=========================================================================
2025-08-03 14:18:42 Sun START TASK.01 future_1d future_daily
=========================================================================
2025-08-03 14:18:44,565 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2508 20250724 6158.600 ... 6262.600 6170.200 IC
1 IC2509 20250724 6120.400 ... 6217.800 6120.800 IC
2 IC2512 20250724 6003.000 ... 6092.600 5997.000 IC
3 IC2603 20250724 5882.000 ... 5979.400 5882.800 IC
4 IF2508 20250724 4115.000 ... 4142.800 4117.800 IF
5 IF2509 20250724 4103.000 ... 4136.800 4109.800 IF
6 IF2512 20250724 4080.000 ... 4105.200 4079.800 IF
7 IF2603 20250724 4050.000 ... 4074.000 4051.600 IF
8 IH2508 20250724 2798.800 ... 2812.000 2801.800 IH
9 IH2509 20250724 2798.000 ... 2813.800 2802.600 IH
10 IH2512 20250724 2804.800 ... 2815.200 2804.200 IH
11 IH2603 20250724 2802.600 ... 2816.400 2805.800 IH
12 IM2508 20250724 6583.000 ... 6666.200 6570.800 IM
13 IM2509 20250724 6492.000 ... 6603.600 6499.200 IM
14 IM2512 20250724 6322.000 ... 6423.400 6316.800 IM
15 IM2603 20250724 6160.000 ... 6263.000 6158.400 IM
16 T2509 20250724 108.445 ... 108.260 108.530 T
17 T2512 20250724 108.525 ... 108.310 108.600 T
18 T2603 20250724 108.470 ... 108.300 108.585 T
19 TF2509 20250724 105.720 ... 105.610 105.805 TF
20 TF2512 20250724 105.835 ... 105.695 105.885 TF
21 TF2603 20250724 105.860 ... 105.765 105.950 TF
22 TL2509 20250724 119.090 ... 118.520 119.350 TL
23 TL2512 20250724 118.950 ... 118.320 119.160 TL
24 TL2603 20250724 118.600 ... 118.090 118.960 TL
25 TS2509 20250724 102.366 ... 102.310 102.380 TS
26 TS2512 20250724 102.452 ... 102.400 102.464 TS
27 TS2603 20250724 102.506 ... 102.490 102.552 TS
[28 rows x 12 columns]
2025-08-03 14:18:45,076 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 a2509 20250724 4214.00 ... 4206.00 4229.00 A
1 a2511 20250724 4136.00 ... 4128.00 4142.00 A
2 a2601 20250724 4124.00 ... 4112.00 4127.00 A
3 a2603 20250724 4113.00 ... 4098.00 4116.00 A
4 a2605 20250724 4151.00 ... 4132.00 4150.00 A
5 a2607 20250724 4147.00 ... 4133.00 4148.00 A
6 b2508 20250724 3620.00 ... 3584.00 3639.00 B
7 b2509 20250724 3723.00 ... 3679.00 3732.00 B
8 b2510 20250724 3780.00 ... 3735.00 3780.00 B
9 b2511 20250724 3794.00 ... 3750.00 3793.00 B
10 b2512 20250724 3803.00 ... 3767.00 3799.00 B
11 b2601 20250724 3776.00 ... 3742.00 3779.00 B
12 b2602 20250724 3705.00 ... 3690.00 3728.00 B
13 b2603 20250724 3625.00 ... 3600.00 3621.00 B
14 b2604 20250724 3519.00 ... 3499.00 3511.00 B
15 b2605 20250724 3445.00 ... 3439.00 3440.00 B
16 b2606 20250724 3434.00 ... 3439.00 3434.00 B
17 b2607 20250724 3450.00 ... 3443.00 3432.00 B
18 bb2509 20250724 149.70 ... 151.60 153.45 BB
19 bb2511 20250724 151.00 ... 152.30 153.50 BB
20 bb2601 20250724 145.75 ... 147.10 147.60 BB
21 bb2603 20250724 0.00 ... 153.65 154.15 BB
22 bb2605 20250724 0.00 ... 153.65 154.15 BB
23 bb2607 20250724 0.00 ... 153.65 154.15 BB
24 bz2603 20250724 6219.00 ... 6221.00 6222.00 BZ
25 bz2604 20250724 6180.00 ... 6203.00 6198.00 BZ
26 bz2605 20250724 6298.00 ... 6201.00 6213.00 BZ
27 bz2606 20250724 6200.00 ... 6207.00 6225.00 BZ
28 c2509 20250724 2320.00 ... 2318.00 2311.00 C
29 c2511 20250724 2274.00 ... 2268.00 2271.00 C
30 c2601 20250724 2249.00 ... 2242.00 2244.00 C
31 c2603 20250724 2248.00 ... 2244.00 2244.00 C
32 c2605 20250724 2290.00 ... 2285.00 2285.00 C
33 c2607 20250724 2300.00 ... 2297.00 2294.00 C
34 cs2509 20250724 2680.00 ... 2672.00 2669.00 CS
35 cs2511 20250724 2613.00 ... 2603.00 2614.00 CS
36 cs2601 20250724 2626.00 ... 2622.00 2626.00 CS
37 cs2603 20250724 2617.00 ... 2616.00 2616.00 CS
38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-08-03 14:18:45,676 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 PS2508 20250724 49170.0 ... 52225.0 51395.0 PS
1 PS2509 20250724 50025.0 ... 52150.0 51130.0 PS
2 PS2510 20250724 49500.0 ... 51760.0 51075.0 PS
3 PS2511 20250724 49750.0 ... 51665.0 50860.0 PS
4 PS2512 20250724 52375.0 ... 53635.0 53140.0 PS
5 PS2601 20250724 50980.0 ... 53195.0 52640.0 PS
6 PS2602 20250724 51040.0 ... 52345.0 52300.0 PS
7 PS2603 20250724 51360.0 ... 52605.0 52170.0 PS
8 PS2604 20250724 51035.0 ... 52130.0 52070.0 PS
9 PS2605 20250724 51045.0 ... 52610.0 52335.0 PS
10 PS2606 20250724 52520.0 ... 53400.0 53410.0 PS
11 PS2607 20250724 51455.0 ... 52825.0 53175.0 PS
13 SI2508 20250724 9640.0 ... 9595.0 9705.0 SI
14 SI2509 20250724 9560.0 ... 9680.0 9710.0 SI
15 SI2510 20250724 9325.0 ... 9610.0 9635.0 SI
16 SI2511 20250724 9385.0 ... 9520.0 9535.0 SI
17 SI2512 20250724 9555.0 ... 9795.0 9795.0 SI
18 SI2601 20250724 9585.0 ... 9720.0 9710.0 SI
19 SI2602 20250724 9525.0 ... 9710.0 9735.0 SI
20 SI2603 20250724 9505.0 ... 9675.0 9695.0 SI
21 SI2604 20250724 9490.0 ... 9690.0 9665.0 SI
22 SI2605 20250724 9510.0 ... 9685.0 9615.0 SI
23 SI2606 20250724 9475.0 ... 9620.0 9605.0 SI
24 SI2607 20250724 9445.0 ... 9650.0 9650.0 SI
27 LC2508 20250724 68680.0 ... 73520.0 72280.0 LC
28 LC2509 20250724 70180.0 ... 74560.0 71520.0 LC
29 LC2510 20250724 69200.0 ... 74040.0 71120.0 LC
30 LC2511 20250724 69400.0 ... 73300.0 70640.0 LC
31 LC2512 20250724 68980.0 ... 73220.0 70220.0 LC
32 LC2601 20250724 68820.0 ... 73220.0 70440.0 LC
33 LC2602 20250724 68940.0 ... 72780.0 70680.0 LC
34 LC2603 20250724 68600.0 ... 72320.0 70220.0 LC
35 LC2604 20250724 68940.0 ... 72640.0 70480.0 LC
36 LC2605 20250724 68300.0 ... 72540.0 70040.0 LC
37 LC2606 20250724 68700.0 ... 72180.0 70220.0 LC
38 LC2607 20250724 68820.0 ... 72640.0 70300.0 LC
[36 rows x 12 columns]
2025-08-03 14:18:46,041 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 AP510 20250724 7938.0 ... 7967.0 7949.0 AP
1 AP511 20250724 7664.0 ... 7704.0 7698.0 AP
2 AP512 20250724 7727.0 ... 7747.0 7748.0 AP
3 AP601 20250724 7800.0 ... 7834.0 7821.0 AP
4 AP603 20250724 7753.0 ... 7766.0 7740.0 AP
5 AP604 20250724 7741.0 ... 7769.0 7758.0 AP
6 AP605 20250724 7774.0 ... 7812.0 7796.0 AP
7 CF509 20250724 14180.0 ... 14160.0 14220.0 CF
8 CF511 20250724 13985.0 ... 13995.0 14010.0 CF
9 CF601 20250724 14065.0 ... 14070.0 14080.0 CF
10 CF603 20250724 14000.0 ... 14030.0 14035.0 CF
11 CF605 20250724 14015.0 ... 14005.0 14025.0 CF
12 CF607 20250724 14000.0 ... 14025.0 14050.0 CF
13 CJ509 20250724 9610.0 ... 9495.0 9545.0 CJ
14 CJ512 20250724 10430.0 ... 10315.0 10415.0 CJ
15 CJ601 20250724 10580.0 ... 10475.0 10565.0 CJ
16 CJ603 20250724 10650.0 ... 10545.0 10655.0 CJ
17 CJ605 20250724 10750.0 ... 10700.0 10765.0 CJ
18 CJ607 20250724 10755.0 ... 10790.0 10865.0 CJ
19 CY508 20250724 0.0 ... 20165.0 20165.0 CY
20 CY509 20250724 20325.0 ... 20350.0 20420.0 CY
21 CY510 20250724 0.0 ... 19960.0 20030.0 CY
22 CY511 20250724 20120.0 ... 20155.0 20215.0 CY
23 CY512 20250724 0.0 ... 20045.0 20040.0 CY
24 CY601 20250724 20225.0 ... 20260.0 20325.0 CY
25 CY602 20250724 0.0 ... 20055.0 20055.0 CY
26 CY603 20250724 0.0 ... 20305.0 20305.0 CY
27 CY604 20250724 0.0 ... 20040.0 20040.0 CY
28 CY605 20250724 0.0 ... 20215.0 20215.0 CY
29 CY606 20250724 0.0 ... 20010.0 20010.0 CY
30 CY607 20250724 0.0 ... 20595.0 20625.0 CY
31 FG508 20250724 1207.0 ... 1258.0 1221.0 FG
32 FG509 20250724 1206.0 ... 1261.0 1223.0 FG
33 FG510 20250724 1269.0 ... 1319.0 1278.0 FG
34 FG511 20250724 1249.0 ... 1301.0 1263.0 FG
35 FG512 20250724 1319.0 ... 1366.0 1328.0 FG
36 FG601 20250724 1309.0 ... 1354.0 1318.0 FG
37 FG602 20250724 1355.0 ... 1389.0 1357.0 FG
38 FG603 20250724 1345.0 ... 1377.0 1354.0 FG
39 FG604 20250724 1366.0 ... 1412.0 1385.0 FG
40 FG605 20250724 1370.0 ... 1411.0 1376.0 FG
41 FG606 20250724 1400.0 ... 1428.0 1390.0 FG
42 FG607 20250724 1385.0 ... 1414.0 1383.0 FG
43 JR509 20250724 0.0 ... 2662.0 2662.0 JR
44 JR511 20250724 0.0 ... 2662.0 2662.0 JR
45 JR601 20250724 0.0 ... 2662.0 2662.0 JR
46 JR603 20250724 0.0 ... 2662.0 2662.0 JR
47 JR605 20250724 0.0 ... 2662.0 2662.0 JR
48 JR607 20250724 0.0 ... 2662.0 2662.0 JR
49 LR509 20250724 0.0 ... 2360.0 2360.0 LR
50 LR511 20250724 0.0 ... 2360.0 2360.0 LR
51 LR601 20250724 0.0 ... 2360.0 2360.0 LR
52 MA508 20250724 2394.0 ... 2417.0 2394.0 MA
53 MA509 20250724 2417.0 ... 2465.0 2430.0 MA
54 MA510 20250724 2444.0 ... 2498.0 2459.0 MA
55 MA511 20250724 2466.0 ... 2517.0 2481.0 MA
56 MA512 20250724 2489.0 ... 2532.0 2496.0 MA
57 MA601 20250724 2504.0 ... 2539.0 2510.0 MA
58 MA602 20250724 2497.0 ... 2536.0 2496.0 MA
59 MA603 20250724 2487.0 ... 2526.0 2490.0 MA
60 MA604 20250724 2469.0 ... 2502.0 2463.0 MA
61 MA605 20250724 2431.0 ... 2463.0 2435.0 MA
62 MA606 20250724 2453.0 ... 2475.0 2449.0 MA
63 MA607 20250724 2430.0 ... 2457.0 2430.0 MA
64 OI509 20250724 9459.0 ... 9462.0 9451.0 OI
65 OI511 20250724 9439.0 ... 9441.0 9433.0 OI
66 OI601 20250724 9408.0 ... 9409.0 9388.0 OI
67 OI603 20250724 9359.0 ... 9382.0 9347.0 OI
68 OI605 20250724 9314.0 ... 9315.0 9282.0 OI
69 OI607 20250724 9269.0 ... 9314.0 9269.0 OI
70 PF508 20250724 6420.0 ... 6474.0 6480.0 PF
71 PF509 20250724 6430.0 ... 6472.0 6476.0 PF
72 PF510 20250724 6478.0 ... 6534.0 6532.0 PF
73 PF511 20250724 6474.0 ... 6524.0 6522.0 PF
74 PF512 20250724 6454.0 ... 6510.0 6504.0 PF
75 PF601 20250724 6462.0 ... 6516.0 6500.0 PF
76 PF602 20250724 6482.0 ... 6514.0 6504.0 PF
77 PF603 20250724 6496.0 ... 6528.0 6516.0 PF
78 PF604 20250724 0.0 ... 6556.0 6518.0 PF
79 PF605 20250724 6530.0 ... 6566.0 6548.0 PF
80 PF606 20250724 6534.0 ... 6576.0 6562.0 PF
81 PF607 20250724 6550.0 ... 6570.0 6590.0 PF
82 PK510 20250724 8142.0 ... 8140.0 8142.0 PK
83 PK511 20250724 7974.0 ... 7984.0 7978.0 PK
84 PK512 20250724 7968.0 ... 7984.0 7972.0 PK
85 PK601 20250724 7998.0 ... 8016.0 7994.0 PK
86 PK603 20250724 8014.0 ... 8034.0 8022.0 PK
87 PK604 20250724 8030.0 ... 8032.0 8028.0 PK
88 PK605 20250724 8040.0 ... 8036.0 8036.0 PK
89 PL601 20250724 6594.0 ... 6590.0 6595.0 PL
90 PL602 20250724 6641.0 ... 6668.0 6645.0 PL
91 PL603 20250724 6578.0 ... 6584.0 6573.0 PL
92 PL604 20250724 6494.0 ... 6494.0 6610.0 PL
93 PL605 20250724 6520.0 ... 6524.0 6519.0 PL
94 PL606 20250724 0.0 ... 6611.0 6611.0 PL
95 PL607 20250724 0.0 ... 6596.0 6596.0 PL
96 PM509 20250724 0.0 ... 3122.0 3122.0 PM
97 PM511 20250724 0.0 ... 3122.0 3122.0 PM
98 PM601 20250724 0.0 ... 3122.0 3122.0 PM
99 PM603 20250724 0.0 ... 3122.0 3122.0 PM
100 PM605 20250724 0.0 ... 3122.0 3122.0 PM
101 PM607 20250724 0.0 ... 3122.0 3122.0 PM
102 PR508 20250724 6014.0 ... 6034.0 6030.0 PR
103 PR509 20250724 5976.0 ... 6018.0 6012.0 PR
104 PR510 20250724 5992.0 ... 6024.0 6022.0 PR
105 PR511 20250724 5982.0 ... 6012.0 5996.0 PR
106 PR512 20250724 6010.0 ... 6018.0 5986.0 PR
107 PR601 20250724 5982.0 ... 5994.0 5972.0 PR
108 PR602 20250724 6008.0 ... 5992.0 5974.0 PR
109 PR603 20250724 6016.0 ... 5996.0 6012.0 PR
110 PR604 20250724 6012.0 ... 6010.0 6008.0 PR
111 PR605 20250724 6020.0 ... 6020.0 6014.0 PR
112 PR606 20250724 0.0 ... 6016.0 5998.0 PR
113 PR607 20250724 5980.0 ... 5980.0 5978.0 PR
114 PX508 20250724 6924.0 ... 6926.0 6924.0 PX
115 PX509 20250724 6860.0 ... 6902.0 6890.0 PX
116 PX510 20250724 6848.0 ... 6888.0 6870.0 PX
117 PX511 20250724 6804.0 ... 6844.0 6834.0 PX
118 PX512 20250724 6800.0 ... 6822.0 6818.0 PX
119 PX601 20250724 6782.0 ... 6804.0 6802.0 PX
120 PX602 20250724 6786.0 ... 6760.0 6772.0 PX
121 PX603 20250724 0.0 ... 6806.0 6754.0 PX
122 PX604 20250724 0.0 ... 6804.0 6740.0 PX
123 PX605 20250724 6748.0 ... 6756.0 6752.0 PX
124 PX606 20250724 6756.0 ... 6760.0 6728.0 PX
125 PX607 20250724 6760.0 ... 6764.0 6740.0 PX
126 RI509 20250724 0.0 ... 2479.0 2479.0 RI
127 RI511 20250724 0.0 ... 2479.0 2479.0 RI
128 RI601 20250724 0.0 ... 2479.0 2479.0 RI
129 RI603 20250724 0.0 ... 2479.0 2479.0 RI
130 RI605 20250724 0.0 ... 2479.0 2479.0 RI
131 RI607 20250724 0.0 ... 2479.0 2479.0 RI
132 RM508 20250724 2747.0 ... 2688.0 2744.0 RM
133 RM509 20250724 2757.0 ... 2706.0 2754.0 RM
134 RM511 20250724 2590.0 ... 2562.0 2584.0 RM
135 RM601 20250724 2445.0 ... 2414.0 2448.0 RM
136 RM603 20250724 2407.0 ... 2383.0 2411.0 RM
137 RM605 20250724 2385.0 ... 2368.0 2385.0 RM
138 RM607 20250724 2371.0 ... 2355.0 2372.0 RM
139 RS508 20250724 0.0 ... 4975.0 4976.0 RS
140 RS509 20250724 5080.0 ... 5092.0 5121.0 RS
141 RS511 20250724 5261.0 ... 5244.0 5245.0 RS
142 RS607 20250724 0.0 ... 5200.0 5200.0 RS
143 SA508 20250724 1319.0 ... 1344.0 1337.0 SA
144 SA509 20250724 1330.0 ... 1364.0 1349.0 SA
145 SA510 20250724 1359.0 ... 1378.0 1374.0 SA
146 SA511 20250724 1367.0 ... 1389.0 1385.0 SA
147 SA512 20250724 1405.0 ... 1424.0 1418.0 SA
148 SA601 20250724 1407.0 ... 1438.0 1414.0 SA
149 SA602 20250724 1418.0 ... 1458.0 1435.0 SA
150 SA603 20250724 1420.0 ... 1450.0 1425.0 SA
151 SA604 20250724 1443.0 ... 1492.0 1443.0 SA
152 SA605 20250724 1446.0 ... 1483.0 1454.0 SA
153 SA606 20250724 1459.0 ... 1510.0 1439.0 SA
154 SA607 20250724 1460.0 ... 1500.0 1459.0 SA
155 SF508 20250724 5806.0 ... 5748.0 5850.0 SF
156 SF509 20250724 5832.0 ... 5762.0 5844.0 SF
157 SF510 20250724 5796.0 ... 5752.0 5822.0 SF
158 SF511 20250724 5960.0 ... 5920.0 5984.0 SF
159 SF512 20250724 5936.0 ... 5894.0 5954.0 SF
160 SF601 20250724 5916.0 ... 5874.0 5956.0 SF
161 SF602 20250724 5836.0 ... 5810.0 5878.0 SF
162 SF603 20250724 5954.0 ... 5966.0 6042.0 SF
163 SF604 20250724 5890.0 ... 5918.0 6056.0 SF
164 SF605 20250724 5928.0 ... 5924.0 5990.0 SF
165 SF606 20250724 5846.0 ... 5878.0 5890.0 SF
166 SF607 20250724 5958.0 ... 5984.0 6028.0 SF
167 SH508 20250724 2582.0 ... 2608.0 2579.0 SH
168 SH509 20250724 2635.0 ... 2665.0 2633.0 SH
169 SH510 20250724 2681.0 ... 2703.0 2671.0 SH
170 SH511 20250724 2658.0 ... 2680.0 2654.0 SH
171 SH512 20250724 2667.0 ... 2696.0 2666.0 SH
172 SH601 20250724 2648.0 ... 2686.0 2658.0 SH
173 SH602 20250724 2692.0 ... 2712.0 2681.0 SH
174 SH603 20250724 2692.0 ... 2718.0 2684.0 SH
175 SH604 20250724 2725.0 ... 2764.0 2708.0 SH
176 SH605 20250724 2732.0 ... 2753.0 2722.0 SH
177 SH606 20250724 2728.0 ... 2773.0 2740.0 SH
178 SH607 20250724 2739.0 ... 2757.0 2713.0 SH
179 SM508 20250724 5922.0 ... 5922.0 5922.0 SM
180 SM509 20250724 5930.0 ... 5938.0 5956.0 SM
181 SM510 20250724 5910.0 ... 5924.0 5932.0 SM
182 SM511 20250724 5978.0 ... 5994.0 6004.0 SM
