 108.230 108.375 T
18 T2603 20250814 108.120 ... 108.030 108.175 T
19 TF2509 20250814 105.740 ... 105.685 105.750 TF
20 TF2512 20250814 105.735 ... 105.685 105.775 TF
21 TF2603 20250814 105.755 ... 105.705 105.800 TF
22 TL2509 20250814 118.130 ... 117.820 118.310 TL
23 TL2512 20250814 117.790 ... 117.410 117.910 TL
24 TL2603 20250814 117.400 ... 117.100 117.560 TL
25 TS2509 20250814 102.368 ... 102.350 102.370 TS
26 TS2512 20250814 102.406 ... 102.388 102.416 TS
27 TS2603 20250814 102.382 ... 102.362 102.386 TS
[28 rows x 12 columns]
2025-08-15 18:26:39,064 - future_1d - INFO - ak.get_cffex_daily('2025-08-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250814 8155.0 8188.0 ... 371703.65 8123.0 8191.0 AP
1 AP511 20250814 7893.0 7914.0 ... 2465.89 7878.0 7920.0 AP
2 AP512 20250814 7942.0 7942.0 ... 181.96 7911.0 7943.0 AP
3 AP601 20250814 7999.0 8005.0 ... 38934.51 7967.0 8013.0 AP
4 AP603 20250814 7880.0 7898.0 ... 110.25 7875.0 7922.0 AP
5 AP604 20250814 7902.0 7903.0 ... 23.71 7902.0 7950.0 AP
6 AP605 20250814 7948.0 7990.0 ... 271.05 7972.0 8000.0 AP
7 CF509 20250814 13830.0 13885.0 ... 469918.10 13825.0 13830.0 CF
8 CF511 20250814 14005.0 14095.0 ... 210257.03 14030.0 13995.0 CF
9 CF601 20250814 14110.0 14165.0 ... 1687697.64 14105.0 14110.0 CF
10 CF603 20250814 14060.0 14115.0 ... 4884.83 14055.0 14035.0 CF
11 CF605 20250814 14090.0 14130.0 ... 121912.68 14070.0 14065.0 CF
12 CF607 20250814 14050.0 14105.0 ... 372.89 14070.0 14045.0 CF
13 CJ509 20250814 10325.0 10405.0 ... 23255.41 10345.0 10415.0 CJ
14 CJ512 20250814 11315.0 11430.0 ... 7575.06 11365.0 11435.0 CJ
15 CJ601 20250814 11400.0 11530.0 ... 779808.49 11460.0 11545.0 CJ
16 CJ603 20250814 11445.0 11545.0 ... 9825.87 11480.0 11560.0 CJ
17 CJ605 20250814 11565.0 11660.0 ... 121318.04 11595.0 11710.0 CJ
18 CJ607 20250814 11765.0 11830.0 ... 1335.55 11765.0 11915.0 CJ
19 CY508 20250814 0.0 0.0 ... 0.00 20435.0 20380.0 CY
20 CY509 20250814 20080.0 20170.0 ... 3688.41 20100.0 20080.0 CY
21 CY510 20250814 0.0 0.0 ... 0.00 19705.0 19685.0 CY
22 CY511 20250814 20170.0 20280.0 ... 84011.16 20190.0 20135.0 CY
23 CY512 20250814 0.0 0.0 ... 0.00 19855.0 19825.0 CY
24 CY601 20250814 20105.0 20225.0 ... 1390.85 20155.0 20105.0 CY
25 CY602 20250814 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250814 0.0 0.0 ... 0.00 20365.0 20365.0 CY
27 CY604 20250814 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250814 0.0 0.0 ... 0.00 20365.0 20330.0 CY
29 CY606 20250814 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250814 0.0 0.0 ... 0.00 20410.0 20355.0 CY
31 FG508 20250814 0.0 0.0 ... 1280.30 1050.0 1054.0 FG
32 FG509 20250814 1052.0 1068.0 ... 951036.06 1056.0 1077.0 FG
33 FG510 20250814 1156.0 1173.0 ... 122611.10 1159.0 1180.0 FG
34 FG511 20250814 1148.0 1165.0 ... 157883.42 1151.0 1171.0 FG
35 FG512 20250814 1224.0 1242.0 ... 77038.50 1228.0 1249.0 FG
36 FG601 20250814 1205.0 1230.0 ... 4367920.49 1215.0 1237.0 FG
37 FG602 20250814 1265.0 1283.0 ... 1507.63 1269.0 1290.0 FG
38 FG603 20250814 1258.0 1281.0 ... 2638.28 1270.0 1286.0 FG
39 FG604 20250814 1308.0 1327.0 ... 879.94 1313.0 1332.0 FG
40 FG605 20250814 1300.0 1324.0 ... 59517.63 1310.0 1328.0 FG
41 FG606 20250814 1328.0 1347.0 ... 859.87 1335.0 1350.0 FG
42 FG607 20250814 1324.0 1343.0 ... 830.14 1330.0 1343.0 FG
43 JR509 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250814 0.0 0.0 ... 447.95 2309.0 2336.0 MA
53 MA509 20250814 2374.0 2388.0 ... 671870.70 2365.0 2384.0 MA
54 MA510 20250814 2402.0 2419.0 ... 95829.61 2392.0 2416.0 MA
55 MA511 20250814 2425.0 2437.0 ... 149114.18 2410.0 2437.0 MA
56 MA512 20250814 2457.0 2467.0 ... 66624.83 2444.0 2469.0 MA
57 MA601 20250814 2476.0 2484.0 ... 1051573.05 2459.0 2488.0 MA
58 MA602 20250814 2489.0 2491.0 ... 728.09 2485.0 2489.0 MA
59 MA603 20250814 2490.0 2494.0 ... 733.52 2487.0 2490.0 MA
60 MA604 20250814 2484.0 2484.0 ... 53.89 2449.0 2480.0 MA
61 MA605 20250814 2456.0 2463.0 ... 36902.07 2437.0 2461.0 MA
