=========================================================================
2025-08-22 16:25:30 Fri START TASK.01 future_1d future_daily
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2025-08-22 16:25:32,206 - future_1d - INFO - future_daily check=True check_last=7 start...
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]
2025-08-22 16:25:33,026 - future_1d - INFO - ak.get_dce_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]
2025-08-22 16:25:33,359 - future_1d - INFO - ak.get_czce_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]
2025-08-22 16:25:33,433 - future_1d - INFO - ak.get_ine_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]
2025-08-22 16:25:33,548 - future_1d - INFO - ak.get_shfe_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]
2025-08-22 16:25:33,827 - future_1d - INFO - ak.get_cffex_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]
2025-08-22 16:25:33,968 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
2025-08-22 16:25:35,742 - future_1d - INFO - save future_daily 2025-08-14 completed
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]
2025-08-22 16:25:43,537 - future_1d - INFO - ak.get_dce_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 AP510 20250815 8132.0 ... 8197.0 8123.0 AP
1 AP511 20250815 7871.0 ... 7929.0 7878.0 AP
2 AP512 20250815 7925.0 ... 7963.0 7911.0 AP
3 AP601 20250815 7997.0 ... 8015.0 7967.0 AP
4 AP603 20250815 7920.0 ... 7945.0 7875.0 AP
5 AP604 20250815 7956.0 ... 7954.0 7902.0 AP
6 AP605 20250815 7973.0 ... 8011.0 7972.0 AP
7 CF509 20250815 13885.0 ... 13840.0 13825.0 CF
8 CF511 20250815 14075.0 ... 14035.0 14030.0 CF
9 CF601 20250815 14140.0 ... 14110.0 14105.0 CF
10 CF603 20250815 14115.0 ... 14070.0 14055.0 CF
11 CF605 20250815 14135.0 ... 14080.0 14070.0 CF
12 CF607 20250815 14080.0 ... 14070.0 14070.0 CF
13 CJ509 20250815 10300.0 ... 10330.0 10345.0 CJ
14 CJ512 20250815 11375.0 ... 11380.0 11365.0 CJ
15 CJ601 20250815 11440.0 ... 11475.0 11460.0 CJ
16 CJ603 20250815 11490.0 ... 11500.0 11480.0 CJ
17 CJ605 20250815 11575.0 ... 11595.0 11595.0 CJ
18 CJ607 20250815 11720.0 ... 11755.0 11765.0 CJ
19 CY509 20250815 20125.0 ... 20095.0 20100.0 CY
20 CY510 20250815 0.0 ... 19705.0 19705.0 CY
21 CY511 20250815 20240.0 ... 20200.0 20190.0 CY
22 CY512 20250815 0.0 ... 19855.0 19855.0 CY
23 CY601 20250815 20190.0 ... 20155.0 20155.0 CY
24 CY602 20250815 0.0 ... 20015.0 20015.0 CY
25 CY603 20250815 0.0 ... 20365.0 20365.0 CY
26 CY604 20250815 0.0 ... 20030.0 20030.0 CY
27 CY605 20250815 20355.0 ... 20340.0 20365.0 CY
28 CY606 20250815 0.0 ... 20010.0 20010.0 CY
29 CY607 20250815 0.0 ... 20410.0 20410.0 CY
30 CY608 20250815 0.0 ... 20410.0 20410.0 CY
31 FG509 20250815 1053.0 ... 1054.0 1056.0 FG
32 FG510 20250815 1156.0 ... 1158.0 1159.0 FG
33 FG511 20250815 1148.0 ... 1149.0 1151.0 FG
34 FG512 20250815 1230.0 ... 1229.0 1228.0 FG
35 FG601 20250815 1224.0 ... 1219.0 1215.0 FG
36 FG602 20250815 1279.0 ... 1272.0 1269.0 FG
37 FG603 20250815 1269.0 ... 1273.0 1270.0 FG
38 FG604 20250815 1325.0 ... 1316.0 1313.0 FG
39 FG605 20250815 1318.0 ... 1315.0 1310.0 FG
40 FG606 20250815 1346.0 ... 1340.0 1335.0 FG
41 FG607 20250815 1340.0 ... 1335.0 1330.0 FG
42 FG608 20250815 1354.0 ... 1352.0 1330.0 FG
43 JR509 20250815 0.0 ... 2662.0 2662.0 JR
44 JR511 20250815 0.0 ... 2662.0 2662.0 JR
45 JR601 20250815 0.0 ... 2662.0 2662.0 JR
46 JR603 20250815 0.0 ... 2662.0 2662.0 JR
47 JR605 20250815 0.0 ... 2662.0 2662.0 JR
48 JR607 20250815 0.0 ... 2662.0 2662.0 JR
49 LR509 20250815 0.0 ... 2360.0 2360.0 LR
50 LR511 20250815 0.0 ... 2360.0 2360.0 LR
51 LR601 20250815 0.0 ... 2360.0 2360.0 LR
52 MA509 20250815 2341.0 ... 2338.0 2365.0 MA
53 MA510 20250815 2372.0 ... 2363.0 2392.0 MA
54 MA511 20250815 2391.0 ... 2380.0 2410.0 MA
55 MA512 20250815 2419.0 ... 2414.0 2444.0 MA
56 MA601 20250815 2440.0 ... 2430.0 2459.0 MA
57 MA602 20250815 2444.0 ... 2436.0 2485.0 MA
58 MA603 20250815 2469.0 ... 2438.0 2487.0 MA
59 MA604 20250815 2455.0 ... 2426.0 2449.0 MA
60 MA605 20250815 2413.0 ... 2402.0 2437.0 MA
61 MA606 20250815 2430.0 ... 2420.0 2440.0 MA
62 MA607 20250815 2426.0 ... 2407.0 2436.0 MA
63 MA608 20250815 2437.0 ... 2437.0 2436.0 MA
64 OI509 20250815 9830.0 ... 9812.0 9935.0 OI
65 OI511 20250815 9873.0 ... 9825.0 9954.0 OI
66 OI601 20250815 9820.0 ... 9779.0 9924.0 OI
67 OI603 20250815 9697.0 ... 9681.0 9788.0 OI
68 OI605 20250815 9641.0 ... 9612.0 9728.0 OI
69 OI607 20250815 9639.0 ... 9604.0 9709.0 OI
70 PF509 20250815 6296.0 ... 6316.0 6302.0 PF
71 PF510 20250815 6350.0 ... 6392.0 6372.0 PF
72 PF511 20250815 6354.0 ... 6382.0 6368.0 PF
73 PF512 20250815 6348.0 ... 6384.0 6366.0 PF
74 PF601 20250815 6358.0 ... 6390.0 6378.0 PF
75 PF602 20250815 6410.0 ... 6410.0 6400.0 PF
76 PF603 20250815 6406.0 ... 6418.0 6422.0 PF
77 PF604 20250815 6442.0 ... 6450.0 6440.0 PF
78 PF605 20250815 6472.0 ... 6476.0 6458.0 PF
79 PF606 20250815 6478.0 ... 6474.0 6470.0 PF
80 PF607 20250815 6490.0 ... 6490.0 6486.0 PF
81 PF608 20250815 0.0 ... 6486.0 6486.0 PF
82 PK510 20250815 8044.0 ... 8046.0 8088.0 PK
83 PK511 20250815 7880.0 ... 7840.0 7932.0 PK
84 PK512 20250815 7884.0 ... 7850.0 7948.0 PK
85 PK601 20250815 7938.0 ... 7912.0 7974.0 PK
86 PK603 20250815 7954.0 ... 7936.0 7996.0 PK
87 PK604 20250815 7944.0 ... 7944.0 7992.0 PK
88 PK605 20250815 7960.0 ... 7942.0 8010.0 PK
89 PL601 20250815 6480.0 ... 6493.0 6492.0 PL
90 PL602 20250815 6534.0 ... 6528.0 6524.0 PL
91 PL603 20250815 6512.0 ... 6501.0 6498.0 PL
92 PL604 20250815 6503.0 ... 6503.0 6515.0 PL
93 PL605 20250815 6395.0 ... 6393.0 6403.0 PL
94 PL606 20250815 6480.0 ... 6482.0 6491.0 PL
95 PL607 20250815 0.0 ... 6500.0 6500.0 PL
96 PL608 20250815 0.0 ... 6500.0 6500.0 PL
97 PM509 20250815 0.0 ... 3122.0 3122.0 PM
98 PM511 20250815 0.0 ... 3122.0 3122.0 PM
99 PM601 20250815 0.0 ... 3122.0 3122.0 PM
100 PM603 20250815 0.0 ... 3122.0 3122.0 PM
101 PM605 20250815 0.0 ... 3122.0 3122.0 PM
102 PM607 20250815 0.0 ... 3122.0 3122.0 PM
103 PR509 20250815 5824.0 ... 5846.0 5838.0 PR
104 PR510 20250815 5872.0 ... 5896.0 5886.0 PR
105 PR511 20250815 5866.0 ... 5892.0 5880.0 PR
106 PR512 20250815 5872.0 ... 5904.0 5878.0 PR
107 PR601 20250815 5878.0 ... 5916.0 5900.0 PR
108 PR602 20250815 0.0 ... 5942.0 5934.0 PR
109 PR603 20250815 5958.0 ... 5956.0 5942.0 PR
110 PR604 20250815 5970.0 ... 5970.0 5942.0 PR
111 PR605 20250815 0.0 ... 5946.0 5944.0 PR
112 PR606 20250815 0.0 ... 5956.0 5962.0 PR
113 PR607 20250815 0.0 ... 5964.0 5966.0 PR
114 PR608 20250815 0.0 ... 5966.0 5966.0 PR
115 PX509 20250815 6700.0 ... 6740.0 6734.0 PX
116 PX510 20250815 6662.0 ... 6720.0 6684.0 PX
117 PX511 20250815 6618.0 ... 6682.0 6652.0 PX
118 PX512 20250815 6626.0 ... 6686.0 6660.0 PX
119 PX601 20250815 6614.0 ... 6674.0 6652.0 PX
120 PX602 20250815 6670.0 ... 6670.0 6684.0 PX
121 PX603 20250815 0.0 ... 6672.0 6632.0 PX
122 PX604 20250815 0.0 ... 6672.0 6672.0 PX
123 PX605 20250815 6672.0 ... 6696.0 6654.0 PX
124 PX606 20250815 6678.0 ... 6674.0 6638.0 PX
125 PX607 20250815 6666.0 ... 6668.0 6658.0 PX
126 PX608 20250815 0.0 ... 6680.0 6658.0 PX
127 RI509 20250815 0.0 ... 2479.0 2479.0 RI
128 RI511 20250815 0.0 ... 2479.0 2479.0 RI
129 RI601 20250815 0.0 ... 2479.0 2479.0 RI
130 RI603 20250815 0.0 ... 2479.0 2479.0 RI
131 RI605 20250815 0.0 ... 2479.0 2479.0 RI
132 RI607 20250815 0.0 ... 2479.0 2479.0 RI
133 RM509 20250815 2680.0 ... 2657.0 2689.0 RM
134 RM511 20250815 2633.0 ... 2588.0 2650.0 RM
135 RM601 20250815 2599.0 ... 2563.0 2638.0 RM
136 RM603 20250815 2555.0 ... 2522.0 2588.0 RM
137 RM605 20250815 2521.0 ... 2489.0 2534.0 RM
138 RM607 20250815 2482.0 ... 2460.0 2497.0 RM
139 RM608 20250815 2499.0 ... 2515.0 2497.0 RM
140 RS509 20250815 5041.0 ... 4884.0 5081.0 RS
141 RS511 20250815 5347.0 ... 5321.0 5328.0 RS
142 RS607 20250815 5562.0 ... 5646.0 5627.0 RS
143 RS608 20250815 0.0 ... 5627.0 5627.0 RS
144 SA509 20250815 1299.0 ... 1299.0 1282.0 SA
145 SA510 20250815 1326.0 ... 1329.0 1313.0 SA
146 SA511 20250815 1335.0 ... 1337.0 1322.0 SA
147 SA512 20250815 1395.0 ... 1397.0 1378.0 SA
148 SA601 20250815 1405.0 ... 1408.0 1387.0 SA
149 SA602 20250815 1411.0 ... 1420.0 1397.0 SA
150 SA603 20250815 1412.0 ... 1424.0 1401.0 SA
151 SA604 20250815 1446.0 ... 1456.0 1438.0 SA
152 SA605 20250815 1457.0 ... 1460.0 1443.0 SA
153 SA606 20250815 1466.0 ... 1465.0 1444.0 SA
154 SA607 20250815 1460.0 ... 1460.0 1442.0 SA
155 SA608 20250815 1488.0 ... 1466.0 1442.0 SA
156 SF509 20250815 5758.0 ... 5732.0 5776.0 SF
157 SF510 20250815 5736.0 ... 5706.0 5756.0 SF
158 SF511 20250815 5924.0 ... 5902.0 5954.0 SF
159 SF512 20250815 5936.0 ... 5890.0 5964.0 SF
160 SF601 20250815 5920.0 ... 5888.0 5944.0 SF
161 SF602 20250815 5902.0 ... 5854.0 5898.0 SF
162 SF603 20250815 6072.0 ... 6042.0 6106.0 SF
163 SF604 20250815 6010.0 ... 6012.0 6096.0 SF
164 SF605 20250815 6048.0 ... 6010.0 6074.0 SF
165 SF606 20250815 6048.0 ... 5974.0 6038.0 SF
166 SF607 20250815 6122.0 ... 6100.0 6182.0 SF
167 SF608 20250815 0.0 ... 6152.0 6182.0 SF
168 SH509 20250815 2533.0 ... 2539.0 2544.0 SH
169 SH510 20250815 2651.0 ... 2656.0 2662.0 SH
170 SH511 20250815 2649.0 ... 2665.0 2661.0 SH
171 SH512 20250815 2659.0 ... 2673.0 2670.0 SH
172 SH601 20250815 2631.0 ... 2640.0 2647.0 SH
173 SH602 20250815 2687.0 ... 2659.0 2662.0 SH
174 SH603 20250815 2660.0 ... 2669.0 2677.0 SH
175 SH604 20250815 2712.0 ... 2718.0 2724.0 SH
176 SH605 20250815 2715.0 ... 2723.0 2726.0 SH
177 SH606 20250815 2738.0 ... 2737.0 2741.0 SH
178 SH607 20250815 2729.0 ... 2733.0 2727.0 SH
179 SH608 20250815 0.0 ... 2727.0 2727.0 SH
180 SM509 20250815 6054.0 ... 6010.0 6068.0 SM
181 SM510 20250815 6062.0 ... 6012.0 6076.0 SM
182 SM511 20250815 6134.0 ... 6088.0 6148.0 SM
183 SM512 20250815 6138.0 ... 6096.0 6150.0 SM
184 SM601 20250815 6162.0 ... 6098.0 6158.0 SM
185 SM602 20250815 6074.0 ... 6096.0 6168.0 SM
186 SM603 20250815 6136.0 ... 6104.0 6180.0 SM
187 SM604 20250815 6114.0 ... 6124.0 6206.0 SM
188 SM605 20250815 6184.0 ... 6138.0 6200.0 SM
189 SM606 20250815 6130.0 ... 6130.0 6212.0 SM
190 SM607 20250815 6138.0 ... 6144.0 6226.0 SM
191 SM608 20250815 0.0 ... 6226.0 6226.0 SM
192 SR509 20250815 5704.0 ... 5728.0 5719.0 SR
193 SR511 20250815 5657.0 ... 5652.0 5667.0 SR
194 SR601 20250815 5643.0 ... 5648.0 5660.0 SR
195 SR603 20250815 5622.0 ... 5625.0 5637.0 SR
196 SR605 20250815 5597.0 ... 5609.0 5617.0 SR
197 SR607 20250815 5597.0 ... 5604.0 5610.0 SR
198 TA509 20250815 4650.0 ... 4672.0 4664.0 TA
199 TA510 20250815 4656.0 ... 4698.0 4682.0 TA
200 TA511 20250815 4664.0 ... 4700.0 4682.0 TA
201 TA512 20250815 4674.0 ... 4708.0 4686.0 TA
202 TA601 20250815 4672.0 ... 4708.0 4688.0 TA
203 TA602 20250815 4692.0 ... 4718.0 4698.0 TA
204 TA603 20250815 4708.0 ... 4736.0 4704.0 TA
205 TA604 20250815 4728.0 ... 4740.0 4708.0 TA
206 TA605 20250815 4714.0 ... 4752.0 4736.0 TA
207 TA606 20250815 4720.0 ... 4736.0 4734.0 TA
208 TA607 20250815 4768.0 ... 4776.0 4754.0 TA
209 TA608 20250815 0.0 ... 4754.0 4754.0 TA
210 UR509 20250815 1716.0 ... 1719.0 1723.0 UR
211 UR510 20250815 1716.0 ... 1720.0 1725.0 UR
212 UR511 20250815 1729.0 ... 1736.0 1736.0 UR
213 UR512 20250815 1728.0 ... 1736.0 1735.0 UR
214 UR601 20250815 1726.0 ... 1735.0 1737.0 UR
215 UR602 20250815 1728.0 ... 1735.0 1733.0 UR
216 UR603 20250815 1766.0 ... 1774.0 1774.0 UR
217 UR604 20250815 1769.0 ... 1775.0 1778.0 UR
218 UR605 20250815 1770.0 ... 1778.0 1781.0 UR
219 UR606 20250815 1768.0 ... 1773.0 1774.0 UR
220 UR607 20250815 1784.0 ... 1786.0 1786.0 UR
221 UR608 20250815 1786.0 ... 1786.0 1786.0 UR
222 WH509 20250815 3198.0 ... 3198.0 3198.0 WH
223 WH511 20250815 0.0 ... 3198.0 3198.0 WH
224 WH601 20250815 0.0 ... 3198.0 3198.0 WH
225 WH603 20250815 0.0 ... 3198.0 3198.0 WH
226 WH605 20250815 0.0 ... 3198.0 3198.0 WH
227 WH607 20250815 0.0 ... 3198.0 3198.0 WH
228 ZC509 20250815 0.0 ... 801.4 801.4 ZC
229 ZC510 20250815 0.0 ... 801.4 801.4 ZC
230 ZC511 20250815 0.0 ... 801.4 801.4 ZC
231 ZC512 20250815 0.0 ... 801.4 801.4 ZC
232 ZC601 20250815 0.0 ... 801.4 801.4 ZC
233 ZC602 20250815 0.0 ... 801.4 801.4 ZC
234 ZC603 20250815 0.0 ... 801.4 801.4 ZC
235 ZC604 20250815 0.0 ... 801.4 801.4 ZC
236 ZC605 20250815 0.0 ... 801.4 801.4 ZC
237 ZC606 20250815 0.0 ... 801.4 801.4 ZC
238 ZC607 20250815 0.0 ... 801.4 801.4 ZC
239 ZC608 20250815 0.0 ... 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:25:43,808 - future_1d - INFO - ak.get_czce_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]
2025-08-22 16:25:43,884 - future_1d - INFO - ak.get_ine_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]
2025-08-22 16:25:43,995 - future_1d - INFO - ak.get_shfe_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]
2025-08-22 16:25:44,281 - future_1d - INFO - ak.get_cffex_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]
2025-08-22 16:25:44,403 - future_1d - INFO - ak.get_gfex_daily('2025-08-15') done
2025-08-22 16:25:46,131 - future_1d - INFO - save future_daily 2025-08-15 completed
symbol date open ... settle pre_settle variety
0 a2509 20250818 4127.00 ... 4137.00 4129.00 A
1 a2511 20250818 4050.00 ... 4056.00 4044.00 A