183 SM512 20250724 6000.0 ... 5998.0 6008.0 SM
184 SM601 20250724 5988.0 ... 5998.0 6016.0 SM
185 SM602 20250724 5938.0 ... 6000.0 6016.0 SM
186 SM603 20250724 5928.0 ... 6014.0 6024.0 SM
187 SM604 20250724 5936.0 ... 6014.0 6016.0 SM
188 SM605 20250724 6022.0 ... 6046.0 6038.0 SM
189 SM606 20250724 5994.0 ... 6086.0 5970.0 SM
190 SM607 20250724 5986.0 ... 6070.0 6040.0 SM
191 SR509 20250724 5835.0 ... 5853.0 5826.0 SR
192 SR511 20250724 5715.0 ... 5727.0 5713.0 SR
193 SR601 20250724 5658.0 ... 5664.0 5650.0 SR
194 SR603 20250724 5630.0 ... 5635.0 5623.0 SR
195 SR605 20250724 5605.0 ... 5609.0 5604.0 SR
196 SR607 20250724 5597.0 ... 5605.0 5600.0 SR
197 TA508 20250724 4780.0 ... 4816.0 4824.0 TA
198 TA509 20250724 4788.0 ... 4814.0 4808.0 TA
199 TA510 20250724 4792.0 ... 4810.0 4810.0 TA
200 TA511 20250724 4786.0 ... 4808.0 4800.0 TA
201 TA512 20250724 4784.0 ... 4802.0 4794.0 TA
202 TA601 20250724 4786.0 ... 4798.0 4792.0 TA
203 TA602 20250724 4780.0 ... 4802.0 4796.0 TA
204 TA603 20250724 4788.0 ... 4790.0 4794.0 TA
205 TA604 20250724 4782.0 ... 4802.0 4802.0 TA
206 TA605 20250724 4794.0 ... 4814.0 4808.0 TA
207 TA606 20250724 0.0 ... 4842.0 4814.0 TA
208 TA607 20250724 4812.0 ... 4826.0 4858.0 TA
209 UR508 20250724 1761.0 ... 1768.0 1772.0 UR
210 UR509 20250724 1775.0 ... 1782.0 1788.0 UR
211 UR510 20250724 1765.0 ... 1774.0 1777.0 UR
212 UR511 20250724 1792.0 ... 1798.0 1795.0 UR
213 UR512 20250724 1779.0 ... 1799.0 1786.0 UR
214 UR601 20250724 1780.0 ... 1790.0 1787.0 UR
215 UR602 20250724 1776.0 ... 1788.0 1774.0 UR
216 UR603 20250724 1788.0 ... 1806.0 1803.0 UR
217 UR604 20250724 1797.0 ... 1803.0 1793.0 UR
218 UR605 20250724 1790.0 ... 1805.0 1798.0 UR
219 UR606 20250724 1790.0 ... 1801.0 1794.0 UR
220 UR607 20250724 1803.0 ... 1809.0 1805.0 UR
221 WH509 20250724 0.0 ... 3198.0 3198.0 WH
222 WH511 20250724 0.0 ... 3198.0 3198.0 WH
223 WH601 20250724 0.0 ... 3198.0 3198.0 WH
224 WH603 20250724 0.0 ... 3198.0 3198.0 WH
225 WH605 20250724 0.0 ... 3198.0 3198.0 WH
226 WH607 20250724 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250724 0.0 ... 801.4 801.4 ZC
228 ZC509 20250724 0.0 ... 801.4 801.4 ZC
229 ZC510 20250724 0.0 ... 801.4 801.4 ZC
230 ZC511 20250724 0.0 ... 801.4 801.4 ZC
231 ZC512 20250724 0.0 ... 801.4 801.4 ZC
232 ZC601 20250724 0.0 ... 801.4 801.4 ZC
233 ZC602 20250724 0.0 ... 801.4 801.4 ZC
234 ZC603 20250724 0.0 ... 801.4 801.4 ZC
235 ZC604 20250724 0.0 ... 801.4 801.4 ZC
236 ZC605 20250724 0.0 ... 801.4 801.4 ZC
237 ZC606 20250724 0.0 ... 801.4 801.4 ZC
238 ZC607 20250724 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:18:46,356 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250724 520.4 528 ... 3786.74 518.7 519.2 SC
1 SC2509 20250724 502 511 ... 6236615.93 504.3 503.9 SC
2 SC2510 20250724 496.4 504.4 ... 756833.27 498.7 498.1 SC
3 SC2511 20250724 492.5 499.6 ... 187482.78 494.5 493.1 SC
4 SC2512 20250724 488.1 495.8 ... 11843.25 491.4 489.9 SC
5 SC2601 20250724 486.5 492.3 ... 7769.43 488.6 487.2 SC
6 SC2602 20250724 483.8 488.9 ... 4864.41 486.4 484.1 SC
7 SC2603 20250724 481.1 486 ... 725.87 483.9 482.9 SC
8 SC2604 20250724 480.3 482.7 ... 192.54 481.3 480.3 SC
9 SC2605 20250724 ... 0 479 479 SC
10 SC2606 20250724 476.3 478.6 ... 525.34 477.5 476.7 SC
11 SC2607 20250724 ... 0 475.5 475.5 SC
12 SC2609 20250724 476.5 476.5 ... 94.76 473.8 471.6 SC
13 SC2612 20250724 471.9 471.9 ... 47.19 471.9 469.4 SC
14 SC2703 20250724 ... 0 469.5 469.5 SC
15 SC2706 20250724 ... 0 468.4 468.4 SC
16 SC2709 20250724 ... 0 467 462.8 SC
17 SC2712 20250724 ... 0 467.2 467.2 SC
18 SC2803 20250724 464.9 464.9 ... 46.49 464.9 463.4 SC
19 SC2806 20250724 464.6 466.8 ... 510.46 464 464.2 SC
21 LU2508 20250724 3530 3623 ... 814.158 3539 3548 LU
22 LU2509 20250724 3560 3599 ... 63743.905 3557 3564 LU
23 LU2510 20250724 3557 3596 ... 432984.453 3556 3567 LU
24 LU2511 20250724 3541 3581 ... 36011.263 3547 3552 LU
25 LU2512 20250724 3521 3568 ... 1140.913 3521 3528 LU
26 LU2601 20250724 3501 3553 ... 1882.098 3511 3514 LU
27 LU2602 20250724 3480 3535 ... 38.585 3507 3501 LU
28 LU2603 20250724 3572 3572 ... 66.297 3489 3488 LU
29 LU2604 20250724 3456 3501 ... 24.368 3481 3473 LU
30 LU2605 20250724 3450 3485 ... 27.769 3471 3474 LU
31 LU2606 20250724 3451 3481 ... 10.406 3468 3459 LU
32 LU2607 20250724 3439 3472 ... 34.559 3455 3453 LU
34 NR2508 20250724 12750 13240 ... 135677.65 12905 12790 NR
35 NR2509 20250724 12775 13290 ... 2527939.41 12980 12820 NR
36 NR2510 20250724 12800 13245 ... 770551.205 12975 12810 NR
37 NR2511 20250724 12810 13225 ... 94007.08 13070 12830 NR
38 NR2512 20250724 12845 13225 ... 64668.965 13090 12890 NR
39 NR2601 20250724 12895 13275 ... 68692.915 13105 12925 NR
40 NR2602 20250724 13050 13260 ... 867.79 13145 12995 NR
41 NR2603 20250724 ... 0 12900 12900 NR
42 NR2604 20250724 13265 13265 ... 13.265 13265 12995 NR
43 NR2605 20250724 13250 13250 ... 92.605 13225 12995 NR
44 NR2606 20250724 13280 13280 ... 13.28 13280 12950 NR
45 NR2607 20250724 ... 0 12935 12810 NR
47 BC2508 20250724 70990 71060 ... 151780.14 70900 70880 BC
48 BC2509 20250724 71090 71200 ... 76772.905 70980 70930 BC
49 BC2510 20250724 70870 70870 ... 35.435 70870 70720 BC
50 BC2511 20250724 ... 0 69190 69190 BC
51 BC2512 20250724 ... 0 70620 70400 BC
52 BC2601 20250724 ... 0 69620 69480 BC
53 BC2602 20250724 ... 0 69550 69410 BC
54 BC2603 20250724 ... 0 69430 69290 BC
55 BC2604 20250724 ... 0 69570 69430 BC
56 BC2605 20250724 ... 0 69480 69480 BC
57 BC2606 20250724 ... 0 69340 69340 BC
58 BC2607 20250724 ... 0 68670 68670 BC
60 EC2508 20250724 2229 2250 ... 33870.5165 2230.5 2212.3 EC
61 EC2510 20250724 1520 1608 ... 511739.585 1570 1526.9 EC
62 EC2512 20250724 1714.7 1808.9 ... 71483.768 1747.5 1687.9 EC
63 EC2602 20250724 1477.3 1574.9 ... 18208.8575 1523.1 1458 EC
64 EC2604 20250724 1324 1400 ... 17546.694 1359.6 1316.3 EC
65 EC2606 20250724 1476.2 1513.8 ... 2233.168 1483.8 1454.3 EC
68 SC_TAS2509 20250724 ... SC_TAS
69 SC_TAS2510 20250724 ... SC_TAS
70 SC_TAS2511 20250724 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:18:46,468 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250724 ... 79720 79680 CU
1 1 CU2509 20250724 ... 79840 79810 CU
2 2 CU2510 20250724 ... 79850 79810 CU
3 3 CU2511 20250724 ... 79800 79800 CU
4 4 CU2512 20250724 ... 79780 79760 CU
5 5 CU2601 20250724 ... 79740 79710 CU
6 6 CU2602 20250724 ... 79750 79670 CU
7 7 CU2603 20250724 ... 79760 79700 CU
8 8 CU2604 20250724 ... 79720 79650 CU
9 9 CU2605 20250724 ... 79760 79690 CU
10 10 CU2606 20250724 ... 79740 79660 CU
11 11 CU2607 20250724 ... 79710 79610 CU
12 12 BC2508 20250724 ... 70900 70880 BC
13 13 BC2509 20250724 ... 70980 70930 BC
14 14 BC2510 20250724 ... 70870 70720 BC
15 15 BC2511 20250724 ... 69190 69190 BC
16 16 BC2512 20250724 ... 70620 70400 BC
17 17 BC2601 20250724 ... 69620 69480 BC
18 18 BC2602 20250724 ... 69550 69410 BC
19 19 BC2603 20250724 ... 69430 69290 BC
20 20 BC2604 20250724 ... 69570 69430 BC
21 21 BC2605 20250724 ... 69480 69480 BC
22 22 BC2606 20250724 ... 69340 69340 BC
23 23 BC2607 20250724 ... 68670 68670 BC
24 24 AL2508 20250724 ... 20745 20850 AL
25 25 AL2509 20250724 ... 20735 20845 AL
26 26 AL2510 20250724 ... 20700 20780 AL
27 27 AL2511 20250724 ... 20635 20710 AL
28 28 AL2512 20250724 ... 20585 20665 AL
29 29 AL2601 20250724 ... 20570 20615 AL
30 30 AL2602 20250724 ... 20550 20645 AL
31 31 AL2603 20250724 ... 20585 20615 AL
32 32 AL2604 20250724 ... 20570 20670 AL
33 33 AL2605 20250724 ... 20605 20650 AL
34 34 AL2606 20250724 ... 20610 20665 AL
35 35 AL2607 20250724 ... 20590 20680 AL
36 36 ZN2508 20250724 ... 22930 22855 ZN
37 37 ZN2509 20250724 ... 22980 22905 ZN
38 38 ZN2510 20250724 ... 22975 22900 ZN
39 39 ZN2511 20250724 ... 22935 22870 ZN
40 40 ZN2512 20250724 ... 22880 22825 ZN
41 41 ZN2601 20250724 ... 22850 22765 ZN
42 42 ZN2602 20250724 ... 22830 22725 ZN
43 43 ZN2603 20250724 ... 22840 22720 ZN
44 44 ZN2604 20250724 ... 22855 22740 ZN
45 45 ZN2605 20250724 ... 22830 22735 ZN
46 46 ZN2606 20250724 ... 22840 22720 ZN
47 47 ZN2607 20250724 ... 22810 22720 ZN
48 48 PB2508 20250724 ... 16870 16895 PB
49 49 PB2509 20250724 ... 16890 16905 PB
50 50 PB2510 20250724 ... 16925 16925 PB
51 51 PB2511 20250724 ... 16940 16910 PB
52 52 PB2512 20250724 ... 16955 16975 PB
53 53 PB2601 20250724 ... 16995 16985 PB
54 54 PB2602 20250724 ... 17035 16985 PB
55 55 PB2603 20250724 ... 17050 17000 PB
56 56 PB2604 20250724 ... 17070 17070 PB
57 57 PB2605 20250724 ... 17050 17015 PB
58 58 PB2606 20250724 ... 17040 17015 PB
59 59 PB2607 20250724 ... 17055 17030 PB
60 60 NI2508 20250724 ... 123840 123410 NI
61 61 NI2509 20250724 ... 124040 123540 NI
62 62 NI2510 20250724 ... 124230 123650 NI
63 63 NI2511 20250724 ... 124400 123840 NI
64 64 NI2512 20250724 ... 124630 124020 NI
65 65 NI2601 20250724 ... 124870 124190 NI
66 66 NI2602 20250724 ... 124990 124550 NI
67 67 NI2603 20250724 ... 125130 124790 NI
68 68 NI2604 20250724 ... 125410 125200 NI
69 69 NI2605 20250724 ... 125630 125200 NI
70 70 NI2606 20250724 ... 125910 125510 NI
71 71 NI2607 20250724 ... 126320 125170 NI
72 72 SN2508 20250724 ... 273670 268900 SN
73 73 SN2509 20250724 ... 273920 269160 SN
74 74 SN2510 20250724 ... 273780 269100 SN
75 75 SN2511 20250724 ... 273750 269000 SN
76 76 SN2512 20250724 ... 273410 268900 SN
77 77 SN2601 20250724 ... 273290 269060 SN
78 78 SN2602 20250724 ... 272970 269210 SN
79 79 SN2603 20250724 ... 273910 267970 SN
80 80 SN2604 20250724 ... 274050 268310 SN
81 81 SN2605 20250724 ... 273630 267810 SN
82 82 SN2606 20250724 ... 274010 268130 SN
83 83 SN2607 20250724 ... 273640 269330 SN
84 84 AO2508 20250724 ... 3384 3415 AO
85 85 AO2509 20250724 ... 3385 3419 AO
86 86 AO2510 20250724 ... 3343 3372 AO
87 87 AO2511 20250724 ... 3333 3353 AO
88 88 AO2512 20250724 ... 3330 3353 AO
89 89 AO2601 20250724 ... 3328 3345 AO
90 90 AO2602 20250724 ... 3312 3304 AO
91 91 AO2603 20250724 ... 3314 3328 AO
92 92 AO2604 20250724 ... 3299 3325 AO
93 93 AO2605 20250724 ... 3298 3310 AO
94 94 AO2606 20250724 ... 3290 3306 AO
95 95 AO2607 20250724 ... 3266 3323 AO
96 96 AD2511 20250724 ... 20130 20210 AD
97 97 AD2512 20250724 ... 20080 20150 AD
98 98 AD2601 20250724 ... 20040 20135 AD
99 99 AD2602 20250724 ... 20010 20175 AD
100 100 AD2603 20250724 ... 20135 20135 AD
101 101 AD2604 20250724 ... 19935 19935 AD
102 102 AD2605 20250724 ... 19960 20035 AD
103 103 AD2606 20250724 ... 19920 19920 AD
104 104 AD2607 20250724 ... 19790 19790 AD
105 105 AU2508 20250724 ... 782.82 788.8 AU
106 106 AU2509 20250724 ... 778.42 790.1 AU
107 107 AU2510 20250724 ... 784.22 791.4 AU
108 108 AU2512 20250724 ... 785.2 793.4 AU
109 109 AU2602 20250724 ... 788.38 795.5 AU
110 110 AU2604 20250724 ... 788.22 797.94 AU
111 111 AU2606 20250724 ... 790.24 800.72 AU
112 112 AU2608 20250724 ... 792.28 802.18 AU
113 113 AG2508 20250724 ... 9381 9438 AG
114 114 AG2509 20250724 ... 9399 9455 AG
115 115 AG2510 20250724 ... 9421 9465 AG
116 116 AG2511 20250724 ... 9432 9478 AG
117 117 AG2512 20250724 ... 9430 9484 AG
118 118 AG2601 20250724 ... 9445 9497 AG
119 119 AG2602 20250724 ... 9454 9508 AG
120 120 AG2603 20250724 ... 9463 9519 AG
121 121 AG2604 20250724 ... 9481 9530 AG
122 122 AG2605 20250724 ... 9488 9546 AG
123 123 AG2606 20250724 ... 9498 9557 AG
124 124 AG2607 20250724 ... 9523 9567 AG
125 125 RB2508 20250724 ... 3225 3221 RB
126 126 RB2509 20250724 ... 3232 3236 RB
127 127 RB2510 20250724 ... 3280 3283 RB
128 128 RB2511 20250724 ... 3293 3301 RB
129 129 RB2512 20250724 ... 3333 3335 RB
130 130 RB2601 20250724 ... 3337 3337 RB
131 131 RB2602 20250724 ... 3327 3319 RB
132 132 RB2603 20250724 ... 3332 3335 RB
133 133 RB2604 20250724 ... 3348 3345 RB
134 134 RB2605 20250724 ... 3362 3357 RB
135 135 RB2606 20250724 ... 3363 3359 RB
136 136 RB2607 20250724 ... 3374 3372 RB
137 137 WR2508 20250724 ... 3212 3212 WR
138 138 WR2509 20250724 ... 3335 3335 WR
139 139 WR2510 20250724 ... 3546 3611 WR
140 140 WR2511 20250724 ... 3583 3639 WR
141 141 WR2512 20250724 ... 3570 3570 WR
142 142 WR2601 20250724 ... 3572 3625 WR
143 143 WR2602 20250724 ... 3607 3607 WR
144 144 WR2603 20250724 ... 3606 3606 WR
145 145 WR2604 20250724 ... 3570 3556 WR
146 146 WR2605 20250724 ... 3640 3640 WR
147 147 WR2606 20250724 ... 3680 3708 WR
148 148 WR2607 20250724 ... 3668 3668 WR
149 149 HC2508 20250724 ... 3441 3435 HC
150 150 HC2509 20250724 ... 3443 3442 HC
151 151 HC2510 20250724 ... 3439 3444 HC
152 152 HC2511 20250724 ... 3442 3444 HC
153 153 HC2512 20250724 ... 3441 3463 HC
154 154 HC2601 20250724 ... 3458 3458 HC
155 155 HC2602 20250724 ... 3448 3447 HC
156 156 HC2603 20250724 ... 3466 3463 HC
157 157 HC2604 20250724 ... 3484 3470 HC
158 158 HC2605 20250724 ... 3475 3470 HC
159 159 HC2606 20250724 ... 3487 3445 HC
160 160 HC2607 20250724 ... 3470 3487 HC
161 161 SS2508 20250724 ... 12925 12950 SS
162 162 SS2509 20250724 ... 12910 12945 SS
163 163 SS2510 20250724 ... 12940 12980 SS
164 164 SS2511 20250724 ... 12980 13025 SS
165 165 SS2512 20250724 ... 13005 13020 SS
166 166 SS2601 20250724 ... 13040 13080 SS
167 167 SS2602 20250724 ... 13090 13120 SS
168 168 SS2603 20250724 ... 13135 13185 SS
169 169 SS2604 20250724 ... 13210 13225 SS
170 170 SS2605 20250724 ... 13260 13265 SS
171 171 SS2606 20250724 ... 13265 13295 SS
172 172 SS2607 20250724 ... 13305 13365 SS
173 173 SC2508 20250724 ... 518.7 519.2 SC
174 174 SC2509 20250724 ... 504.3 503.9 SC
175 175 SC2510 20250724 ... 498.7 498.1 SC
176 176 SC2511 20250724 ... 494.5 493.1 SC
177 177 SC2512 20250724 ... 491.4 489.9 SC
178 178 SC2601 20250724 ... 488.6 487.2 SC
179 179 SC2602 20250724 ... 486.4 484.1 SC
180 180 SC2603 20250724 ... 483.9 482.9 SC
181 181 SC2604 20250724 ... 481.3 480.3 SC
182 182 SC2605 20250724 ... 479 479 SC
183 183 SC2606 20250724 ... 477.5 476.7 SC
184 184 SC2607 20250724 ... 475.5 475.5 SC
185 185 SC2609 20250724 ... 473.8 471.6 SC
186 186 SC2612 20250724 ... 471.9 469.4 SC
187 187 SC2703 20250724 ... 469.5 469.5 SC
188 188 SC2706 20250724 ... 468.4 468.4 SC
189 189 SC2709 20250724 ... 467 462.8 SC
190 190 SC2712 20250724 ... 467.2 467.2 SC