62 MA606 20250814 2460.0 2460.0 ... 21.96 2440.0 2468.0 MA
63 MA607 20250814 2450.0 2450.0 ... 114.47 2436.0 2458.0 MA
64 OI509 20250814 10060.0 10070.0 ... 1120581.12 9935.0 10099.0 OI
65 OI511 20250814 10101.0 10106.0 ... 404875.90 9954.0 10132.0 OI
66 OI601 20250814 10050.0 10064.0 ... 4962441.63 9924.0 10104.0 OI
67 OI603 20250814 9948.0 10023.0 ... 11568.99 9788.0 10009.0 OI
68 OI605 20250814 9827.0 9835.0 ... 53778.62 9728.0 9937.0 OI
69 OI607 20250814 9770.0 9770.0 ... 242.74 9709.0 9885.0 OI
70 PF508 20250814 6270.0 6270.0 ... 250.13 6254.0 6290.0 PF
71 PF509 20250814 6352.0 6352.0 ... 43136.75 6302.0 6346.0 PF
72 PF510 20250814 6420.0 6420.0 ... 461296.29 6372.0 6414.0 PF
73 PF511 20250814 6422.0 6422.0 ... 261419.17 6368.0 6416.0 PF
74 PF512 20250814 6424.0 6424.0 ... 93490.58 6366.0 6420.0 PF
75 PF601 20250814 6424.0 6424.0 ... 14242.81 6378.0 6426.0 PF
76 PF602 20250814 6420.0 6420.0 ... 70.40 6400.0 6448.0 PF
77 PF603 20250814 6426.0 6448.0 ... 61.00 6422.0 6460.0 PF
78 PF604 20250814 6478.0 6478.0 ... 54.74 6440.0 6490.0 PF
79 PF605 20250814 6500.0 6500.0 ... 45.20 6458.0 6518.0 PF
80 PF606 20250814 6482.0 6482.0 ... 6.47 6470.0 6526.0 PF
81 PF607 20250814 6506.0 6506.0 ... 9.73 6486.0 6530.0 PF
82 PK510 20250814 8130.0 8130.0 ... 194088.49 8088.0 8142.0 PK
83 PK511 20250814 7990.0 7996.0 ... 327323.77 7932.0 7996.0 PK
84 PK512 20250814 8000.0 8006.0 ... 91797.69 7948.0 8002.0 PK
85 PK601 20250814 8016.0 8028.0 ... 41976.56 7974.0 8030.0 PK
86 PK603 20250814 8018.0 8024.0 ... 459.78 7996.0 8022.0 PK
87 PK604 20250814 8024.0 8036.0 ... 263.71 7992.0 8026.0 PK
88 PK605 20250814 8024.0 8060.0 ... 7917.20 8010.0 8032.0 PK
89 PL601 20250814 6520.0 6526.0 ... 11905.47 6492.0 6507.0 PL
90 PL602 20250814 6545.0 6545.0 ... 482.74 6524.0 6561.0 PL
91 PL603 20250814 6498.0 6498.0 ... 13.00 6498.0 6537.0 PL
92 PL604 20250814 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250814 6402.0 6403.0 ... 25.61 6403.0 6409.0 PL
94 PL606 20250814 0.0 0.0 ... 0.00 6491.0 6491.0 PL
95 PL607 20250814 6500.0 6500.0 ... 13.00 6500.0 6477.0 PL
96 PM509 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250814 5860.0 5860.0 ... 703.20 5860.0 5900.0 PR
103 PR509 20250814 5896.0 5896.0 ... 36448.30 5838.0 5890.0 PR
104 PR510 20250814 5936.0 5936.0 ... 300667.49 5886.0 5938.0 PR
105 PR511 20250814 5928.0 5930.0 ... 453226.11 5880.0 5938.0 PR
106 PR512 20250814 5926.0 5934.0 ... 150027.94 5878.0 5940.0 PR
107 PR601 20250814 5934.0 5938.0 ... 4087.77 5900.0 5950.0 PR
108 PR602 20250814 5936.0 5936.0 ... 26.70 5934.0 5972.0 PR
109 PR603 20250814 5942.0 5944.0 ... 26.74 5942.0 5982.0 PR
110 PR604 20250814 5942.0 5942.0 ... 8.91 5942.0 6006.0 PR
111 PR605 20250814 5962.0 5962.0 ... 53.49 5944.0 6004.0 PR
112 PR606 20250814 5962.0 5962.0 ... 8.94 5962.0 5974.0 PR
113 PR607 20250814 5968.0 5968.0 ... 17.90 5966.0 5974.0 PR
114 PX508 20250814 0.0 0.0 ... 0.00 6680.0 6766.0 PX
115 PX509 20250814 6796.0 6796.0 ... 117703.17 6734.0 6798.0 PX
116 PX510 20250814 6756.0 6758.0 ... 182112.42 6684.0 6760.0 PX
117 PX511 20250814 6724.0 6736.0 ... 532921.94 6652.0 6738.0 PX
118 PX512 20250814 6732.0 6732.0 ... 73593.98 6660.0 6738.0 PX
119 PX601 20250814 6698.0 6718.0 ... 136767.32 6652.0 6720.0 PX
120 PX602 20250814 6684.0 6684.0 ... 3.34 6684.0 6706.0 PX
121 PX603 20250814 0.0 0.0 ... 0.00 6632.0 6710.0 PX
122 PX604 20250814 6672.0 6672.0 ... 3.34 6672.0 6706.0 PX
123 PX605 20250814 6680.0 6680.0 ... 302.70 6654.0 6714.0 PX
124 PX606 20250814 6650.0 6650.0 ... 19.91 6638.0 6716.0 PX
125 PX607 20250814 6678.0 6678.0 ... 29.96 6658.0 6706.0 PX
126 RI509 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250814 0.0 0.0 ... 21.50 2687.0 2698.0 RM
133 RM509 20250814 2720.0 2720.0 ... 1111646.83 2689.0 2769.0 RM
134 RM511 20250814 2700.0 2701.0 ... 173837.03 2650.0 2744.0 RM
135 RM601 20250814 2702.0 2708.0 ... 2459461.66 2638.0 2687.0 RM
136 RM603 20250814 2659.0 2659.0 ... 92244.92 2588.0 2640.0 RM
137 RM605 20250814 2573.0 2573.0 ... 308938.12 2534.0 2565.0 RM