2 a2601 20250818 4057.00 ... 4055.00 4047.00 A
3 a2603 20250818 4052.00 ... 4052.00 4045.00 A
4 a2605 20250818 4095.00 ... 4096.00 4089.00 A
5 a2607 20250818 4097.00 ... 4090.00 4085.00 A
6 b2509 20250818 3806.00 ... 3800.00 3788.00 B
7 b2510 20250818 3850.00 ... 3845.00 3845.00 B
8 b2511 20250818 3885.00 ... 3891.00 3876.00 B
9 b2512 20250818 3896.00 ... 3902.00 3881.00 B
10 b2601 20250818 3874.00 ... 3883.00 3859.00 B
11 b2602 20250818 3838.00 ... 3850.00 3829.00 B
12 b2603 20250818 3757.00 ... 3766.00 3735.00 B
13 b2604 20250818 3646.00 ... 3645.00 3624.00 B
14 b2605 20250818 3561.00 ... 3566.00 3544.00 B
15 b2606 20250818 3541.00 ... 3549.00 3525.00 B
16 b2607 20250818 3528.00 ... 3532.00 3512.00 B
17 b2608 20250818 3607.00 ... 3612.00 3579.00 B
18 bb2509 20250818 144.65 ... 144.60 145.75 BB
19 bb2511 20250818 147.00 ... 145.85 146.50 BB
20 bb2601 20250818 148.35 ... 147.45 148.60 BB
21 bb2603 20250818 146.25 ... 146.25 146.35 BB
22 bb2605 20250818 0.00 ... 140.20 140.25 BB
23 bb2607 20250818 0.00 ... 145.95 146.00 BB
24 bz2603 20250818 6185.00 ... 6171.00 6188.00 BZ
25 bz2604 20250818 6120.00 ... 6138.00 6147.00 BZ
26 bz2605 20250818 6143.00 ... 6155.00 6194.00 BZ
27 bz2606 20250818 6132.00 ... 6143.00 6178.00 BZ
28 bz2607 20250818 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250818 2266.00 ... 2267.00 2274.00 C
30 c2511 20250818 2190.00 ... 2183.00 2192.00 C
31 c2601 20250818 2189.00 ... 2181.00 2187.00 C
32 c2603 20250818 2205.00 ... 2201.00 2205.00 C
33 c2605 20250818 2256.00 ... 2254.00 2258.00 C
34 c2607 20250818 2271.00 ... 2271.00 2276.00 C
35 cs2509 20250818 2612.00 ... 2608.00 2630.00 CS
36 cs2511 20250818 2522.00 ... 2514.00 2533.00 CS
37 cs2601 20250818 2546.00 ... 2544.00 2555.00 CS
38 cs2603 20250818 2548.00 ... 2545.00 2553.00 CS
39 cs2605 20250818 2616.00 ... 2613.00 2620.00 CS
40 cs2607 20250818 2620.00 ... 2617.00 2626.00 CS
41 eb2508 20250818 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250818 7225.00 ... 7207.00 7235.00 EB
43 eb2510 20250818 7253.00 ... 7225.00 7259.00 EB
44 eb2511 20250818 7274.00 ... 7251.00 7284.00 EB
45 eb2512 20250818 7295.00 ... 7272.00 7302.00 EB
46 eb2601 20250818 7306.00 ... 7292.00 7320.00 EB
47 eb2602 20250818 7333.00 ... 7317.00 7344.00 EB
48 eb2603 20250818 7359.00 ... 7340.00 7370.00 EB
49 eb2604 20250818 7376.00 ... 7341.00 7391.00 EB
50 eb2605 20250818 7400.00 ... 7383.00 7395.00 EB
51 eb2606 20250818 7381.00 ... 7381.00 7417.00 EB
52 eb2607 20250818 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250818 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250818 4383.00 ... 4353.00 4374.00 EG
55 eg2510 20250818 4387.00 ... 4372.00 4393.00 EG
56 eg2511 20250818 4398.00 ... 4380.00 4403.00 EG
57 eg2512 20250818 4411.00 ... 4387.00 4418.00 EG
58 eg2601 20250818 4408.00 ... 4391.00 4420.00 EG
59 eg2602 20250818 4415.00 ... 4401.00 4428.00 EG
60 eg2603 20250818 4420.00 ... 4405.00 4434.00 EG
61 eg2604 20250818 4449.00 ... 4430.00 4453.00 EG
62 eg2605 20250818 4457.00 ... 4433.00 4459.00 EG
63 eg2606 20250818 4441.00 ... 4427.00 4452.00 EG
64 eg2607 20250818 4429.00 ... 4429.00 4446.00 EG
65 fb2509 20250818 1272.00 ... 1271.00 1267.00 FB
66 fb2510 20250818 1294.00 ... 1293.50 1292.00 FB
67 fb2511 20250818 1290.00 ... 1287.00 1289.00 FB
68 fb2512 20250818 1287.50 ... 1287.50 1288.50 FB
69 fb2601 20250818 1294.50 ... 1287.50 1292.00 FB
70 fb2602 20250818 1293.50 ... 1290.50 1291.50 FB
71 fb2603 20250818 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250818 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250818 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250818 1356.00 ... 1356.00 1337.00 FB
75 fb2607 20250818 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250818 0.00 ... 1302.50 1302.50 FB
77 i2509 20250818 795.00 ... 792.00 792.50 I
78 i2510 20250818 791.00 ... 791.00 791.00 I
79 i2511 20250818 787.50 ... 787.50 788.00 I
80 i2512 20250818 783.50 ... 783.50 784.00 I
81 i2601 20250818 777.00 ... 776.00 777.00 I
82 i2602 20250818 771.50 ... 772.50 771.50 I
83 i2603 20250818 768.00 ... 767.50 767.50 I
84 i2604 20250818 763.00 ... 763.50 763.00 I
85 i2605 20250818 755.00 ... 754.50 754.50 I
86 i2606 20250818 750.50 ... 751.00 749.50 I
87 i2607 20250818 749.00 ... 746.50 746.50 I
88 i2608 20250818 743.50 ... 742.50 743.00 I
89 j2509 20250818 1660.00 ... 1645.50 1649.50 J
90 j2510 20250818 1693.50 ... 1669.00 1673.00 J
91 j2511 20250818 1704.00 ... 1692.50 1695.00 J
92 j2512 20250818 1737.50 ... 1701.00 1711.50 J
93 j2601 20250818 1726.00 ... 1725.00 1729.00 J
94 j2602 20250818 0.00 ... 1755.50 1760.00 J
95 j2603 20250818 1791.00 ... 1791.00 1782.00 J
96 j2604 20250818 1820.50 ... 1814.00 1810.00 J
97 j2605 20250818 1820.00 ... 1820.50 1817.50 J
98 j2606 20250818 1860.00 ... 1826.50 1824.50 J
99 j2607 20250818 0.00 ... 1826.00 1826.00 J
100 j2608 20250818 0.00 ... 1826.00 1826.00 J
101 jd2508 20250818 2900.00 ... 2900.00 2790.00 JD
102 jd2509 20250818 3162.00 ... 3116.00 3191.00 JD
103 jd2510 20250818 3170.00 ... 3134.00 3193.00 JD
104 jd2511 20250818 3270.00 ... 3241.00 3295.00 JD
105 jd2512 20250818 3461.00 ... 3407.00 3458.00 JD
106 jd2601 20250818 3572.00 ... 3526.00 3571.00 JD
107 jd2602 20250818 3220.00 ... 3174.00 3213.00 JD
108 jd2603 20250818 3220.00 ... 3178.00 3216.00 JD
109 jd2604 20250818 3371.00 ... 3352.00 3378.00 JD
110 jd2605 20250818 3488.00 ... 3478.00 3488.00 JD
111 jd2606 20250818 3311.00 ... 3313.00 3313.00 JD
112 jd2607 20250818 3564.00 ... 3559.00 3553.00 JD
113 jm2509 20250818 1086.00 ... 1062.00 1076.00 JM
114 jm2510 20250818 1118.00 ... 1097.50 1111.50 JM
115 jm2511 20250818 1169.00 ... 1144.00 1160.50 JM
116 jm2512 20250818 1206.00 ... 1182.50 1197.50 JM
117 jm2601 20250818 1238.00 ... 1217.50 1223.50 JM
118 jm2602 20250818 1252.00 ... 1223.50 1242.00 JM
119 jm2603 20250818 1273.00 ... 1245.50 1254.00 JM
120 jm2604 20250818 1279.50 ... 1262.00 1263.50 JM
121 jm2605 20250818 1290.00 ... 1264.50 1271.00 JM
122 jm2606 20250818 1293.50 ... 1273.00 1277.50 JM
123 jm2607 20250818 1304.00 ... 1278.50 1287.00 JM
124 jm2608 20250818 1325.00 ... 1281.00 1284.00 JM
125 l2509 20250818 7308.00 ... 7292.00 7295.00 L
126 l2510 20250818 7329.00 ... 7309.00 7319.00 L
127 l2511 20250818 7351.00 ... 7335.00 7342.00 L
128 l2512 20250818 7362.00 ... 7346.00 7352.00 L
129 l2601 20250818 7352.00 ... 7338.00 7344.00 L
130 l2602 20250818 7346.00 ... 7329.00 7335.00 L
131 l2603 20250818 7331.00 ... 7328.00 7331.00 L
132 l2604 20250818 7365.00 ... 7349.00 7360.00 L
133 l2605 20250818 7346.00 ... 7318.00 7341.00 L
134 l2606 20250818 7311.00 ... 7311.00 7338.00 L
135 l2607 20250818 0.00 ... 7351.00 7351.00 L
136 l2608 20250818 0.00 ... 7380.00 7380.00 L
137 lg2509 20250818 817.00 ... 816.00 811.00 LG
138 lg2511 20250818 826.00 ... 827.00 825.50 LG
139 lg2601 20250818 831.00 ... 831.00 831.00 LG
140 lg2603 20250818 837.50 ... 836.50 836.00 LG
141 lg2605 20250818 839.00 ... 838.00 837.50 LG
142 lg2607 20250818 838.00 ... 837.50 836.50 LG
143 lh2509 20250818 13735.00 ... 13670.00 13845.00 LH
144 lh2511 20250818 13880.00 ... 13875.00 13910.00 LH
145 lh2601 20250818 14200.00 ... 14175.00 14155.00 LH
146 lh2603 20250818 13330.00 ... 13305.00 13290.00 LH
147 lh2605 20250818 13850.00 ... 13815.00 13860.00 LH
148 lh2607 20250818 14250.00 ... 14210.00 14255.00 LH
149 m2509 20250818 3090.00 ... 3093.00 3082.00 M
150 m2511 20250818 3120.00 ... 3123.00 3113.00 M
151 m2512 20250818 3165.00 ... 3171.00 3161.00 M
152 m2601 20250818 3145.00 ... 3147.00 3137.00 M
153 m2603 20250818 3028.00 ... 3042.00 3019.00 M
154 m2605 20250818 2828.00 ... 2837.00 2823.00 M
155 m2607 20250818 2796.00 ... 2805.00 2792.00 M
156 m2608 20250818 2919.00 ... 2926.00 2919.00 M
157 p2509 20250818 9442.00 ... 9552.00 9330.00 P
158 p2510 20250818 9426.00 ... 9568.00 9344.00 P
159 p2511 20250818 9496.00 ... 9586.00 9392.00 P
160 p2512 20250818 9508.00 ... 9586.00 9390.00 P
161 p2601 20250818 9520.00 ... 9606.00 9406.00 P
162 p2602 20250818 9468.00 ... 9552.00 9374.00 P
163 p2603 20250818 9404.00 ... 9470.00 9304.00 P
164 p2604 20250818 9356.00 ... 9380.00 9206.00 P
165 p2605 20250818 9208.00 ... 9292.00 9130.00 P
166 p2606 20250818 9126.00 ... 9172.00 9010.00 P
167 p2607 20250818 9090.00 ... 9070.00 8898.00 P
168 p2608 20250818 8962.00 ... 8962.00 8928.00 P
169 pg2508 20250818 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250818 3858.00 ... 3849.00 3875.00 PG
171 pg2510 20250818 4323.00 ... 4308.00 4335.00 PG
172 pg2511 20250818 4244.00 ... 4230.00 4255.00 PG
173 pg2512 20250818 4178.00 ... 4178.00 4200.00 PG
174 pg2601 20250818 4140.00 ... 4130.00 4152.00 PG
175 pg2602 20250818 4097.00 ... 4077.00 4096.00 PG
176 pg2603 20250818 4002.00 ... 3995.00 4012.00 PG
177 pg2604 20250818 4289.00 ... 4289.00 4307.00 PG
178 pg2605 20250818 4203.00 ... 4194.00 4210.00 PG
179 pg2606 20250818 4133.00 ... 4123.00 4158.00 PG
180 pg2607 20250818 4078.00 ... 4068.00 4108.00 PG
181 pp2509 20250818 7051.00 ... 7036.00 7062.00 PP
182 pp2510 20250818 7056.00 ... 7028.00 7061.00 PP
183 pp2511 20250818 7061.00 ... 7038.00 7064.00 PP
184 pp2512 20250818 7079.00 ... 7065.00 7081.00 PP
185 pp2601 20250818 7073.00 ... 7058.00 7083.00 PP
186 pp2602 20250818 7061.00 ... 7038.00 7067.00 PP
187 pp2603 20250818 7049.00 ... 7026.00 7059.00 PP
188 pp2604 20250818 7058.00 ... 7053.00 7066.00 PP
189 pp2605 20250818 7075.00 ... 7056.00 7079.00 PP
190 pp2606 20250818 7047.00 ... 7036.00 7055.00 PP
191 pp2607 20250818 7032.00 ... 7030.00 7077.00 PP
192 pp2608 20250818 0.00 ... 7054.00 7085.00 PP
193 rr2509 20250818 3581.00 ... 3574.00 3574.00 RR
194 rr2510 20250818 3613.00 ... 3613.00 3612.00 RR
195 rr2511 20250818 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250818 3607.00 ... 3609.00 3604.00 RR
197 rr2601 20250818 3619.00 ... 3619.00 3618.00 RR
198 rr2602 20250818 3611.00 ... 3608.00 3606.00 RR
199 rr2603 20250818 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250818 3619.00 ... 3619.00 3613.00 RR
201 rr2605 20250818 3620.00 ... 3619.00 3619.00 RR
202 rr2606 20250818 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250818 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250818 0.00 ... 3625.00 3625.00 RR
205 v2509 20250818 4959.00 ... 4937.00 4963.00 V
206 v2510 20250818 5000.00 ... 4968.00 5005.00 V
207 v2511 20250818 5037.00 ... 5009.00 5041.00 V
208 v2512 20250818 5077.00 ... 5042.00 5080.00 V
209 v2601 20250818 5103.00 ... 5069.00 5114.00 V
210 v2602 20250818 5137.00 ... 5097.00 5157.00 V
211 v2603 20250818 5170.00 ... 5132.00 5184.00 V
212 v2604 20250818 5407.00 ... 5340.00 5406.00 V
213 v2605 20250818 5402.00 ... 5368.00 5423.00 V
214 v2606 20250818 5437.00 ... 5390.00 5440.00 V
215 v2607 20250818 5470.00 ... 5428.00 5477.00 V
216 v2608 20250818 5485.00 ... 5457.00 5475.00 V
217 y2509 20250818 8680.00 ... 8596.00 8538.00 Y
218 y2511 20250818 8588.00 ... 8600.00 8544.00 Y
219 y2512 20250818 8590.00 ... 8600.00 8546.00 Y
220 y2601 20250818 8558.00 ... 8562.00 8512.00 Y
221 y2603 20250818 8438.00 ... 8448.00 8390.00 Y
222 y2605 20250818 8130.00 ... 8138.00 8072.00 Y
223 y2607 20250818 8080.00 ... 8104.00 8034.00 Y
224 y2608 20250818 8150.00 ... 8140.00 8096.00 Y
[225 rows x 12 columns]
2025-08-22 16:25:55,466 - future_1d - INFO - ak.get_dce_daily('2025-08-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250818 8185.0 8246.0 ... 391192.16 8155.0 8197.0 AP
1 AP511 20250818 7892.0 7970.0 ... 2077.77 7900.0 7929.0 AP
2 AP512 20250818 7934.0 8019.0 ... 366.15 7960.0 7963.0 AP
3 AP601 20250818 8014.0 8115.0 ... 67014.66 8038.0 8015.0 AP
4 AP603 20250818 7904.0 8000.0 ... 135.25 7956.0 7945.0 AP
5 AP604 20250818 7936.0 8004.0 ... 55.82 7974.0 7954.0 AP
6 AP605 20250818 7984.0 8075.0 ... 553.92 8028.0 8011.0 AP
7 CF509 20250818 13840.0 13865.0 ... 322776.83 13835.0 13840.0 CF
8 CF511 20250818 14045.0 14065.0 ... 146483.52 14030.0 14035.0 CF
9 CF601 20250818 14120.0 14160.0 ... 1171362.89 14115.0 14110.0 CF
10 CF603 20250818 14085.0 14100.0 ... 1083.60 14075.0 14070.0 CF
11 CF605 20250818 14090.0 14115.0 ... 51113.53 14075.0 14080.0 CF
12 CF607 20250818 14040.0 14115.0 ... 577.38 14080.0 14070.0 CF
13 CJ509 20250818 10455.0 10585.0 ... 23505.45 10495.0 10330.0 CJ
14 CJ512 20250818 11485.0 11550.0 ... 13293.80 11435.0 11380.0 CJ
15 CJ601 20250818 11575.0 11650.0 ... 938898.22 11545.0 11475.0 CJ
16 CJ603 20250818 11580.0 11700.0 ... 13152.41 11595.0 11500.0 CJ
17 CJ605 20250818 11675.0 11820.0 ... 131782.74 11715.0 11595.0 CJ
18 CJ607 20250818 11835.0 11965.0 ... 938.50 11880.0 11755.0 CJ
19 CY509 20250818 20085.0 20145.0 ... 1557.46 20095.0 20095.0 CY
20 CY510 20250818 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250818 20185.0 20200.0 ... 92319.76 20165.0 20200.0 CY
22 CY512 20250818 0.0 0.0 ... 0.00 19855.0 19855.0 CY
23 CY601 20250818 20120.0 20200.0 ... 3233.09 20145.0 20155.0 CY
24 CY602 20250818 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250818 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250818 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250818 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250818 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250818 1050.0 1062.0 ... 881869.34 1044.0 1054.0 FG