191 191 SC2803 20250724 ... 464.9 463.4 SC
192 192 SC2806 20250724 ... 464 464.2 SC
193 193 LU2508 20250724 ... 3539 3548 LU
194 194 LU2509 20250724 ... 3557 3564 LU
195 195 LU2510 20250724 ... 3556 3567 LU
196 196 LU2511 20250724 ... 3547 3552 LU
197 197 LU2512 20250724 ... 3521 3528 LU
198 198 LU2601 20250724 ... 3511 3514 LU
199 199 LU2602 20250724 ... 3507 3501 LU
200 200 LU2603 20250724 ... 3489 3488 LU
201 201 LU2604 20250724 ... 3481 3473 LU
202 202 LU2605 20250724 ... 3471 3474 LU
203 203 LU2606 20250724 ... 3468 3459 LU
204 204 LU2607 20250724 ... 3455 3453 LU
205 205 FU2508 20250724 ... 2822 2843 FU
206 206 FU2509 20250724 ... 2862 2879 FU
207 207 FU2510 20250724 ... 2872 2890 FU
208 208 FU2511 20250724 ... 2878 2891 FU
209 209 FU2512 20250724 ... 2872 2879 FU
210 210 FU2601 20250724 ... 2871 2876 FU
211 211 FU2602 20250724 ... 2860 2863 FU
212 212 FU2603 20250724 ... 2854 2854 FU
213 213 FU2604 20250724 ... 2846 2845 FU
214 214 FU2605 20250724 ... 2836 2833 FU
215 215 FU2606 20250724 ... 2827 2824 FU
216 216 FU2607 20250724 ... 2810 2808 FU
217 217 BU2508 20250724 ... 3610 3640 BU
218 218 BU2509 20250724 ... 3587 3612 BU
219 219 BU2510 20250724 ... 3557 3575 BU
220 220 BU2511 20250724 ... 3511 3534 BU
221 221 BU2512 20250724 ... 3447 3469 BU
222 222 BU2601 20250724 ... 3416 3437 BU
223 223 BU2602 20250724 ... 3397 3431 BU
224 224 BU2603 20250724 ... 3392 3417 BU
225 225 BU2604 20250724 ... 3384 3393 BU
226 226 BU2605 20250724 ... 3389 3407 BU
227 227 BU2606 20250724 ... 3381 3405 BU
228 228 BU2607 20250724 ... 3375 3392 BU
229 229 BU2609 20250724 ... 3371 3392 BU
230 230 BU2612 20250724 ... 3324 3341 BU
231 231 BU2703 20250724 ... 3321 3332 BU
232 232 BU2706 20250724 ... 3334 3332 BU
233 233 BR2508 20250724 ... 12070 12015 BR
234 234 BR2509 20250724 ... 12055 12000 BR
235 235 BR2510 20250724 ... 12025 11960 BR
236 236 BR2511 20250724 ... 12020 11960 BR
237 237 BR2512 20250724 ... 12040 11965 BR
238 238 BR2601 20250724 ... 12050 11980 BR
239 239 BR2602 20250724 ... 12040 11990 BR
240 240 BR2603 20250724 ... 11965 12020 BR
241 241 BR2604 20250724 ... 11940 12025 BR
242 242 BR2605 20250724 ... 12040 12000 BR
243 243 BR2606 20250724 ... 12045 12020 BR
244 244 BR2607 20250724 ... 12225 11995 BR
245 245 RU2508 20250724 ... 15185 14960 RU
246 246 RU2509 20250724 ... 15140 15015 RU
247 247 RU2510 20250724 ... 15075 14985 RU
248 248 RU2511 20250724 ... 15165 15010 RU
249 249 RU2601 20250724 ... 15915 15800 RU
250 250 RU2603 20250724 ... 16025 15815 RU
251 251 RU2604 20250724 ... 16000 15880 RU
252 252 RU2605 20250724 ... 16050 15935 RU
253 253 RU2606 20250724 ... 16225 15830 RU
254 254 RU2607 20250724 ... 15930 15805 RU
255 255 NR2508 20250724 ... 12905 12790 NR
256 256 NR2509 20250724 ... 12980 12820 NR
257 257 NR2510 20250724 ... 12975 12810 NR
258 258 NR2511 20250724 ... 13070 12830 NR
259 259 NR2512 20250724 ... 13090 12890 NR
260 260 NR2601 20250724 ... 13105 12925 NR
261 261 NR2602 20250724 ... 13145 12995 NR
262 262 NR2603 20250724 ... 12900 12900 NR
263 263 NR2604 20250724 ... 13265 12995 NR
264 264 NR2605 20250724 ... 13225 12995 NR
265 265 NR2606 20250724 ... 13280 12950 NR
266 266 NR2607 20250724 ... 12935 12810 NR
267 267 SP2508 20250724 ... 5340 5418 SP
268 268 SP2509 20250724 ... 5386 5424 SP
269 269 SP2510 20250724 ... 5336 5364 SP
270 270 SP2511 20250724 ... 5328 5362 SP
271 271 SP2512 20250724 ... 5294 5312 SP
272 272 SP2601 20250724 ... 5506 5532 SP
273 273 SP2602 20250724 ... 5438 5472 SP
274 274 SP2603 20250724 ... 5440 5460 SP
275 275 SP2604 20250724 ... 5432 5442 SP
276 276 SP2605 20250724 ... 5428 5456 SP
277 277 SP2606 20250724 ... 5446 5426 SP
278 278 SP2607 20250724 ... 5424 5456 SP
279 279 EC2508 20250724 ... 2230.5 2212.3 EC
280 280 EC2510 20250724 ... 1570 1526.9 EC
281 281 EC2512 20250724 ... 1747.5 1687.9 EC
282 282 EC2602 20250724 ... 1523.1 1458 EC
283 283 EC2604 20250724 ... 1359.6 1316.3 EC
284 284 EC2606 20250724 ... 1483.8 1454.3 EC
285 285 SC_TAS2509 20250724 ... SC_TAS
286 286 SC_TAS2510 20250724 ... SC_TAS
287 287 SC_TAS2511 20250724 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:18:46,630 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
2025-08-03 14:18:48,956 - future_1d - INFO - save future_daily 2025-07-24 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250725 6275.000 ... 6263.000 6262.600 IC
1 IC2509 20250725 6218.000 ... 6216.200 6217.800 IC
2 IC2512 20250725 6105.800 ... 6090.600 6092.600 IC
3 IC2603 20250725 6009.200 ... 5973.200 5979.400 IC
4 IF2508 20250725 4147.000 ... 4123.600 4142.800 IF
5 IF2509 20250725 4136.000 ... 4115.600 4136.800 IF
6 IF2512 20250725 4111.800 ... 4086.200 4105.200 IF
7 IF2603 20250725 4083.400 ... 4054.000 4074.000 IF
8 IH2508 20250725 2812.000 ... 2795.000 2812.000 IH
9 IH2509 20250725 2812.400 ... 2795.800 2813.800 IH
10 IH2512 20250725 2814.800 ... 2797.800 2815.200 IH
11 IH2603 20250725 2815.800 ... 2800.000 2816.400 IH
12 IM2508 20250725 6677.000 ... 6667.200 6666.200 IM
13 IM2509 20250725 6619.000 ... 6604.400 6603.600 IM
14 IM2512 20250725 6430.400 ... 6421.400 6423.400 IM
15 IM2603 20250725 6289.000 ... 6259.800 6263.000 IM
16 T2509 20250725 108.230 ... 108.195 108.260 T
17 T2512 20250725 108.305 ... 108.210 108.310 T
18 T2603 20250725 108.285 ... 108.165 108.300 T
19 TF2509 20250725 105.580 ... 105.585 105.610 TF
20 TF2512 20250725 105.695 ... 105.645 105.695 TF
21 TF2603 20250725 105.755 ... 105.695 105.765 TF
22 TL2509 20250725 118.350 ... 118.120 118.520 TL
23 TL2512 20250725 118.170 ... 117.900 118.320 TL
24 TL2603 20250725 117.850 ... 117.730 118.090 TL
25 TS2509 20250725 102.300 ... 102.326 102.310 TS
26 TS2512 20250725 102.398 ... 102.408 102.400 TS
27 TS2603 20250725 102.464 ... 102.494 102.490 TS
[28 rows x 12 columns]
2025-08-03 14:18:52,490 - future_1d - INFO - ak.get_cffex_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250725 4225.00 ... 4223.00 4206.00 A
1 a2511 20250725 4136.00 ... 4134.00 4128.00 A
2 a2601 20250725 4120.00 ... 4119.00 4112.00 A
3 a2603 20250725 4107.00 ... 4105.00 4098.00 A
4 a2605 20250725 4147.00 ... 4140.00 4132.00 A
5 a2607 20250725 4144.00 ... 4137.00 4133.00 A
6 b2508 20250725 3547.00 ... 3553.00 3584.00 B
7 b2509 20250725 3668.00 ... 3667.00 3679.00 B
8 b2510 20250725 3735.00 ... 3731.00 3735.00 B
9 b2511 20250725 3756.00 ... 3749.00 3750.00 B
10 b2512 20250725 3766.00 ... 3766.00 3767.00 B
11 b2601 20250725 3747.00 ... 3746.00 3742.00 B
12 b2602 20250725 3718.00 ... 3715.00 3690.00 B
13 b2603 20250725 3615.00 ... 3607.00 3600.00 B
14 b2604 20250725 3521.00 ... 3511.00 3499.00 B
15 b2605 20250725 3448.00 ... 3446.00 3439.00 B
16 b2606 20250725 3449.00 ... 3441.00 3439.00 B
17 b2607 20250725 3622.00 ... 3438.00 3443.00 B
18 bb2509 20250725 153.20 ... 154.00 151.60 BB
19 bb2511 20250725 152.80 ... 154.30 152.30 BB
20 bb2601 20250725 148.45 ... 150.35 147.10 BB
21 bb2603 20250725 0.00 ... 157.00 153.65 BB
22 bb2605 20250725 0.00 ... 157.00 153.65 BB
23 bb2607 20250725 0.00 ... 157.00 153.65 BB
24 bz2603 20250725 6225.00 ... 6326.00 6221.00 BZ
25 bz2604 20250725 6227.00 ... 6288.00 6203.00 BZ
26 bz2605 20250725 6224.00 ... 6277.00 6201.00 BZ
27 bz2606 20250725 6250.00 ... 6283.00 6207.00 BZ
28 c2509 20250725 2320.00 ... 2314.00 2318.00 C
29 c2511 20250725 2265.00 ... 2263.00 2268.00 C
30 c2601 20250725 2238.00 ... 2235.00 2242.00 C
31 c2603 20250725 2238.00 ... 2238.00 2244.00 C
32 c2605 20250725 2282.00 ... 2279.00 2285.00 C
33 c2607 20250725 2293.00 ... 2291.00 2297.00 C
34 cs2509 20250725 2671.00 ... 2669.00 2672.00 CS
35 cs2511 20250725 2601.00 ... 2599.00 2603.00 CS
36 cs2601 20250725 2616.00 ... 2614.00 2622.00 CS
37 cs2603 20250725 2609.00 ... 2612.00 2616.00 CS
38 cs2605 20250725 2652.00 ... 2652.00 2659.00 CS
39 cs2607 20250725 2664.00 ... 2660.00 2659.00 CS
40 eb2507 20250725 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250725 7456.00 ... 7517.00 7442.00 EB
42 eb2509 20250725 7446.00 ... 7506.00 7406.00 EB
43 eb2510 20250725 7421.00 ... 7490.00 7378.00 EB
44 eb2511 20250725 7383.00 ... 7460.00 7343.00 EB
45 eb2512 20250725 7366.00 ... 7450.00 7323.00 EB
46 eb2601 20250725 7362.00 ... 7455.00 7329.00 EB
47 eb2602 20250725 7392.00 ... 7441.00 7346.00 EB
48 eb2603 20250725 7410.00 ... 7425.00 7361.00 EB
49 eb2604 20250725 7406.00 ... 7423.00 7379.00 EB
50 eb2605 20250725 7416.00 ... 7495.00 7377.00 EB
51 eb2606 20250725 7413.00 ... 7481.00 7389.00 EB
52 eg2507 20250725 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250725 4490.00 ... 4474.00 4434.00 EG
54 eg2509 20250725 4487.00 ... 4529.00 4469.00 EG
55 eg2510 20250725 4493.00 ... 4528.00 4475.00 EG
56 eg2511 20250725 4517.00 ... 4531.00 4474.00 EG
57 eg2512 20250725 4521.00 ... 4533.00 4474.00 EG
58 eg2601 20250725 4506.00 ... 4529.00 4470.00 EG
59 eg2602 20250725 4527.00 ... 4528.00 4440.00 EG
60 eg2603 20250725 4528.00 ... 4530.00 4474.00 EG
61 eg2604 20250725 4534.00 ... 4534.00 4462.00 EG
62 eg2605 20250725 4528.00 ... 4556.00 4507.00 EG
63 eg2606 20250725 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250725 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250725 1280.00 ... 1277.50 1280.00 FB
66 fb2510 20250725 1307.00 ... 1313.50 1314.00 FB
67 fb2511 20250725 1309.00 ... 1313.00 1312.50 FB
68 fb2512 20250725 1313.00 ... 1312.00 1311.50 FB
69 fb2601 20250725 1308.00 ... 1310.50 1314.50 FB
70 fb2602 20250725 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250725 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250725 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250725 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250725 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250725 0.00 ... 1295.00 1295.00 FB
76 i2508 20250725 814.00 ... 801.00 813.00 I
77 i2509 20250725 815.00 ... 800.00 811.50 I
78 i2510 20250725 807.00 ... 795.50 807.00 I
79 i2511 20250725 804.50 ... 789.50 801.00 I
80 i2512 20250725 797.00 ... 783.50 794.00 I
81 i2601 20250725 787.50 ... 772.50 783.50 I
82 i2602 20250725 779.50 ... 769.00 779.00 I
83 i2603 20250725 779.50 ... 767.00 776.00 I
84 i2604 20250725 775.00 ... 761.50 770.50 I
85 i2605 20250725 763.00 ... 751.50 762.00 I
86 i2606 20250725 760.50 ... 747.50 757.00 I
87 i2607 20250725 754.50 ... 741.00 750.50 I
88 j2508 20250725 0.00 ... 1681.50 1676.50 J
89 j2509 20250725 1738.00 ... 1748.00 1722.00 J
90 j2510 20250725 1758.00 ... 1757.00 1736.50 J
91 j2511 20250725 1777.50 ... 1777.50 1761.50 J
92 j2512 20250725 1804.00 ... 1789.50 1774.50 J
93 j2601 20250725 1805.00 ... 1794.00 1762.50 J
94 j2602 20250725 1808.00 ... 1808.00 1749.00 J
95 j2603 20250725 1837.50 ... 1827.00 1788.00 J
96 j2604 20250725 1850.00 ... 1850.00 1887.00 J
97 j2605 20250725 1852.00 ... 1822.00 1802.00 J
98 j2606 20250725 1817.50 ... 1814.00 1849.00 J
99 j2607 20250725 0.00 ... 1854.50 1813.50 J
100 jd2507 20250725 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250725 3544.00 ... 3526.00 3578.00 JD
102 jd2509 20250725 3639.00 ... 3630.00 3634.00 JD
103 jd2510 20250725 3400.00 ... 3404.00 3397.00 JD
104 jd2511 20250725 3409.00 ... 3411.00 3406.00 JD
105 jd2512 20250725 3567.00 ... 3571.00 3563.00 JD
106 jd2601 20250725 3667.00 ... 3664.00 3652.00 JD
107 jd2602 20250725 3219.00 ... 3226.00 3216.00 JD
108 jd2603 20250725 3215.00 ... 3227.00 3213.00 JD
109 jd2604 20250725 3366.00 ... 3378.00 3355.00 JD
110 jd2605 20250725 3455.00 ... 3471.00 3443.00 JD
111 jd2606 20250725 3272.00 ... 3285.00 3268.00 JD
112 jm2508 20250725 1070.00 ... 1120.50 1061.00 JM
113 jm2509 20250725 1207.00 ... 1236.50 1166.00 JM
114 jm2510 20250725 1227.50 ... 1252.50 1183.00 JM
115 jm2511 20250725 1238.00 ... 1262.00 1201.00 JM
116 jm2512 20250725 1249.50 ... 1267.50 1208.00 JM
117 jm2601 20250725 1270.00 ... 1282.50 1221.00 JM
118 jm2602 20250725 1271.50 ... 1301.50 1239.00 JM
119 jm2603 20250725 1281.00 ... 1293.00 1230.00 JM
120 jm2604 20250725 1292.00 ... 1296.00 1236.50 JM
121 jm2605 20250725 1282.00 ... 1287.50 1242.00 JM
122 jm2606 20250725 1300.00 ... 1302.00 1254.50 JM
123 jm2607 20250725 1330.00 ... 1321.50 1285.50 JM
124 l2508 20250725 7369.00 ... 7403.00 7302.00 L
125 l2509 20250725 7391.00 ... 7439.00 7339.00 L
126 l2510 20250725 7419.00 ... 7467.00 7371.00 L
127 l2511 20250725 7422.00 ... 7467.00 7374.00 L
128 l2512 20250725 7444.00 ... 7486.00 7387.00 L
129 l2601 20250725 7450.00 ... 7484.00 7392.00 L
130 l2602 20250725 7449.00 ... 7467.00 7392.00 L
131 l2603 20250725 7451.00 ... 7470.00 7379.00 L
132 l2604 20250725 7481.00 ... 7493.00 7393.00 L
133 l2605 20250725 7447.00 ... 7476.00 7394.00 L
134 l2606 20250725 7448.00 ... 7468.00 7380.00 L
135 l2607 20250725 7482.00 ... 7497.00 7381.00 L
136 lg2507 20250725 810.00 ... 807.00 809.50 LG
137 lg2509 20250725 829.00 ... 827.50 828.00 LG
138 lg2511 20250725 838.00 ... 834.50 833.00 LG
139 lg2601 20250725 832.00 ... 837.00 837.50 LG
140 lg2603 20250725 837.50 ... 838.50 837.00 LG
141 lg2605 20250725 842.50 ... 843.00 841.50 LG
142 lh2507 20250725 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250725 14350.00 ... 14435.00 14345.00 LH
144 lh2511 20250725 14230.00 ... 14380.00 14145.00 LH
145 lh2601 20250725 14570.00 ... 14705.00 14560.00 LH
146 lh2603 20250725 13730.00 ... 13815.00 13645.00 LH
147 lh2605 20250725 14250.00 ... 14305.00 14065.00 LH
148 m2508 20250725 3004.00 ... 3013.00 3017.00 M
149 m2509 20250725 3029.00 ... 3025.00 3041.00 M
150 m2511 20250725 3068.00 ... 3061.00 3079.00 M
151 m2512 20250725 3098.00 ... 3092.00 3106.00 M
152 m2601 20250725 3060.00 ... 3061.00 3072.00 M
153 m2603 20250725 2928.00 ... 2922.00 2927.00 M
154 m2605 20250725 2754.00 ... 2755.00 2753.00 M
155 m2607 20250725 2735.00 ... 2736.00 2735.00 M
156 p2508 20250725 8950.00 ... 8894.00 8970.00 P
157 p2509 20250725 9058.00 ... 8984.00 9022.00 P
158 p2510 20250725 9074.00 ... 8990.00 9026.00 P
159 p2511 20250725 9044.00 ... 8952.00 8998.00 P
160 p2512 20250725 9032.00 ... 8982.00 9012.00 P
161 p2601 20250725 9050.00 ... 8972.00 8998.00 P
162 p2602 20250725 8968.00 ... 8930.00 8974.00 P
163 p2603 20250725 8906.00 ... 8858.00 8890.00 P
164 p2604 20250725 8732.00 ... 8750.00 8702.00 P