138 RM607 20250814 2530.0 2530.0 ... 15359.77 2497.0 2522.0 RM
139 RS508 20250814 0.0 0.0 ... 0.00 4984.0 5152.0 RS
140 RS509 20250814 5150.0 5150.0 ... 528.47 5081.0 5252.0 RS
141 RS511 20250814 5325.0 5339.0 ... 26.64 5328.0 5339.0 RS
142 RS607 20250814 0.0 0.0 ... 0.00 5627.0 5627.0 RS
143 SA508 20250814 1275.0 1276.0 ... 1442.29 1274.0 1258.0 SA
144 SA509 20250814 1270.0 1298.0 ... 768808.57 1282.0 1293.0 SA
145 SA510 20250814 1303.0 1328.0 ... 505043.67 1313.0 1321.0 SA
146 SA511 20250814 1309.0 1338.0 ... 608812.87 1322.0 1330.0 SA
147 SA512 20250814 1363.0 1395.0 ... 138015.68 1378.0 1396.0 SA
148 SA601 20250814 1370.0 1405.0 ... 6602645.42 1387.0 1405.0 SA
149 SA602 20250814 1385.0 1414.0 ... 5359.91 1397.0 1414.0 SA
150 SA603 20250814 1390.0 1418.0 ... 5156.78 1401.0 1418.0 SA
151 SA604 20250814 1427.0 1454.0 ... 2079.36 1438.0 1455.0 SA
152 SA605 20250814 1431.0 1460.0 ... 149781.15 1443.0 1459.0 SA
153 SA606 20250814 1435.0 1464.0 ... 1461.81 1444.0 1461.0 SA
154 SA607 20250814 1426.0 1460.0 ... 1802.99 1442.0 1458.0 SA
155 SF508 20250814 5782.0 5782.0 ... 661.02 5748.0 5804.0 SF
156 SF509 20250814 5800.0 5830.0 ... 268356.31 5776.0 5870.0 SF
157 SF510 20250814 5778.0 5810.0 ... 212909.11 5756.0 5854.0 SF
158 SF511 20250814 6000.0 6000.0 ... 679952.56 5954.0 6050.0 SF
159 SF512 20250814 5980.0 6000.0 ... 38951.39 5964.0 6034.0 SF
160 SF601 20250814 5980.0 5994.0 ... 138395.14 5944.0 6040.0 SF
161 SF602 20250814 5954.0 5954.0 ... 619.16 5898.0 6006.0 SF
162 SF603 20250814 6132.0 6156.0 ... 628.82 6106.0 6210.0 SF
163 SF604 20250814 6108.0 6130.0 ... 57.90 6096.0 6192.0 SF
164 SF605 20250814 6110.0 6118.0 ... 1819.09 6074.0 6162.0 SF
165 SF606 20250814 6066.0 6078.0 ... 205.25 6038.0 6106.0 SF
166 SF607 20250814 6202.0 6214.0 ... 123.64 6182.0 6248.0 SF
167 SH508 20250814 0.0 0.0 ... 0.00 2404.0 2351.0 SH
168 SH509 20250814 2491.0 2576.0 ... 2451963.34 2544.0 2488.0 SH
169 SH510 20250814 2620.0 2685.0 ... 591668.36 2662.0 2615.0 SH
170 SH511 20250814 2624.0 2686.0 ... 740104.46 2661.0 2625.0 SH
171 SH512 20250814 2634.0 2692.0 ... 186175.40 2670.0 2643.0 SH
172 SH601 20250814 2608.0 2668.0 ... 1265763.45 2647.0 2629.0 SH
173 SH602 20250814 2651.0 2681.0 ... 1246.02 2662.0 2649.0 SH
174 SH603 20250814 2665.0 2692.0 ... 1285.07 2677.0 2668.0 SH
175 SH604 20250814 2722.0 2740.0 ... 522.99 2724.0 2710.0 SH
176 SH605 20250814 2706.0 2743.0 ... 8981.06 2726.0 2717.0 SH
177 SH606 20250814 2742.0 2754.0 ... 485.15 2741.0 2726.0 SH
178 SH607 20250814 2722.0 2739.0 ... 89.98 2727.0 2715.0 SH
179 SM508 20250814 6020.0 6030.0 ... 30.12 6024.0 6094.0 SM
180 SM509 20250814 6074.0 6106.0 ... 538465.97 6068.0 6116.0 SM
181 SM510 20250814 6088.0 6114.0 ... 139556.06 6076.0 6124.0 SM
182 SM511 20250814 6142.0 6184.0 ... 190840.89 6148.0 6196.0 SM
183 SM512 20250814 6162.0 6192.0 ... 43432.08 6150.0 6202.0 SM
184 SM601 20250814 6162.0 6200.0 ... 347614.62 6158.0 6210.0 SM
185 SM602 20250814 6168.0 6190.0 ... 148.02 6168.0 6220.0 SM
186 SM603 20250814 6198.0 6206.0 ... 389.28 6180.0 6252.0 SM
187 SM604 20250814 6218.0 6224.0 ... 133.40 6206.0 6262.0 SM
188 SM605 20250814 6220.0 6240.0 ... 5845.99 6200.0 6258.0 SM
189 SM606 20250814 6230.0 6236.0 ... 62.12 6212.0 6268.0 SM
190 SM607 20250814 6248.0 6248.0 ... 102.71 6226.0 6290.0 SM
191 SR509 20250814 5728.0 5728.0 ... 161140.36 5719.0 5720.0 SR
192 SR511 20250814 5674.0 5677.0 ... 110307.12 5667.0 5660.0 SR
193 SR601 20250814 5660.0 5672.0 ... 996404.34 5660.0 5646.0 SR
194 SR603 20250814 5625.0 5645.0 ... 4396.51 5637.0 5620.0 SR
195 SR605 20250814 5613.0 5626.0 ... 67177.67 5617.0 5601.0 SR
196 SR607 20250814 5606.0 5619.0 ... 1525.82 5610.0 5599.0 SR
197 TA508 20250814 4694.0 4694.0 ... 3766.94 4694.0 4700.0 TA
198 TA509 20250814 4692.0 4704.0 ... 802875.59 4664.0 4706.0 TA
199 TA510 20250814 4702.0 4722.0 ... 157189.41 4682.0 4728.0 TA
200 TA511 20250814 4720.0 4724.0 ... 154732.82 4682.0 4730.0 TA
201 TA512 20250814 4720.0 4730.0 ... 45986.87 4686.0 4736.0 TA