32 FG510 20250818 1152.0 1174.0 ... 143107.45 1156.0 1158.0 FG
33 FG511 20250818 1146.0 1164.0 ... 181404.48 1143.0 1149.0 FG
34 FG512 20250818 1223.0 1247.0 ... 101597.72 1226.0 1229.0 FG
35 FG601 20250818 1213.0 1238.0 ... 5636610.49 1218.0 1219.0 FG
36 FG602 20250818 1261.0 1290.0 ... 1577.29 1270.0 1272.0 FG
37 FG603 20250818 1270.0 1290.0 ... 2009.65 1272.0 1273.0 FG
38 FG604 20250818 1313.0 1335.0 ... 761.43 1317.0 1316.0 FG
39 FG605 20250818 1313.0 1334.0 ... 72724.57 1316.0 1315.0 FG
40 FG606 20250818 1341.0 1355.0 ... 1116.28 1338.0 1340.0 FG
41 FG607 20250818 1329.0 1350.0 ... 1220.18 1335.0 1335.0 FG
42 FG608 20250818 1352.0 1368.0 ... 278.51 1352.0 1352.0 FG
43 JR509 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250818 2324.0 2324.0 ... 264555.73 2306.0 2338.0 MA
53 MA510 20250818 2349.0 2352.0 ... 81937.62 2334.0 2363.0 MA
54 MA511 20250818 2364.0 2369.0 ... 131049.02 2350.0 2380.0 MA
55 MA512 20250818 2399.0 2400.0 ... 71576.26 2383.0 2414.0 MA
56 MA601 20250818 2415.0 2420.0 ... 1051859.40 2400.0 2430.0 MA
57 MA602 20250818 2424.0 2424.0 ... 142.25 2411.0 2436.0 MA
58 MA603 20250818 2449.0 2449.0 ... 156.98 2415.0 2438.0 MA
59 MA604 20250818 2410.0 2435.0 ... 43.38 2410.0 2426.0 MA
60 MA605 20250818 2390.0 2393.0 ... 35911.80 2379.0 2402.0 MA
61 MA606 20250818 2398.0 2403.0 ... 55.03 2393.0 2420.0 MA
62 MA607 20250818 2396.0 2396.0 ... 81.17 2387.0 2407.0 MA
63 MA608 20250818 2425.0 2425.0 ... 19.19 2398.0 2437.0 MA
64 OI509 20250818 9830.0 9964.0 ... 444880.65 9887.0 9812.0 OI
65 OI511 20250818 9839.0 9962.0 ... 329065.89 9890.0 9825.0 OI
66 OI601 20250818 9783.0 9933.0 ... 3733921.48 9847.0 9779.0 OI
67 OI603 20250818 9702.0 9853.0 ... 4560.14 9765.0 9681.0 OI
68 OI605 20250818 9605.0 9786.0 ... 111443.31 9704.0 9612.0 OI
69 OI607 20250818 9618.0 9756.0 ... 309.91 9685.0 9604.0 OI
70 PF509 20250818 6322.0 6380.0 ... 29673.67 6332.0 6316.0 PF
71 PF510 20250818 6390.0 6482.0 ... 490053.15 6414.0 6392.0 PF
72 PF511 20250818 6350.0 6450.0 ... 202215.14 6392.0 6382.0 PF
73 PF512 20250818 6364.0 6438.0 ... 80569.04 6388.0 6384.0 PF
74 PF601 20250818 6376.0 6440.0 ... 24226.34 6400.0 6390.0 PF
75 PF602 20250818 6386.0 6446.0 ... 16.04 6416.0 6410.0 PF
76 PF603 20250818 6416.0 6432.0 ... 19.29 6430.0 6418.0 PF
77 PF604 20250818 6446.0 6460.0 ... 19.37 6458.0 6450.0 PF
78 PF605 20250818 6478.0 6492.0 ... 6.49 6486.0 6476.0 PF
79 PF606 20250818 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250818 0.0 0.0 ... 0.00 6490.0 6490.0 PF
81 PF608 20250818 0.0 0.0 ... 0.00 6486.0 6486.0 PF
82 PK510 20250818 8072.0 8084.0 ... 79742.80 8062.0 8046.0 PK
83 PK511 20250818 7840.0 7846.0 ... 211333.72 7822.0 7840.0 PK
84 PK512 20250818 7868.0 7890.0 ... 38477.90 7848.0 7850.0 PK
85 PK601 20250818 7916.0 7950.0 ... 20906.36 7914.0 7912.0 PK
86 PK603 20250818 7878.0 7940.0 ... 237.75 7926.0 7936.0 PK
87 PK604 20250818 7938.0 7938.0 ... 87.07 7916.0 7944.0 PK
88 PK605 20250818 7948.0 7948.0 ... 4087.56 7922.0 7942.0 PK
89 PL601 20250818 6506.0 6529.0 ... 17705.76 6467.0 6493.0 PL
90 PL602 20250818 6525.0 6525.0 ... 169.07 6503.0 6528.0 PL
91 PL603 20250818 6492.0 6492.0 ... 77.71 6476.0 6501.0 PL
92 PL604 20250818 0.0 0.0 ... 0.00 6502.0 6503.0 PL
93 PL605 20250818 6381.0 6398.0 ... 76.55 6380.0 6393.0 PL
94 PL606 20250818 0.0 0.0 ... 0.00 6482.0 6482.0 PL
95 PL607 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL608 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250818 5846.0 5866.0 ... 12034.18 5844.0 5846.0 PR
104 PR510 20250818 5890.0 5934.0 ... 234672.68 5898.0 5896.0 PR
105 PR511 20250818 5896.0 5936.0 ... 513948.66 5896.0 5892.0 PR
106 PR512 20250818 5906.0 5944.0 ... 182833.87 5902.0 5904.0 PR
107 PR601 20250818 5916.0 5954.0 ... 2434.56 5924.0 5916.0 PR
108 PR602 20250818 5940.0 5958.0 ... 17.85 5950.0 5942.0 PR
109 PR603 20250818 5940.0 5960.0 ... 44.55 5940.0 5956.0 PR
110 PR604 20250818 0.0 0.0 ... 0.00 5970.0 5970.0 PR
111 PR605 20250818 5948.0 5964.0 ... 44.63 5950.0 5946.0 PR
112 PR606 20250818 5940.0 5954.0 ... 17.84 5948.0 5956.0 PR
113 PR607 20250818 5962.0 5962.0 ... 17.86 5954.0 5964.0 PR
114 PR608 20250818 0.0 0.0 ... 0.00 5966.0 5966.0 PR
115 PX509 20250818 6748.0 6824.0 ... 45967.29 6756.0 6740.0 PX
116 PX510 20250818 6716.0 6810.0 ... 152052.38 6732.0 6720.0 PX
117 PX511 20250818 6690.0 6778.0 ... 442405.79 6702.0 6682.0 PX
118 PX512 20250818 6694.0 6768.0 ... 65133.63 6698.0 6686.0 PX
119 PX601 20250818 6676.0 6746.0 ... 110989.95 6692.0 6674.0 PX
120 PX602 20250818 0.0 0.0 ... 0.00 6714.0 6670.0 PX
121 PX603 20250818 6692.0 6692.0 ... 23.42 6692.0 6672.0 PX
122 PX604 20250818 0.0 0.0 ... 0.00 6710.0 6672.0 PX
123 PX605 20250818 6680.0 6750.0 ... 863.70 6696.0 6696.0 PX
124 PX606 20250818 6688.0 6716.0 ... 10.06 6706.0 6674.0 PX
125 PX607 20250818 6696.0 6696.0 ... 3.35 6696.0 6668.0 PX
126 PX608 20250818 0.0 0.0 ... 0.00 6726.0 6680.0 PX
127 RI509 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250818 2670.0 2703.0 ... 203496.08 2686.0 2657.0 RM
134 RM511 20250818 2579.0 2618.0 ... 35093.11 2596.0 2588.0 RM
135 RM601 20250818 2557.0 2607.0 ... 1212939.70 2578.0 2563.0 RM
136 RM603 20250818 2519.0 2554.0 ... 23705.67 2531.0 2522.0 RM
137 RM605 20250818 2499.0 2520.0 ... 162662.63 2502.0 2489.0 RM
138 RM607 20250818 2460.0 2485.0 ... 9402.24 2470.0 2460.0 RM
139 RM608 20250818 2530.0 2542.0 ... 164.65 2533.0 2515.0 RM
140 RS509 20250818 5035.0 5100.0 ... 1007.33 5012.0 4884.0 RS
141 RS511 20250818 5476.0 5485.0 ... 136.05 5442.0 5321.0 RS
142 RS607 20250818 5589.0 5680.0 ... 45.15 5643.0 5646.0 RS
143 RS608 20250818 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250818 1299.0 1305.0 ... 463927.59 1282.0 1299.0 SA
145 SA510 20250818 1326.0 1334.0 ... 389342.54 1317.0 1329.0 SA
146 SA511 20250818 1328.0 1343.0 ... 493788.73 1324.0 1337.0 SA
147 SA512 20250818 1389.0 1404.0 ... 164744.45 1382.0 1397.0 SA
148 SA601 20250818 1398.0 1413.0 ... 6993274.98 1394.0 1408.0 SA
149 SA602 20250818 1409.0 1422.0 ... 4439.42 1402.0 1420.0 SA
150 SA603 20250818 1410.0 1425.0 ... 4211.31 1404.0 1424.0 SA
151 SA604 20250818 1417.0 1457.0 ... 1791.83 1440.0 1456.0 SA
152 SA605 20250818 1447.0 1466.0 ... 131248.06 1447.0 1460.0 SA
153 SA606 20250818 1458.0 1469.0 ... 1343.11 1450.0 1465.0 SA
154 SA607 20250818 1453.0 1465.0 ... 2518.76 1449.0 1460.0 SA
155 SA608 20250818 1477.0 1482.0 ... 190.13 1463.0 1466.0 SA
156 SF509 20250818 5766.0 5776.0 ... 101773.14 5718.0 5732.0 SF
157 SF510 20250818 5742.0 5752.0 ... 143522.77 5686.0 5706.0 SF
158 SF511 20250818 5930.0 5954.0 ... 637919.05 5886.0 5902.0 SF
159 SF512 20250818 5930.0 5942.0 ... 37652.60 5872.0 5890.0 SF
160 SF601 20250818 5924.0 5936.0 ... 107381.33 5874.0 5888.0 SF
161 SF602 20250818 5888.0 5888.0 ... 519.62 5838.0 5854.0 SF
162 SF603 20250818 6088.0 6098.0 ... 123.95 6046.0 6042.0 SF
163 SF604 20250818 6052.0 6052.0 ... 27.15 6032.0 6012.0 SF
164 SF605 20250818 6060.0 6060.0 ... 3001.45 5998.0 6010.0 SF
165 SF606 20250818 6002.0 6008.0 ... 164.14 5970.0 5974.0 SF
166 SF607 20250818 6134.0 6142.0 ... 137.79 6124.0 6100.0 SF
167 SF608 20250818 0.0 0.0 ... 0.00 6100.0 6152.0 SF
168 SH509 20250818 2544.0 2595.0 ... 777303.29 2564.0 2539.0 SH
169 SH510 20250818 2673.0 2720.0 ... 415083.79 2688.0 2656.0 SH
170 SH511 20250818 2687.0 2743.0 ... 722888.59 2703.0 2665.0 SH
171 SH512 20250818 2681.0 2726.0 ... 159921.67 2695.0 2673.0 SH
172 SH601 20250818 2645.0 2678.0 ... 1034680.79 2647.0 2640.0 SH
173 SH602 20250818 2658.0 2688.0 ... 1485.15 2662.0 2659.0 SH
174 SH603 20250818 2662.0 2727.0 ... 1357.04 2677.0 2669.0 SH
175 SH604 20250818 2730.0 2774.0 ... 440.87 2721.0 2718.0 SH
176 SH605 20250818 2732.0 2758.0 ... 8655.52 2730.0 2723.0 SH
177 SH606 20250818 2739.0 2756.0 ... 468.91 2742.0 2737.0 SH
178 SH607 20250818 2729.0 2753.0 ... 278.10 2726.0 2733.0 SH
179 SH608 20250818 0.0 0.0 ... 0.00 2727.0 2727.0 SH
180 SM509 20250818 6052.0 6060.0 ... 338172.82 6018.0 6010.0 SM
181 SM510 20250818 6050.0 6064.0 ... 82102.25 6022.0 6012.0 SM
182 SM511 20250818 6136.0 6140.0 ... 146780.10 6096.0 6088.0 SM
183 SM512 20250818 6136.0 6148.0 ... 37907.62 6108.0 6096.0 SM
184 SM601 20250818 6134.0 6152.0 ... 338898.33 6110.0 6098.0 SM
185 SM602 20250818 6140.0 6154.0 ... 752.52 6094.0 6096.0 SM
186 SM603 20250818 6160.0 6170.0 ... 137.77 6124.0 6104.0 SM
187 SM604 20250818 6132.0 6150.0 ... 15.36 6144.0 6124.0 SM
188 SM605 20250818 6160.0 6182.0 ... 5415.41 6140.0 6138.0 SM
189 SM606 20250818 6168.0 6168.0 ... 30.74 6148.0 6130.0 SM
190 SM607 20250818 6176.0 6176.0 ... 24.64 6160.0 6144.0 SM
191 SM608 20250818 0.0 0.0 ... 0.00 6160.0 6226.0 SM
192 SR509 20250818 5730.0 5736.0 ... 93845.55 5728.0 5728.0 SR
193 SR511 20250818 5651.0 5686.0 ... 137497.67 5663.0 5652.0 SR
194 SR601 20250818 5653.0 5674.0 ... 1017288.82 5657.0 5648.0 SR
195 SR603 20250818 5626.0 5647.0 ... 1909.56 5633.0 5625.0 SR
196 SR605 20250818 5613.0 5629.0 ... 35842.60 5615.0 5609.0 SR
197 SR607 20250818 5619.0 5621.0 ... 1485.89 5607.0 5604.0 SR
198 TA509 20250818 4678.0 4714.0 ... 478728.39 4680.0 4672.0 TA
199 TA510 20250818 4688.0 4754.0 ... 168628.49 4710.0 4698.0 TA
200 TA511 20250818 4696.0 4760.0 ... 132218.56 4712.0 4700.0 TA
201 TA512 20250818 4704.0 4762.0 ... 33990.62 4718.0 4708.0 TA
202 TA601 20250818 4706.0 4766.0 ... 1549506.35 4726.0 4708.0 TA
203 TA602 20250818 4728.0 4774.0 ... 97.21 4742.0 4718.0 TA
204 TA603 20250818 4728.0 4760.0 ... 73.66 4752.0 4736.0 TA
205 TA604 20250818 4760.0 4796.0 ... 19.13 4782.0 4740.0 TA
206 TA605 20250818 4746.0 4808.0 ... 28397.07 4768.0 4752.0 TA
207 TA606 20250818 4786.0 4810.0 ... 9.61 4804.0 4736.0 TA
208 TA607 20250818 4822.0 4822.0 ... 7.23 4820.0 4776.0 TA
209 TA608 20250818 0.0 0.0 ... 0.00 4790.0 4754.0 TA
210 UR509 20250818 1740.0 1740.0 ... 87254.87 1732.0 1719.0 UR
211 UR510 20250818 1734.0 1743.0 ... 22064.97 1736.0 1720.0 UR
212 UR511 20250818 1750.0 1763.0 ... 33967.49 1755.0 1736.0 UR
213 UR512 20250818 1744.0 1762.0 ... 1866.59 1754.0 1736.0 UR
214 UR601 20250818 1750.0 1767.0 ... 588870.15 1755.0 1735.0 UR
215 UR602 20250818 1745.0 1762.0 ... 1475.22 1752.0 1735.0 UR
216 UR603 20250818 1783.0 1793.0 ... 200.32 1789.0 1774.0 UR
217 UR604 20250818 1789.0 1799.0 ... 32.27 1793.0 1775.0 UR
218 UR605 20250818 1790.0 1802.0 ... 14441.38 1793.0 1778.0 UR
219 UR606 20250818 1786.0 1797.0 ... 211.26 1790.0 1773.0 UR
220 UR607 20250818 1800.0 1805.0 ... 223.12 1799.0 1786.0 UR
221 UR608 20250818 1794.0 1806.0 ... 107.95 1799.0 1786.0 UR
222 WH509 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:25:55,775 - future_1d - INFO - ak.get_czce_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 SC2509 20250818 485.4 ... 483 487 SC
1 SC2510 20250818 486.4 ... 485.2 488.9 SC
2 SC2511 20250818 485 ... 482.3 486.6 SC
3 SC2512 20250818 481.4 ... 479.9 483.5 SC
4 SC2601 20250818 480 ... 478.5 482.1 SC
5 SC2602 20250818 478.5 ... 477.1 479.9 SC
6 SC2603 20250818 476 ... 476 478.2 SC
7 SC2604 20250818 475.4 ... 475.1 476.8 SC
8 SC2605 20250818 474 ... 473.1 475.1 SC
9 SC2606 20250818 474.7 ... 472.8 474.5 SC
10 SC2607 20250818 470.8 ... 470.7 472.9 SC
11 SC2608 20250818 469.8 ... 470.8 473.4 SC
12 SC2609 20250818 ... 468.2 468.2 SC
13 SC2612 20250818 462 ... 462 464 SC
14 SC2703 20250818 ... 464.2 464.2 SC
15 SC2706 20250818 ... 458.5 458.5 SC
16 SC2709 20250818 ... 458 458 SC
17 SC2712 20250818 ... 459 460 SC
18 SC2803 20250818 ... 456 456.3 SC
19 SC2806 20250818 452.2 ... 451.9 453.6 SC
21 LU2509 20250818 3412 ... 3444 3430 LU
22 LU2510 20250818 3436 ... 3459 3448 LU
23 LU2511 20250818 3429 ... 3451 3447 LU
24 LU2512 20250818 3422 ... 3437 3437 LU
25 LU2601 20250818 3412 ... 3422 3427 LU
26 LU2602 20250818 3413 ... 3411 3414 LU
27 LU2603 20250818 3405 ... 3403 3410 LU
28 LU2604 20250818 3412 ... 3395 3407 LU
29 LU2605 20250818 3390 ... 3389 3395 LU
30 LU2606 20250818 3396 ... 3383 3384 LU
31 LU2607 20250818 3390 ... 3390 3390 LU
32 LU2608 20250818 3389 ... 3389 3377 LU
34 NR2509 20250818 12680 ... 12590 12530 NR
35 NR2510 20250818 12710 ... 12660 12590 NR
36 NR2511 20250818 12740 ... 12695 12630 NR
37 NR2512 20250818 12755 ... 12730 12700 NR
38 NR2601 20250818 12875 ... 12775 12720 NR
39 NR2602 20250818 12735 ... 12740 12740 NR
40 NR2603 20250818 12745 ... 12745 12770 NR
41 NR2604 20250818 ... 12745 12705 NR
42 NR2605 20250818 12850 ... 12815 12860 NR
43 NR2606 20250818 ... 12760 12760 NR
44 NR2607 20250818 12900 ... 12900 12830 NR
45 NR2608 20250818 ... 12830 12830 NR
47 BC2509 20250818 70070 ... 70180 70070 BC
48 BC2510 20250818 70220 ... 70250 70160 BC
49 BC2511 20250818 ... 70620 70620 BC
50 BC2512 20250818 70300 ... 70300 70000 BC
51 BC2601 20250818 ... 70250 70250 BC
52 BC2602 20250818 ... 70710 70710 BC
53 BC2603 20250818 71120 ... 71120 70230 BC
54 BC2604 20250818 ... 70350 70350 BC
55 BC2605 20250818 ... 70750 70920 BC
56 BC2606 20250818 ... 69790 69790 BC
57 BC2607 20250818 ... 69370 69370 BC
58 BC2608 20250818 ... 69370 69370 BC
60 EC2508 20250818 2080 ... 2085.9 2081.9 EC