165 p2605 20250725 8730.00 ... 8682.00 8690.00 P
166 p2606 20250725 8640.00 ... 8600.00 8610.00 P
167 p2607 20250725 8628.00 ... 8602.00 8616.00 P
168 pg2507 20250725 4070.00 ... 4058.00 4019.00 PG
169 pg2508 20250725 4049.00 ... 4054.00 4036.00 PG
170 pg2509 20250725 4013.00 ... 4037.00 3994.00 PG
171 pg2510 20250725 4447.00 ... 4456.00 4426.00 PG
172 pg2511 20250725 4379.00 ... 4390.00 4359.00 PG
173 pg2512 20250725 4312.00 ... 4323.00 4289.00 PG
174 pg2601 20250725 4250.00 ... 4253.00 4220.00 PG
175 pg2602 20250725 4153.00 ... 4169.00 4137.00 PG
176 pg2603 20250725 4067.00 ... 4085.00 4055.00 PG
177 pg2604 20250725 4382.00 ... 4379.00 4338.00 PG
178 pg2605 20250725 4288.00 ... 4290.00 4243.00 PG
179 pg2606 20250725 4206.00 ... 4218.00 4185.00 PG
180 pp2508 20250725 7144.00 ... 7164.00 7117.00 PP
181 pp2509 20250725 7185.00 ... 7205.00 7149.00 PP
182 pp2510 20250725 7184.00 ... 7202.00 7159.00 PP
183 pp2511 20250725 7190.00 ... 7208.00 7160.00 PP
184 pp2512 20250725 7193.00 ... 7211.00 7165.00 PP
185 pp2601 20250725 7200.00 ... 7221.00 7165.00 PP
186 pp2602 20250725 7190.00 ... 7195.00 7158.00 PP
187 pp2603 20250725 7187.00 ... 7200.00 7136.00 PP
188 pp2604 20250725 7200.00 ... 7208.00 7149.00 PP
189 pp2605 20250725 7190.00 ... 7208.00 7158.00 PP
190 pp2606 20250725 7176.00 ... 7180.00 7159.00 PP
191 pp2607 20250725 0.00 ... 7162.00 7162.00 PP
192 rr2508 20250725 3593.00 ... 3594.00 3594.00 RR
193 rr2509 20250725 3602.00 ... 3605.00 3618.00 RR
194 rr2510 20250725 3631.00 ... 3629.00 3633.00 RR
195 rr2511 20250725 3624.00 ... 3622.00 3627.00 RR
196 rr2512 20250725 3630.00 ... 3630.00 3626.00 RR
197 rr2601 20250725 3631.00 ... 3628.00 3629.00 RR
198 rr2602 20250725 3626.00 ... 3627.00 3629.00 RR
199 rr2603 20250725 3642.00 ... 3633.00 3636.00 RR
200 rr2604 20250725 3636.00 ... 3633.00 3635.00 RR
201 rr2605 20250725 3634.00 ... 3633.00 3631.00 RR
202 rr2606 20250725 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250725 0.00 ... 3617.00 3617.00 RR
204 v2508 20250725 5182.00 ... 5241.00 5164.00 V
205 v2509 20250725 5240.00 ... 5291.00 5207.00 V
206 v2510 20250725 5261.00 ... 5325.00 5235.00 V
207 v2511 20250725 5294.00 ... 5345.00 5269.00 V
208 v2512 20250725 5342.00 ... 5367.00 5303.00 V
209 v2601 20250725 5374.00 ... 5408.00 5323.00 V
210 v2602 20250725 5379.00 ... 5444.00 5352.00 V
211 v2603 20250725 5425.00 ... 5469.00 5365.00 V
212 v2604 20250725 5554.00 ... 5623.00 5511.00 V
213 v2605 20250725 5545.00 ... 5623.00 5519.00 V
214 v2606 20250725 5587.00 ... 5609.00 5535.00 V
215 v2607 20250725 5593.00 ... 5661.00 5550.00 V
216 y2508 20250725 8230.00 ... 8232.00 8114.00 Y
217 y2509 20250725 8166.00 ... 8160.00 8112.00 Y
218 y2511 20250725 8154.00 ... 8160.00 8102.00 Y
219 y2512 20250725 8168.00 ... 8166.00 8118.00 Y
220 y2601 20250725 8102.00 ... 8114.00 8060.00 Y
221 y2603 20250725 7974.00 ... 7982.00 7934.00 Y
222 y2605 20250725 7738.00 ... 7746.00 7716.00 Y
223 y2607 20250725 7752.00 ... 7738.00 7700.00 Y
[224 rows x 12 columns]
2025-08-03 14:18:53,081 - future_1d - INFO - ak.get_dce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 PS2508 20250725 53520.0 ... 52505.0 52225.0 PS
1 PS2509 20250725 52820.0 ... 52470.0 52150.0 PS
2 PS2510 20250725 52590.0 ... 52260.0 51760.0 PS
3 PS2511 20250725 52440.0 ... 51760.0 51665.0 PS
4 PS2512 20250725 54395.0 ... 53940.0 53635.0 PS
5 PS2601 20250725 55400.0 ... 53670.0 53195.0 PS
6 PS2602 20250725 54785.0 ... 53535.0 52345.0 PS
7 PS2603 20250725 54585.0 ... 53415.0 52605.0 PS
8 PS2604 20250725 54145.0 ... 53220.0 52130.0 PS
9 PS2605 20250725 54505.0 ... 53335.0 52610.0 PS
10 PS2606 20250725 55490.0 ... 54465.0 53400.0 PS
11 PS2607 20250725 55110.0 ... 54135.0 52825.0 PS
13 SI2508 20250725 9620.0 ... 9640.0 9595.0 SI
14 SI2509 20250725 9750.0 ... 9690.0 9680.0 SI
15 SI2510 20250725 9650.0 ... 9625.0 9610.0 SI
16 SI2511 20250725 9610.0 ... 9575.0 9520.0 SI
17 SI2512 20250725 9750.0 ... 9825.0 9795.0 SI
18 SI2601 20250725 9845.0 ... 9785.0 9720.0 SI
19 SI2602 20250725 9755.0 ... 9730.0 9710.0 SI
20 SI2603 20250725 9735.0 ... 9735.0 9675.0 SI
21 SI2604 20250725 9775.0 ... 9725.0 9690.0 SI
22 SI2605 20250725 9820.0 ... 9725.0 9685.0 SI
23 SI2606 20250725 9705.0 ... 9710.0 9620.0 SI
24 SI2607 20250725 9705.0 ... 9685.0 9650.0 SI
27 LC2508 20250725 76560.0 ... 79120.0 73520.0 LC
28 LC2509 20250725 77500.0 ... 79460.0 74560.0 LC
29 LC2510 20250725 76940.0 ... 78220.0 74040.0 LC
30 LC2511 20250725 76000.0 ... 77620.0 73300.0 LC
31 LC2512 20250725 75040.0 ... 77040.0 73220.0 LC
32 LC2601 20250725 75000.0 ... 76720.0 73220.0 LC
33 LC2602 20250725 74580.0 ... 75940.0 72780.0 LC
34 LC2603 20250725 73600.0 ... 75460.0 72320.0 LC
35 LC2604 20250725 73820.0 ... 75300.0 72640.0 LC
36 LC2605 20250725 73600.0 ... 75280.0 72540.0 LC
37 LC2606 20250725 74000.0 ... 74900.0 72180.0 LC
38 LC2607 20250725 73600.0 ... 74840.0 72640.0 LC
[36 rows x 12 columns]
2025-08-03 14:18:53,334 - future_1d - INFO - ak.get_gfex_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 AP510 20250725 7990.0 ... 8001.0 7967.0 AP
1 AP511 20250725 7717.0 ... 7725.0 7704.0 AP
2 AP512 20250725 7768.0 ... 7779.0 7747.0 AP
3 AP601 20250725 7878.0 ... 7870.0 7834.0 AP
4 AP603 20250725 7744.0 ... 7785.0 7766.0 AP
5 AP604 20250725 7795.0 ... 7795.0 7769.0 AP
6 AP605 20250725 7786.0 ... 7832.0 7812.0 AP
7 CF509 20250725 14190.0 ... 14230.0 14160.0 CF
8 CF511 20250725 14015.0 ... 14070.0 13995.0 CF
9 CF601 20250725 14095.0 ... 14155.0 14070.0 CF
10 CF603 20250725 14060.0 ... 14120.0 14030.0 CF
11 CF605 20250725 14040.0 ... 14080.0 14005.0 CF
12 CF607 20250725 14100.0 ... 14095.0 14025.0 CF
13 CJ509 20250725 9580.0 ... 9470.0 9495.0 CJ
14 CJ512 20250725 10355.0 ... 10315.0 10315.0 CJ
15 CJ601 20250725 10510.0 ... 10465.0 10475.0 CJ
16 CJ603 20250725 10575.0 ... 10520.0 10545.0 CJ
17 CJ605 20250725 10710.0 ... 10670.0 10700.0 CJ
18 CJ607 20250725 10825.0 ... 10780.0 10790.0 CJ
19 CY508 20250725 0.0 ... 20165.0 20165.0 CY
20 CY509 20250725 20390.0 ... 20420.0 20350.0 CY
21 CY510 20250725 0.0 ... 20030.0 19960.0 CY
22 CY511 20250725 0.0 ... 20180.0 20155.0 CY
23 CY512 20250725 0.0 ... 20045.0 20045.0 CY
24 CY601 20250725 20335.0 ... 20340.0 20260.0 CY
25 CY602 20250725 0.0 ... 20055.0 20055.0 CY
26 CY603 20250725 0.0 ... 20305.0 20305.0 CY
27 CY604 20250725 0.0 ... 20040.0 20040.0 CY
28 CY605 20250725 20250.0 ... 20250.0 20215.0 CY
29 CY606 20250725 0.0 ... 20010.0 20010.0 CY
30 CY607 20250725 20335.0 ... 20335.0 20595.0 CY
31 FG508 20250725 1315.0 ... 1344.0 1258.0 FG
32 FG509 20250725 1310.0 ... 1344.0 1261.0 FG
33 FG510 20250725 1359.0 ... 1383.0 1319.0 FG
34 FG511 20250725 1345.0 ... 1369.0 1301.0 FG
35 FG512 20250725 1423.0 ... 1436.0 1366.0 FG
36 FG601 20250725 1400.0 ... 1426.0 1354.0 FG
37 FG602 20250725 1400.0 ... 1454.0 1389.0 FG
38 FG603 20250725 1430.0 ... 1447.0 1377.0 FG
39 FG604 20250725 1460.0 ... 1474.0 1412.0 FG
40 FG605 20250725 1435.0 ... 1462.0 1411.0 FG
41 FG606 20250725 1455.0 ... 1475.0 1428.0 FG
42 FG607 20250725 1460.0 ... 1456.0 1414.0 FG
43 JR509 20250725 0.0 ... 2662.0 2662.0 JR
44 JR511 20250725 0.0 ... 2662.0 2662.0 JR
45 JR601 20250725 0.0 ... 2662.0 2662.0 JR
46 JR603 20250725 0.0 ... 2662.0 2662.0 JR
47 JR605 20250725 0.0 ... 2662.0 2662.0 JR
48 JR607 20250725 0.0 ... 2662.0 2662.0 JR
49 LR509 20250725 0.0 ... 2360.0 2360.0 LR
50 LR511 20250725 0.0 ... 2360.0 2360.0 LR
51 LR601 20250725 0.0 ... 2360.0 2360.0 LR
52 MA508 20250725 2449.0 ... 2470.0 2417.0 MA
53 MA509 20250725 2479.0 ... 2500.0 2465.0 MA
54 MA510 20250725 2512.0 ... 2528.0 2498.0 MA
55 MA511 20250725 2529.0 ... 2545.0 2517.0 MA
56 MA512 20250725 2545.0 ... 2562.0 2532.0 MA
57 MA601 20250725 2552.0 ... 2569.0 2539.0 MA
58 MA602 20250725 2542.0 ... 2561.0 2536.0 MA
59 MA603 20250725 2530.0 ... 2547.0 2526.0 MA
60 MA604 20250725 2511.0 ... 2521.0 2502.0 MA
61 MA605 20250725 2480.0 ... 2493.0 2463.0 MA
62 MA606 20250725 2482.0 ... 2505.0 2475.0 MA
63 MA607 20250725 2471.0 ... 2491.0 2457.0 MA
64 OI509 20250725 9495.0 ... 9441.0 9462.0 OI
65 OI511 20250725 9475.0 ... 9423.0 9441.0 OI
66 OI601 20250725 9458.0 ... 9388.0 9409.0 OI
67 OI603 20250725 9384.0 ... 9360.0 9382.0 OI
68 OI605 20250725 9332.0 ... 9303.0 9315.0 OI
69 OI607 20250725 9312.0 ... 9275.0 9314.0 OI
70 PF508 20250725 6530.0 ... 6560.0 6474.0 PF
71 PF509 20250725 6532.0 ... 6568.0 6472.0 PF
72 PF510 20250725 6580.0 ... 6628.0 6534.0 PF
73 PF511 20250725 6578.0 ... 6620.0 6524.0 PF
74 PF512 20250725 6546.0 ... 6594.0 6510.0 PF
75 PF601 20250725 6578.0 ... 6590.0 6516.0 PF
76 PF602 20250725 6570.0 ... 6616.0 6514.0 PF
77 PF603 20250725 6582.0 ... 6612.0 6528.0 PF
78 PF604 20250725 6582.0 ... 6626.0 6556.0 PF
79 PF605 20250725 6600.0 ... 6632.0 6566.0 PF
80 PF606 20250725 6600.0 ... 6622.0 6576.0 PF
81 PF607 20250725 0.0 ... 6570.0 6570.0 PF
82 PK510 20250725 8140.0 ... 8138.0 8140.0 PK
83 PK511 20250725 7990.0 ... 7996.0 7984.0 PK
84 PK512 20250725 7970.0 ... 7998.0 7984.0 PK
85 PK601 20250725 8036.0 ... 8034.0 8016.0 PK
86 PK603 20250725 8014.0 ... 8034.0 8034.0 PK
87 PK604 20250725 8048.0 ... 8034.0 8032.0 PK
88 PK605 20250725 8048.0 ... 8036.0 8036.0 PK
89 PL601 20250725 6630.0 ... 6643.0 6590.0 PL
90 PL602 20250725 6707.0 ... 6701.0 6668.0 PL
91 PL603 20250725 6599.0 ... 6611.0 6584.0 PL
92 PL604 20250725 6608.0 ... 6632.0 6494.0 PL
93 PL605 20250725 6555.0 ... 6586.0 6524.0 PL
94 PL606 20250725 6647.0 ... 6647.0 6611.0 PL
95 PL607 20250725 6646.0 ... 6646.0 6596.0 PL
96 PM509 20250725 0.0 ... 3122.0 3122.0 PM
97 PM511 20250725 0.0 ... 3122.0 3122.0 PM
98 PM601 20250725 0.0 ... 3122.0 3122.0 PM
99 PM603 20250725 0.0 ... 3122.0 3122.0 PM
100 PM605 20250725 0.0 ... 3122.0 3122.0 PM
101 PM607 20250725 0.0 ... 3122.0 3122.0 PM
102 PR508 20250725 6068.0 ... 6086.0 6034.0 PR
103 PR509 20250725 6048.0 ... 6088.0 6018.0 PR
104 PR510 20250725 6058.0 ... 6100.0 6024.0 PR
105 PR511 20250725 6054.0 ... 6082.0 6012.0 PR
106 PR512 20250725 6038.0 ... 6072.0 6018.0 PR
107 PR601 20250725 6012.0 ... 6062.0 5994.0 PR
108 PR602 20250725 6094.0 ... 6094.0 5992.0 PR
109 PR603 20250725 6090.0 ... 6090.0 5996.0 PR
110 PR604 20250725 0.0 ... 6114.0 6010.0 PR
111 PR605 20250725 6080.0 ... 6072.0 6020.0 PR
112 PR606 20250725 0.0 ... 6090.0 6016.0 PR
113 PR607 20250725 0.0 ... 6058.0 5980.0 PR
114 PX508 20250725 7036.0 ... 7094.0 6926.0 PX
115 PX509 20250725 6964.0 ... 7022.0 6902.0 PX
116 PX510 20250725 6954.0 ... 7010.0 6888.0 PX
117 PX511 20250725 6908.0 ... 6970.0 6844.0 PX
118 PX512 20250725 6894.0 ... 6956.0 6822.0 PX
119 PX601 20250725 6870.0 ... 6916.0 6804.0 PX
120 PX602 20250725 6760.0 ... 6840.0 6760.0 PX
121 PX603 20250725 6820.0 ... 6870.0 6806.0 PX
122 PX604 20250725 6822.0 ... 6882.0 6804.0 PX
123 PX605 20250725 6846.0 ... 6880.0 6756.0 PX
124 PX606 20250725 6846.0 ... 6888.0 6760.0 PX
125 PX607 20250725 6818.0 ... 6874.0 6764.0 PX
126 RI509 20250725 0.0 ... 2479.0 2479.0 RI
127 RI511 20250725 0.0 ... 2479.0 2479.0 RI
128 RI601 20250725 0.0 ... 2479.0 2479.0 RI
129 RI603 20250725 0.0 ... 2479.0 2479.0 RI
130 RI605 20250725 0.0 ... 2479.0 2479.0 RI
131 RI607 20250725 0.0 ... 2479.0 2479.0 RI
132 RM508 20250725 2683.0 ... 2670.0 2688.0 RM
133 RM509 20250725 2690.0 ... 2682.0 2706.0 RM
134 RM511 20250725 2536.0 ... 2531.0 2562.0 RM
135 RM601 20250725 2417.0 ... 2407.0 2414.0 RM
136 RM603 20250725 2395.0 ... 2386.0 2383.0 RM
137 RM605 20250725 2375.0 ... 2371.0 2368.0 RM
138 RM607 20250725 2358.0 ... 2357.0 2355.0 RM
139 RS508 20250725 0.0 ... 5019.0 4975.0 RS
140 RS509 20250725 5072.0 ... 5102.0 5092.0 RS
141 RS511 20250725 5255.0 ... 5290.0 5244.0 RS
142 RS607 20250725 0.0 ... 5210.0 5200.0 RS
143 SA508 20250725 1401.0 ... 1415.0 1344.0 SA
144 SA509 20250725 1411.0 ... 1431.0 1364.0 SA
145 SA510 20250725 1432.0 ... 1455.0 1378.0 SA
146 SA511 20250725 1443.0 ... 1464.0 1389.0 SA
147 SA512 20250725 1475.0 ... 1500.0 1424.0 SA
148 SA601 20250725 1491.0 ... 1508.0 1438.0 SA
149 SA602 20250725 1500.0 ... 1517.0 1458.0 SA
150 SA603 20250725 1502.0 ... 1518.0 1450.0 SA
151 SA604 20250725 1497.0 ... 1536.0 1492.0 SA
152 SA605 20250725 1520.0 ... 1541.0 1483.0 SA
153 SA606 20250725 1537.0 ... 1544.0 1510.0 SA
154 SA607 20250725 1538.0 ... 1536.0 1500.0 SA
155 SF508 20250725 5758.0 ... 5990.0 5748.0 SF
156 SF509 20250725 5786.0 ... 5986.0 5762.0 SF
157 SF510 20250725 5780.0 ... 5958.0 5752.0 SF
158 SF511 20250725 5940.0 ... 6132.0 5920.0 SF
159 SF512 20250725 5900.0 ... 6086.0 5894.0 SF
160 SF601 20250725 5888.0 ... 6084.0 5874.0 SF
161 SF602 20250725 5844.0 ... 6038.0 5810.0 SF
162 SF603 20250725 5992.0 ... 6332.0 5966.0 SF
163 SF604 20250725 5978.0 ... 6202.0 5918.0 SF
164 SF605 20250725 5960.0 ... 6178.0 5924.0 SF
165 SF606 20250725 5878.0 ... 6136.0 5878.0 SF
166 SF607 20250725 6010.0 ... 6280.0 5984.0 SF
167 SH508 20250725 2634.0 ... 2585.0 2608.0 SH
168 SH509 20250725 2683.0 ... 2648.0 2665.0 SH
169 SH510 20250725 2723.0 ... 2705.0 2703.0 SH
170 SH511 20250725 2690.0 ... 2692.0 2680.0 SH
171 SH512 20250725 2714.0 ... 2706.0 2696.0 SH
172 SH601 20250725 2715.0 ... 2702.0 2686.0 SH
173 SH602 20250725 2733.0 ... 2721.0 2712.0 SH
174 SH603 20250725 2734.0 ... 2727.0 2718.0 SH
175 SH604 20250725 2773.0 ... 2754.0 2764.0 SH
176 SH605 20250725 2759.0 ... 2761.0 2753.0 SH
177 SH606 20250725 2756.0 ... 2754.0 2773.0 SH
178 SH607 20250725 2736.0 ... 2737.0 2757.0 SH
179 SM508 20250725 5966.0 ... 6238.0 5922.0 SM
180 SM509 20250725 6000.0 ... 6212.0 5938.0 SM
181 SM510 20250725 5994.0 ... 6120.0 5924.0 SM
182 SM511 20250725 6068.0 ... 6224.0 5994.0 SM
183 SM512 20250725 6076.0 ... 6252.0 5998.0 SM
184 SM601 20250725 6064.0 ... 6268.0 5998.0 SM
185 SM602 20250725 6074.0 ... 6266.0 6000.0 SM
186 SM603 20250725 6064.0 ... 6330.0 6014.0 SM
187 SM604 20250725 6102.0 ... 6318.0 6014.0 SM
188 SM605 20250725 6100.0 ... 6336.0 6046.0 SM
189 SM606 20250725 6106.0 ... 6274.0 6086.0 SM
190 SM607 20250725 6114.0 ... 6310.0 6070.0 SM
191 SR509 20250725 5875.0 ... 5876.0 5853.0 SR
192 SR511 20250725 5748.0 ... 5755.0 5727.0 SR
193 SR601 20250725 5675.0 ... 5691.0 5664.0 SR
194 SR603 20250725 5650.0 ... 5658.0 5635.0 SR
195 SR605 20250725 5625.0 ... 5633.0 5609.0 SR