202 TA601 20250814 4730.0 4730.0 ... 1237060.50 4688.0 4740.0 TA
203 TA602 20250814 4720.0 4724.0 ... 110.38 4698.0 4750.0 TA
204 TA603 20250814 4740.0 4740.0 ... 225.79 4704.0 4774.0 TA
205 TA604 20250814 4726.0 4726.0 ... 25.90 4708.0 4776.0 TA
206 TA605 20250814 4776.0 4776.0 ... 28173.92 4736.0 4782.0 TA
207 TA606 20250814 4746.0 4746.0 ... 21.30 4734.0 4798.0 TA
208 TA607 20250814 4778.0 4778.0 ... 23.77 4754.0 4796.0 TA
209 UR508 20250814 1721.0 1721.0 ... 113.51 1720.0 1717.0 UR
210 UR509 20250814 1728.0 1733.0 ... 168911.74 1723.0 1728.0 UR
211 UR510 20250814 1730.0 1736.0 ... 22741.81 1725.0 1734.0 UR
212 UR511 20250814 1738.0 1746.0 ... 29604.47 1736.0 1752.0 UR
213 UR512 20250814 1744.0 1748.0 ... 617.83 1735.0 1756.0 UR
214 UR601 20250814 1741.0 1752.0 ... 500803.19 1737.0 1757.0 UR
215 UR602 20250814 1742.0 1750.0 ... 1012.02 1733.0 1753.0 UR
216 UR603 20250814 1782.0 1786.0 ... 173.82 1774.0 1789.0 UR
217 UR604 20250814 1783.0 1788.0 ... 53.33 1778.0 1794.0 UR
218 UR605 20250814 1784.0 1795.0 ... 16182.75 1781.0 1796.0 UR
219 UR606 20250814 1780.0 1788.0 ... 276.75 1774.0 1790.0 UR
220 UR607 20250814 1799.0 1799.0 ... 189.30 1786.0 1800.0 UR
221 WH509 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-15 18:26:39,373 - future_1d - INFO - ak.get_czce_daily('2025-08-14') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250814 ... 79130 79310 CU
1 1 CU2509 20250814 ... 79120 79340 CU
2 2 CU2510 20250814 ... 79120 79380 CU
3 3 CU2511 20250814 ... 79130 79380 CU
4 4 CU2512 20250814 ... 79090 79400 CU
5 5 CU2601 20250814 ... 79100 79360 CU
6 6 CU2602 20250814 ... 79150 79330 CU
7 7 CU2603 20250814 ... 79090 79270 CU
8 8 CU2604 20250814 ... 79160 79300 CU
9 9 CU2605 20250814 ... 79180 79300 CU
10 10 CU2606 20250814 ... 79140 79370 CU
11 11 CU2607 20250814 ... 79170 79350 CU
12 12 BC2508 20250814 ... 69300 69300 BC
13 13 BC2509 20250814 ... 70290 70540 BC
14 14 BC2510 20250814 ... 70390 70620 BC
15 15 BC2511 20250814 ... 70620 70720 BC
16 16 BC2512 20250814 ... 70000 70490 BC
17 17 BC2601 20250814 ... 70250 70250 BC
18 18 BC2602 20250814 ... 70710 70710 BC
19 19 BC2603 20250814 ... 70230 70000 BC
20 20 BC2604 20250814 ... 70350 70000 BC
21 21 BC2605 20250814 ... 70920 71210 BC
22 22 BC2606 20250814 ... 69790 69790 BC
23 23 BC2607 20250814 ... 69370 69120 BC
24 24 AL2508 20250814 ... 20685 20790 AL
25 25 AL2509 20250814 ... 20705 20795 AL
26 26 AL2510 20250814 ... 20685 20775 AL
27 27 AL2511 20250814 ... 20645 20735 AL
28 28 AL2512 20250814 ... 20605 20695 AL
29 29 AL2601 20250814 ... 20580 20675 AL
30 30 AL2602 20250814 ... 20590 20675 AL
31 31 AL2603 20250814 ... 20610 20695 AL
32 32 AL2604 20250814 ... 20615 20710 AL
33 33 AL2605 20250814 ... 20620 20730 AL
34 34 AL2606 20250814 ... 20620 20725 AL
35 35 AL2607 20250814 ... 20620 20740 AL
36 36 ZN2508 20250814 ... 22495 22605 ZN
37 37 ZN2509 20250814 ... 22540 22670 ZN
38 38 ZN2510 20250814 ... 22555 22685 ZN
39 39 ZN2511 20250814 ... 22555 22685 ZN
40 40 ZN2512 20250814 ... 22540 22660 ZN
41 41 ZN2601 20250814 ... 22500 22645 ZN
42 42 ZN2602 20250814 ... 22510 22630 ZN
43 43 ZN2603 20250814 ... 22525 22620 ZN
44 44 ZN2604 20250814 ... 22490 22655 ZN
45 45 ZN2605 20250814 ... 22490 22645 ZN
46 46 ZN2606 20250814 ... 22495 22605 ZN
47 47 ZN2607 20250814 ... 22500 22635 ZN
48 48 PB2508 20250814 ... 16740 16840 PB
49 49 PB2509 20250814 ... 16815 16925 PB
50 50 PB2510 20250814 ... 16825 16930 PB
51 51 PB2511 20250814 ... 16840 16955 PB
52 52 PB2512 20250814 ... 16865 16985 PB
53 53 PB2601 20250814 ... 16905 17000 PB
54 54 PB2602 20250814 ... 17020 17020 PB
55 55 PB2603 20250814 ... 16930 17030 PB
56 56 PB2604 20250814 ... 17110 17110 PB
57 57 PB2605 20250814 ... 17035 17125 PB
58 58 PB2606 20250814 ... 17170 17170 PB
59 59 PB2607 20250814 ... 17060 17060 PB
60 60 NI2508 20250814 ... 122270 122590 NI
61 61 NI2509 20250814 ... 122070 122750 NI
62 62 NI2510 20250814 ... 122150 122880 NI
63 63 NI2511 20250814 ... 122340 123040 NI