61 EC2510 20250818 1370.8 ... 1381.4 1373 EC
62 EC2512 20250818 1743 ... 1782.3 1749.4 EC
63 EC2602 20250818 1530.4 ... 1539 1529.6 EC
64 EC2604 20250818 1341 ... 1339.8 1334.6 EC
65 EC2606 20250818 1498.8 ... 1496.5 1486.7 EC
68 SC_TAS2509 20250818 ... SC_TAS
69 SC_TAS2510 20250818 ... SC_TAS
70 SC_TAS2511 20250818 ... SC_TAS
71 SC_TAS2512 20250818 ... SC_TAS
[66 rows x 12 columns]
2025-08-22 16:25:55,844 - future_1d - INFO - ak.get_ine_daily('2025-08-18') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250818 ... 79020 78960 CU
1 1 CU2510 20250818 ... 79020 78950 CU
2 2 CU2511 20250818 ... 79000 78940 CU
3 3 CU2512 20250818 ... 78960 78920 CU
4 4 CU2601 20250818 ... 78970 78930 CU
5 5 CU2602 20250818 ... 78930 78940 CU
6 6 CU2603 20250818 ... 78940 78930 CU
7 7 CU2604 20250818 ... 78960 78940 CU
8 8 CU2605 20250818 ... 78980 78980 CU
9 9 CU2606 20250818 ... 78990 78940 CU
10 10 CU2607 20250818 ... 79000 78900 CU
11 11 CU2608 20250818 ... 78930 78900 CU
12 12 BC2509 20250818 ... 70180 70070 BC
13 13 BC2510 20250818 ... 70250 70160 BC
14 14 BC2511 20250818 ... 70620 70620 BC
15 15 BC2512 20250818 ... 70300 70000 BC
16 16 BC2601 20250818 ... 70250 70250 BC
17 17 BC2602 20250818 ... 70710 70710 BC
18 18 BC2603 20250818 ... 71120 70230 BC
19 19 BC2604 20250818 ... 70350 70350 BC
20 20 BC2605 20250818 ... 70750 70920 BC
21 21 BC2606 20250818 ... 69790 69790 BC
22 22 BC2607 20250818 ... 69370 69370 BC
23 23 BC2608 20250818 ... 69370 69370 BC
24 24 AL2509 20250818 ... 20610 20740 AL
25 25 AL2510 20250818 ... 20585 20725 AL
26 26 AL2511 20250818 ... 20540 20675 AL
27 27 AL2512 20250818 ... 20510 20630 AL
28 28 AL2601 20250818 ... 20485 20605 AL
29 29 AL2602 20250818 ... 20475 20600 AL
30 30 AL2603 20250818 ... 20495 20630 AL
31 31 AL2604 20250818 ... 20530 20640 AL
32 32 AL2605 20250818 ... 20560 20650 AL
33 33 AL2606 20250818 ... 20555 20665 AL
34 34 AL2607 20250818 ... 20600 20650 AL
35 35 AL2608 20250818 ... 20570 20650 AL
36 36 ZN2509 20250818 ... 22375 22520 ZN
37 37 ZN2510 20250818 ... 22395 22545 ZN
38 38 ZN2511 20250818 ... 22400 22550 ZN
39 39 ZN2512 20250818 ... 22390 22530 ZN
40 40 ZN2601 20250818 ... 22380 22505 ZN
41 41 ZN2602 20250818 ... 22380 22505 ZN
42 42 ZN2603 20250818 ... 22420 22485 ZN
43 43 ZN2604 20250818 ... 22360 22490 ZN
44 44 ZN2605 20250818 ... 22395 22490 ZN
45 45 ZN2606 20250818 ... 22365 22475 ZN
46 46 ZN2607 20250818 ... 22360 22495 ZN
47 47 ZN2608 20250818 ... 22355 22495 ZN
48 48 PB2509 20250818 ... 16790 16825 PB
49 49 PB2510 20250818 ... 16805 16830 PB
50 50 PB2511 20250818 ... 16830 16855 PB
51 51 PB2512 20250818 ... 16865 16890 PB
52 52 PB2601 20250818 ... 16870 16900 PB
53 53 PB2602 20250818 ... 16875 17020 PB
54 54 PB2603 20250818 ... 16930 16930 PB
55 55 PB2604 20250818 ... 16960 17110 PB
56 56 PB2605 20250818 ... 16980 17030 PB
57 57 PB2606 20250818 ... 16985 17170 PB
58 58 PB2607 20250818 ... 17060 17060 PB
59 59 PB2608 20250818 ... 17015 17060 PB
60 60 NI2509 20250818 ... 120780 120690 NI
61 61 NI2510 20250818 ... 120850 120800 NI
62 62 NI2511 20250818 ... 120980 120990 NI
63 63 NI2512 20250818 ... 121230 121250 NI
64 64 NI2601 20250818 ... 121610 121530 NI
65 65 NI2602 20250818 ... 121950 121660 NI
66 66 NI2603 20250818 ... 122260 121980 NI
67 67 NI2604 20250818 ... 122660 122120 NI
68 68 NI2605 20250818 ... 122770 122590 NI
69 69 NI2606 20250818 ... 123070 122830 NI
70 70 NI2607 20250818 ... 123370 123050 NI
71 71 NI2608 20250818 ... 123650 123050 NI
72 72 SN2509 20250818 ... 266860 266560 SN
73 73 SN2510 20250818 ... 267150 266760 SN
74 74 SN2511 20250818 ... 267260 266920 SN
75 75 SN2512 20250818 ... 267220 266710 SN
76 76 SN2601 20250818 ... 267430 266830 SN
77 77 SN2602 20250818 ... 267480 267020 SN
78 78 SN2603 20250818 ... 267990 267330 SN
79 79 SN2604 20250818 ... 268640 268250 SN
80 80 SN2605 20250818 ... 268430 268550 SN
81 81 SN2606 20250818 ... 269000 268260 SN
82 82 SN2607 20250818 ... 269320 269500 SN
83 83 SN2608 20250818 ... 269500 269500 SN
84 84 AO2509 20250818 ... 3174 3190 AO
85 85 AO2510 20250818 ... 3173 3181 AO
86 86 AO2511 20250818 ... 3176 3188 AO
87 87 AO2512 20250818 ... 3183 3184 AO
88 88 AO2601 20250818 ... 3199 3207 AO
89 89 AO2602 20250818 ... 3189 3201 AO
90 90 AO2603 20250818 ... 3190 3199 AO
91 91 AO2604 20250818 ... 3201 3208 AO
92 92 AO2605 20250818 ... 3197 3205 AO
93 93 AO2606 20250818 ... 3203 3199 AO
94 94 AO2607 20250818 ... 3208 3209 AO
95 95 AO2608 20250818 ... 3175 3209 AO
96 96 AD2511 20250818 ... 20060 20165 AD
97 97 AD2512 20250818 ... 20040 20150 AD
98 98 AD2601 20250818 ... 19990 20110 AD
99 99 AD2602 20250818 ... 19915 20015 AD
100 100 AD2603 20250818 ... 20050 20050 AD
101 101 AD2604 20250818 ... 19865 19920 AD
102 102 AD2605 20250818 ... 19860 19860 AD
103 103 AD2606 20250818 ... 19720 19765 AD
104 104 AD2607 20250818 ... 19925 19925 AD
105 105 AD2608 20250818 ... 19925 19925 AD
106 106 AU2509 20250818 ... 774.94 774.04 AU
107 107 AU2510 20250818 ... 776.06 775.18 AU
108 108 AU2511 20250818 ... 777.88 775.18 AU
109 109 AU2512 20250818 ... 778.48 777.32 AU
110 110 AU2602 20250818 ... 780.44 779.46 AU
111 111 AU2604 20250818 ... 782.52 781.48 AU
112 112 AU2606 20250818 ... 785 783.82 AU
113 113 AU2608 20250818 ... 787.2 786.32 AU
114 114 AG2509 20250818 ... 9203 9198 AG
115 115 AG2510 20250818 ... 9210 9208 AG
116 116 AG2511 20250818 ... 9220 9221 AG
117 117 AG2512 20250818 ... 9232 9231 AG
118 118 AG2601 20250818 ... 9243 9244 AG
119 119 AG2602 20250818 ... 9256 9254 AG
120 120 AG2603 20250818 ... 9275 9266 AG
121 121 AG2604 20250818 ... 9282 9282 AG
122 122 AG2605 20250818 ... 9294 9294 AG
123 123 AG2606 20250818 ... 9306 9309 AG
124 124 AG2607 20250818 ... 9320 9319 AG
125 125 AG2608 20250818 ... 9350 9319 AG
126 126 RB2509 20250818 ... 3143 3159 RB
127 127 RB2510 20250818 ... 3173 3183 RB
128 128 RB2511 20250818 ... 3190 3202 RB
129 129 RB2512 20250818 ... 3235 3248 RB
130 130 RB2601 20250818 ... 3249 3262 RB
131 131 RB2602 20250818 ... 3243 3263 RB
132 132 RB2603 20250818 ... 3266 3277 RB
133 133 RB2604 20250818 ... 3283 3291 RB
134 134 RB2605 20250818 ... 3295 3305 RB
135 135 RB2606 20250818 ... 3317 3314 RB
136 136 RB2607 20250818 ... 3310 3321 RB
137 137 RB2608 20250818 ... 3322 3321 RB
138 138 WR2509 20250818 ... 3342 3342 WR
139 139 WR2510 20250818 ... 3392 3419 WR
140 140 WR2511 20250818 ... 3421 3421 WR
141 141 WR2512 20250818 ... 3471 3499 WR
142 142 WR2601 20250818 ... 3372 3459 WR
143 143 WR2602 20250818 ... 3426 3515 WR
144 144 WR2603 20250818 ... 3438 3527 WR
145 145 WR2604 20250818 ... 3460 3509 WR
146 146 WR2605 20250818 ... 3455 3455 WR
147 147 WR2606 20250818 ... 3446 3469 WR
148 148 WR2607 20250818 ... 3524 3524 WR
149 149 WR2608 20250818 ... 3524 3524 WR
150 150 HC2509 20250818 ... 3441 3437 HC
151 151 HC2510 20250818 ... 3429 3426 HC
152 152 HC2511 20250818 ... 3425 3419 HC
153 153 HC2512 20250818 ... 3435 3423 HC
154 154 HC2601 20250818 ... 3423 3421 HC
155 155 HC2602 20250818 ... 3422 3420 HC
156 156 HC2603 20250818 ... 3423 3420 HC
157 157 HC2604 20250818 ... 3429 3425 HC
158 158 HC2605 20250818 ... 3430 3430 HC
159 159 HC2606 20250818 ... 3452 3436 HC
160 160 HC2607 20250818 ... 3446 3433 HC
161 161 HC2608 20250818 ... 3448 3433 HC
162 162 SS2509 20250818 ... 12950 12935 SS
163 163 SS2510 20250818 ... 13025 13015 SS
164 164 SS2511 20250818 ... 13085 13065 SS
165 165 SS2512 20250818 ... 13130 13115 SS
166 166 SS2601 20250818 ... 13205 13175 SS
167 167 SS2602 20250818 ... 13195 13170 SS
168 168 SS2603 20250818 ... 13255 13255 SS
169 169 SS2604 20250818 ... 13345 13345 SS
170 170 SS2605 20250818 ... 13385 13350 SS
171 171 SS2606 20250818 ... 13460 13405 SS
172 172 SS2607 20250818 ... 13495 13455 SS
173 173 SS2608 20250818 ... 13510 13455 SS
174 174 SC2509 20250818 ... 483 487 SC
175 175 SC2510 20250818 ... 485.2 488.9 SC
176 176 SC2511 20250818 ... 482.3 486.6 SC
177 177 SC2512 20250818 ... 479.9 483.5 SC
178 178 SC2601 20250818 ... 478.5 482.1 SC
179 179 SC2602 20250818 ... 477.1 479.9 SC
180 180 SC2603 20250818 ... 476 478.2 SC
181 181 SC2604 20250818 ... 475.1 476.8 SC
182 182 SC2605 20250818 ... 473.1 475.1 SC
183 183 SC2606 20250818 ... 472.8 474.5 SC
184 184 SC2607 20250818 ... 470.7 472.9 SC
185 185 SC2608 20250818 ... 470.8 473.4 SC
186 186 SC2609 20250818 ... 468.2 468.2 SC
187 187 SC2612 20250818 ... 462 464 SC
188 188 SC2703 20250818 ... 464.2 464.2 SC
189 189 SC2706 20250818 ... 458.5 458.5 SC
190 190 SC2709 20250818 ... 458 458 SC
191 191 SC2712 20250818 ... 459 460 SC
192 192 SC2803 20250818 ... 456 456.3 SC
193 193 SC2806 20250818 ... 451.9 453.6 SC
194 194 LU2509 20250818 ... 3444 3430 LU
195 195 LU2510 20250818 ... 3459 3448 LU
196 196 LU2511 20250818 ... 3451 3447 LU
197 197 LU2512 20250818 ... 3437 3437 LU
198 198 LU2601 20250818 ... 3422 3427 LU
199 199 LU2602 20250818 ... 3411 3414 LU
200 200 LU2603 20250818 ... 3403 3410 LU
201 201 LU2604 20250818 ... 3395 3407 LU
202 202 LU2605 20250818 ... 3389 3395 LU
203 203 LU2606 20250818 ... 3383 3384 LU
204 204 LU2607 20250818 ... 3390 3390 LU
205 205 LU2608 20250818 ... 3389 3377 LU
206 206 FU2509 20250818 ... 2700 2705 FU
207 207 FU2510 20250818 ... 2722 2722 FU
208 208 FU2511 20250818 ... 2724 2734 FU
209 209 FU2512 20250818 ... 2727 2745 FU
210 210 FU2601 20250818 ... 2731 2755 FU
211 211 FU2602 20250818 ... 2730 2754 FU
212 212 FU2603 20250818 ... 2732 2753 FU
213 213 FU2604 20250818 ... 2733 2750 FU
214 214 FU2605 20250818 ... 2727 2742 FU
215 215 FU2606 20250818 ... 2726 2738 FU
216 216 FU2607 20250818 ... 2707 2715 FU
217 217 FU2608 20250818 ... 2703 2710 FU
218 218 BU2509 20250818 ... 3504 3509 BU
219 219 BU2510 20250818 ... 3474 3471 BU
220 220 BU2511 20250818 ... 3428 3429 BU
221 221 BU2512 20250818 ... 3375 3382 BU
222 222 BU2601 20250818 ... 3338 3345 BU
223 223 BU2602 20250818 ... 3331 3340 BU
224 224 BU2603 20250818 ... 3328 3334 BU
225 225 BU2604 20250818 ... 3320 3331 BU
226 226 BU2605 20250818 ... 3319 3332 BU
227 227 BU2606 20250818 ... 3322 3326 BU
228 228 BU2607 20250818 ... 3309 3316 BU
229 229 BU2608 20250818 ... 3316 3316 BU
230 230 BU2609 20250818 ... 3312 3323 BU
231 231 BU2612 20250818 ... 3290 3298 BU
232 232 BU2703 20250818 ... 3296 3306 BU
233 233 BU2706 20250818 ... 3307 3314 BU
234 234 BR2509 20250818 ... 11800 11700 BR
235 235 BR2510 20250818 ... 11810 11710 BR
236 236 BR2511 20250818 ... 11810 11710 BR
237 237 BR2512 20250818 ... 11830 11695 BR
238 238 BR2601 20250818 ... 11835 11730 BR
239 239 BR2602 20250818 ... 11750 11735 BR
240 240 BR2603 20250818 ... 11785 11760 BR
241 241 BR2604 20250818 ... 11880 11825 BR
242 242 BR2605 20250818 ... 11880 11850 BR
243 243 BR2606 20250818 ... 11915 11880 BR
244 244 BR2607 20250818 ... 11950 11925 BR
245 245 BR2608 20250818 ... 11925 11925 BR
246 246 RU2509 20250818 ... 14795 14760 RU
247 247 RU2510 20250818 ... 14805 14750 RU
248 248 RU2511 20250818 ... 14815 14765 RU
249 249 RU2601 20250818 ... 15825 15780 RU
250 250 RU2603 20250818 ... 15850 15795 RU
251 251 RU2604 20250818 ... 15850 15755 RU
252 252 RU2605 20250818 ... 15910 15835 RU
253 253 RU2606 20250818 ... 15975 15995 RU
254 254 RU2607 20250818 ... 15985 16025 RU
255 255 RU2608 20250818 ... 16025 16025 RU
256 256 NR2509 20250818 ... 12590 12530 NR
257 257 NR2510 20250818 ... 12660 12590 NR
258 258 NR2511 20250818 ... 12695 12630 NR
259 259 NR2512 20250818 ... 12730 12700 NR
260 260 NR2601 20250818 ... 12775 12720 NR
261 261 NR2602 20250818 ... 12740 12740 NR
262 262 NR2603 20250818 ... 12745 12770 NR
263 263 NR2604 20250818 ... 12745 12705 NR
264 264 NR2605 20250818 ... 12815 12860 NR
265 265 NR2606 20250818 ... 12760 12760 NR
266 266 NR2607 20250818 ... 12900 12830 NR
267 267 NR2608 20250818 ... 12830 12830 NR
268 268 SP2509 20250818 ... 5226 5232 SP
269 269 SP2510 20250818 ... 5260 5248 SP
270 270 SP2511 20250818 ... 5276 5284 SP
271 271 SP2512 20250818 ... 5270 5276 SP
272 272 SP2601 20250818 ... 5496 5498 SP
273 273 SP2602 20250818 ... 5462 5462 SP
274 274 SP2603 20250818 ... 5460 5462 SP
275 275 SP2604 20250818 ... 5462 5464 SP
276 276 SP2605 20250818 ... 5466 5458 SP
277 277 SP2606 20250818 ... 5474 5458 SP
278 278 SP2607 20250818 ... 5458 5458 SP
279 279 SP2608 20250818 ... 5484 5458 SP
280 280 EC2508 20250818 ... 2085.9 2081.9 EC
281 281 EC2510 20250818 ... 1381.4 1373 EC
282 282 EC2512 20250818 ... 1782.3 1749.4 EC
283 283 EC2602 20250818 ... 1539 1529.6 EC
284 284 EC2604 20250818 ... 1339.8 1334.6 EC
285 285 EC2606 20250818 ... 1496.5 1486.7 EC
286 286 SC_TAS2509 20250818 ... SC_TAS
287 287 SC_TAS2510 20250818 ... SC_TAS
288 288 SC_TAS2511 20250818 ... SC_TAS
289 289 SC_TAS2512 20250818 ... SC_TAS
[290 rows x 13 columns]
2025-08-22 16:25:55,954 - future_1d - INFO - ak.get_shfe_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 IC2509 20250818 6552.000 ... 6608.400 6524.400 IC
1 IC2510 20250818 6524.400 ... 6568.600 6524.400 IC
2 IC2512 20250818 6425.000 ... 6488.800 6388.200 IC
3 IC2603 20250818 6300.000 ... 6367.800 6267.000 IC
4 IF2509 20250818 4220.000 ... 4237.400 4203.200 IF
5 IF2510 20250818 4233.000 ... 4233.800 4203.200 IF
6 IF2512 20250818 4207.000 ... 4220.200 4181.400 IF