196 SR607 20250725 5623.0 ... 5626.0 5605.0 SR
197 TA508 20250725 4834.0 ... 4884.0 4816.0 TA
198 TA509 20250725 4860.0 ... 4902.0 4814.0 TA
199 TA510 20250725 4846.0 ... 4892.0 4810.0 TA
200 TA511 20250725 4844.0 ... 4890.0 4808.0 TA
201 TA512 20250725 4836.0 ... 4878.0 4802.0 TA
202 TA601 20250725 4834.0 ... 4870.0 4798.0 TA
203 TA602 20250725 4836.0 ... 4862.0 4802.0 TA
204 TA603 20250725 4834.0 ... 4878.0 4790.0 TA
205 TA604 20250725 4838.0 ... 4870.0 4802.0 TA
206 TA605 20250725 4840.0 ... 4882.0 4814.0 TA
207 TA606 20250725 4860.0 ... 4872.0 4842.0 TA
208 TA607 20250725 4850.0 ... 4878.0 4826.0 TA
209 UR508 20250725 1775.0 ... 1783.0 1768.0 UR
210 UR509 20250725 1786.0 ... 1798.0 1782.0 UR
211 UR510 20250725 1785.0 ... 1794.0 1774.0 UR
212 UR511 20250725 1800.0 ... 1808.0 1798.0 UR
213 UR512 20250725 1794.0 ... 1797.0 1799.0 UR
214 UR601 20250725 1795.0 ... 1803.0 1790.0 UR
215 UR602 20250725 1796.0 ... 1799.0 1788.0 UR
216 UR603 20250725 1805.0 ... 1815.0 1806.0 UR
217 UR604 20250725 1805.0 ... 1816.0 1803.0 UR
218 UR605 20250725 1808.0 ... 1817.0 1805.0 UR
219 UR606 20250725 1799.0 ... 1810.0 1801.0 UR
220 UR607 20250725 1808.0 ... 1816.0 1809.0 UR
221 WH509 20250725 0.0 ... 3198.0 3198.0 WH
222 WH511 20250725 0.0 ... 3198.0 3198.0 WH
223 WH601 20250725 0.0 ... 3198.0 3198.0 WH
224 WH603 20250725 0.0 ... 3198.0 3198.0 WH
225 WH605 20250725 0.0 ... 3198.0 3198.0 WH
226 WH607 20250725 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250725 0.0 ... 801.4 801.4 ZC
228 ZC509 20250725 0.0 ... 801.4 801.4 ZC
229 ZC510 20250725 0.0 ... 801.4 801.4 ZC
230 ZC511 20250725 0.0 ... 801.4 801.4 ZC
231 ZC512 20250725 0.0 ... 801.4 801.4 ZC
232 ZC601 20250725 0.0 ... 801.4 801.4 ZC
233 ZC602 20250725 0.0 ... 801.4 801.4 ZC
234 ZC603 20250725 0.0 ... 801.4 801.4 ZC
235 ZC604 20250725 0.0 ... 801.4 801.4 ZC
236 ZC605 20250725 0.0 ... 801.4 801.4 ZC
237 ZC606 20250725 0.0 ... 801.4 801.4 ZC
238 ZC607 20250725 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:18:53,641 - future_1d - INFO - ak.get_czce_daily('2025-07-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250725 526.9 532.7 ... 55427.05 526.8 518.7 SC
1 SC2509 20250725 509 513.1 ... 7761359.9 508.6 504.3 SC
2 SC2510 20250725 502.5 506.7 ... 828034.39 502.9 498.7 SC
3 SC2511 20250725 498 502.1 ... 297203.72 498 494.5 SC
4 SC2512 20250725 494.6 498.2 ... 49437.79 496.3 491.4 SC
5 SC2601 20250725 492 495.6 ... 12526.73 493.1 488.6 SC
6 SC2602 20250725 488.4 492.8 ... 12821.79 491.2 486.4 SC
7 SC2603 20250725 484.9 491.2 ... 13467.98 489.7 483.9 SC
8 SC2604 20250725 483.3 488.7 ... 585.21 487.6 481.3 SC
9 SC2605 20250725 486.3 486.4 ... 389.06 486.3 479 SC
10 SC2606 20250725 482.3 486.8 ... 6938.71 485.2 477.5 SC
11 SC2607 20250725 483.2 483.2 ... 48.32 483.2 475.5 SC
12 SC2609 20250725 471.4 480.8 ... 713.81 475.8 473.8 SC
13 SC2612 20250725 474 477.7 ... 95.17 475.8 471.9 SC
14 SC2703 20250725 474.1 474.1 ... 94.63 473.1 469.5 SC
15 SC2706 20250725 ... 0 469.4 468.4 SC
16 SC2709 20250725 ... 0 469.8 467 SC
17 SC2712 20250725 ... 0 468.4 467.2 SC
18 SC2803 20250725 ... 0 466.3 464.9 SC
19 SC2806 20250725 462.6 467 ... 511.42 464.9 464 SC
21 LU2508 20250725 3544 3544 ... 1215.177 3542 3539 LU
22 LU2509 20250725 3588 3613 ... 58603.249 3585 3557 LU
23 LU2510 20250725 3581 3614 ... 432506.398 3582 3556 LU
24 LU2511 20250725 3559 3595 ... 35717.794 3569 3547 LU
25 LU2512 20250725 3547 3575 ... 1270.635 3559 3521 LU
26 LU2601 20250725 3539 3554 ... 1777.322 3540 3511 LU
27 LU2602 20250725 3514 3531 ... 49.275 3519 3507 LU
28 LU2603 20250725 3495 3520 ... 77.08 3503 3489 LU
29 LU2604 20250725 3481 3502 ... 34.903 3490 3481 LU
30 LU2605 20250725 3471 3506 ... 41.807 3483 3471 LU
31 LU2606 20250725 3468 3487 ... 20.846 3474 3468 LU
32 LU2607 20250725 3460 3478 ... 38.103 3463 3455 LU
34 NR2508 20250725 13075 13355 ... 81682.805 13185 12905 NR
35 NR2509 20250725 13150 13420 ... 2354291.41 13255 12980 NR
36 NR2510 20250725 13080 13390 ... 667236.1 13230 12975 NR
37 NR2511 20250725 13090 13375 ... 61948.715 13225 13070 NR
38 NR2512 20250725 13135 13395 ... 9901.115 13235 13090 NR
39 NR2601 20250725 13130 13440 ... 38009.655 13280 13105 NR
40 NR2602 20250725 13230 13395 ... 530.765 13265 13145 NR
41 NR2603 20250725 13250 13390 ... 53.42 13355 12900 NR
42 NR2604 20250725 13270 13380 ... 106.41 13300 13265 NR
43 NR2605 20250725 13295 13435 ... 147.01 13360 13225 NR
44 NR2606 20250725 ... 0 13280 13280 NR
45 NR2607 20250725 13480 13480 ... 13.48 13480 12935 NR
47 BC2508 20250725 70560 70650 ... 165350.62 70420 70900 BC
48 BC2509 20250725 70640 70690 ... 118463.05 70510 70980 BC
49 BC2510 20250725 70610 71100 ... 8994.125 70540 70870 BC
50 BC2511 20250725 ... 0 69500 69190 BC
51 BC2512 20250725 ... 0 70620 70620 BC
52 BC2601 20250725 ... 0 70020 69620 BC
53 BC2602 20250725 ... 0 70000 69550 BC
54 BC2603 20250725 ... 0 70000 69430 BC
55 BC2604 20250725 ... 0 70000 69570 BC
56 BC2605 20250725 ... 0 70000 69480 BC
57 BC2606 20250725 ... 0 69340 69340 BC
58 BC2607 20250725 ... 0 68670 68670 BC
60 EC2508 20250725 2202 2221 ... 25915.0655 2202.7 2230.5 EC
61 EC2510 20250725 1570 1585 ... 327287.904 1530.9 1570 EC
62 EC2512 20250725 1767 1780 ... 38318.498 1730.7 1747.5 EC
63 EC2602 20250725 1579.4 1582.5 ... 12589.484 1534.3 1523.1 EC
64 EC2604 20250725 1390 1420 ... 12475.346 1376.9 1359.6 EC
65 EC2606 20250725 1509.2 1537.9 ... 1998.558 1514 1483.8 EC
68 SC_TAS2509 20250725 ... SC_TAS
69 SC_TAS2510 20250725 ... SC_TAS
70 SC_TAS2511 20250725 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:18:53,734 - future_1d - INFO - ak.get_ine_daily('2025-07-25') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250725 ... 79260 79720 CU
1 1 CU2509 20250725 ... 79330 79840 CU
2 2 CU2510 20250725 ... 79350 79850 CU
3 3 CU2511 20250725 ... 79310 79800 CU
4 4 CU2512 20250725 ... 79260 79780 CU
5 5 CU2601 20250725 ... 79220 79740 CU
6 6 CU2602 20250725 ... 79190 79750 CU
7 7 CU2603 20250725 ... 79230 79760 CU
8 8 CU2604 20250725 ... 79260 79720 CU
9 9 CU2605 20250725 ... 79230 79760 CU
10 10 CU2606 20250725 ... 79280 79740 CU
11 11 CU2607 20250725 ... 79250 79710 CU
12 12 BC2508 20250725 ... 70420 70900 BC
13 13 BC2509 20250725 ... 70510 70980 BC
14 14 BC2510 20250725 ... 70540 70870 BC
15 15 BC2511 20250725 ... 69500 69190 BC
16 16 BC2512 20250725 ... 70620 70620 BC
17 17 BC2601 20250725 ... 70020 69620 BC
18 18 BC2602 20250725 ... 70000 69550 BC
19 19 BC2603 20250725 ... 70000 69430 BC
20 20 BC2604 20250725 ... 70000 69570 BC
21 21 BC2605 20250725 ... 70000 69480 BC
22 22 BC2606 20250725 ... 69340 69340 BC
23 23 BC2607 20250725 ... 68670 68670 BC
24 24 AL2508 20250725 ... 20760 20745 AL
25 25 AL2509 20250725 ... 20750 20735 AL
26 26 AL2510 20250725 ... 20715 20700 AL
27 27 AL2511 20250725 ... 20655 20635 AL
28 28 AL2512 20250725 ... 20605 20585 AL
29 29 AL2601 20250725 ... 20575 20570 AL
30 30 AL2602 20250725 ... 20575 20550 AL
31 31 AL2603 20250725 ... 20585 20585 AL
32 32 AL2604 20250725 ... 20605 20570 AL
33 33 AL2605 20250725 ... 20620 20605 AL
34 34 AL2606 20250725 ... 20635 20610 AL
35 35 AL2607 20250725 ... 20635 20590 AL
36 36 ZN2508 20250725 ... 22800 22930 ZN
37 37 ZN2509 20250725 ... 22845 22980 ZN
38 38 ZN2510 20250725 ... 22840 22975 ZN
39 39 ZN2511 20250725 ... 22810 22935 ZN
40 40 ZN2512 20250725 ... 22760 22880 ZN
41 41 ZN2601 20250725 ... 22715 22850 ZN
42 42 ZN2602 20250725 ... 22715 22830 ZN
43 43 ZN2603 20250725 ... 22730 22840 ZN
44 44 ZN2604 20250725 ... 22760 22855 ZN
45 45 ZN2605 20250725 ... 22755 22830 ZN
46 46 ZN2606 20250725 ... 22735 22840 ZN
47 47 ZN2607 20250725 ... 22725 22810 ZN
48 48 PB2508 20250725 ... 16895 16870 PB
49 49 PB2509 20250725 ... 16910 16890 PB
50 50 PB2510 20250725 ... 16950 16925 PB
51 51 PB2511 20250725 ... 16970 16940 PB
52 52 PB2512 20250725 ... 16995 16955 PB
53 53 PB2601 20250725 ... 17040 16995 PB
54 54 PB2602 20250725 ... 17035 17035 PB
55 55 PB2603 20250725 ... 17075 17050 PB
56 56 PB2604 20250725 ... 17095 17070 PB
57 57 PB2605 20250725 ... 17080 17050 PB
58 58 PB2606 20250725 ... 17065 17040 PB
59 59 PB2607 20250725 ... 17095 17055 PB
60 60 NI2508 20250725 ... 123330 123840 NI
61 61 NI2509 20250725 ... 123470 124040 NI
62 62 NI2510 20250725 ... 123650 124230 NI
63 63 NI2511 20250725 ... 123900 124400 NI
64 64 NI2512 20250725 ... 124020 124630 NI
65 65 NI2601 20250725 ... 124250 124870 NI
66 66 NI2602 20250725 ... 124510 124990 NI
67 67 NI2603 20250725 ... 124900 125130 NI
68 68 NI2604 20250725 ... 124980 125410 NI
69 69 NI2605 20250725 ... 125170 125630 NI
70 70 NI2606 20250725 ... 125260 125910 NI
71 71 NI2607 20250725 ... 125410 126320 NI
72 72 SN2508 20250725 ... 270950 273670 SN
73 73 SN2509 20250725 ... 271310 273920 SN
74 74 SN2510 20250725 ... 271330 273780 SN
75 75 SN2511 20250725 ... 271140 273750 SN
76 76 SN2512 20250725 ... 270720 273410 SN
77 77 SN2601 20250725 ... 270860 273290 SN
78 78 SN2602 20250725 ... 270900 272970 SN
79 79 SN2603 20250725 ... 271110 273910 SN
80 80 SN2604 20250725 ... 272800 274050 SN
81 81 SN2605 20250725 ... 270750 273630 SN
82 82 SN2606 20250725 ... 271970 274010 SN
83 83 SN2607 20250725 ... 271960 273640 SN
84 84 AO2508 20250725 ... 3446 3384 AO
85 85 AO2509 20250725 ... 3460 3385 AO
86 86 AO2510 20250725 ... 3416 3343 AO
87 87 AO2511 20250725 ... 3409 3333 AO
88 88 AO2512 20250725 ... 3414 3330 AO
89 89 AO2601 20250725 ... 3402 3328 AO
90 90 AO2602 20250725 ... 3407 3312 AO
91 91 AO2603 20250725 ... 3386 3314 AO
92 92 AO2604 20250725 ... 3377 3299 AO
93 93 AO2605 20250725 ... 3373 3298 AO
94 94 AO2606 20250725 ... 3371 3290 AO
95 95 AO2607 20250725 ... 3366 3266 AO
96 96 AD2511 20250725 ... 20150 20130 AD
97 97 AD2512 20250725 ... 20105 20080 AD
98 98 AD2601 20250725 ... 20030 20040 AD
99 99 AD2602 20250725 ... 20010 20010 AD
100 100 AD2603 20250725 ... 20135 20135 AD
101 101 AD2604 20250725 ... 19935 19935 AD
102 102 AD2605 20250725 ... 19960 19960 AD
103 103 AD2606 20250725 ... 19830 19920 AD
104 104 AD2607 20250725 ... 19790 19790 AD
105 105 AU2508 20250725 ... 774.68 782.82 AU
106 106 AU2509 20250725 ... 776.28 778.42 AU
107 107 AU2510 20250725 ... 777.34 784.22 AU
108 108 AU2512 20250725 ... 779.26 785.2 AU
109 109 AU2602 20250725 ... 781.58 788.38 AU
110 110 AU2604 20250725 ... 783.86 788.22 AU
111 111 AU2606 20250725 ... 785.9 790.24 AU
112 112 AU2608 20250725 ... 788.9 792.28 AU
113 113 AG2508 20250725 ... 9346 9381 AG
114 114 AG2509 20250725 ... 9360 9399 AG
115 115 AG2510 20250725 ... 9372 9421 AG
116 116 AG2511 20250725 ... 9381 9432 AG
117 117 AG2512 20250725 ... 9391 9430 AG
118 118 AG2601 20250725 ... 9405 9445 AG
119 119 AG2602 20250725 ... 9418 9454 AG
120 120 AG2603 20250725 ... 9432 9463 AG
121 121 AG2604 20250725 ... 9435 9481 AG
122 122 AG2605 20250725 ... 9449 9488 AG
123 123 AG2606 20250725 ... 9465 9498 AG
124 124 AG2607 20250725 ... 9473 9523 AG
125 125 RB2508 20250725 ... 3249 3225 RB
126 126 RB2509 20250725 ... 3263 3232 RB
127 127 RB2510 20250725 ... 3316 3280 RB
128 128 RB2511 20250725 ... 3328 3293 RB
129 129 RB2512 20250725 ... 3358 3333 RB
130 130 RB2601 20250725 ... 3368 3337 RB
131 131 RB2602 20250725 ... 3350 3327 RB
132 132 RB2603 20250725 ... 3370 3332 RB
133 133 RB2604 20250725 ... 3384 3348 RB
134 134 RB2605 20250725 ... 3394 3362 RB
135 135 RB2606 20250725 ... 3394 3363 RB
136 136 RB2607 20250725 ... 3398 3374 RB
137 137 WR2508 20250725 ... 3212 3212 WR
138 138 WR2509 20250725 ... 3335 3335 WR
139 139 WR2510 20250725 ... 3592 3546 WR
140 140 WR2511 20250725 ... 3541 3583 WR
141 141 WR2512 20250725 ... 3570 3570 WR
142 142 WR2601 20250725 ... 3583 3572 WR
143 143 WR2602 20250725 ... 3607 3607 WR
144 144 WR2603 20250725 ... 3606 3606 WR
145 145 WR2604 20250725 ... 3570 3570 WR
146 146 WR2605 20250725 ... 3640 3640 WR
147 147 WR2606 20250725 ... 3680 3680 WR
148 148 WR2607 20250725 ... 3668 3668 WR
149 149 HC2508 20250725 ... 3447 3441 HC
150 150 HC2509 20250725 ... 3481 3443 HC
151 151 HC2510 20250725 ... 3477 3439 HC
152 152 HC2511 20250725 ... 3478 3442 HC
153 153 HC2512 20250725 ... 3484 3441 HC
154 154 HC2601 20250725 ... 3492 3458 HC
155 155 HC2602 20250725 ... 3481 3448 HC
156 156 HC2603 20250725 ... 3488 3466 HC
157 157 HC2604 20250725 ... 3505 3484 HC
158 158 HC2605 20250725 ... 3500 3475 HC
159 159 HC2606 20250725 ... 3510 3487 HC
160 160 HC2607 20250725 ... 3510 3470 HC
161 161 SS2508 20250725 ... 12940 12925 SS
162 162 SS2509 20250725 ... 12935 12910 SS
163 163 SS2510 20250725 ... 12970 12940 SS
164 164 SS2511 20250725 ... 13010 12980 SS
165 165 SS2512 20250725 ... 13035 13005 SS
166 166 SS2601 20250725 ... 13080 13040 SS
167 167 SS2602 20250725 ... 13145 13090 SS
168 168 SS2603 20250725 ... 13205 13135 SS
169 169 SS2604 20250725 ... 13210 13210 SS
170 170 SS2605 20250725 ... 13265 13260 SS
171 171 SS2606 20250725 ... 13305 13265 SS
172 172 SS2607 20250725 ... 13375 13305 SS
173 173 SC2508 20250725 ... 526.8 518.7 SC
174 174 SC2509 20250725 ... 508.6 504.3 SC
175 175 SC2510 20250725 ... 502.9 498.7 SC
176 176 SC2511 20250725 ... 498 494.5 SC
177 177 SC2512 20250725 ... 496.3 491.4 SC
178 178 SC2601 20250725 ... 493.1 488.6 SC
179 179 SC2602 20250725 ... 491.2 486.4 SC
180 180 SC2603 20250725 ... 489.7 483.9 SC
181 181 SC2604 20250725 ... 487.6 481.3 SC
182 182 SC2605 20250725 ... 486.3 479 SC
183 183 SC2606 20250725 ... 485.2 477.5 SC
184 184 SC2607 20250725 ... 483.2 475.5 SC
185 185 SC2609 20250725 ... 475.8 473.8 SC
186 186 SC2612 20250725 ... 475.8 471.9 SC
187 187 SC2703 20250725 ... 473.1 469.5 SC
188 188 SC2706 20250725 ... 469.4 468.4 SC
189 189 SC2709 20250725 ... 469.8 467 SC
190 190 SC2712 20250725 ... 468.4 467.2 SC
191 191 SC2803 20250725 ... 466.3 464.9 SC
192 192 SC2806 20250725 ... 464.9 464 SC
193 193 LU2508 20250725 ... 3542 3539 LU
194 194 LU2509 20250725 ... 3585 3557 LU
195 195 LU2510 20250725 ... 3582 3556 LU
196 196 LU2511 20250725 ... 3569 3547 LU
197 197 LU2512 20250725 ... 3559 3521 LU
198 198 LU2601 20250725 ... 3540 3511 LU
199 199 LU2602 20250725 ... 3519 3507 LU
200 200 LU2603 20250725 ... 3503 3489 LU
201 201 LU2604 20250725 ... 3490 3481 LU