64 64 NI2512 20250814 ... 122510 123330 NI
65 65 NI2601 20250814 ... 122760 123610 NI
66 66 NI2602 20250814 ... 122750 123800 NI
67 67 NI2603 20250814 ... 122350 123890 NI
68 68 NI2604 20250814 ... 123470 124130 NI
69 69 NI2605 20250814 ... 123220 124630 NI
70 70 NI2606 20250814 ... 123560 124810 NI
71 71 NI2607 20250814 ... 124130 124750 NI
72 72 SN2508 20250814 ... 268020 270040 SN
73 73 SN2509 20250814 ... 268590 270150 SN
74 74 SN2510 20250814 ... 268790 270360 SN
75 75 SN2511 20250814 ... 268730 270280 SN
76 76 SN2512 20250814 ... 268770 270120 SN
77 77 SN2601 20250814 ... 269010 270430 SN
78 78 SN2602 20250814 ... 268040 270820 SN
79 79 SN2603 20250814 ... 268220 271370 SN
80 80 SN2604 20250814 ... 269100 271040 SN
81 81 SN2605 20250814 ... 269530 271420 SN
82 82 SN2606 20250814 ... 269850 272020 SN
83 83 SN2607 20250814 ... 270500 270450 SN
84 84 AO2508 20250814 ... 3212 3216 AO
85 85 AO2509 20250814 ... 3210 3271 AO
86 86 AO2510 20250814 ... 3214 3286 AO
87 87 AO2511 20250814 ... 3225 3297 AO
88 88 AO2512 20250814 ... 3234 3316 AO
89 89 AO2601 20250814 ... 3248 3322 AO
90 90 AO2602 20250814 ... 3246 3315 AO
91 91 AO2603 20250814 ... 3240 3312 AO
92 92 AO2604 20250814 ... 3244 3310 AO
93 93 AO2605 20250814 ... 3248 3319 AO
94 94 AO2606 20250814 ... 3241 3300 AO
95 95 AO2607 20250814 ... 3250 3319 AO
96 96 AD2511 20250814 ... 20130 20210 AD
97 97 AD2512 20250814 ... 20120 20190 AD
98 98 AD2601 20250814 ... 20135 20175 AD
99 99 AD2602 20250814 ... 20015 19955 AD
100 100 AD2603 20250814 ... 20130 20140 AD
101 101 AD2604 20250814 ... 19920 19920 AD
102 102 AD2605 20250814 ... 19860 19875 AD
103 103 AD2606 20250814 ... 19765 19745 AD
104 104 AD2607 20250814 ... 19990 19990 AD
105 105 AU2508 20250814 ... 776.46 774.48 AU
106 106 AU2509 20250814 ... 777.58 775.24 AU
107 107 AU2510 20250814 ... 778.8 776.26 AU
108 108 AU2512 20250814 ... 780.94 778.42 AU
109 109 AU2602 20250814 ... 783.14 780.66 AU
110 110 AU2604 20250814 ... 785.2 782.76 AU
111 111 AU2606 20250814 ... 787.52 785.34 AU
112 112 AU2608 20250814 ... 789.74 787.56 AU
113 113 AG2508 20250814 ... 9295 9177 AG
114 114 AG2509 20250814 ... 9308 9203 AG
115 115 AG2510 20250814 ... 9319 9215 AG
116 116 AG2511 20250814 ... 9328 9221 AG
117 117 AG2512 20250814 ... 9341 9245 AG
118 118 AG2601 20250814 ... 9352 9250 AG
119 119 AG2602 20250814 ... 9363 9260 AG
120 120 AG2603 20250814 ... 9381 9267 AG
121 121 AG2604 20250814 ... 9391 9290 AG
122 122 AG2605 20250814 ... 9400 9305 AG
123 123 AG2606 20250814 ... 9413 9323 AG
124 124 AG2607 20250814 ... 9423 9334 AG
125 125 RB2508 20250814 ... 3190 3215 RB
126 126 RB2509 20250814 ... 3176 3219 RB
127 127 RB2510 20250814 ... 3201 3248 RB
128 128 RB2511 20250814 ... 3223 3266 RB
129 129 RB2512 20250814 ... 3265 3302 RB
130 130 RB2601 20250814 ... 3278 3318 RB
131 131 RB2602 20250814 ... 3280 3316 RB
132 132 RB2603 20250814 ... 3293 3327 RB
133 133 RB2604 20250814 ... 3305 3338 RB
134 134 RB2605 20250814 ... 3315 3349 RB
135 135 RB2606 20250814 ... 3323 3357 RB
136 136 RB2607 20250814 ... 3331 3361 RB
137 137 WR2508 20250814 ... 3212 3212 WR
138 138 WR2509 20250814 ... 3342 3342 WR
139 139 WR2510 20250814 ... 3432 3468 WR
140 140 WR2511 20250814 ... 3480 3480 WR
141 141 WR2512 20250814 ... 3499 3499 WR
142 142 WR2601 20250814 ... 3459 3496 WR
143 143 WR2602 20250814 ... 3523 3523 WR
144 144 WR2603 20250814 ... 3527 3531 WR
145 145 WR2604 20250814 ... 3550 3550 WR
146 146 WR2605 20250814 ... 3455 3479 WR
147 147 WR2606 20250814 ... 3533 3533 WR
148 148 WR2607 20250814 ... 3524 3524 WR
149 149 HC2508 20250814 ... 3436 3436 HC
150 150 HC2509 20250814 ... 3448 3483 HC
151 151 HC2510 20250814 ... 3432 3473 HC
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]
2025-08-15 18:26:39,482 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 a2509 20250814 4144.00 ... 4130.00 4124.00 A
1 a2511 20250814 4102.00 ... 4071.00 4087.00 A
2 a2601 20250814 4105.00 ... 4073.00 4085.00 A
3 a2603 20250814 4099.00 ... 4069.00 4071.00 A