7 IF2603 20250818 4205.000 ... 4201.400 4157.200 IF
8 IH2509 20250818 2848.000 ... 2849.200 2846.200 IH
9 IH2510 20250818 2852.600 ... 2849.000 2846.200 IH
10 IH2512 20250818 2853.800 ... 2853.200 2849.000 IH
11 IH2603 20250818 2857.200 ... 2854.200 2851.000 IH
12 IM2509 20250818 7124.000 ... 7179.800 7072.600 IM
13 IM2510 20250818 7078.400 ... 7138.200 7072.600 IM
14 IM2512 20250818 6950.000 ... 7025.800 6906.800 IM
15 IM2603 20250818 6805.000 ... 6874.400 6738.000 IM
16 T2509 20250818 108.120 ... 108.020 108.325 T
17 T2512 20250818 108.090 ... 107.890 108.225 T
18 T2603 20250818 107.890 ... 107.655 108.020 T
19 TF2509 20250818 105.530 ... 105.465 105.675 TF
20 TF2512 20250818 105.580 ... 105.410 105.670 TF
21 TF2603 20250818 105.565 ... 105.385 105.665 TF
22 TL2509 20250818 116.930 ... 116.270 117.660 TL
23 TL2512 20250818 116.410 ... 115.760 117.210 TL
24 TL2603 20250818 116.250 ... 115.460 116.880 TL
25 TS2509 20250818 102.320 ... 102.302 102.346 TS
26 TS2512 20250818 102.360 ... 102.334 102.384 TS
27 TS2603 20250818 102.324 ... 102.318 102.368 TS
[28 rows x 12 columns]
2025-08-22 16:25:56,480 - future_1d - INFO - ak.get_cffex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 PS2509 20250818 52765.0 ... 52495.0 51435.0 PS
1 PS2510 20250818 52960.0 ... 52595.0 51385.0 PS
2 PS2511 20250818 52810.0 ... 52540.0 51400.0 PS
3 PS2512 20250818 54750.0 ... 54905.0 53605.0 PS
4 PS2601 20250818 55060.0 ... 55035.0 53740.0 PS
5 PS2602 20250818 55305.0 ... 55530.0 53960.0 PS
6 PS2603 20250818 55525.0 ... 55775.0 54100.0 PS
7 PS2604 20250818 55590.0 ... 55975.0 54115.0 PS
8 PS2605 20250818 55685.0 ... 55475.0 54270.0 PS
9 PS2606 20250818 58380.0 ... 58225.0 56980.0 PS
10 PS2607 20250818 58205.0 ... 58455.0 57140.0 PS
11 PS2608 20250818 58350.0 ... 58360.0 57470.0 PS
13 SI2509 20250818 8800.0 ... 8720.0 8610.0 SI
14 SI2510 20250818 8820.0 ... 8715.0 8630.0 SI
15 SI2511 20250818 8805.0 ... 8735.0 8625.0 SI
16 SI2512 20250818 9195.0 ... 9085.0 8995.0 SI
17 SI2601 20250818 9205.0 ... 9090.0 8980.0 SI
18 SI2602 20250818 9175.0 ... 9065.0 8980.0 SI
19 SI2603 20250818 9195.0 ... 9105.0 9040.0 SI
20 SI2604 20250818 9220.0 ... 9125.0 9105.0 SI
21 SI2605 20250818 9280.0 ... 9165.0 9030.0 SI
22 SI2606 20250818 9245.0 ... 9175.0 9055.0 SI
23 SI2607 20250818 9240.0 ... 9160.0 9090.0 SI
24 SI2608 20250818 9260.0 ... 9210.0 8985.0 SI
27 LC2509 20250818 87740.0 ... 89040.0 85160.0 LC
28 LC2510 20250818 88460.0 ... 89160.0 85320.0 LC
29 LC2511 20250818 88160.0 ... 89140.0 85260.0 LC
30 LC2512 20250818 87540.0 ... 89080.0 85100.0 LC
31 LC2601 20250818 87880.0 ... 88800.0 84840.0 LC
32 LC2602 20250818 87640.0 ... 88480.0 84240.0 LC
33 LC2603 20250818 86060.0 ... 87980.0 83800.0 LC
34 LC2604 20250818 88640.0 ... 87760.0 83480.0 LC
35 LC2605 20250818 86100.0 ... 87300.0 83240.0 LC
36 LC2606 20250818 85020.0 ... 86900.0 82880.0 LC
37 LC2607 20250818 85800.0 ... 86620.0 82740.0 LC
38 LC2608 20250818 86040.0 ... 86480.0 83260.0 LC
[36 rows x 12 columns]
2025-08-22 16:25:56,799 - future_1d - INFO - ak.get_gfex_daily('2025-08-18') done
2025-08-22 16:25:58,544 - future_1d - INFO - save future_daily 2025-08-18 completed
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-22 16:26:07,453 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:26:07,760 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-22 16:26:07,831 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-22 16:26:07,928 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-22 16:26:08,190 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-22 16:26:08,408 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
2025-08-22 16:26:10,142 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-22 16:26:18,255 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:26:18,542 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 16:26:18,638 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 16:26:18,746 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-22 16:26:19,007 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-22 16:26:19,221 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
2025-08-22 16:26:20,965 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-22 16:26:28,486 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:26:28,764 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 16:26:28,837 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 16:26:28,935 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-22 16:26:29,210 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-22 16:26:29,367 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
2025-08-22 16:26:31,126 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-22 16:26:41,391 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 16:26:41,735 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 16:26:41,800 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 16:26:41,889 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-22 16:26:42,186 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-22 16:26:42,406 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
2025-08-22 16:26:44,194 - future_1d - INFO - save future_daily 2025-08-22 add
2025-08-22 16:26:44,200 - future_1d - INFO - 0 1 2 3 4
symbol a2509 a2511 a2601 a2603 a2605
date 2025-08-22 2025-08-22 2025-08-22 2025-08-22 2025-08-22
opencol 4111.0 3991.0 4000.0 4006.0 4046.0
high 4120.0 4006.0 4007.0 4013.0 4053.0
low 4099.0 3977.0 3982.0 3990.0 4033.0
close 4107.0 3985.0 3991.0 3998.0 4041.0
volume 3954.0 99492.0 36398.0 8028.0 2020.0
open_interest 7137.0 206133.0 91257.0 30576.0 5012.0
turnover 16235.57 396898.1 145348.57 32115.11 8165.93
settle 4106.0 3989.0 3993.0 4000.0 4042.0
pre_settle 4134.0 4013.0 4012.0 4012.0 4057.0
variety A A A A A
exchange DCE DCE DCE DCE DCE
comd a a a a a
contract a2509 a2511 a2601 a2603 a2605
contract_yymm 2509 2511 2601 2603 2605
maturity_month 1 3 5 7 9
maturity_day 10 71 132 191 252
=========================================================================
2025-08-22 18:25:43 Fri START TASK.01 future_1d future_daily
=========================================================================
2025-08-22 18:25:45,883 - future_1d - INFO - future_daily check=True check_last=7 start...
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]
2025-08-22 18:25:46,741 - future_1d - INFO - ak.get_dce_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]
2025-08-22 18:25:47,019 - future_1d - INFO - ak.get_cffex_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]
2025-08-22 18:25:47,233 - future_1d - INFO - ak.get_gfex_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]
2025-08-22 18:25:47,531 - 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]
2025-08-22 18:25:47,653 - future_1d - INFO - ak.get_shfe_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]
2025-08-22 18:25:47,782 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
2025-08-22 18:25:49,571 - future_1d - INFO - save future_daily 2025-08-14 completed
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]
2025-08-22 18:25:54,225 - future_1d - INFO - ak.get_dce_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]
2025-08-22 18:25:54,484 - future_1d - INFO - ak.get_cffex_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]
2025-08-22 18:25:54,663 - future_1d - INFO - ak.get_gfex_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]
2025-08-22 18:25:54,934 - 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]
2025-08-22 18:25:55,025 - future_1d - INFO - ak.get_shfe_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]
2025-08-22 18:25:55,104 - future_1d - INFO - ak.get_ine_daily('2025-08-15') done
2025-08-22 18:25:56,835 - future_1d - INFO - save future_daily 2025-08-15 completed
symbol date open ... settle pre_settle variety
0 a2509 20250818 4127.00 ... 4137.00 4129.00 A
1 a2511 20250818 4050.00 ... 4056.00 4044.00 A
2 a2601 20250818 4057.00 ... 4055.00 4047.00 A
3 a2603 20250818 4052.00 ... 4052.00 4045.00 A
4 a2605 20250818 4095.00 ... 4096.00 4089.00 A
5 a2607 20250818 4097.00 ... 4090.00 4085.00 A
6 b2509 20250818 3806.00 ... 3800.00 3788.00 B
7 b2510 20250818 3850.00 ... 3845.00 3845.00 B
8 b2511 20250818 3885.00 ... 3891.00 3876.00 B
9 b2512 20250818 3896.00 ... 3902.00 3881.00 B
10 b2601 20250818 3874.00 ... 3883.00 3859.00 B
11 b2602 20250818 3838.00 ... 3850.00 3829.00 B
12 b2603 20250818 3757.00 ... 3766.00 3735.00 B
13 b2604 20250818 3646.00 ... 3645.00 3624.00 B
14 b2605 20250818 3561.00 ... 3566.00 3544.00 B
15 b2606 20250818 3541.00 ... 3549.00 3525.00 B
16 b2607 20250818 3528.00 ... 3532.00 3512.00 B
17 b2608 20250818 3607.00 ... 3612.00 3579.00 B
18 bb2509 20250818 144.65 ... 144.60 145.75 BB
19 bb2511 20250818 147.00 ... 145.85 146.50 BB
20 bb2601 20250818 148.35 ... 147.45 148.60 BB
21 bb2603 20250818 146.25 ... 146.25 146.35 BB
22 bb2605 20250818 0.00 ... 140.20 140.25 BB
23 bb2607 20250818 0.00 ... 145.95 146.00 BB
24 bz2603 20250818 6185.00 ... 6171.00 6188.00 BZ
25 bz2604 20250818 6120.00 ... 6138.00 6147.00 BZ
26 bz2605 20250818 6143.00 ... 6155.00 6194.00 BZ
27 bz2606 20250818 6132.00 ... 6143.00 6178.00 BZ
28 bz2607 20250818 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250818 2266.00 ... 2267.00 2274.00 C
30 c2511 20250818 2190.00 ... 2183.00 2192.00 C
31 c2601 20250818 2189.00 ... 2181.00 2187.00 C
32 c2603 20250818 2205.00 ... 2201.00 2205.00 C
33 c2605 20250818 2256.00 ... 2254.00 2258.00 C
34 c2607 20250818 2271.00 ... 2271.00 2276.00 C
35 cs2509 20250818 2612.00 ... 2608.00 2630.00 CS
36 cs2511 20250818 2522.00 ... 2514.00 2533.00 CS
37 cs2601 20250818 2546.00 ... 2544.00 2555.00 CS
38 cs2603 20250818 2548.00 ... 2545.00 2553.00 CS
39 cs2605 20250818 2616.00 ... 2613.00 2620.00 CS
40 cs2607 20250818 2620.00 ... 2617.00 2626.00 CS
41 eb2508 20250818 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250818 7225.00 ... 7207.00 7235.00 EB
43 eb2510 20250818 7253.00 ... 7225.00 7259.00 EB
44 eb2511 20250818 7274.00 ... 7251.00 7284.00 EB
45 eb2512 20250818 7295.00 ... 7272.00 7302.00 EB
46 eb2601 20250818 7306.00 ... 7292.00 7320.00 EB
47 eb2602 20250818 7333.00 ... 7317.00 7344.00 EB
48 eb2603 20250818 7359.00 ... 7340.00 7370.00 EB
49 eb2604 20250818 7376.00 ... 7341.00 7391.00 EB
50 eb2605 20250818 7400.00 ... 7383.00 7395.00 EB
51 eb2606 20250818 7381.00 ... 7381.00 7417.00 EB
52 eb2607 20250818 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250818 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250818 4383.00 ... 4353.00 4374.00 EG
55 eg2510 20250818 4387.00 ... 4372.00 4393.00 EG
56 eg2511 20250818 4398.00 ... 4380.00 4403.00 EG
57 eg2512 20250818 4411.00 ... 4387.00 4418.00 EG
58 eg2601 20250818 4408.00 ... 4391.00 4420.00 EG
59 eg2602 20250818 4415.00 ... 4401.00 4428.00 EG
60 eg2603 20250818 4420.00 ... 4405.00 4434.00 EG
61 eg2604 20250818 4449.00 ... 4430.00 4453.00 EG
62 eg2605 20250818 4457.00 ... 4433.00 4459.00 EG
63 eg2606 20250818 4441.00 ... 4427.00 4452.00 EG
64 eg2607 20250818 4429.00 ... 4429.00 4446.00 EG
65 fb2509 20250818 1272.00 ... 1271.00 1267.00 FB
66 fb2510 20250818 1294.00 ... 1293.50 1292.00 FB
67 fb2511 20250818 1290.00 ... 1287.00 1289.00 FB
68 fb2512 20250818 1287.50 ... 1287.50 1288.50 FB
69 fb2601 20250818 1294.50 ... 1287.50 1292.00 FB
70 fb2602 20250818 1293.50 ... 1290.50 1291.50 FB
71 fb2603 20250818 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250818 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250818 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250818 1356.00 ... 1356.00 1337.00 FB
75 fb2607 20250818 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250818 0.00 ... 1302.50 1302.50 FB
77 i2509 20250818 795.00 ... 792.00 792.50 I
78 i2510 20250818 791.00 ... 791.00 791.00 I
79 i2511 20250818 787.50 ... 787.50 788.00 I
80 i2512 20250818 783.50 ... 783.50 784.00 I
81 i2601 20250818 777.00 ... 776.00 777.00 I
82 i2602 20250818 771.50 ... 772.50 771.50 I
83 i2603 20250818 768.00 ... 767.50 767.50 I
84 i2604 20250818 763.00 ... 763.50 763.00 I
85 i2605 20250818 755.00 ... 754.50 754.50 I
86 i2606 20250818 750.50 ... 751.00 749.50 I
87 i2607 20250818 749.00 ... 746.50 746.50 I
88 i2608 20250818 743.50 ... 742.50 743.00 I
89 j2509 20250818 1660.00 ... 1645.50 1649.50 J
90 j2510 20250818 1693.50 ... 1669.00 1673.00 J
91 j2511 20250818 1704.00 ... 1692.50 1695.00 J
92 j2512 20250818 1737.50 ... 1701.00 1711.50 J
93 j2601 20250818 1726.00 ... 1725.00 1729.00 J
94 j2602 20250818 0.00 ... 1755.50 1760.00 J
95 j2603 20250818 1791.00 ... 1791.00 1782.00 J
96 j2604 20250818 1820.50 ... 1814.00 1810.00 J
97 j2605 20250818 1820.00 ... 1820.50 1817.50 J
98 j2606 20250818 1860.00 ... 1826.50 1824.50 J
99 j2607 20250818 0.00 ... 1826.00 1826.00 J
100 j2608 20250818 0.00 ... 1826.00 1826.00 J
101 jd2508 20250818 2900.00 ... 2900.00 2790.00 JD
102 jd2509 20250818 3162.00 ... 3116.00 3191.00 JD
103 jd2510 20250818 3170.00 ... 3134.00 3193.00 JD
104 jd2511 20250818 3270.00 ... 3241.00 3295.00 JD
105 jd2512 20250818 3461.00 ... 3407.00 3458.00 JD
106 jd2601 20250818 3572.00 ... 3526.00 3571.00 JD