202 202 LU2605 20250725 ... 3483 3471 LU
203 203 LU2606 20250725 ... 3474 3468 LU
204 204 LU2607 20250725 ... 3463 3455 LU
205 205 FU2508 20250725 ... 2825 2822 FU
206 206 FU2509 20250725 ... 2895 2862 FU
207 207 FU2510 20250725 ... 2903 2872 FU
208 208 FU2511 20250725 ... 2910 2878 FU
209 209 FU2512 20250725 ... 2902 2872 FU
210 210 FU2601 20250725 ... 2902 2871 FU
211 211 FU2602 20250725 ... 2888 2860 FU
212 212 FU2603 20250725 ... 2878 2854 FU
213 213 FU2604 20250725 ... 2871 2846 FU
214 214 FU2605 20250725 ... 2859 2836 FU
215 215 FU2606 20250725 ... 2849 2827 FU
216 216 FU2607 20250725 ... 2826 2810 FU
217 217 BU2508 20250725 ... 3636 3610 BU
218 218 BU2509 20250725 ... 3607 3587 BU
219 219 BU2510 20250725 ... 3583 3557 BU
220 220 BU2511 20250725 ... 3541 3511 BU
221 221 BU2512 20250725 ... 3471 3447 BU
222 222 BU2601 20250725 ... 3441 3416 BU
223 223 BU2602 20250725 ... 3423 3397 BU
224 224 BU2603 20250725 ... 3423 3392 BU
225 225 BU2604 20250725 ... 3407 3384 BU
226 226 BU2605 20250725 ... 3407 3389 BU
227 227 BU2606 20250725 ... 3405 3381 BU
228 228 BU2607 20250725 ... 3375 3375 BU
229 229 BU2609 20250725 ... 3390 3371 BU
230 230 BU2612 20250725 ... 3343 3324 BU
231 231 BU2703 20250725 ... 3346 3321 BU
232 232 BU2706 20250725 ... 3335 3334 BU
233 233 BR2508 20250725 ... 12295 12070 BR
234 234 BR2509 20250725 ... 12320 12055 BR
235 235 BR2510 20250725 ... 12280 12025 BR
236 236 BR2511 20250725 ... 12295 12020 BR
237 237 BR2512 20250725 ... 12290 12040 BR
238 238 BR2601 20250725 ... 12320 12050 BR
239 239 BR2602 20250725 ... 12270 12040 BR
240 240 BR2603 20250725 ... 12275 11965 BR
241 241 BR2604 20250725 ... 12320 11940 BR
242 242 BR2605 20250725 ... 12315 12040 BR
243 243 BR2606 20250725 ... 12305 12045 BR
244 244 BR2607 20250725 ... 12390 12225 BR
245 245 RU2508 20250725 ... 15415 15185 RU
246 246 RU2509 20250725 ... 15455 15140 RU
247 247 RU2510 20250725 ... 15385 15075 RU
248 248 RU2511 20250725 ... 15425 15165 RU
249 249 RU2601 20250725 ... 16270 15915 RU
250 250 RU2603 20250725 ... 16355 16025 RU
251 251 RU2604 20250725 ... 16380 16000 RU
252 252 RU2605 20250725 ... 16415 16050 RU
253 253 RU2606 20250725 ... 16435 16225 RU
254 254 RU2607 20250725 ... 16395 15930 RU
255 255 NR2508 20250725 ... 13185 12905 NR
256 256 NR2509 20250725 ... 13255 12980 NR
257 257 NR2510 20250725 ... 13230 12975 NR
258 258 NR2511 20250725 ... 13225 13070 NR
259 259 NR2512 20250725 ... 13235 13090 NR
260 260 NR2601 20250725 ... 13280 13105 NR
261 261 NR2602 20250725 ... 13265 13145 NR
262 262 NR2603 20250725 ... 13355 12900 NR
263 263 NR2604 20250725 ... 13300 13265 NR
264 264 NR2605 20250725 ... 13360 13225 NR
265 265 NR2606 20250725 ... 13280 13280 NR
266 266 NR2607 20250725 ... 13480 12935 NR
267 267 SP2508 20250725 ... 5454 5340 SP
268 268 SP2509 20250725 ... 5454 5386 SP
269 269 SP2510 20250725 ... 5396 5336 SP
270 270 SP2511 20250725 ... 5376 5328 SP
271 271 SP2512 20250725 ... 5358 5294 SP
272 272 SP2601 20250725 ... 5542 5506 SP
273 273 SP2602 20250725 ... 5468 5438 SP
274 274 SP2603 20250725 ... 5454 5440 SP
275 275 SP2604 20250725 ... 5456 5432 SP
276 276 SP2605 20250725 ... 5444 5428 SP
277 277 SP2606 20250725 ... 5436 5446 SP
278 278 SP2607 20250725 ... 5442 5424 SP
279 279 EC2508 20250725 ... 2202.7 2230.5 EC
280 280 EC2510 20250725 ... 1530.9 1570 EC
281 281 EC2512 20250725 ... 1730.7 1747.5 EC
282 282 EC2602 20250725 ... 1534.3 1523.1 EC
283 283 EC2604 20250725 ... 1376.9 1359.6 EC
284 284 EC2606 20250725 ... 1514 1483.8 EC
285 285 SC_TAS2509 20250725 ... SC_TAS
286 286 SC_TAS2510 20250725 ... SC_TAS
287 287 SC_TAS2511 20250725 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:18:53,880 - future_1d - INFO - ak.get_shfe_daily('2025-07-25') done
2025-08-03 14:18:55,609 - future_1d - INFO - save future_daily 2025-07-25 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250728 6265.200 ... 6275.000 6263.000 IC
1 IC2509 20250728 6218.400 ... 6221.800 6216.200 IC
2 IC2512 20250728 6093.000 ... 6091.800 6090.600 IC
3 IC2603 20250728 5976.600 ... 5971.000 5973.200 IC
4 IF2508 20250728 4122.400 ... 4129.200 4123.600 IF
5 IF2509 20250728 4116.000 ... 4119.000 4115.600 IF
6 IF2512 20250728 4091.000 ... 4089.000 4086.200 IF
7 IF2603 20250728 4059.800 ... 4053.000 4054.000 IF
8 IH2508 20250728 2794.200 ... 2803.400 2795.000 IH
9 IH2509 20250728 2796.200 ... 2803.200 2795.800 IH
10 IH2512 20250728 2798.000 ... 2805.200 2797.800 IH
11 IH2603 20250728 2805.800 ... 2807.000 2800.000 IH
12 IM2508 20250728 6669.600 ... 6675.200 6667.200 IM
13 IM2509 20250728 6608.600 ... 6605.000 6604.400 IM
14 IM2512 20250728 6428.000 ... 6420.600 6421.400 IM
15 IM2603 20250728 6275.000 ... 6253.800 6259.800 IM
16 T2509 20250728 108.380 ... 108.400 108.195 T
17 T2512 20250728 108.315 ... 108.395 108.210 T
18 T2603 20250728 108.310 ... 108.375 108.165 T
19 TF2509 20250728 105.670 ... 105.720 105.585 TF
20 TF2512 20250728 105.725 ... 105.775 105.645 TF
21 TF2603 20250728 105.755 ... 105.835 105.695 TF
22 TL2509 20250728 118.550 ... 118.800 118.120 TL
23 TL2512 20250728 118.300 ... 118.490 117.900 TL
24 TL2603 20250728 118.050 ... 118.280 117.730 TL
25 TS2509 20250728 102.336 ... 102.364 102.326 TS
26 TS2512 20250728 102.422 ... 102.438 102.408 TS
27 TS2603 20250728 102.498 ... 102.522 102.494 TS
[28 rows x 12 columns]
2025-08-03 14:19:02,433 - future_1d - INFO - ak.get_cffex_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250728 4215.00 ... 4183.00 4223.00 A
1 a2511 20250728 4130.00 ... 4115.00 4134.00 A
2 a2601 20250728 4123.00 ... 4100.00 4119.00 A
3 a2603 20250728 4100.00 ... 4090.00 4105.00 A
4 a2605 20250728 4140.00 ... 4128.00 4140.00 A
5 a2607 20250728 4133.00 ... 4123.00 4137.00 A
6 b2508 20250728 3553.00 ... 3538.00 3553.00 B
7 b2509 20250728 3652.00 ... 3632.00 3667.00 B
8 b2510 20250728 3716.00 ... 3693.00 3731.00 B
9 b2511 20250728 3731.00 ... 3716.00 3749.00 B
10 b2512 20250728 3754.00 ... 3734.00 3766.00 B
11 b2601 20250728 3743.00 ... 3724.00 3746.00 B
12 b2602 20250728 3698.00 ... 3698.00 3715.00 B
13 b2603 20250728 3595.00 ... 3604.00 3607.00 B
14 b2604 20250728 3506.00 ... 3503.00 3511.00 B
15 b2605 20250728 3445.00 ... 3436.00 3446.00 B
16 b2606 20250728 3440.00 ... 3430.00 3441.00 B
17 b2607 20250728 3435.00 ... 3424.00 3438.00 B
18 bb2509 20250728 152.35 ... 151.10 154.00 BB
19 bb2511 20250728 154.50 ... 153.10 154.30 BB
20 bb2601 20250728 151.00 ... 149.75 150.35 BB
21 bb2603 20250728 142.00 ... 142.00 157.00 BB
22 bb2605 20250728 0.00 ... 142.05 157.00 BB
23 bb2607 20250728 0.00 ... 142.05 157.00 BB
24 bz2603 20250728 6439.00 ... 6296.00 6326.00 BZ
25 bz2604 20250728 6315.00 ... 6226.00 6288.00 BZ
26 bz2605 20250728 6320.00 ... 6239.00 6277.00 BZ
27 bz2606 20250728 6328.00 ... 6250.00 6283.00 BZ
28 c2509 20250728 2308.00 ... 2313.00 2314.00 C
29 c2511 20250728 2260.00 ... 2260.00 2263.00 C
30 c2601 20250728 2231.00 ... 2232.00 2235.00 C
31 c2603 20250728 2234.00 ... 2233.00 2238.00 C
32 c2605 20250728 2275.00 ... 2275.00 2279.00 C
33 c2607 20250728 2289.00 ... 2288.00 2291.00 C
34 cs2509 20250728 2665.00 ... 2674.00 2669.00 CS
35 cs2511 20250728 2596.00 ... 2597.00 2599.00 CS
36 cs2601 20250728 2609.00 ... 2611.00 2614.00 CS
37 cs2603 20250728 2606.00 ... 2608.00 2612.00 CS
38 cs2605 20250728 2650.00 ... 2649.00 2652.00 CS
39 cs2607 20250728 2644.00 ... 2653.00 2660.00 CS
40 eb2507 20250728 0.00 ... 7330.00 7387.00 EB
41 eb2508 20250728 7588.00 ... 7448.00 7517.00 EB
42 eb2509 20250728 7580.00 ... 7441.00 7506.00 EB
43 eb2510 20250728 7599.00 ... 7438.00 7490.00 EB
44 eb2511 20250728 7537.00 ... 7420.00 7460.00 EB
45 eb2512 20250728 7519.00 ... 7399.00 7450.00 EB
46 eb2601 20250728 7530.00 ... 7419.00 7455.00 EB
47 eb2602 20250728 7462.00 ... 7399.00 7441.00 EB
48 eb2603 20250728 7469.00 ... 7406.00 7425.00 EB
49 eb2604 20250728 7427.00 ... 7379.00 7423.00 EB
50 eb2605 20250728 7526.00 ... 7428.00 7495.00 EB
51 eb2606 20250728 0.00 ... 7481.00 7481.00 EB
52 eg2507 20250728 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250728 4474.00 ... 4410.00 4474.00 EG
54 eg2509 20250728 4545.00 ... 4469.00 4529.00 EG
55 eg2510 20250728 4543.00 ... 4468.00 4528.00 EG
56 eg2511 20250728 4519.00 ... 4462.00 4531.00 EG
57 eg2512 20250728 4532.00 ... 4472.00 4533.00 EG
58 eg2601 20250728 4536.00 ... 4472.00 4529.00 EG
59 eg2602 20250728 4516.00 ... 4488.00 4528.00 EG
60 eg2603 20250728 4469.00 ... 4471.00 4530.00 EG
61 eg2604 20250728 0.00 ... 4534.00 4534.00 EG
62 eg2605 20250728 4540.00 ... 4499.00 4556.00 EG
63 eg2606 20250728 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250728 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250728 1272.50 ... 1274.00 1277.50 FB
66 fb2510 20250728 1313.50 ... 1312.00 1313.50 FB
67 fb2511 20250728 1314.00 ... 1316.00 1313.00 FB
68 fb2512 20250728 1313.00 ... 1316.50 1312.00 FB
69 fb2601 20250728 1306.00 ... 1319.00 1310.50 FB
70 fb2602 20250728 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250728 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250728 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250728 1330.50 ... 1327.50 1302.50 FB
74 fb2606 20250728 1326.50 ... 1326.50 1297.00 FB
75 fb2607 20250728 0.00 ... 1295.00 1295.00 FB
76 i2508 20250728 805.00 ... 791.50 801.00 I
77 i2509 20250728 802.50 ... 793.00 800.00 I
78 i2510 20250728 795.50 ... 788.00 795.50 I
79 i2511 20250728 789.50 ... 781.50 789.50 I
80 i2512 20250728 781.50 ... 775.00 783.50 I
81 i2601 20250728 773.00 ... 765.50 772.50 I
82 i2602 20250728 765.50 ... 762.00 769.00 I
83 i2603 20250728 761.50 ... 758.50 767.00 I
84 i2604 20250728 757.50 ... 755.00 761.50 I
85 i2605 20250728 753.00 ... 745.00 751.50 I
86 i2606 20250728 744.50 ... 739.50 747.50 I
87 i2607 20250728 740.00 ... 733.50 741.00 I
88 j2508 20250728 1599.00 ... 1601.00 1681.50 J
89 j2509 20250728 1748.50 ... 1677.00 1748.00 J
90 j2510 20250728 1769.00 ... 1682.00 1757.00 J
91 j2511 20250728 1764.50 ... 1684.50 1777.50 J
92 j2512 20250728 1707.00 ... 1685.50 1789.50 J
93 j2601 20250728 1800.00 ... 1719.50 1794.00 J
94 j2602 20250728 1801.50 ... 1727.00 1808.00 J
95 j2603 20250728 1788.00 ... 1733.00 1827.00 J
96 j2604 20250728 1749.50 ... 1738.50 1850.00 J
97 j2605 20250728 1840.00 ... 1741.00 1822.00 J
98 j2606 20250728 1812.00 ... 1741.50 1814.00 J
99 j2607 20250728 0.00 ... 1780.50 1854.50 J
100 jd2507 20250728 0.00 ... 2917.00 3160.00 JD
101 jd2508 20250728 3422.00 ... 3378.00 3526.00 JD
102 jd2509 20250728 3598.00 ... 3587.00 3630.00 JD
103 jd2510 20250728 3394.00 ... 3398.00 3404.00 JD
104 jd2511 20250728 3400.00 ... 3409.00 3411.00 JD
105 jd2512 20250728 3571.00 ... 3565.00 3571.00 JD
106 jd2601 20250728 3651.00 ... 3653.00 3664.00 JD
107 jd2602 20250728 3226.00 ... 3219.00 3226.00 JD
108 jd2603 20250728 3231.00 ... 3221.00 3227.00 JD
109 jd2604 20250728 3376.00 ... 3375.00 3378.00 JD
110 jd2605 20250728 3491.00 ... 3481.00 3471.00 JD
111 jd2606 20250728 3286.00 ... 3296.00 3285.00 JD
112 jm2508 20250728 1127.00 ... 1092.50 1120.50 JM
113 jm2509 20250728 1264.50 ... 1200.00 1236.50 JM
114 jm2510 20250728 1270.00 ... 1206.50 1252.50 JM
115 jm2511 20250728 1289.00 ... 1205.50 1262.00 JM
116 jm2512 20250728 1295.50 ... 1217.50 1267.50 JM
117 jm2601 20250728 1305.00 ... 1232.50 1282.50 JM
118 jm2602 20250728 1324.00 ... 1238.00 1301.50 JM
119 jm2603 20250728 1328.00 ... 1244.00 1293.00 JM
120 jm2604 20250728 1328.50 ... 1228.00 1296.00 JM
121 jm2605 20250728 1302.50 ... 1223.50 1287.50 JM
122 jm2606 20250728 1321.00 ... 1227.00 1302.00 JM
123 jm2607 20250728 1317.00 ... 1249.50 1321.50 JM
124 l2508 20250728 7389.00 ... 7327.00 7403.00 L
125 l2509 20250728 7456.00 ... 7367.00 7439.00 L
126 l2510 20250728 7477.00 ... 7388.00 7467.00 L
127 l2511 20250728 7483.00 ... 7405.00 7467.00 L
128 l2512 20250728 7491.00 ... 7429.00 7486.00 L
129 l2601 20250728 7494.00 ... 7423.00 7484.00 L
130 l2602 20250728 7443.00 ... 7414.00 7467.00 L
131 l2603 20250728 7394.00 ... 7403.00 7470.00 L
132 l2604 20250728 7419.00 ... 7407.00 7493.00 L
133 l2605 20250728 7490.00 ... 7416.00 7476.00 L
134 l2606 20250728 7455.00 ... 7427.00 7468.00 L
135 l2607 20250728 7474.00 ... 7417.00 7497.00 L
136 lg2507 20250728 791.00 ... 808.50 807.00 LG
137 lg2509 20250728 820.50 ... 829.00 827.50 LG
138 lg2511 20250728 831.00 ... 835.50 834.50 LG
139 lg2601 20250728 833.50 ... 836.50 837.00 LG
140 lg2603 20250728 835.00 ... 836.50 838.50 LG
141 lg2605 20250728 841.00 ... 841.50 843.00 LG
142 lh2507 20250728 0.00 ... 14000.00 14010.00 LH
143 lh2509 20250728 14180.00 ... 14220.00 14435.00 LH
144 lh2511 20250728 14250.00 ... 14305.00 14380.00 LH
145 lh2601 20250728 14410.00 ... 14585.00 14705.00 LH
146 lh2603 20250728 13605.00 ... 13655.00 13815.00 LH
147 lh2605 20250728 13980.00 ... 14100.00 14305.00 LH
148 m2508 20250728 3004.00 ... 2988.00 3013.00 M
149 m2509 20250728 3017.00 ... 3001.00 3025.00 M
150 m2511 20250728 3050.00 ... 3035.00 3061.00 M
151 m2512 20250728 3085.00 ... 3071.00 3092.00 M
152 m2601 20250728 3055.00 ... 3045.00 3061.00 M
153 m2603 20250728 2927.00 ... 2919.00 2922.00 M
154 m2605 20250728 2754.00 ... 2750.00 2755.00 M
155 m2607 20250728 2742.00 ... 2735.00 2736.00 M
156 p2508 20250728 8834.00 ... 8828.00 8894.00 P
157 p2509 20250728 8936.00 ... 8916.00 8984.00 P
158 p2510 20250728 8956.00 ... 8918.00 8990.00 P
159 p2511 20250728 8932.00 ... 8908.00 8952.00 P
160 p2512 20250728 8936.00 ... 8904.00 8982.00 P
161 p2601 20250728 8940.00 ... 8900.00 8972.00 P
162 p2602 20250728 8870.00 ... 8878.00 8930.00 P
163 p2603 20250728 8808.00 ... 8810.00 8858.00 P
164 p2604 20250728 8686.00 ... 8744.00 8750.00 P
165 p2605 20250728 8670.00 ... 8670.00 8682.00 P
166 p2606 20250728 8572.00 ... 8572.00 8600.00 P
167 p2607 20250728 8612.00 ... 8596.00 8602.00 P
168 pg2507 20250728 4060.00 ... 4051.00 4058.00 PG
169 pg2508 20250728 4054.00 ... 3983.00 4054.00 PG
170 pg2509 20250728 4050.00 ... 3997.00 4037.00 PG
171 pg2510 20250728 4461.00 ... 4409.00 4456.00 PG
172 pg2511 20250728 4403.00 ... 4349.00 4390.00 PG
173 pg2512 20250728 4337.00 ... 4288.00 4323.00 PG
174 pg2601 20250728 4267.00 ... 4223.00 4253.00 PG
175 pg2602 20250728 4172.00 ... 4152.00 4169.00 PG