4 a2605 20250814 4138.00 ... 4109.00 4116.00 A
5 a2607 20250814 4132.00 ... 4106.00 4107.00 A
6 b2508 20250814 0.00 ... 3650.00 3735.00 B
7 b2509 20250814 3834.00 ... 3822.00 3811.00 B
8 b2510 20250814 3869.00 ... 3867.00 3842.00 B
9 b2511 20250814 3923.00 ... 3903.00 3893.00 B
10 b2512 20250814 3916.00 ... 3908.00 3894.00 B
11 b2601 20250814 3891.00 ... 3884.00 3879.00 B
12 b2602 20250814 3864.00 ... 3858.00 3842.00 B
13 b2603 20250814 3775.00 ... 3770.00 3751.00 B
14 b2604 20250814 3649.00 ... 3651.00 3646.00 B
15 b2605 20250814 3579.00 ... 3570.00 3561.00 B
16 b2606 20250814 3540.00 ... 3544.00 3536.00 B
17 b2607 20250814 3523.00 ... 3525.00 3518.00 B
18 bb2509 20250814 0.00 ... 145.75 145.75 BB
19 bb2511 20250814 146.65 ... 147.05 147.10 BB
20 bb2601 20250814 147.85 ... 148.55 148.60 BB
21 bb2603 20250814 145.65 ... 146.35 147.15 BB
22 bb2605 20250814 0.00 ... 140.25 141.00 BB
23 bb2607 20250814 0.00 ... 146.00 146.75 BB
24 bz2603 20250814 6250.00 ... 6210.00 6250.00 BZ
25 bz2604 20250814 6195.00 ... 6194.00 6200.00 BZ
26 bz2605 20250814 6223.00 ... 6227.00 6225.00 BZ
27 bz2606 20250814 6207.00 ... 6178.00 6233.00 BZ
28 bz2607 20250814 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250814 2281.00 ... 2283.00 2273.00 C
30 c2511 20250814 2212.00 ... 2207.00 2203.00 C
31 c2601 20250814 2206.00 ... 2196.00 2198.00 C
32 c2603 20250814 2225.00 ... 2216.00 2218.00 C
33 c2605 20250814 2273.00 ... 2269.00 2270.00 C
34 c2607 20250814 2291.00 ... 2286.00 2289.00 C
35 cs2509 20250814 2647.00 ... 2645.00 2649.00 CS
36 cs2511 20250814 2551.00 ... 2547.00 2550.00 CS
37 cs2601 20250814 2589.00 ... 2575.00 2578.00 CS
38 cs2603 20250814 2582.00 ... 2573.00 2571.00 CS
39 cs2605 20250814 2641.00 ... 2628.00 2636.00 CS
40 cs2607 20250814 2649.00 ... 2635.00 2641.00 CS
41 eb2508 20250814 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250814 7310.00 ... 7278.00 7299.00 EB
43 eb2510 20250814 7325.00 ... 7297.00 7328.00 EB
44 eb2511 20250814 7336.00 ... 7318.00 7350.00 EB
45 eb2512 20250814 7360.00 ... 7339.00 7369.00 EB
46 eb2601 20250814 7381.00 ... 7351.00 7381.00 EB
47 eb2602 20250814 7402.00 ... 7370.00 7403.00 EB
48 eb2603 20250814 7410.00 ... 7370.00 7432.00 EB
49 eb2604 20250814 7433.00 ... 7407.00 7422.00 EB
50 eb2605 20250814 7428.00 ... 7415.00 7441.00 EB
51 eb2606 20250814 7432.00 ... 7417.00 7464.00 EB
52 eb2607 20250814 0.00 ... 7384.00 7407.00 EB
53 eg2508 20250814 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250814 4406.00 ... 4387.00 4418.00 EG
55 eg2510 20250814 4422.00 ... 4406.00 4433.00 EG
56 eg2511 20250814 4436.00 ... 4420.00 4446.00 EG
57 eg2512 20250814 4440.00 ... 4417.00 4459.00 EG
58 eg2601 20250814 4450.00 ... 4436.00 4466.00 EG
59 eg2602 20250814 4425.00 ... 4423.00 4461.00 EG
60 eg2603 20250814 4432.00 ... 4428.00 4479.00 EG
61 eg2604 20250814 4457.00 ... 4453.00 4496.00 EG
62 eg2605 20250814 4490.00 ... 4484.00 4501.00 EG
63 eg2606 20250814 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250814 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250814 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250814 1262.50 ... 1262.50 1254.00 FB
67 fb2510 20250814 1290.00 ... 1293.00 1295.50 FB
68 fb2511 20250814 1290.00 ... 1290.00 1291.50 FB
69 fb2512 20250814 1289.00 ... 1290.50 1290.50 FB
70 fb2601 20250814 1290.50 ... 1291.00 1292.50 FB
71 fb2602 20250814 1295.50 ... 1294.50 1295.00 FB
72 fb2603 20250814 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250814 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250814 1311.00 ... 1311.00 1337.50 FB
75 fb2606 20250814 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250814 0.00 ... 1302.50 1302.50 FB
77 i2508 20250814 0.00 ... 808.50 815.00 I
78 i2509 20250814 805.00 ... 797.00 808.00 I
79 i2510 20250814 803.50 ... 797.50 808.00 I
80 i2511 20250814 800.50 ... 795.50 806.00 I
81 i2512 20250814 798.00 ... 792.00 803.50 I
82 i2601 20250814 792.00 ... 784.50 798.50 I
83 i2602 20250814 789.00 ... 781.50 794.00 I
84 i2603 20250814 784.50 ... 774.50 789.50 I