107 jd2602 20250818 3220.00 ... 3174.00 3213.00 JD
108 jd2603 20250818 3220.00 ... 3178.00 3216.00 JD
109 jd2604 20250818 3371.00 ... 3352.00 3378.00 JD
110 jd2605 20250818 3488.00 ... 3478.00 3488.00 JD
111 jd2606 20250818 3311.00 ... 3313.00 3313.00 JD
112 jd2607 20250818 3564.00 ... 3559.00 3553.00 JD
113 jm2509 20250818 1086.00 ... 1062.00 1076.00 JM
114 jm2510 20250818 1118.00 ... 1097.50 1111.50 JM
115 jm2511 20250818 1169.00 ... 1144.00 1160.50 JM
116 jm2512 20250818 1206.00 ... 1182.50 1197.50 JM
117 jm2601 20250818 1238.00 ... 1217.50 1223.50 JM
118 jm2602 20250818 1252.00 ... 1223.50 1242.00 JM
119 jm2603 20250818 1273.00 ... 1245.50 1254.00 JM
120 jm2604 20250818 1279.50 ... 1262.00 1263.50 JM
121 jm2605 20250818 1290.00 ... 1264.50 1271.00 JM
122 jm2606 20250818 1293.50 ... 1273.00 1277.50 JM
123 jm2607 20250818 1304.00 ... 1278.50 1287.00 JM
124 jm2608 20250818 1325.00 ... 1281.00 1284.00 JM
125 l2509 20250818 7308.00 ... 7292.00 7295.00 L
126 l2510 20250818 7329.00 ... 7309.00 7319.00 L
127 l2511 20250818 7351.00 ... 7335.00 7342.00 L
128 l2512 20250818 7362.00 ... 7346.00 7352.00 L
129 l2601 20250818 7352.00 ... 7338.00 7344.00 L
130 l2602 20250818 7346.00 ... 7329.00 7335.00 L
131 l2603 20250818 7331.00 ... 7328.00 7331.00 L
132 l2604 20250818 7365.00 ... 7349.00 7360.00 L
133 l2605 20250818 7346.00 ... 7318.00 7341.00 L
134 l2606 20250818 7311.00 ... 7311.00 7338.00 L
135 l2607 20250818 0.00 ... 7351.00 7351.00 L
136 l2608 20250818 0.00 ... 7380.00 7380.00 L
137 lg2509 20250818 817.00 ... 816.00 811.00 LG
138 lg2511 20250818 826.00 ... 827.00 825.50 LG
139 lg2601 20250818 831.00 ... 831.00 831.00 LG
140 lg2603 20250818 837.50 ... 836.50 836.00 LG
141 lg2605 20250818 839.00 ... 838.00 837.50 LG
142 lg2607 20250818 838.00 ... 837.50 836.50 LG
143 lh2509 20250818 13735.00 ... 13670.00 13845.00 LH
144 lh2511 20250818 13880.00 ... 13875.00 13910.00 LH
145 lh2601 20250818 14200.00 ... 14175.00 14155.00 LH
146 lh2603 20250818 13330.00 ... 13305.00 13290.00 LH
147 lh2605 20250818 13850.00 ... 13815.00 13860.00 LH
148 lh2607 20250818 14250.00 ... 14210.00 14255.00 LH
149 m2509 20250818 3090.00 ... 3093.00 3082.00 M
150 m2511 20250818 3120.00 ... 3123.00 3113.00 M
151 m2512 20250818 3165.00 ... 3171.00 3161.00 M
152 m2601 20250818 3145.00 ... 3147.00 3137.00 M
153 m2603 20250818 3028.00 ... 3042.00 3019.00 M
154 m2605 20250818 2828.00 ... 2837.00 2823.00 M
155 m2607 20250818 2796.00 ... 2805.00 2792.00 M
156 m2608 20250818 2919.00 ... 2926.00 2919.00 M
157 p2509 20250818 9442.00 ... 9552.00 9330.00 P
158 p2510 20250818 9426.00 ... 9568.00 9344.00 P
159 p2511 20250818 9496.00 ... 9586.00 9392.00 P
160 p2512 20250818 9508.00 ... 9586.00 9390.00 P
161 p2601 20250818 9520.00 ... 9606.00 9406.00 P
162 p2602 20250818 9468.00 ... 9552.00 9374.00 P
163 p2603 20250818 9404.00 ... 9470.00 9304.00 P
164 p2604 20250818 9356.00 ... 9380.00 9206.00 P
165 p2605 20250818 9208.00 ... 9292.00 9130.00 P
166 p2606 20250818 9126.00 ... 9172.00 9010.00 P
167 p2607 20250818 9090.00 ... 9070.00 8898.00 P
168 p2608 20250818 8962.00 ... 8962.00 8928.00 P
169 pg2508 20250818 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250818 3858.00 ... 3849.00 3875.00 PG
171 pg2510 20250818 4323.00 ... 4308.00 4335.00 PG
172 pg2511 20250818 4244.00 ... 4230.00 4255.00 PG
173 pg2512 20250818 4178.00 ... 4178.00 4200.00 PG
174 pg2601 20250818 4140.00 ... 4130.00 4152.00 PG
175 pg2602 20250818 4097.00 ... 4077.00 4096.00 PG
176 pg2603 20250818 4002.00 ... 3995.00 4012.00 PG
177 pg2604 20250818 4289.00 ... 4289.00 4307.00 PG
178 pg2605 20250818 4203.00 ... 4194.00 4210.00 PG
179 pg2606 20250818 4133.00 ... 4123.00 4158.00 PG
180 pg2607 20250818 4078.00 ... 4068.00 4108.00 PG
181 pp2509 20250818 7051.00 ... 7036.00 7062.00 PP
182 pp2510 20250818 7056.00 ... 7028.00 7061.00 PP
183 pp2511 20250818 7061.00 ... 7038.00 7064.00 PP
184 pp2512 20250818 7079.00 ... 7065.00 7081.00 PP
185 pp2601 20250818 7073.00 ... 7058.00 7083.00 PP
186 pp2602 20250818 7061.00 ... 7038.00 7067.00 PP
187 pp2603 20250818 7049.00 ... 7026.00 7059.00 PP
188 pp2604 20250818 7058.00 ... 7053.00 7066.00 PP
189 pp2605 20250818 7075.00 ... 7056.00 7079.00 PP
190 pp2606 20250818 7047.00 ... 7036.00 7055.00 PP
191 pp2607 20250818 7032.00 ... 7030.00 7077.00 PP
192 pp2608 20250818 0.00 ... 7054.00 7085.00 PP
193 rr2509 20250818 3581.00 ... 3574.00 3574.00 RR
194 rr2510 20250818 3613.00 ... 3613.00 3612.00 RR
195 rr2511 20250818 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250818 3607.00 ... 3609.00 3604.00 RR
197 rr2601 20250818 3619.00 ... 3619.00 3618.00 RR
198 rr2602 20250818 3611.00 ... 3608.00 3606.00 RR
199 rr2603 20250818 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250818 3619.00 ... 3619.00 3613.00 RR
201 rr2605 20250818 3620.00 ... 3619.00 3619.00 RR
202 rr2606 20250818 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250818 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250818 0.00 ... 3625.00 3625.00 RR
205 v2509 20250818 4959.00 ... 4937.00 4963.00 V
206 v2510 20250818 5000.00 ... 4968.00 5005.00 V
207 v2511 20250818 5037.00 ... 5009.00 5041.00 V
208 v2512 20250818 5077.00 ... 5042.00 5080.00 V
209 v2601 20250818 5103.00 ... 5069.00 5114.00 V
210 v2602 20250818 5137.00 ... 5097.00 5157.00 V
211 v2603 20250818 5170.00 ... 5132.00 5184.00 V
212 v2604 20250818 5407.00 ... 5340.00 5406.00 V
213 v2605 20250818 5402.00 ... 5368.00 5423.00 V
214 v2606 20250818 5437.00 ... 5390.00 5440.00 V
215 v2607 20250818 5470.00 ... 5428.00 5477.00 V
216 v2608 20250818 5485.00 ... 5457.00 5475.00 V
217 y2509 20250818 8680.00 ... 8596.00 8538.00 Y
218 y2511 20250818 8588.00 ... 8600.00 8544.00 Y
219 y2512 20250818 8590.00 ... 8600.00 8546.00 Y
220 y2601 20250818 8558.00 ... 8562.00 8512.00 Y
221 y2603 20250818 8438.00 ... 8448.00 8390.00 Y
222 y2605 20250818 8130.00 ... 8138.00 8072.00 Y
223 y2607 20250818 8080.00 ... 8104.00 8034.00 Y
224 y2608 20250818 8150.00 ... 8140.00 8096.00 Y
[225 rows x 12 columns]
2025-08-22 18:26:02,586 - future_1d - INFO - ak.get_dce_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 IC2509 20250818 6552.000 ... 6608.400 6524.400 IC
1 IC2510 20250818 6524.400 ... 6568.600 6524.400 IC
2 IC2512 20250818 6425.000 ... 6488.800 6388.200 IC
3 IC2603 20250818 6300.000 ... 6367.800 6267.000 IC
4 IF2509 20250818 4220.000 ... 4237.400 4203.200 IF
5 IF2510 20250818 4233.000 ... 4233.800 4203.200 IF
6 IF2512 20250818 4207.000 ... 4220.200 4181.400 IF
7 IF2603 20250818 4205.000 ... 4201.400 4157.200 IF
8 IH2509 20250818 2848.000 ... 2849.200 2846.200 IH
9 IH2510 20250818 2852.600 ... 2849.000 2846.200 IH
10 IH2512 20250818 2853.800 ... 2853.200 2849.000 IH
11 IH2603 20250818 2857.200 ... 2854.200 2851.000 IH
12 IM2509 20250818 7124.000 ... 7179.800 7072.600 IM
13 IM2510 20250818 7078.400 ... 7138.200 7072.600 IM
14 IM2512 20250818 6950.000 ... 7025.800 6906.800 IM
15 IM2603 20250818 6805.000 ... 6874.400 6738.000 IM
16 T2509 20250818 108.120 ... 108.020 108.325 T
17 T2512 20250818 108.090 ... 107.890 108.225 T
18 T2603 20250818 107.890 ... 107.655 108.020 T
19 TF2509 20250818 105.530 ... 105.465 105.675 TF
20 TF2512 20250818 105.580 ... 105.410 105.670 TF
21 TF2603 20250818 105.565 ... 105.385 105.665 TF
22 TL2509 20250818 116.930 ... 116.270 117.660 TL
23 TL2512 20250818 116.410 ... 115.760 117.210 TL
24 TL2603 20250818 116.250 ... 115.460 116.880 TL
25 TS2509 20250818 102.320 ... 102.302 102.346 TS
26 TS2512 20250818 102.360 ... 102.334 102.384 TS
27 TS2603 20250818 102.324 ... 102.318 102.368 TS
[28 rows x 12 columns]
2025-08-22 18:26:02,864 - future_1d - INFO - ak.get_cffex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 PS2509 20250818 52765.0 ... 52495.0 51435.0 PS
1 PS2510 20250818 52960.0 ... 52595.0 51385.0 PS
2 PS2511 20250818 52810.0 ... 52540.0 51400.0 PS
3 PS2512 20250818 54750.0 ... 54905.0 53605.0 PS
4 PS2601 20250818 55060.0 ... 55035.0 53740.0 PS
5 PS2602 20250818 55305.0 ... 55530.0 53960.0 PS
6 PS2603 20250818 55525.0 ... 55775.0 54100.0 PS
7 PS2604 20250818 55590.0 ... 55975.0 54115.0 PS
8 PS2605 20250818 55685.0 ... 55475.0 54270.0 PS
9 PS2606 20250818 58380.0 ... 58225.0 56980.0 PS
10 PS2607 20250818 58205.0 ... 58455.0 57140.0 PS
11 PS2608 20250818 58350.0 ... 58360.0 57470.0 PS
13 SI2509 20250818 8800.0 ... 8720.0 8610.0 SI
14 SI2510 20250818 8820.0 ... 8715.0 8630.0 SI
15 SI2511 20250818 8805.0 ... 8735.0 8625.0 SI
16 SI2512 20250818 9195.0 ... 9085.0 8995.0 SI
17 SI2601 20250818 9205.0 ... 9090.0 8980.0 SI
18 SI2602 20250818 9175.0 ... 9065.0 8980.0 SI
19 SI2603 20250818 9195.0 ... 9105.0 9040.0 SI
20 SI2604 20250818 9220.0 ... 9125.0 9105.0 SI
21 SI2605 20250818 9280.0 ... 9165.0 9030.0 SI
22 SI2606 20250818 9245.0 ... 9175.0 9055.0 SI
23 SI2607 20250818 9240.0 ... 9160.0 9090.0 SI
24 SI2608 20250818 9260.0 ... 9210.0 8985.0 SI
27 LC2509 20250818 87740.0 ... 89040.0 85160.0 LC
28 LC2510 20250818 88460.0 ... 89160.0 85320.0 LC
29 LC2511 20250818 88160.0 ... 89140.0 85260.0 LC
30 LC2512 20250818 87540.0 ... 89080.0 85100.0 LC
31 LC2601 20250818 87880.0 ... 88800.0 84840.0 LC
32 LC2602 20250818 87640.0 ... 88480.0 84240.0 LC
33 LC2603 20250818 86060.0 ... 87980.0 83800.0 LC
34 LC2604 20250818 88640.0 ... 87760.0 83480.0 LC
35 LC2605 20250818 86100.0 ... 87300.0 83240.0 LC
36 LC2606 20250818 85020.0 ... 86900.0 82880.0 LC
37 LC2607 20250818 85800.0 ... 86620.0 82740.0 LC
38 LC2608 20250818 86040.0 ... 86480.0 83260.0 LC
[36 rows x 12 columns]
2025-08-22 18:26:03,054 - future_1d - INFO - ak.get_gfex_daily('2025-08-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250818 8185.0 8246.0 ... 391192.16 8155.0 8197.0 AP
1 AP511 20250818 7892.0 7970.0 ... 2077.77 7900.0 7929.0 AP
2 AP512 20250818 7934.0 8019.0 ... 366.15 7960.0 7963.0 AP
3 AP601 20250818 8014.0 8115.0 ... 67014.66 8038.0 8015.0 AP
4 AP603 20250818 7904.0 8000.0 ... 135.25 7956.0 7945.0 AP
5 AP604 20250818 7936.0 8004.0 ... 55.82 7974.0 7954.0 AP
6 AP605 20250818 7984.0 8075.0 ... 553.92 8028.0 8011.0 AP
7 CF509 20250818 13840.0 13865.0 ... 322776.83 13835.0 13840.0 CF
8 CF511 20250818 14045.0 14065.0 ... 146483.52 14030.0 14035.0 CF
9 CF601 20250818 14120.0 14160.0 ... 1171362.89 14115.0 14110.0 CF
10 CF603 20250818 14085.0 14100.0 ... 1083.60 14075.0 14070.0 CF
11 CF605 20250818 14090.0 14115.0 ... 51113.53 14075.0 14080.0 CF
12 CF607 20250818 14040.0 14115.0 ... 577.38 14080.0 14070.0 CF
13 CJ509 20250818 10455.0 10585.0 ... 23505.45 10495.0 10330.0 CJ
14 CJ512 20250818 11485.0 11550.0 ... 13293.80 11435.0 11380.0 CJ
15 CJ601 20250818 11575.0 11650.0 ... 938898.22 11545.0 11475.0 CJ
16 CJ603 20250818 11580.0 11700.0 ... 13152.41 11595.0 11500.0 CJ
17 CJ605 20250818 11675.0 11820.0 ... 131782.74 11715.0 11595.0 CJ
18 CJ607 20250818 11835.0 11965.0 ... 938.50 11880.0 11755.0 CJ
19 CY509 20250818 20085.0 20145.0 ... 1557.46 20095.0 20095.0 CY
20 CY510 20250818 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250818 20185.0 20200.0 ... 92319.76 20165.0 20200.0 CY
22 CY512 20250818 0.0 0.0 ... 0.00 19855.0 19855.0 CY
23 CY601 20250818 20120.0 20200.0 ... 3233.09 20145.0 20155.0 CY
24 CY602 20250818 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250818 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250818 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250818 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250818 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250818 1050.0 1062.0 ... 881869.34 1044.0 1054.0 FG
32 FG510 20250818 1152.0 1174.0 ... 143107.45 1156.0 1158.0 FG
33 FG511 20250818 1146.0 1164.0 ... 181404.48 1143.0 1149.0 FG
34 FG512 20250818 1223.0 1247.0 ... 101597.72 1226.0 1229.0 FG
35 FG601 20250818 1213.0 1238.0 ... 5636610.49 1218.0 1219.0 FG
36 FG602 20250818 1261.0 1290.0 ... 1577.29 1270.0 1272.0 FG
37 FG603 20250818 1270.0 1290.0 ... 2009.65 1272.0 1273.0 FG
38 FG604 20250818 1313.0 1335.0 ... 761.43 1317.0 1316.0 FG
39 FG605 20250818 1313.0 1334.0 ... 72724.57 1316.0 1315.0 FG
40 FG606 20250818 1341.0 1355.0 ... 1116.28 1338.0 1340.0 FG
41 FG607 20250818 1329.0 1350.0 ... 1220.18 1335.0 1335.0 FG
42 FG608 20250818 1352.0 1368.0 ... 278.51 1352.0 1352.0 FG
43 JR509 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250818 2324.0 2324.0 ... 264555.73 2306.0 2338.0 MA
53 MA510 20250818 2349.0 2352.0 ... 81937.62 2334.0 2363.0 MA
54 MA511 20250818 2364.0 2369.0 ... 131049.02 2350.0 2380.0 MA
55 MA512 20250818 2399.0 2400.0 ... 71576.26 2383.0 2414.0 MA
56 MA601 20250818 2415.0 2420.0 ... 1051859.40 2400.0 2430.0 MA
57 MA602 20250818 2424.0 2424.0 ... 142.25 2411.0 2436.0 MA
58 MA603 20250818 2449.0 2449.0 ... 156.98 2415.0 2438.0 MA
59 MA604 20250818 2410.0 2435.0 ... 43.38 2410.0 2426.0 MA
60 MA605 20250818 2390.0 2393.0 ... 35911.80 2379.0 2402.0 MA
61 MA606 20250818 2398.0 2403.0 ... 55.03 2393.0 2420.0 MA
62 MA607 20250818 2396.0 2396.0 ... 81.17 2387.0 2407.0 MA
63 MA608 20250818 2425.0 2425.0 ... 19.19 2398.0 2437.0 MA
64 OI509 20250818 9830.0 9964.0 ... 444880.65 9887.0 9812.0 OI
65 OI511 20250818 9839.0 9962.0 ... 329065.89 9890.0 9825.0 OI
66 OI601 20250818 9783.0 9933.0 ... 3733921.48 9847.0 9779.0 OI