176 pg2603 20250728 4094.00 ... 4066.00 4085.00 PG
177 pg2604 20250728 4360.00 ... 4352.00 4379.00 PG
178 pg2605 20250728 4252.00 ... 4254.00 4290.00 PG
179 pg2606 20250728 4182.00 ... 4182.00 4218.00 PG
180 pp2508 20250728 7144.00 ... 7092.00 7164.00 PP
181 pp2509 20250728 7240.00 ... 7147.00 7205.00 PP
182 pp2510 20250728 7219.00 ... 7137.00 7202.00 PP
183 pp2511 20250728 7223.00 ... 7146.00 7208.00 PP
184 pp2512 20250728 7233.00 ... 7151.00 7211.00 PP
185 pp2601 20250728 7236.00 ... 7155.00 7221.00 PP
186 pp2602 20250728 7120.00 ... 7117.00 7195.00 PP
187 pp2603 20250728 7174.00 ... 7170.00 7200.00 PP
188 pp2604 20250728 7204.00 ... 7144.00 7208.00 PP
189 pp2605 20250728 7211.00 ... 7158.00 7208.00 PP
190 pp2606 20250728 7142.00 ... 7111.00 7180.00 PP
191 pp2607 20250728 7150.00 ... 7150.00 7162.00 PP
192 rr2508 20250728 3591.00 ... 3591.00 3594.00 RR
193 rr2509 20250728 3607.00 ... 3606.00 3605.00 RR
194 rr2510 20250728 3630.00 ... 3630.00 3629.00 RR
195 rr2511 20250728 3621.00 ... 3620.00 3622.00 RR
196 rr2512 20250728 0.00 ... 3629.00 3630.00 RR
197 rr2601 20250728 3623.00 ... 3622.00 3628.00 RR
198 rr2602 20250728 3625.00 ... 3627.00 3627.00 RR
199 rr2603 20250728 0.00 ... 3633.00 3633.00 RR
200 rr2604 20250728 3634.00 ... 3634.00 3633.00 RR
201 rr2605 20250728 3630.00 ... 3630.00 3633.00 RR
202 rr2606 20250728 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250728 0.00 ... 3617.00 3617.00 RR
204 v2508 20250728 5266.00 ... 5223.00 5241.00 V
205 v2509 20250728 5373.00 ... 5232.00 5291.00 V
206 v2510 20250728 5393.00 ... 5269.00 5325.00 V
207 v2511 20250728 5413.00 ... 5298.00 5345.00 V
208 v2512 20250728 5439.00 ... 5312.00 5367.00 V
209 v2601 20250728 5439.00 ... 5358.00 5408.00 V
210 v2602 20250728 5488.00 ... 5353.00 5444.00 V
211 v2603 20250728 5512.00 ... 5375.00 5469.00 V
212 v2604 20250728 5657.00 ... 5576.00 5623.00 V
213 v2605 20250728 5659.00 ... 5585.00 5623.00 V
214 v2606 20250728 5677.00 ... 5611.00 5609.00 V
215 v2607 20250728 5658.00 ... 5595.00 5661.00 V
216 y2508 20250728 8232.00 ... 8214.00 8232.00 Y
217 y2509 20250728 8160.00 ... 8114.00 8160.00 Y
218 y2511 20250728 8160.00 ... 8120.00 8160.00 Y
219 y2512 20250728 8164.00 ... 8112.00 8166.00 Y
220 y2601 20250728 8104.00 ... 8068.00 8114.00 Y
221 y2603 20250728 7982.00 ... 7958.00 7982.00 Y
222 y2605 20250728 7736.00 ... 7720.00 7746.00 Y
223 y2607 20250728 7732.00 ... 7700.00 7738.00 Y
[224 rows x 12 columns]
2025-08-03 14:19:02,973 - future_1d - INFO - ak.get_dce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 PS2508 20250728 47885.0 ... 49000.0 52505.0 PS
1 PS2509 20250728 48000.0 ... 48965.0 52470.0 PS
2 PS2510 20250728 47565.0 ... 49060.0 52260.0 PS
3 PS2511 20250728 48125.0 ... 48830.0 51760.0 PS
4 PS2512 20250728 49770.0 ... 51080.0 53940.0 PS
5 PS2601 20250728 49740.0 ... 50980.0 53670.0 PS
6 PS2602 20250728 50445.0 ... 51030.0 53535.0 PS
7 PS2603 20250728 50100.0 ... 50780.0 53415.0 PS
8 PS2604 20250728 49490.0 ... 50685.0 53220.0 PS
9 PS2605 20250728 49305.0 ... 50455.0 53335.0 PS
10 PS2606 20250728 51765.0 ... 51745.0 54465.0 PS
11 PS2607 20250728 50635.0 ... 51515.0 54135.0 PS
13 SI2508 20250728 9235.0 ... 9125.0 9640.0 SI
14 SI2509 20250728 9100.0 ... 9135.0 9690.0 SI
15 SI2510 20250728 9200.0 ... 9090.0 9625.0 SI
16 SI2511 20250728 9120.0 ... 9045.0 9575.0 SI
17 SI2512 20250728 9330.0 ... 9285.0 9825.0 SI
18 SI2601 20250728 9260.0 ... 9245.0 9785.0 SI
19 SI2602 20250728 9170.0 ... 9150.0 9730.0 SI
20 SI2603 20250728 9170.0 ... 9165.0 9735.0 SI
21 SI2604 20250728 9185.0 ... 9160.0 9725.0 SI
22 SI2605 20250728 9270.0 ... 9185.0 9725.0 SI
23 SI2606 20250728 9125.0 ... 9125.0 9710.0 SI
24 SI2607 20250728 9320.0 ... 9115.0 9685.0 SI
27 LC2508 20250728 77200.0 ... 74160.0 79120.0 LC
28 LC2509 20250728 73200.0 ... 75280.0 79460.0 LC
29 LC2510 20250728 73420.0 ... 74340.0 78220.0 LC
30 LC2511 20250728 74700.0 ... 74120.0 77620.0 LC
31 LC2512 20250728 72100.0 ... 73660.0 77040.0 LC
32 LC2601 20250728 70680.0 ... 72980.0 76720.0 LC
33 LC2602 20250728 73860.0 ... 71060.0 75940.0 LC
34 LC2603 20250728 73060.0 ... 71620.0 75460.0 LC
35 LC2604 20250728 72860.0 ... 71780.0 75300.0 LC
36 LC2605 20250728 73000.0 ... 71540.0 75280.0 LC
37 LC2606 20250728 73480.0 ... 71460.0 74900.0 LC
38 LC2607 20250728 73380.0 ... 71240.0 74840.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:03,264 - future_1d - INFO - ak.get_gfex_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 AP510 20250728 7979.0 ... 8161.0 8001.0 AP
1 AP511 20250728 7735.0 ... 7851.0 7725.0 AP
2 AP512 20250728 7717.0 ... 7927.0 7779.0 AP
3 AP601 20250728 7840.0 ... 7980.0 7870.0 AP
4 AP603 20250728 7788.0 ... 7920.0 7785.0 AP
5 AP604 20250728 7795.0 ... 7917.0 7795.0 AP
6 AP605 20250728 7815.0 ... 7956.0 7832.0 AP
7 CF509 20250728 14175.0 ... 14190.0 14230.0 CF
8 CF511 20250728 14000.0 ... 14040.0 14070.0 CF
9 CF601 20250728 14095.0 ... 14130.0 14155.0 CF
10 CF603 20250728 14040.0 ... 14100.0 14120.0 CF
11 CF605 20250728 14045.0 ... 14055.0 14080.0 CF
12 CF607 20250728 14035.0 ... 14090.0 14095.0 CF
13 CJ509 20250728 9550.0 ... 9835.0 9470.0 CJ
14 CJ512 20250728 10375.0 ... 10795.0 10315.0 CJ
15 CJ601 20250728 10550.0 ... 10935.0 10465.0 CJ
16 CJ603 20250728 10625.0 ... 10960.0 10520.0 CJ
17 CJ605 20250728 10760.0 ... 11135.0 10670.0 CJ
18 CJ607 20250728 11035.0 ... 11185.0 10780.0 CJ
19 CY508 20250728 0.0 ... 20165.0 20165.0 CY
20 CY509 20250728 20375.0 ... 20385.0 20420.0 CY
21 CY510 20250728 0.0 ... 20030.0 20030.0 CY
22 CY511 20250728 20200.0 ... 20200.0 20180.0 CY
23 CY512 20250728 20055.0 ... 20055.0 20045.0 CY
24 CY601 20250728 20260.0 ... 20270.0 20340.0 CY
25 CY602 20250728 0.0 ... 20055.0 20055.0 CY
26 CY603 20250728 0.0 ... 20305.0 20305.0 CY
27 CY604 20250728 0.0 ... 20040.0 20040.0 CY
28 CY605 20250728 20190.0 ... 20190.0 20250.0 CY
29 CY606 20250728 0.0 ... 20010.0 20010.0 CY
30 CY607 20250728 0.0 ... 20335.0 20335.0 CY
31 FG508 20250728 1351.0 ... 1280.0 1344.0 FG
32 FG509 20250728 1355.0 ... 1280.0 1344.0 FG
33 FG510 20250728 1389.0 ... 1315.0 1383.0 FG
34 FG511 20250728 1371.0 ... 1303.0 1369.0 FG
35 FG512 20250728 1435.0 ... 1369.0 1436.0 FG
36 FG601 20250728 1422.0 ... 1354.0 1426.0 FG
37 FG602 20250728 1440.0 ... 1377.0 1454.0 FG
38 FG603 20250728 1429.0 ... 1374.0 1447.0 FG
39 FG604 20250728 1461.0 ... 1403.0 1474.0 FG
40 FG605 20250728 1450.0 ... 1384.0 1462.0 FG
41 FG606 20250728 1455.0 ... 1395.0 1475.0 FG
42 FG607 20250728 1450.0 ... 1383.0 1456.0 FG
43 JR509 20250728 0.0 ... 2662.0 2662.0 JR
44 JR511 20250728 0.0 ... 2662.0 2662.0 JR
45 JR601 20250728 0.0 ... 2662.0 2662.0 JR
46 JR603 20250728 0.0 ... 2662.0 2662.0 JR
47 JR605 20250728 0.0 ... 2662.0 2662.0 JR
48 JR607 20250728 0.0 ... 2662.0 2662.0 JR
49 LR509 20250728 0.0 ... 2360.0 2360.0 LR
50 LR511 20250728 0.0 ... 2360.0 2360.0 LR
51 LR601 20250728 0.0 ... 2360.0 2360.0 LR
52 MA508 20250728 2484.0 ... 2417.0 2470.0 MA
53 MA509 20250728 2521.0 ... 2442.0 2500.0 MA
54 MA510 20250728 2546.0 ... 2467.0 2528.0 MA
55 MA511 20250728 2564.0 ... 2485.0 2545.0 MA
56 MA512 20250728 2579.0 ... 2512.0 2562.0 MA
57 MA601 20250728 2590.0 ... 2520.0 2569.0 MA
58 MA602 20250728 2556.0 ... 2512.0 2561.0 MA
59 MA603 20250728 2553.0 ... 2499.0 2547.0 MA
60 MA604 20250728 2526.0 ... 2480.0 2521.0 MA
61 MA605 20250728 2505.0 ... 2441.0 2493.0 MA
62 MA606 20250728 2513.0 ... 2453.0 2505.0 MA
63 MA607 20250728 2487.0 ... 2449.0 2491.0 MA
64 OI509 20250728 9457.0 ... 9412.0 9441.0 OI
65 OI511 20250728 9420.0 ... 9388.0 9423.0 OI
66 OI601 20250728 9409.0 ... 9359.0 9388.0 OI
67 OI603 20250728 9356.0 ... 9336.0 9360.0 OI
68 OI605 20250728 9301.0 ... 9277.0 9303.0 OI
69 OI607 20250728 9273.0 ... 9276.0 9275.0 OI
70 PF508 20250728 6598.0 ... 6540.0 6560.0 PF
71 PF509 20250728 6608.0 ... 6522.0 6568.0 PF
72 PF510 20250728 6668.0 ... 6570.0 6628.0 PF
73 PF511 20250728 6654.0 ... 6566.0 6620.0 PF
74 PF512 20250728 6648.0 ... 6552.0 6594.0 PF
75 PF601 20250728 6640.0 ... 6542.0 6590.0 PF
76 PF602 20250728 6618.0 ... 6526.0 6616.0 PF
77 PF603 20250728 6650.0 ... 6534.0 6612.0 PF
78 PF604 20250728 6538.0 ... 6532.0 6626.0 PF
79 PF605 20250728 6626.0 ... 6554.0 6632.0 PF
80 PF606 20250728 6572.0 ... 6564.0 6622.0 PF
81 PF607 20250728 6586.0 ... 6592.0 6570.0 PF
82 PK510 20250728 8148.0 ... 8192.0 8138.0 PK
83 PK511 20250728 8020.0 ... 8058.0 7996.0 PK
84 PK512 20250728 8022.0 ... 8058.0 7998.0 PK
85 PK601 20250728 8056.0 ... 8070.0 8034.0 PK
86 PK603 20250728 8046.0 ... 8082.0 8034.0 PK
87 PK604 20250728 8028.0 ... 8066.0 8034.0 PK
88 PK605 20250728 8054.0 ... 8064.0 8036.0 PK
89 PL601 20250728 6648.0 ... 6595.0 6643.0 PL
90 PL602 20250728 6671.0 ... 6651.0 6701.0 PL
91 PL603 20250728 6596.0 ... 6573.0 6611.0 PL
92 PL604 20250728 6605.0 ... 6620.0 6632.0 PL
93 PL605 20250728 6551.0 ... 6514.0 6586.0 PL
94 PL606 20250728 6589.0 ... 6589.0 6647.0 PL
95 PL607 20250728 0.0 ... 6593.0 6646.0 PL
96 PM509 20250728 0.0 ... 3122.0 3122.0 PM
97 PM511 20250728 0.0 ... 3122.0 3122.0 PM
98 PM601 20250728 0.0 ... 3122.0 3122.0 PM
99 PM603 20250728 0.0 ... 3122.0 3122.0 PM
100 PM605 20250728 0.0 ... 3122.0 3122.0 PM
101 PM607 20250728 0.0 ... 3122.0 3122.0 PM
102 PR508 20250728 6100.0 ... 6004.0 6086.0 PR
103 PR509 20250728 6130.0 ... 6038.0 6088.0 PR
104 PR510 20250728 6136.0 ... 6038.0 6100.0 PR
105 PR511 20250728 6114.0 ... 6020.0 6082.0 PR
106 PR512 20250728 6102.0 ... 6030.0 6072.0 PR
107 PR601 20250728 6110.0 ... 6020.0 6062.0 PR
108 PR602 20250728 6144.0 ... 6118.0 6094.0 PR
109 PR603 20250728 6124.0 ... 6124.0 6090.0 PR
110 PR604 20250728 6134.0 ... 6118.0 6114.0 PR
111 PR605 20250728 6100.0 ... 6050.0 6072.0 PR
112 PR606 20250728 5998.0 ... 5998.0 6090.0 PR
113 PR607 20250728 6006.0 ... 6006.0 6058.0 PR
114 PX508 20250728 7100.0 ... 6904.0 7094.0 PX
115 PX509 20250728 7076.0 ... 6972.0 7022.0 PX
116 PX510 20250728 7070.0 ... 6938.0 7010.0 PX
117 PX511 20250728 7044.0 ... 6914.0 6970.0 PX
118 PX512 20250728 6992.0 ... 6888.0 6956.0 PX
119 PX601 20250728 6952.0 ... 6854.0 6916.0 PX
120 PX602 20250728 6852.0 ... 6826.0 6840.0 PX
121 PX603 20250728 6848.0 ... 6848.0 6870.0 PX
122 PX604 20250728 6780.0 ... 6780.0 6882.0 PX
123 PX605 20250728 6944.0 ... 6796.0 6880.0 PX
124 PX606 20250728 6936.0 ... 6908.0 6888.0 PX
125 PX607 20250728 6918.0 ... 6834.0 6874.0 PX
126 RI509 20250728 0.0 ... 2479.0 2479.0 RI
127 RI511 20250728 0.0 ... 2479.0 2479.0 RI
128 RI601 20250728 0.0 ... 2479.0 2479.0 RI
129 RI603 20250728 0.0 ... 2479.0 2479.0 RI
130 RI605 20250728 0.0 ... 2479.0 2479.0 RI
131 RI607 20250728 0.0 ... 2479.0 2479.0 RI
132 RM508 20250728 2666.0 ... 2655.0 2670.0 RM
133 RM509 20250728 2672.0 ... 2664.0 2682.0 RM
134 RM511 20250728 2527.0 ... 2520.0 2531.0 RM
135 RM601 20250728 2403.0 ... 2394.0 2407.0 RM
136 RM603 20250728 2391.0 ... 2377.0 2386.0 RM
137 RM605 20250728 2372.0 ... 2368.0 2371.0 RM
138 RM607 20250728 2360.0 ... 2356.0 2357.0 RM
139 RS508 20250728 0.0 ... 5288.0 5019.0 RS
140 RS509 20250728 5171.0 ... 5375.0 5102.0 RS
141 RS511 20250728 5357.0 ... 5420.0 5290.0 RS
142 RS607 20250728 5358.0 ... 5388.0 5210.0 RS
143 SA508 20250728 1432.0 ... 1350.0 1415.0 SA
144 SA509 20250728 1430.0 ... 1367.0 1431.0 SA
145 SA510 20250728 1455.0 ... 1398.0 1455.0 SA
146 SA511 20250728 1470.0 ... 1406.0 1464.0 SA
147 SA512 20250728 1505.0 ... 1440.0 1500.0 SA
148 SA601 20250728 1500.0 ... 1441.0 1508.0 SA
149 SA602 20250728 1510.0 ... 1437.0 1517.0 SA
150 SA603 20250728 1505.0 ... 1436.0 1518.0 SA
151 SA604 20250728 1520.0 ... 1452.0 1536.0 SA
152 SA605 20250728 1530.0 ... 1458.0 1541.0 SA
153 SA606 20250728 1527.0 ... 1440.0 1544.0 SA
154 SA607 20250728 1529.0 ... 1438.0 1536.0 SA
155 SF508 20250728 5870.0 ... 5892.0 5990.0 SF
156 SF509 20250728 5820.0 ... 5902.0 5986.0 SF
157 SF510 20250728 5800.0 ... 5906.0 5958.0 SF
158 SF511 20250728 5850.0 ... 6050.0 6132.0 SF
159 SF512 20250728 5988.0 ... 6052.0 6086.0 SF
160 SF601 20250728 5834.0 ... 6018.0 6084.0 SF
161 SF602 20250728 6020.0 ... 5944.0 6038.0 SF
162 SF603 20250728 6014.0 ... 6030.0 6332.0 SF
163 SF604 20250728 5942.0 ... 6064.0 6202.0 SF
164 SF605 20250728 6100.0 ... 6034.0 6178.0 SF
165 SF606 20250728 6106.0 ... 6026.0 6136.0 SF
166 SF607 20250728 6030.0 ... 6154.0 6280.0 SF
167 SH508 20250728 2556.0 ... 2527.0 2585.0 SH
168 SH509 20250728 2625.0 ... 2584.0 2648.0 SH
169 SH510 20250728 2690.0 ... 2644.0 2705.0 SH
170 SH511 20250728 2684.0 ... 2625.0 2692.0 SH
171 SH512 20250728 2699.0 ... 2643.0 2706.0 SH
172 SH601 20250728 2688.0 ... 2636.0 2702.0 SH
173 SH602 20250728 2711.0 ... 2655.0 2721.0 SH
174 SH603 20250728 2702.0 ... 2655.0 2727.0 SH
175 SH604 20250728 2736.0 ... 2694.0 2754.0 SH
176 SH605 20250728 2750.0 ... 2699.0 2761.0 SH
177 SH606 20250728 2719.0 ... 2699.0 2754.0 SH
178 SH607 20250728 2718.0 ... 2692.0 2737.0 SH
179 SM508 20250728 6230.0 ... 6048.0 6238.0 SM
180 SM509 20250728 5850.0 ... 6044.0 6212.0 SM
181 SM510 20250728 5826.0 ... 6074.0 6120.0 SM
182 SM511 20250728 5960.0 ... 6138.0 6224.0 SM
183 SM512 20250728 5910.0 ... 6162.0 6252.0 SM
184 SM601 20250728 5900.0 ... 6124.0 6268.0 SM
185 SM602 20250728 6156.0 ... 6196.0 6266.0 SM
186 SM603 20250728 6300.0 ... 6174.0 6330.0 SM
187 SM604 20250728 6040.0 ... 6178.0 6318.0 SM
188 SM605 20250728 6118.0 ... 6150.0 6336.0 SM
189 SM606 20250728 6400.0 ... 6188.0 6274.0 SM
190 SM607 20250728 6480.0 ... 6206.0 6310.0 SM
191 SR509 20250728 5872.0 ... 5857.0 5876.0 SR
192 SR511 20250728 5758.0 ... 5752.0 5755.0 SR
193 SR601 20250728 5705.0 ... 5693.0 5691.0 SR
194 SR603 20250728 5670.0 ... 5663.0 5658.0 SR
195 SR605 20250728 5641.0 ... 5640.0 5633.0 SR
196 SR607 20250728 5633.0 ... 5631.0 5626.0 SR
197 TA508 20250728 4930.0 ... 4826.0 4884.0 TA
198 TA509 20250728 4940.0 ... 4852.0 4902.0 TA
199 TA510 20250728 4930.0 ... 4852.0 4892.0 TA
200 TA511 20250728 4930.0 ... 4860.0 4890.0 TA
201 TA512 20250728 4918.0 ... 4850.0 4878.0 TA
202 TA601 20250728 4912.0 ... 4844.0 4870.0 TA
203 TA602 20250728 4914.0 ... 4800.0 4862.0 TA
204 TA603 20250728 4918.0 ... 4818.0 4878.0 TA
205 TA604 20250728 4920.0 ... 4810.0 4870.0 TA
206 TA605 20250728 4920.0 ... 4854.0 4882.0 TA