85 i2604 20250814 780.50 ... 773.50 785.50 I
86 i2605 20250814 772.50 ... 760.50 777.00 I
87 i2606 20250814 768.00 ... 757.50 772.00 I
88 i2607 20250814 765.00 ... 751.50 768.50 I
89 j2508 20250814 0.00 ... 1598.00 1598.00 J
90 j2509 20250814 1654.50 ... 1650.00 1708.00 J
91 j2510 20250814 1671.50 ... 1673.00 1724.00 J
92 j2511 20250814 1692.00 ... 1689.50 1744.50 J
93 j2512 20250814 1713.00 ... 1705.00 1759.00 J
94 j2601 20250814 1738.00 ... 1721.00 1784.00 J
95 j2602 20250814 0.00 ... 1760.00 1789.00 J
96 j2603 20250814 1782.00 ... 1782.00 1802.50 J
97 j2604 20250814 1801.50 ... 1787.00 1860.00 J
98 j2605 20250814 1836.50 ... 1813.00 1865.50 J
99 j2606 20250814 1829.00 ... 1824.50 1887.50 J
100 j2607 20250814 1839.50 ... 1826.00 1871.50 J
101 jd2508 20250814 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250814 3288.00 ... 3211.00 3290.00 JD
103 jd2510 20250814 3178.00 ... 3177.00 3200.00 JD
104 jd2511 20250814 3295.00 ... 3299.00 3308.00 JD
105 jd2512 20250814 3463.00 ... 3457.00 3463.00 JD
106 jd2601 20250814 3584.00 ... 3573.00 3582.00 JD
107 jd2602 20250814 3207.00 ... 3213.00 3219.00 JD
108 jd2603 20250814 3216.00 ... 3216.00 3222.00 JD
109 jd2604 20250814 3386.00 ... 3381.00 3387.00 JD
110 jd2605 20250814 3490.00 ... 3485.00 3489.00 JD
111 jd2606 20250814 3317.00 ... 3316.00 3316.00 JD
112 jd2607 20250814 3558.00 ... 3558.00 3560.00 JD
113 jm2508 20250814 1106.00 ... 905.00 1024.50 JM
114 jm2509 20250814 1089.00 ... 1087.50 1151.50 JM
115 jm2510 20250814 1122.00 ... 1121.50 1199.50 JM
116 jm2511 20250814 1175.00 ... 1168.50 1245.00 JM
117 jm2512 20250814 1215.00 ... 1201.00 1272.50 JM
118 jm2601 20250814 1212.50 ... 1226.00 1295.00 JM
119 jm2602 20250814 1255.50 ... 1237.00 1307.00 JM
120 jm2603 20250814 1252.00 ... 1248.50 1310.50 JM
121 jm2604 20250814 1257.50 ... 1253.50 1311.00 JM
122 jm2605 20250814 1248.00 ... 1259.50 1320.00 JM
123 jm2606 20250814 1257.00 ... 1267.50 1320.50 JM
124 jm2607 20250814 1265.00 ... 1269.00 1327.00 JM
125 l2508 20250814 0.00 ... 7279.00 7270.00 L
126 l2509 20250814 7318.00 ... 7300.00 7320.00 L
127 l2510 20250814 7334.00 ... 7324.00 7344.00 L
128 l2511 20250814 7359.00 ... 7350.00 7368.00 L
129 l2512 20250814 7372.00 ... 7357.00 7382.00 L
130 l2601 20250814 7374.00 ... 7360.00 7386.00 L
131 l2602 20250814 7371.00 ... 7353.00 7382.00 L
132 l2603 20250814 7353.00 ... 7350.00 7383.00 L
133 l2604 20250814 7380.00 ... 7380.00 7394.00 L
134 l2605 20250814 7384.00 ... 7358.00 7390.00 L
135 l2606 20250814 7374.00 ... 7351.00 7388.00 L
136 l2607 20250814 7383.00 ... 7383.00 7377.00 L
137 lg2509 20250814 812.50 ... 810.00 815.50 LG
138 lg2511 20250814 832.00 ... 828.00 836.50 LG
139 lg2601 20250814 845.50 ... 841.00 846.00 LG
140 lg2603 20250814 843.50 ... 845.00 846.00 LG
141 lg2605 20250814 847.00 ... 845.50 848.50 LG
142 lg2607 20250814 846.00 ... 844.50 847.50 LG
143 lh2509 20250814 13950.00 ... 13905.00 13920.00 LH
144 lh2511 20250814 14060.00 ... 13970.00 14115.00 LH
145 lh2601 20250814 14300.00 ... 14210.00 14360.00 LH
146 lh2603 20250814 13400.00 ... 13335.00 13400.00 LH
147 lh2605 20250814 13995.00 ... 13930.00 13970.00 LH
148 lh2607 20250814 14430.00 ... 14345.00 14360.00 LH
149 m2508 20250814 3123.00 ... 3011.00 3125.00 M
150 m2509 20250814 3118.00 ... 3108.00 3094.00 M
151 m2511 20250814 3148.00 ... 3142.00 3125.00 M
152 m2512 20250814 3189.00 ... 3186.00 3162.00 M
153 m2601 20250814 3170.00 ... 3164.00 3145.00 M
154 m2603 20250814 3044.00 ... 3042.00 3024.00 M
155 m2605 20250814 2855.00 ... 2851.00 2837.00 M
156 m2607 20250814 2800.00 ... 2809.00 2800.00 M
157 p2508 20250814 0.00 ... 8890.00 8802.00 P
158 p2509 20250814 9394.00 ... 9380.00 9396.00 P
159 p2510 20250814 9402.00 ... 9372.00 9392.00 P
160 p2511 20250814 9452.00 ... 9418.00 9444.00 P
161 p2512 20250814 9468.00 ... 9426.00 9456.00 P
162 p2601 20250814 9480.00 ... 9450.00 9466.00 P
163 p2602 20250814 9446.00 ... 9384.00 9442.00 P
164 p2603 20250814 9352.00 ... 9314.00 9358.00 P