67 OI603 20250818 9702.0 9853.0 ... 4560.14 9765.0 9681.0 OI
68 OI605 20250818 9605.0 9786.0 ... 111443.31 9704.0 9612.0 OI
69 OI607 20250818 9618.0 9756.0 ... 309.91 9685.0 9604.0 OI
70 PF509 20250818 6322.0 6380.0 ... 29673.67 6332.0 6316.0 PF
71 PF510 20250818 6390.0 6482.0 ... 490053.15 6414.0 6392.0 PF
72 PF511 20250818 6350.0 6450.0 ... 202215.14 6392.0 6382.0 PF
73 PF512 20250818 6364.0 6438.0 ... 80569.04 6388.0 6384.0 PF
74 PF601 20250818 6376.0 6440.0 ... 24226.34 6400.0 6390.0 PF
75 PF602 20250818 6386.0 6446.0 ... 16.04 6416.0 6410.0 PF
76 PF603 20250818 6416.0 6432.0 ... 19.29 6430.0 6418.0 PF
77 PF604 20250818 6446.0 6460.0 ... 19.37 6458.0 6450.0 PF
78 PF605 20250818 6478.0 6492.0 ... 6.49 6486.0 6476.0 PF
79 PF606 20250818 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250818 0.0 0.0 ... 0.00 6490.0 6490.0 PF
81 PF608 20250818 0.0 0.0 ... 0.00 6486.0 6486.0 PF
82 PK510 20250818 8072.0 8084.0 ... 79742.80 8062.0 8046.0 PK
83 PK511 20250818 7840.0 7846.0 ... 211333.72 7822.0 7840.0 PK
84 PK512 20250818 7868.0 7890.0 ... 38477.90 7848.0 7850.0 PK
85 PK601 20250818 7916.0 7950.0 ... 20906.36 7914.0 7912.0 PK
86 PK603 20250818 7878.0 7940.0 ... 237.75 7926.0 7936.0 PK
87 PK604 20250818 7938.0 7938.0 ... 87.07 7916.0 7944.0 PK
88 PK605 20250818 7948.0 7948.0 ... 4087.56 7922.0 7942.0 PK
89 PL601 20250818 6506.0 6529.0 ... 17705.76 6467.0 6493.0 PL
90 PL602 20250818 6525.0 6525.0 ... 169.07 6503.0 6528.0 PL
91 PL603 20250818 6492.0 6492.0 ... 77.71 6476.0 6501.0 PL
92 PL604 20250818 0.0 0.0 ... 0.00 6502.0 6503.0 PL
93 PL605 20250818 6381.0 6398.0 ... 76.55 6380.0 6393.0 PL
94 PL606 20250818 0.0 0.0 ... 0.00 6482.0 6482.0 PL
95 PL607 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL608 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250818 5846.0 5866.0 ... 12034.18 5844.0 5846.0 PR
104 PR510 20250818 5890.0 5934.0 ... 234672.68 5898.0 5896.0 PR
105 PR511 20250818 5896.0 5936.0 ... 513948.66 5896.0 5892.0 PR
106 PR512 20250818 5906.0 5944.0 ... 182833.87 5902.0 5904.0 PR
107 PR601 20250818 5916.0 5954.0 ... 2434.56 5924.0 5916.0 PR
108 PR602 20250818 5940.0 5958.0 ... 17.85 5950.0 5942.0 PR
109 PR603 20250818 5940.0 5960.0 ... 44.55 5940.0 5956.0 PR
110 PR604 20250818 0.0 0.0 ... 0.00 5970.0 5970.0 PR
111 PR605 20250818 5948.0 5964.0 ... 44.63 5950.0 5946.0 PR
112 PR606 20250818 5940.0 5954.0 ... 17.84 5948.0 5956.0 PR
113 PR607 20250818 5962.0 5962.0 ... 17.86 5954.0 5964.0 PR
114 PR608 20250818 0.0 0.0 ... 0.00 5966.0 5966.0 PR
115 PX509 20250818 6748.0 6824.0 ... 45967.29 6756.0 6740.0 PX
116 PX510 20250818 6716.0 6810.0 ... 152052.38 6732.0 6720.0 PX
117 PX511 20250818 6690.0 6778.0 ... 442405.79 6702.0 6682.0 PX
118 PX512 20250818 6694.0 6768.0 ... 65133.63 6698.0 6686.0 PX
119 PX601 20250818 6676.0 6746.0 ... 110989.95 6692.0 6674.0 PX
120 PX602 20250818 0.0 0.0 ... 0.00 6714.0 6670.0 PX
121 PX603 20250818 6692.0 6692.0 ... 23.42 6692.0 6672.0 PX
122 PX604 20250818 0.0 0.0 ... 0.00 6710.0 6672.0 PX
123 PX605 20250818 6680.0 6750.0 ... 863.70 6696.0 6696.0 PX
124 PX606 20250818 6688.0 6716.0 ... 10.06 6706.0 6674.0 PX
125 PX607 20250818 6696.0 6696.0 ... 3.35 6696.0 6668.0 PX
126 PX608 20250818 0.0 0.0 ... 0.00 6726.0 6680.0 PX
127 RI509 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250818 2670.0 2703.0 ... 203496.08 2686.0 2657.0 RM
134 RM511 20250818 2579.0 2618.0 ... 35093.11 2596.0 2588.0 RM
135 RM601 20250818 2557.0 2607.0 ... 1212939.70 2578.0 2563.0 RM
136 RM603 20250818 2519.0 2554.0 ... 23705.67 2531.0 2522.0 RM
137 RM605 20250818 2499.0 2520.0 ... 162662.63 2502.0 2489.0 RM
138 RM607 20250818 2460.0 2485.0 ... 9402.24 2470.0 2460.0 RM
139 RM608 20250818 2530.0 2542.0 ... 164.65 2533.0 2515.0 RM
140 RS509 20250818 5035.0 5100.0 ... 1007.33 5012.0 4884.0 RS
141 RS511 20250818 5476.0 5485.0 ... 136.05 5442.0 5321.0 RS
142 RS607 20250818 5589.0 5680.0 ... 45.15 5643.0 5646.0 RS
143 RS608 20250818 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250818 1299.0 1305.0 ... 463927.59 1282.0 1299.0 SA
145 SA510 20250818 1326.0 1334.0 ... 389342.54 1317.0 1329.0 SA
146 SA511 20250818 1328.0 1343.0 ... 493788.73 1324.0 1337.0 SA
147 SA512 20250818 1389.0 1404.0 ... 164744.45 1382.0 1397.0 SA
148 SA601 20250818 1398.0 1413.0 ... 6993274.98 1394.0 1408.0 SA
149 SA602 20250818 1409.0 1422.0 ... 4439.42 1402.0 1420.0 SA
150 SA603 20250818 1410.0 1425.0 ... 4211.31 1404.0 1424.0 SA
151 SA604 20250818 1417.0 1457.0 ... 1791.83 1440.0 1456.0 SA
152 SA605 20250818 1447.0 1466.0 ... 131248.06 1447.0 1460.0 SA
153 SA606 20250818 1458.0 1469.0 ... 1343.11 1450.0 1465.0 SA
154 SA607 20250818 1453.0 1465.0 ... 2518.76 1449.0 1460.0 SA
155 SA608 20250818 1477.0 1482.0 ... 190.13 1463.0 1466.0 SA
156 SF509 20250818 5766.0 5776.0 ... 101773.14 5718.0 5732.0 SF
157 SF510 20250818 5742.0 5752.0 ... 143522.77 5686.0 5706.0 SF
158 SF511 20250818 5930.0 5954.0 ... 637919.05 5886.0 5902.0 SF
159 SF512 20250818 5930.0 5942.0 ... 37652.60 5872.0 5890.0 SF
160 SF601 20250818 5924.0 5936.0 ... 107381.33 5874.0 5888.0 SF
161 SF602 20250818 5888.0 5888.0 ... 519.62 5838.0 5854.0 SF
162 SF603 20250818 6088.0 6098.0 ... 123.95 6046.0 6042.0 SF
163 SF604 20250818 6052.0 6052.0 ... 27.15 6032.0 6012.0 SF
164 SF605 20250818 6060.0 6060.0 ... 3001.45 5998.0 6010.0 SF
165 SF606 20250818 6002.0 6008.0 ... 164.14 5970.0 5974.0 SF
166 SF607 20250818 6134.0 6142.0 ... 137.79 6124.0 6100.0 SF
167 SF608 20250818 0.0 0.0 ... 0.00 6100.0 6152.0 SF
168 SH509 20250818 2544.0 2595.0 ... 777303.29 2564.0 2539.0 SH
169 SH510 20250818 2673.0 2720.0 ... 415083.79 2688.0 2656.0 SH
170 SH511 20250818 2687.0 2743.0 ... 722888.59 2703.0 2665.0 SH
171 SH512 20250818 2681.0 2726.0 ... 159921.67 2695.0 2673.0 SH
172 SH601 20250818 2645.0 2678.0 ... 1034680.79 2647.0 2640.0 SH
173 SH602 20250818 2658.0 2688.0 ... 1485.15 2662.0 2659.0 SH
174 SH603 20250818 2662.0 2727.0 ... 1357.04 2677.0 2669.0 SH
175 SH604 20250818 2730.0 2774.0 ... 440.87 2721.0 2718.0 SH
176 SH605 20250818 2732.0 2758.0 ... 8655.52 2730.0 2723.0 SH
177 SH606 20250818 2739.0 2756.0 ... 468.91 2742.0 2737.0 SH
178 SH607 20250818 2729.0 2753.0 ... 278.10 2726.0 2733.0 SH
179 SH608 20250818 0.0 0.0 ... 0.00 2727.0 2727.0 SH
180 SM509 20250818 6052.0 6060.0 ... 338172.82 6018.0 6010.0 SM
181 SM510 20250818 6050.0 6064.0 ... 82102.25 6022.0 6012.0 SM
182 SM511 20250818 6136.0 6140.0 ... 146780.10 6096.0 6088.0 SM
183 SM512 20250818 6136.0 6148.0 ... 37907.62 6108.0 6096.0 SM
184 SM601 20250818 6134.0 6152.0 ... 338898.33 6110.0 6098.0 SM
185 SM602 20250818 6140.0 6154.0 ... 752.52 6094.0 6096.0 SM
186 SM603 20250818 6160.0 6170.0 ... 137.77 6124.0 6104.0 SM
187 SM604 20250818 6132.0 6150.0 ... 15.36 6144.0 6124.0 SM
188 SM605 20250818 6160.0 6182.0 ... 5415.41 6140.0 6138.0 SM
189 SM606 20250818 6168.0 6168.0 ... 30.74 6148.0 6130.0 SM
190 SM607 20250818 6176.0 6176.0 ... 24.64 6160.0 6144.0 SM
191 SM608 20250818 0.0 0.0 ... 0.00 6160.0 6226.0 SM
192 SR509 20250818 5730.0 5736.0 ... 93845.55 5728.0 5728.0 SR
193 SR511 20250818 5651.0 5686.0 ... 137497.67 5663.0 5652.0 SR
194 SR601 20250818 5653.0 5674.0 ... 1017288.82 5657.0 5648.0 SR
195 SR603 20250818 5626.0 5647.0 ... 1909.56 5633.0 5625.0 SR
196 SR605 20250818 5613.0 5629.0 ... 35842.60 5615.0 5609.0 SR
197 SR607 20250818 5619.0 5621.0 ... 1485.89 5607.0 5604.0 SR
198 TA509 20250818 4678.0 4714.0 ... 478728.39 4680.0 4672.0 TA
199 TA510 20250818 4688.0 4754.0 ... 168628.49 4710.0 4698.0 TA
200 TA511 20250818 4696.0 4760.0 ... 132218.56 4712.0 4700.0 TA
201 TA512 20250818 4704.0 4762.0 ... 33990.62 4718.0 4708.0 TA
202 TA601 20250818 4706.0 4766.0 ... 1549506.35 4726.0 4708.0 TA
203 TA602 20250818 4728.0 4774.0 ... 97.21 4742.0 4718.0 TA
204 TA603 20250818 4728.0 4760.0 ... 73.66 4752.0 4736.0 TA
205 TA604 20250818 4760.0 4796.0 ... 19.13 4782.0 4740.0 TA
206 TA605 20250818 4746.0 4808.0 ... 28397.07 4768.0 4752.0 TA
207 TA606 20250818 4786.0 4810.0 ... 9.61 4804.0 4736.0 TA
208 TA607 20250818 4822.0 4822.0 ... 7.23 4820.0 4776.0 TA
209 TA608 20250818 0.0 0.0 ... 0.00 4790.0 4754.0 TA
210 UR509 20250818 1740.0 1740.0 ... 87254.87 1732.0 1719.0 UR
211 UR510 20250818 1734.0 1743.0 ... 22064.97 1736.0 1720.0 UR
212 UR511 20250818 1750.0 1763.0 ... 33967.49 1755.0 1736.0 UR
213 UR512 20250818 1744.0 1762.0 ... 1866.59 1754.0 1736.0 UR
214 UR601 20250818 1750.0 1767.0 ... 588870.15 1755.0 1735.0 UR
215 UR602 20250818 1745.0 1762.0 ... 1475.22 1752.0 1735.0 UR
216 UR603 20250818 1783.0 1793.0 ... 200.32 1789.0 1774.0 UR
217 UR604 20250818 1789.0 1799.0 ... 32.27 1793.0 1775.0 UR
218 UR605 20250818 1790.0 1802.0 ... 14441.38 1793.0 1778.0 UR
219 UR606 20250818 1786.0 1797.0 ... 211.26 1790.0 1773.0 UR
220 UR607 20250818 1800.0 1805.0 ... 223.12 1799.0 1786.0 UR
221 UR608 20250818 1794.0 1806.0 ... 107.95 1799.0 1786.0 UR
222 WH509 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 18:26:03,332 - future_1d - INFO - ak.get_czce_daily('2025-08-18') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250818 ... 79020 78960 CU
1 1 CU2510 20250818 ... 79020 78950 CU
2 2 CU2511 20250818 ... 79000 78940 CU
3 3 CU2512 20250818 ... 78960 78920 CU
4 4 CU2601 20250818 ... 78970 78930 CU
5 5 CU2602 20250818 ... 78930 78940 CU
6 6 CU2603 20250818 ... 78940 78930 CU
7 7 CU2604 20250818 ... 78960 78940 CU
8 8 CU2605 20250818 ... 78980 78980 CU
9 9 CU2606 20250818 ... 78990 78940 CU
10 10 CU2607 20250818 ... 79000 78900 CU
11 11 CU2608 20250818 ... 78930 78900 CU
12 12 BC2509 20250818 ... 70180 70070 BC
13 13 BC2510 20250818 ... 70250 70160 BC
14 14 BC2511 20250818 ... 70620 70620 BC
15 15 BC2512 20250818 ... 70300 70000 BC
16 16 BC2601 20250818 ... 70250 70250 BC
17 17 BC2602 20250818 ... 70710 70710 BC
18 18 BC2603 20250818 ... 71120 70230 BC
19 19 BC2604 20250818 ... 70350 70350 BC
20 20 BC2605 20250818 ... 70750 70920 BC
21 21 BC2606 20250818 ... 69790 69790 BC
22 22 BC2607 20250818 ... 69370 69370 BC
23 23 BC2608 20250818 ... 69370 69370 BC
24 24 AL2509 20250818 ... 20610 20740 AL
25 25 AL2510 20250818 ... 20585 20725 AL
26 26 AL2511 20250818 ... 20540 20675 AL
27 27 AL2512 20250818 ... 20510 20630 AL
28 28 AL2601 20250818 ... 20485 20605 AL
29 29 AL2602 20250818 ... 20475 20600 AL
30 30 AL2603 20250818 ... 20495 20630 AL
31 31 AL2604 20250818 ... 20530 20640 AL
32 32 AL2605 20250818 ... 20560 20650 AL
33 33 AL2606 20250818 ... 20555 20665 AL
34 34 AL2607 20250818 ... 20600 20650 AL
35 35 AL2608 20250818 ... 20570 20650 AL
36 36 ZN2509 20250818 ... 22375 22520 ZN
37 37 ZN2510 20250818 ... 22395 22545 ZN
38 38 ZN2511 20250818 ... 22400 22550 ZN
39 39 ZN2512 20250818 ... 22390 22530 ZN
40 40 ZN2601 20250818 ... 22380 22505 ZN
41 41 ZN2602 20250818 ... 22380 22505 ZN
42 42 ZN2603 20250818 ... 22420 22485 ZN
43 43 ZN2604 20250818 ... 22360 22490 ZN
44 44 ZN2605 20250818 ... 22395 22490 ZN
45 45 ZN2606 20250818 ... 22365 22475 ZN
46 46 ZN2607 20250818 ... 22360 22495 ZN
47 47 ZN2608 20250818 ... 22355 22495 ZN
48 48 PB2509 20250818 ... 16790 16825 PB
49 49 PB2510 20250818 ... 16805 16830 PB
50 50 PB2511 20250818 ... 16830 16855 PB
51 51 PB2512 20250818 ... 16865 16890 PB
52 52 PB2601 20250818 ... 16870 16900 PB
53 53 PB2602 20250818 ... 16875 17020 PB
54 54 PB2603 20250818 ... 16930 16930 PB
55 55 PB2604 20250818 ... 16960 17110 PB
56 56 PB2605 20250818 ... 16980 17030 PB
57 57 PB2606 20250818 ... 16985 17170 PB
58 58 PB2607 20250818 ... 17060 17060 PB
59 59 PB2608 20250818 ... 17015 17060 PB
60 60 NI2509 20250818 ... 120780 120690 NI
61 61 NI2510 20250818 ... 120850 120800 NI
62 62 NI2511 20250818 ... 120980 120990 NI
63 63 NI2512 20250818 ... 121230 121250 NI
64 64 NI2601 20250818 ... 121610 121530 NI
65 65 NI2602 20250818 ... 121950 121660 NI
66 66 NI2603 20250818 ... 122260 121980 NI
67 67 NI2604 20250818 ... 122660 122120 NI
68 68 NI2605 20250818 ... 122770 122590 NI
69 69 NI2606 20250818 ... 123070 122830 NI
70 70 NI2607 20250818 ... 123370 123050 NI
71 71 NI2608 20250818 ... 123650 123050 NI
72 72 SN2509 20250818 ... 266860 266560 SN
73 73 SN2510 20250818 ... 267150 266760 SN
74 74 SN2511 20250818 ... 267260 266920 SN
75 75 SN2512 20250818 ... 267220 266710 SN
76 76 SN2601 20250818 ... 267430 266830 SN
77 77 SN2602 20250818 ... 267480 267020 SN
78 78 SN2603 20250818 ... 267990 267330 SN
79 79 SN2604 20250818 ... 268640 268250 SN
80 80 SN2605 20250818 ... 268430 268550 SN
81 81 SN2606 20250818 ... 269000 268260 SN
82 82 SN2607 20250818 ... 269320 269500 SN
83 83 SN2608 20250818 ... 269500 269500 SN
84 84 AO2509 20250818 ... 3174 3190 AO
85 85 AO2510 20250818 ... 3173 3181 AO
86 86 AO2511 20250818 ... 3176 3188 AO
87 87 AO2512 20250818 ... 3183 3184 AO
88 88 AO2601 20250818 ... 3199 3207 AO
89 89 AO2602 20250818 ... 3189 3201 AO
90 90 AO2603 20250818 ... 3190 3199 AO
91 91 AO2604 20250818 ... 3201 3208 AO
92 92 AO2605 20250818 ... 3197 3205 AO
93 93 AO2606 20250818 ... 3203 3199 AO
94 94 AO2607 20250818 ... 3208 3209 AO
95 95 AO2608 20250818 ... 3175 3209 AO
96 96 AD2511 20250818 ... 20060 20165 AD
97 97 AD2512 20250818 ... 20040 20150 AD
98 98 AD2601 20250818 ... 19990 20110 AD
99 99 AD2602 20250818 ... 19915 20015 AD
100 100 AD2603 20250818 ... 20050 20050 AD
101 101 AD2604 20250818 ... 19865 19920 AD
102 102 AD2605 20250818 ... 19860 19860 AD
103 103 AD2606 20250818 ... 19720 19765 AD
104 104 AD2607 20250818 ... 19925 19925 AD
105 105 AD2608 20250818 ... 19925 19925 AD
106 106 AU2509 20250818 ... 774.94 774.04 AU
107 107 AU2510 20250818 ... 776.06 775.18 AU
108 108 AU2511 20250818 ... 777.88 775.18 AU
109 109 AU2512 20250818 ... 778.48 777.32 AU
110 110 AU2602 20250818 ... 780.44 779.46 AU
111 111 AU2604 20250818 ... 782.52 781.48 AU
112 112 AU2606 20250818 ... 785 783.82 AU
113 113 AU2608 20250818 ... 787.2 786.32 AU
114 114 AG2509 20250818 ... 9203 9198 AG
115 115 AG2510 20250818 ... 9210 9208 AG
116 116 AG2511 20250818 ... 9220 9221 AG
117 117 AG2512 20250818 ... 9232 9231 AG
118 118 AG2601 20250818 ... 9243 9244 AG
119 119 AG2602 20250818 ... 9256 9254 AG
120 120 AG2603 20250818 ... 9275 9266 AG
121 121 AG2604 20250818 ... 9282 9282 AG
122 122 AG2605 20250818 ... 9294 9294 AG
123 123 AG2606 20250818 ... 9306 9309 AG
124 124 AG2607 20250818 ... 9320 9319 AG
125 125 AG2608 20250818 ... 9350 9319 AG
126 126 RB2509 20250818 ... 3143 3159 RB
127 127 RB2510 20250818 ... 3173 3183 RB
128 128 RB2511 20250818 ... 3190 3202 RB
129 129 RB2512 20250818 ... 3235 3248 RB
130 130 RB2601 20250818 ... 3249 3262 RB
131 131 RB2602 20250818 ... 3243 3263 RB
132 132 RB2603 20250818 ... 3266 3277 RB
133 133 RB2604 20250818 ... 3283 3291 RB
134 134 RB2605 20250818 ... 3295 3305 RB
135 135 RB2606 20250818 ... 3317 3314 RB
136 136 RB2607 20250818 ... 3310 3321 RB
137 137 RB2608 20250818 ... 3322 3321 RB
138 138 WR2509 20250818 ... 3342 3342 WR
139 139 WR2510 20250818 ... 3392 3419 WR
140 140 WR2511 20250818 ... 3421 3421 WR
141 141 WR2512 20250818 ... 3471 3499 WR
142 142 WR2601 20250818 ... 3372 3459 WR
143 143 WR2602 20250818 ... 3426 3515 WR
144 144 WR2603 20250818 ... 3438 3527 WR
145 145 WR2604 20250818 ... 3460 3509 WR
146 146 WR2605 20250818 ... 3455 3455 WR
147 147 WR2606 20250818 ... 3446 3469 WR
148 148 WR2607 20250818 ... 3524 3524 WR
149 149 WR2608 20250818 ... 3524 3524 WR
150 150 HC2509 20250818 ... 3441 3437 HC
151 151 HC2510 20250818 ... 3429 3426 HC
152 152 HC2511 20250818 ... 3425 3419 HC
153 153 HC2512 20250818 ... 3435 3423 HC
154 154 HC2601 20250818 ... 3423 3421 HC
155 155 HC2602 20250818 ... 3422 3420 HC
156 156 HC2603 20250818 ... 3423 3420 HC
157 157 HC2604 20250818 ... 3429 3425 HC
158 158 HC2605 20250818 ... 3430 3430 HC
159 159 HC2606 20250818 ... 3452 3436 HC
160 160 HC2607 20250818 ... 3446 3433 HC
161 161 HC2608 20250818 ... 3448 3433 HC
162 162 SS2509 20250818 ... 12950 12935 SS
163 163 SS2510 20250818 ... 13025 13015 SS
164 164 SS2511 20250818 ... 13085 13065 SS
165 165 SS2512 20250818 ... 13130 13115 SS
166 166 SS2601 20250818 ... 13205 13175 SS
167 167 SS2602 20250818 ... 13195 13170 SS
168 168 SS2603 20250818 ... 13255 13255 SS
169 169 SS2604 20250818 ... 13345 13345 SS
170 170 SS2605 20250818 ... 13385 13350 SS
171 171 SS2606 20250818 ... 13460 13405 SS
172 172 SS2607 20250818 ... 13495 13455 SS
173 173 SS2608 20250818 ... 13510 13455 SS
174 174 SC2509 20250818 ... 483 487 SC
175 175 SC2510 20250818 ... 485.2 488.9 SC
176 176 SC2511 20250818 ... 482.3 486.6 SC
177 177 SC2512 20250818 ... 479.9 483.5 SC
178 178 SC2601 20250818 ... 478.5 482.1 SC
179 179 SC2602 20250818 ... 477.1 479.9 SC
180 180 SC2603 20250818 ... 476 478.2 SC
181 181 SC2604 20250818 ... 475.1 476.8 SC
182 182 SC2605 20250818 ... 473.1 475.1 SC
183 183 SC2606 20250818 ... 472.8 474.5 SC
184 184 SC2607 20250818 ... 470.7 472.9 SC
185 185 SC2608 20250818 ... 470.8 473.4 SC
186 186 SC2609 20250818 ... 468.2 468.2 SC
187 187 SC2612 20250818 ... 462 464 SC
188 188 SC2703 20250818 ... 464.2 464.2 SC
189 189 SC2706 20250818 ... 458.5 458.5 SC
190 190 SC2709 20250818 ... 458 458 SC
191 191 SC2712 20250818 ... 459 460 SC
192 192 SC2803 20250818 ... 456 456.3 SC
193 193 SC2806 20250818 ... 451.9 453.6 SC
194 194 LU2509 20250818 ... 3444 3430 LU
195 195 LU2510 20250818 ... 3459 3448 LU
196 196 LU2511 20250818 ... 3451 3447 LU
197 197 LU2512 20250818 ... 3437 3437 LU
198 198 LU2601 20250818 ... 3422 3427 LU
199 199 LU2602 20250818 ... 3411 3414 LU
200 200 LU2603 20250818 ... 3403 3410 LU
201 201 LU2604 20250818 ... 3395 3407 LU
202 202 LU2605 20250818 ... 3389 3395 LU
203 203 LU2606 20250818 ... 3383 3384 LU
204 204 LU2607 20250818 ... 3390 3390 LU
205 205 LU2608 20250818 ... 3389 3377 LU
206 206 FU2509 20250818 ... 2700 2705 FU
207 207 FU2510 20250818 ... 2722 2722 FU
208 208 FU2511 20250818 ... 2724 2734 FU
209 209 FU2512 20250818 ... 2727 2745 FU
210 210 FU2601 20250818 ... 2731 2755 FU
211 211 FU2602 20250818 ... 2730 2754 FU
212 212 FU2603 20250818 ... 2732 2753 FU
213 213 FU2604 20250818 ... 2733 2750 FU
214 214 FU2605 20250818 ... 2727 2742 FU
215 215 FU2606 20250818 ... 2726 2738 FU
216 216 FU2607 20250818 ... 2707 2715 FU
217 217 FU2608 20250818 ... 2703 2710 FU
218 218 BU2509 20250818 ... 3504 3509 BU
219 219 BU2510 20250818 ... 3474 3471 BU
220 220 BU2511 20250818 ... 3428 3429 BU
221 221 BU2512 20250818 ... 3375 3382 BU
222 222 BU2601 20250818 ... 3338 3345 BU
223 223 BU2602 20250818 ... 3331 3340 BU
224 224 BU2603 20250818 ... 3328 3334 BU
225 225 BU2604 20250818 ... 3320 3331 BU
226 226 BU2605 20250818 ... 3319 3332 BU
227 227 BU2606 20250818 ... 3322 3326 BU
228 228 BU2607 20250818 ... 3309 3316 BU
229 229 BU2608 20250818 ... 3316 3316 BU
230 230 BU2609 20250818 ... 3312 3323 BU
231 231 BU2612 20250818 ... 3290 3298 BU
232 232 BU2703 20250818 ... 3296 3306 BU
233 233 BU2706 20250818 ... 3307 3314 BU
234 234 BR2509 20250818 ... 11800 11700 BR
235 235 BR2510 20250818 ... 11810 11710 BR
236 236 BR2511 20250818 ... 11810 11710 BR
237 237 BR2512 20250818 ... 11830 11695 BR
238 238 BR2601 20250818 ... 11835 11730 BR
239 239 BR2602 20250818 ... 11750 11735 BR
240 240 BR2603 20250818 ... 11785 11760 BR
241 241 BR2604 20250818 ... 11880 11825 BR
242 242 BR2605 20250818 ... 11880 11850 BR
243 243 BR2606 20250818 ... 11915 11880 BR
244 244 BR2607 20250818 ... 11950 11925 BR
245 245 BR2608 20250818 ... 11925 11925 BR
246 246 RU2509 20250818 ... 14795 14760 RU
247 247 RU2510 20250818 ... 14805 14750 RU
248 248 RU2511 20250818 ... 14815 14765 RU
249 249 RU2601 20250818 ... 15825 15780 RU
250 250 RU2603 20250818 ... 15850 15795 RU
251 251 RU2604 20250818 ... 15850 15755 RU
252 252 RU2605 20250818 ... 15910 15835 RU
253 253 RU2606 20250818 ... 15975 15995 RU
254 254 RU2607 20250818 ... 15985 16025 RU
255 255 RU2608 20250818 ... 16025 16025 RU
256 256 NR2509 20250818 ... 12590 12530 NR
257 257 NR2510 20250818 ... 12660 12590 NR
258 258 NR2511 20250818 ... 12695 12630 NR
259 259 NR2512 20250818 ... 12730 12700 NR
260 260 NR2601 20250818 ... 12775 12720 NR
261 261 NR2602 20250818 ... 12740 12740 NR
262 262 NR2603 20250818 ... 12745 12770 NR
263 263 NR2604 20250818 ... 12745 12705 NR
264 264 NR2605 20250818 ... 12815 12860 NR
265 265 NR2606 20250818 ... 12760 12760 NR
266 266 NR2607 20250818 ... 12900 12830 NR
267 267 NR2608 20250818 ... 12830 12830 NR
268 268 SP2509 20250818 ... 5226 5232 SP
269 269 SP2510 20250818 ... 5260 5248 SP
270 270 SP2511 20250818 ... 5276 5284 SP
271 271 SP2512 20250818 ... 5270 5276 SP
272 272 SP2601 20250818 ... 5496 5498 SP
273 273 SP2602 20250818 ... 5462 5462 SP
274 274 SP2603 20250818 ... 5460 5462 SP
275 275 SP2604 20250818 ... 5462 5464 SP
276 276 SP2605 20250818 ... 5466 5458 SP
277 277 SP2606 20250818 ... 5474 5458 SP
278 278 SP2607 20250818 ... 5458 5458 SP
279 279 SP2608 20250818 ... 5484 5458 SP
280 280 EC2508 20250818 ... 2085.9 2081.9 EC
281 281 EC2510 20250818 ... 1381.4 1373 EC
282 282 EC2512 20250818 ... 1782.3 1749.4 EC
283 283 EC2602 20250818 ... 1539 1529.6 EC
284 284 EC2604 20250818 ... 1339.8 1334.6 EC
285 285 EC2606 20250818 ... 1496.5 1486.7 EC
286 286 SC_TAS2509 20250818 ... SC_TAS
287 287 SC_TAS2510 20250818 ... SC_TAS
288 288 SC_TAS2511 20250818 ... SC_TAS
289 289 SC_TAS2512 20250818 ... SC_TAS
[290 rows x 13 columns]
2025-08-22 18:26:03,444 - future_1d - INFO - ak.get_shfe_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 SC2509 20250818 485.4 ... 483 487 SC
1 SC2510 20250818 486.4 ... 485.2 488.9 SC
2 SC2511 20250818 485 ... 482.3 486.6 SC
3 SC2512 20250818 481.4 ... 479.9 483.5 SC
4 SC2601 20250818 480 ... 478.5 482.1 SC
5 SC2602 20250818 478.5 ... 477.1 479.9 SC
6 SC2603 20250818 476 ... 476 478.2 SC
7 SC2604 20250818 475.4 ... 475.1 476.8 SC
8 SC2605 20250818 474 ... 473.1 475.1 SC
9 SC2606 20250818 474.7 ... 472.8 474.5 SC
10 SC2607 20250818 470.8 ... 470.7 472.9 SC
11 SC2608 20250818 469.8 ... 470.8 473.4 SC
12 SC2609 20250818 ... 468.2 468.2 SC
13 SC2612 20250818 462 ... 462 464 SC
14 SC2703 20250818 ... 464.2 464.2 SC
15 SC2706 20250818 ... 458.5 458.5 SC
16 SC2709 20250818 ... 458 458 SC
17 SC2712 20250818 ... 459 460 SC
18 SC2803 20250818 ... 456 456.3 SC
19 SC2806 20250818 452.2 ... 451.9 453.6 SC
21 LU2509 20250818 3412 ... 3444 3430 LU
22 LU2510 20250818 3436 ... 3459 3448 LU
23 LU2511 20250818 3429 ... 3451 3447 LU
24 LU2512 20250818 3422 ... 3437 3437 LU
25 LU2601 20250818 3412 ... 3422 3427 LU
26 LU2602 20250818 3413 ... 3411 3414 LU
27 LU2603 20250818 3405 ... 3403 3410 LU
28 LU2604 20250818 3412 ... 3395 3407 LU
29 LU2605 20250818 3390 ... 3389 3395 LU
30 LU2606 20250818 3396 ... 3383 3384 LU
31 LU2607 20250818 3390 ... 3390 3390 LU
32 LU2608 20250818 3389 ... 3389 3377 LU
34 NR2509 20250818 12680 ... 12590 12530 NR
35 NR2510 20250818 12710 ... 12660 12590 NR
36 NR2511 20250818 12740 ... 12695 12630 NR
37 NR2512 20250818 12755 ... 12730 12700 NR
38 NR2601 20250818 12875 ... 12775 12720 NR
39 NR2602 20250818 12735 ... 12740 12740 NR
40 NR2603 20250818 12745 ... 12745 12770 NR
41 NR2604 20250818 ... 12745 12705 NR
42 NR2605 20250818 12850 ... 12815 12860 NR
43 NR2606 20250818 ... 12760 12760 NR
44 NR2607 20250818 12900 ... 12900 12830 NR
45 NR2608 20250818 ... 12830 12830 NR
47 BC2509 20250818 70070 ... 70180 70070 BC
48 BC2510 20250818 70220 ... 70250 70160 BC
49 BC2511 20250818 ... 70620 70620 BC
50 BC2512 20250818 70300 ... 70300 70000 BC
51 BC2601 20250818 ... 70250 70250 BC
52 BC2602 20250818 ... 70710 70710 BC
53 BC2603 20250818 71120 ... 71120 70230 BC
54 BC2604 20250818 ... 70350 70350 BC
55 BC2605 20250818 ... 70750 70920 BC
56 BC2606 20250818 ... 69790 69790 BC
57 BC2607 20250818 ... 69370 69370 BC
58 BC2608 20250818 ... 69370 69370 BC
60 EC2508 20250818 2080 ... 2085.9 2081.9 EC
61 EC2510 20250818 1370.8 ... 1381.4 1373 EC
62 EC2512 20250818 1743 ... 1782.3 1749.4 EC
63 EC2602 20250818 1530.4 ... 1539 1529.6 EC
64 EC2604 20250818 1341 ... 1339.8 1334.6 EC
65 EC2606 20250818 1498.8 ... 1496.5 1486.7 EC
68 SC_TAS2509 20250818 ... SC_TAS
69 SC_TAS2510 20250818 ... SC_TAS
70 SC_TAS2511 20250818 ... SC_TAS
71 SC_TAS2512 20250818 ... SC_TAS
[66 rows x 12 columns]
2025-08-22 18:26:03,506 - future_1d - INFO - ak.get_ine_daily('2025-08-18') done
2025-08-22 18:26:05,244 - future_1d - INFO - save future_daily 2025-08-18 completed
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-22 18:26:10,280 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-22 18:26:10,549 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-22 18:26:10,697 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 18:26:11,330 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-22 18:26:11,435 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-22 18:26:11,530 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
2025-08-22 18:26:13,298 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-22 18:26:20,839 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-22 18:26:21,121 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-22 18:26:21,299 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 18:26:21,589 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 18:26:21,704 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 18:26:21,771 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
2025-08-22 18:26:23,504 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-22 18:26:33,952 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-22 18:26:34,212 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-22 18:26:34,396 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 18:26:34,766 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 18:26:34,871 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 18:26:34,932 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
2025-08-22 18:26:36,669 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-22 18:26:45,582 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-22 18:26:45,885 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-22 18:26:46,119 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-22 18:26:46,384 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-22 18:26:46,488 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-22 18:26:46,549 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
2025-08-22 18:26:48,291 - future_1d - INFO - save future_daily 2025-08-22 completed