165 p2604 20250814 9238.00 ... 9206.00 9250.00 P
166 p2605 20250814 9186.00 ... 9132.00 9146.00 P
167 p2606 20250814 9064.00 ... 9040.00 9048.00 P
168 p2607 20250814 8980.00 ... 8928.00 8928.00 P
169 pg2508 20250814 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250814 3832.00 ... 3832.00 3822.00 PG
171 pg2510 20250814 4308.00 ... 4292.00 4296.00 PG
172 pg2511 20250814 4234.00 ... 4216.00 4226.00 PG
173 pg2512 20250814 4200.00 ... 4173.00 4186.00 PG
174 pg2601 20250814 4156.00 ... 4130.00 4145.00 PG
175 pg2602 20250814 4093.00 ... 4077.00 4085.00 PG
176 pg2603 20250814 4002.00 ... 3994.00 4002.00 PG
177 pg2604 20250814 4297.00 ... 4283.00 4297.00 PG
178 pg2605 20250814 4188.00 ... 4194.00 4197.00 PG
179 pg2606 20250814 4133.00 ... 4136.00 4141.00 PG
180 pg2607 20250814 4087.00 ... 4082.00 4087.00 PG
181 pp2508 20250814 0.00 ... 7049.00 7021.00 PP
182 pp2509 20250814 7090.00 ... 7071.00 7088.00 PP
183 pp2510 20250814 7077.00 ... 7068.00 7085.00 PP
184 pp2511 20250814 7083.00 ... 7076.00 7095.00 PP
185 pp2512 20250814 7103.00 ... 7092.00 7109.00 PP
186 pp2601 20250814 7100.00 ... 7094.00 7116.00 PP
187 pp2602 20250814 7092.00 ... 7082.00 7102.00 PP
188 pp2603 20250814 7077.00 ... 7073.00 7086.00 PP
189 pp2604 20250814 7090.00 ... 7087.00 7080.00 PP
190 pp2605 20250814 7096.00 ... 7092.00 7102.00 PP
191 pp2606 20250814 7078.00 ... 7068.00 7080.00 PP
192 pp2607 20250814 7095.00 ... 7085.00 7085.00 PP
193 rr2508 20250814 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250814 3574.00 ... 3576.00 3575.00 RR
195 rr2510 20250814 3608.00 ... 3612.00 3612.00 RR
196 rr2511 20250814 3612.00 ... 3613.00 3614.00 RR
197 rr2512 20250814 3612.00 ... 3613.00 3614.00 RR
198 rr2601 20250814 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250814 3606.00 ... 3607.00 3612.00 RR
200 rr2603 20250814 3609.00 ... 3612.00 3614.00 RR
201 rr2604 20250814 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250814 0.00 ... 3620.00 3620.00 RR
203 rr2606 20250814 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250814 0.00 ... 3625.00 3633.00 RR
205 v2508 20250814 4919.00 ... 4973.00 5002.00 V
206 v2509 20250814 5010.00 ... 4986.00 5036.00 V
207 v2510 20250814 5058.00 ... 5029.00 5076.00 V
208 v2511 20250814 5103.00 ... 5061.00 5112.00 V
209 v2512 20250814 5134.00 ... 5101.00 5153.00 V
210 v2601 20250814 5155.00 ... 5135.00 5179.00 V
211 v2602 20250814 5196.00 ... 5178.00 5217.00 V
212 v2603 20250814 5224.00 ... 5203.00 5254.00 V
213 v2604 20250814 5453.00 ... 5441.00 5488.00 V
214 v2605 20250814 5489.00 ... 5463.00 5504.00 V
215 v2606 20250814 5498.00 ... 5481.00 5528.00 V
216 v2607 20250814 5540.00 ... 5517.00 5558.00 V
217 y2508 20250814 0.00 ... 8350.00 9386.00 Y
218 y2509 20250814 8580.00 ... 8568.00 8582.00 Y
219 y2511 20250814 8612.00 ... 8578.00 8600.00 Y
220 y2512 20250814 8614.00 ... 8572.00 8600.00 Y
221 y2601 20250814 8596.00 ... 8550.00 8560.00 Y
222 y2603 20250814 8414.00 ... 8414.00 8404.00 Y
223 y2605 20250814 8120.00 ... 8104.00 8106.00 Y
224 y2607 20250814 8086.00 ... 8064.00 8090.00 Y
[225 rows x 12 columns]
2025-08-15 18:26:40,174 - future_1d - INFO - ak.get_dce_daily('2025-08-14') done
2025-08-15 18:26:41,906 - future_1d - INFO - save future_daily 2025-08-14 completed
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]
2025-08-15 18:26:48,125 - future_1d - INFO - ak.get_gfex_daily('2025-08-15') done
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]
2025-08-15 18:26:48,197 - 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]
2025-08-15 18:26:48,388 - future_1d - INFO - ak.get_cffex_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]
2025-08-15 18:26:48,663 - 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]
2025-08-15 18:26:48,761 - future_1d - INFO - ak.get_shfe_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]
2025-08-15 18:26:49,254 - future_1d - INFO - ak.get_dce_daily('2025-08-15') done
2025-08-15 18:26:50,990 - future_1d - INFO - save future_daily 2025-08-15 completed