207 TA606 20250728 4832.0 ... 4822.0 4872.0 TA
208 TA607 20250728 4850.0 ... 4846.0 4878.0 TA
209 UR508 20250728 1740.0 ... 1735.0 1783.0 UR
210 UR509 20250728 1750.0 ... 1745.0 1798.0 UR
211 UR510 20250728 1781.0 ... 1747.0 1794.0 UR
212 UR511 20250728 1768.0 ... 1771.0 1808.0 UR
213 UR512 20250728 1750.0 ... 1766.0 1797.0 UR
214 UR601 20250728 1761.0 ... 1763.0 1803.0 UR
215 UR602 20250728 1775.0 ... 1754.0 1799.0 UR
216 UR603 20250728 1771.0 ... 1779.0 1815.0 UR
217 UR604 20250728 1779.0 ... 1781.0 1816.0 UR
218 UR605 20250728 1784.0 ... 1782.0 1817.0 UR
219 UR606 20250728 1765.0 ... 1778.0 1810.0 UR
220 UR607 20250728 1782.0 ... 1787.0 1816.0 UR
221 WH509 20250728 0.0 ... 3198.0 3198.0 WH
222 WH511 20250728 0.0 ... 3198.0 3198.0 WH
223 WH601 20250728 0.0 ... 3198.0 3198.0 WH
224 WH603 20250728 0.0 ... 3198.0 3198.0 WH
225 WH605 20250728 0.0 ... 3198.0 3198.0 WH
226 WH607 20250728 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250728 0.0 ... 801.4 801.4 ZC
228 ZC509 20250728 0.0 ... 801.4 801.4 ZC
229 ZC510 20250728 0.0 ... 801.4 801.4 ZC
230 ZC511 20250728 0.0 ... 801.4 801.4 ZC
231 ZC512 20250728 0.0 ... 801.4 801.4 ZC
232 ZC601 20250728 0.0 ... 801.4 801.4 ZC
233 ZC602 20250728 0.0 ... 801.4 801.4 ZC
234 ZC603 20250728 0.0 ... 801.4 801.4 ZC
235 ZC604 20250728 0.0 ... 801.4 801.4 ZC
236 ZC605 20250728 0.0 ... 801.4 801.4 ZC
237 ZC606 20250728 0.0 ... 801.4 801.4 ZC
238 ZC607 20250728 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:03,549 - future_1d - INFO - ak.get_czce_daily('2025-07-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250728 529.4 540 ... 5432.55 532.6 526.8 SC
1 SC2509 20250728 513.4 513.7 ... 5947577.83 505.5 508.6 SC
2 SC2510 20250728 507 507.1 ... 812149.87 500.1 502.9 SC
3 SC2511 20250728 502.2 502.2 ... 257580.15 495.6 498 SC
4 SC2512 20250728 495.7 496.9 ... 56537.31 492.9 496.3 SC
5 SC2601 20250728 493.2 494.4 ... 14739.25 489.6 493.1 SC
6 SC2602 20250728 491 491.9 ... 7949.61 487.7 491.2 SC
7 SC2603 20250728 489.7 490.1 ... 4479.51 486.9 489.7 SC
8 SC2604 20250728 483.7 489.2 ... 1354.13 483.6 487.6 SC
9 SC2605 20250728 ... 0 486.3 486.3 SC
10 SC2606 20250728 483 483.9 ... 4485.5 482.3 485.2 SC
11 SC2607 20250728 483.2 483.2 ... 143.57 478.5 483.2 SC
12 SC2609 20250728 474.9 474.9 ... 47.49 474.9 475.8 SC
13 SC2612 20250728 472.7 472.7 ... 94.53 472.6 475.8 SC
14 SC2703 20250728 ... 0 473 473.1 SC
15 SC2706 20250728 ... 0 469.4 469.4 SC
16 SC2709 20250728 467.5 467.5 ... 46.75 467.5 469.8 SC
17 SC2712 20250728 ... 0 468.4 468.4 SC
18 SC2803 20250728 ... 0 466.3 466.3 SC
19 SC2806 20250728 462.1 464.7 ... 185.42 463.5 464.9 SC
21 LU2508 20250728 3596 3596 ... 31.097 3455 3542 LU
22 LU2509 20250728 3595 3610 ... 71249.771 3547 3585 LU
23 LU2510 20250728 3606 3610 ... 464392.04 3548 3582 LU
24 LU2511 20250728 3599 3599 ... 61261.122 3528 3569 LU
25 LU2512 20250728 3560 3568 ... 3592.462 3511 3559 LU
26 LU2601 20250728 3550 3557 ... 3785.248 3498 3540 LU
27 LU2602 20250728 3520 3524 ... 218.773 3472 3519 LU
28 LU2603 20250728 3494 3494 ... 135.273 3468 3503 LU
29 LU2604 20250728 3471 3471 ... 55.385 3461 3490 LU
30 LU2605 20250728 3466 3466 ... 62.142 3452 3483 LU
31 LU2606 20250728 3485 3485 ... 55.314 3457 3474 LU
32 LU2607 20250728 3480 3480 ... 69.079 3453 3463 LU
34 NR2508 20250728 13300 13320 ... 62327.08 12990 13185 NR
35 NR2509 20250728 13340 13385 ... 2049067.72 12985 13255 NR
36 NR2510 20250728 13300 13355 ... 754704.125 12955 13230 NR
37 NR2511 20250728 13315 13360 ... 126083.415 12930 13225 NR
38 NR2512 20250728 13330 13380 ... 12954.35 13005 13235 NR
39 NR2601 20250728 13390 13405 ... 42095.18 13010 13280 NR
40 NR2602 20250728 13370 13375 ... 290.72 13210 13265 NR
41 NR2603 20250728 ... 0 13065 13355 NR
42 NR2604 20250728 13310 13310 ... 39.435 13145 13300 NR
43 NR2605 20250728 13030 13030 ... 38.995 12995 13360 NR
44 NR2606 20250728 ... 0 13140 13280 NR
45 NR2607 20250728 ... 0 13140 13480 NR
47 BC2508 20250728 70210 70400 ... 141258.22 70080 70420 BC
48 BC2509 20250728 70410 70460 ... 122258.3 70160 70510 BC
49 BC2510 20250728 70400 70550 ... 19809.31 70240 70540 BC
50 BC2511 20250728 ... 0 69850 69500 BC
51 BC2512 20250728 ... 0 70620 70620 BC
52 BC2601 20250728 ... 0 70020 70020 BC
53 BC2602 20250728 ... 0 70000 70000 BC
54 BC2603 20250728 ... 0 70000 70000 BC
55 BC2604 20250728 ... 0 70000 70000 BC
56 BC2605 20250728 ... 0 70000 70000 BC
57 BC2606 20250728 ... 0 69340 69340 BC
58 BC2607 20250728 ... 0 68670 68670 BC
60 EC2508 20250728 2172.7 2218.8 ... 27633.4375 2188.7 2202.7 EC
61 EC2510 20250728 1503 1522 ... 416289.36 1486.3 1530.9 EC
62 EC2512 20250728 1687.5 1772 ... 58816.6675 1722.3 1730.7 EC
63 EC2602 20250728 1501.5 1569.1 ... 21501.6095 1528.7 1534.3 EC
64 EC2604 20250728 1350 1404 ... 15947.1925 1363 1376.9 EC
65 EC2606 20250728 1500.1 1520 ... 2407.5135 1490.7 1514 EC
68 SC_TAS2509 20250728 ... SC_TAS
69 SC_TAS2510 20250728 ... SC_TAS
70 SC_TAS2511 20250728 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:19:03,621 - future_1d - INFO - ak.get_ine_daily('2025-07-28') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250728 ... 78950 79260 CU
1 1 CU2509 20250728 ... 78980 79330 CU
2 2 CU2510 20250728 ... 79000 79350 CU
3 3 CU2511 20250728 ... 78970 79310 CU
4 4 CU2512 20250728 ... 78950 79260 CU
5 5 CU2601 20250728 ... 78900 79220 CU
6 6 CU2602 20250728 ... 78870 79190 CU
7 7 CU2603 20250728 ... 78880 79230 CU
8 8 CU2604 20250728 ... 78870 79260 CU
9 9 CU2605 20250728 ... 78900 79230 CU
10 10 CU2606 20250728 ... 78920 79280 CU
11 11 CU2607 20250728 ... 78890 79250 CU
12 12 BC2508 20250728 ... 70080 70420 BC
13 13 BC2509 20250728 ... 70160 70510 BC
14 14 BC2510 20250728 ... 70240 70540 BC
15 15 BC2511 20250728 ... 69850 69500 BC
16 16 BC2512 20250728 ... 70620 70620 BC
17 17 BC2601 20250728 ... 70020 70020 BC
18 18 BC2602 20250728 ... 70000 70000 BC
19 19 BC2603 20250728 ... 70000 70000 BC
20 20 BC2604 20250728 ... 70000 70000 BC
21 21 BC2605 20250728 ... 70000 70000 BC
22 22 BC2606 20250728 ... 69340 69340 BC
23 23 BC2607 20250728 ... 68670 68670 BC
24 24 AL2508 20250728 ... 20660 20760 AL
25 25 AL2509 20250728 ... 20650 20750 AL
26 26 AL2510 20250728 ... 20615 20715 AL
27 27 AL2511 20250728 ... 20550 20655 AL
28 28 AL2512 20250728 ... 20500 20605 AL
29 29 AL2601 20250728 ... 20475 20575 AL
30 30 AL2602 20250728 ... 20460 20575 AL
31 31 AL2603 20250728 ... 20470 20585 AL
32 32 AL2604 20250728 ... 20485 20605 AL
33 33 AL2605 20250728 ... 20510 20620 AL
34 34 AL2606 20250728 ... 20530 20635 AL
35 35 AL2607 20250728 ... 20510 20635 AL
36 36 ZN2508 20250728 ... 22680 22800 ZN
37 37 ZN2509 20250728 ... 22735 22845 ZN
38 38 ZN2510 20250728 ... 22740 22840 ZN
39 39 ZN2511 20250728 ... 22700 22810 ZN
40 40 ZN2512 20250728 ... 22670 22760 ZN
41 41 ZN2601 20250728 ... 22615 22715 ZN
42 42 ZN2602 20250728 ... 22590 22715 ZN
43 43 ZN2603 20250728 ... 22640 22730 ZN
44 44 ZN2604 20250728 ... 22630 22760 ZN
45 45 ZN2605 20250728 ... 22625 22755 ZN
46 46 ZN2606 20250728 ... 22610 22735 ZN
47 47 ZN2607 20250728 ... 22620 22725 ZN
48 48 PB2508 20250728 ... 16920 16895 PB
49 49 PB2509 20250728 ... 16940 16910 PB
50 50 PB2510 20250728 ... 16960 16950 PB
51 51 PB2511 20250728 ... 16960 16970 PB
52 52 PB2512 20250728 ... 17035 16995 PB
53 53 PB2601 20250728 ... 17035 17040 PB
54 54 PB2602 20250728 ... 17110 17035 PB
55 55 PB2603 20250728 ... 17110 17075 PB
56 56 PB2604 20250728 ... 17095 17095 PB
57 57 PB2605 20250728 ... 17140 17080 PB
58 58 PB2606 20250728 ... 17130 17065 PB
59 59 PB2607 20250728 ... 17085 17095 PB
60 60 NI2508 20250728 ... 122680 123330 NI
61 61 NI2509 20250728 ... 122840 123470 NI
62 62 NI2510 20250728 ... 122980 123650 NI
63 63 NI2511 20250728 ... 122970 123900 NI
64 64 NI2512 20250728 ... 123360 124020 NI
65 65 NI2601 20250728 ... 123530 124250 NI
66 66 NI2602 20250728 ... 123230 124510 NI
67 67 NI2603 20250728 ... 123880 124900 NI
68 68 NI2604 20250728 ... 124170 124980 NI
69 69 NI2605 20250728 ... 123520 125170 NI
70 70 NI2606 20250728 ... 124880 125260 NI
71 71 NI2607 20250728 ... 123630 125410 NI
72 72 SN2508 20250728 ... 268550 270950 SN
73 73 SN2509 20250728 ... 268690 271310 SN
74 74 SN2510 20250728 ... 268660 271330 SN
75 75 SN2511 20250728 ... 268390 271140 SN
76 76 SN2512 20250728 ... 268070 270720 SN
77 77 SN2601 20250728 ... 267800 270860 SN
78 78 SN2602 20250728 ... 267920 270900 SN
79 79 SN2603 20250728 ... 267640 271110 SN
80 80 SN2604 20250728 ... 269110 272800 SN
81 81 SN2605 20250728 ... 268890 270750 SN
82 82 SN2606 20250728 ... 269600 271970 SN
83 83 SN2607 20250728 ... 269320 271960 SN
84 84 AO2508 20250728 ... 3323 3446 AO
85 85 AO2509 20250728 ... 3274 3460 AO
86 86 AO2510 20250728 ... 3268 3416 AO
87 87 AO2511 20250728 ... 3264 3409 AO
88 88 AO2512 20250728 ... 3262 3414 AO
89 89 AO2601 20250728 ... 3266 3402 AO
90 90 AO2602 20250728 ... 3248 3407 AO
91 91 AO2603 20250728 ... 3252 3386 AO
92 92 AO2604 20250728 ... 3249 3377 AO
93 93 AO2605 20250728 ... 3244 3373 AO
94 94 AO2606 20250728 ... 3221 3371 AO
95 95 AO2607 20250728 ... 3236 3366 AO
96 96 AD2511 20250728 ... 20035 20150 AD
97 97 AD2512 20250728 ... 19995 20105 AD
98 98 AD2601 20250728 ... 19930 20030 AD
99 99 AD2602 20250728 ... 20010 20010 AD
100 100 AD2603 20250728 ... 20135 20135 AD
101 101 AD2604 20250728 ... 19935 19935 AD
102 102 AD2605 20250728 ... 19960 19960 AD
103 103 AD2606 20250728 ... 19695 19830 AD
104 104 AD2607 20250728 ... 19790 19790 AD
105 105 AU2508 20250728 ... 770.94 774.68 AU
106 106 AU2509 20250728 ... 771.72 776.28 AU
107 107 AU2510 20250728 ... 773.26 777.34 AU
108 108 AU2512 20250728 ... 775.48 779.26 AU
109 109 AU2602 20250728 ... 777.74 781.58 AU
110 110 AU2604 20250728 ... 779.86 783.86 AU
111 111 AU2606 20250728 ... 782.78 785.9 AU
112 112 AU2608 20250728 ... 784.34 788.9 AU
113 113 AG2508 20250728 ... 9212 9346 AG
114 114 AG2509 20250728 ... 9211 9360 AG
115 115 AG2510 20250728 ... 9225 9372 AG
116 116 AG2511 20250728 ... 9236 9381 AG
117 117 AG2512 20250728 ... 9246 9391 AG
118 118 AG2601 20250728 ... 9263 9405 AG
119 119 AG2602 20250728 ... 9270 9418 AG
120 120 AG2603 20250728 ... 9291 9432 AG
121 121 AG2604 20250728 ... 9294 9435 AG
122 122 AG2605 20250728 ... 9305 9449 AG
123 123 AG2606 20250728 ... 9313 9465 AG
124 124 AG2607 20250728 ... 9335 9473 AG
125 125 RB2508 20250728 ... 3227 3249 RB
126 126 RB2509 20250728 ... 3260 3263 RB
127 127 RB2510 20250728 ... 3282 3316 RB
128 128 RB2511 20250728 ... 3291 3328 RB
129 129 RB2512 20250728 ... 3316 3358 RB
130 130 RB2601 20250728 ... 3326 3368 RB
131 131 RB2602 20250728 ... 3311 3350 RB
132 132 RB2603 20250728 ... 3333 3370 RB
133 133 RB2604 20250728 ... 3337 3384 RB
134 134 RB2605 20250728 ... 3351 3394 RB
135 135 RB2606 20250728 ... 3343 3394 RB
136 136 RB2607 20250728 ... 3350 3398 RB
137 137 WR2508 20250728 ... 3212 3212 WR
138 138 WR2509 20250728 ... 3335 3335 WR
139 139 WR2510 20250728 ... 3473 3592 WR
140 140 WR2511 20250728 ... 3506 3541 WR
141 141 WR2512 20250728 ... 3532 3570 WR
142 142 WR2601 20250728 ... 3495 3583 WR
143 143 WR2602 20250728 ... 3570 3607 WR
144 144 WR2603 20250728 ... 3565 3606 WR
145 145 WR2604 20250728 ... 3559 3570 WR
146 146 WR2605 20250728 ... 3616 3640 WR
147 147 WR2606 20250728 ... 3600 3680 WR
148 148 WR2607 20250728 ... 3635 3668 WR
149 149 HC2508 20250728 ... 3396 3447 HC
150 150 HC2509 20250728 ... 3482 3481 HC
151 151 HC2510 20250728 ... 3434 3477 HC
152 152 HC2511 20250728 ... 3438 3478 HC
153 153 HC2512 20250728 ... 3439 3484 HC
154 154 HC2601 20250728 ... 3442 3492 HC
155 155 HC2602 20250728 ... 3433 3481 HC
156 156 HC2603 20250728 ... 3438 3488 HC
157 157 HC2604 20250728 ... 3453 3505 HC
158 158 HC2605 20250728 ... 3449 3500 HC
159 159 HC2606 20250728 ... 3467 3510 HC
160 160 HC2607 20250728 ... 3442 3510 HC
161 161 SS2508 20250728 ... 12925 12940 SS
162 162 SS2509 20250728 ... 12935 12935 SS
163 163 SS2510 20250728 ... 12970 12970 SS
164 164 SS2511 20250728 ... 13020 13010 SS
165 165 SS2512 20250728 ... 13040 13035 SS
166 166 SS2601 20250728 ... 13090 13080 SS
167 167 SS2602 20250728 ... 13080 13145 SS
168 168 SS2603 20250728 ... 13110 13205 SS
169 169 SS2604 20250728 ... 13215 13210 SS
170 170 SS2605 20250728 ... 13240 13265 SS
171 171 SS2606 20250728 ... 13255 13305 SS
172 172 SS2607 20250728 ... 13315 13375 SS
173 173 SC2508 20250728 ... 532.6 526.8 SC
174 174 SC2509 20250728 ... 505.5 508.6 SC
175 175 SC2510 20250728 ... 500.1 502.9 SC
176 176 SC2511 20250728 ... 495.6 498 SC
177 177 SC2512 20250728 ... 492.9 496.3 SC
178 178 SC2601 20250728 ... 489.6 493.1 SC
179 179 SC2602 20250728 ... 487.7 491.2 SC
180 180 SC2603 20250728 ... 486.9 489.7 SC
181 181 SC2604 20250728 ... 483.6 487.6 SC
182 182 SC2605 20250728 ... 486.3 486.3 SC
183 183 SC2606 20250728 ... 482.3 485.2 SC
184 184 SC2607 20250728 ... 478.5 483.2 SC
185 185 SC2609 20250728 ... 474.9 475.8 SC
186 186 SC2612 20250728 ... 472.6 475.8 SC
187 187 SC2703 20250728 ... 473 473.1 SC
188 188 SC2706 20250728 ... 469.4 469.4 SC
189 189 SC2709 20250728 ... 467.5 469.8 SC
190 190 SC2712 20250728 ... 468.4 468.4 SC
191 191 SC2803 20250728 ... 466.3 466.3 SC
192 192 SC2806 20250728 ... 463.5 464.9 SC
193 193 LU2508 20250728 ... 3455 3542 LU
194 194 LU2509 20250728 ... 3547 3585 LU
195 195 LU2510 20250728 ... 3548 3582 LU
196 196 LU2511 20250728 ... 3528 3569 LU
197 197 LU2512 20250728 ... 3511 3559 LU
198 198 LU2601 20250728 ... 3498 3540 LU
199 199 LU2602 20250728 ... 3472 3519 LU
200 200 LU2603 20250728 ... 3468 3503 LU
201 201 LU2604 20250728 ... 3461 3490 LU
202 202 LU2605 20250728 ... 3452 3483 LU
203 203 LU2606 20250728 ... 3457 3474 LU
204 204 LU2607 20250728 ... 3453 3463 LU
205 205 FU2508 20250728 ... 2883 2825 FU
206 206 FU2509 20250728 ... 2860 2895 FU
207 207 FU2510 20250728 ... 2874 2903 FU
208 208 FU2511 20250728 ... 2879 2910 FU
209 209 FU2512 20250728 ... 2876 2902 FU
210 210 FU2601 20250728 ... 2876 2902 FU
211 211 FU2602 20250728 ... 2862 2888 FU
212 212 FU2603 20250728 ... 2857 2878 FU
213 213 FU2604 20250728 ... 2849 2871 FU
214 214 FU2605 20250728 ... 2839 2859 FU
215 215 FU2606 20250728 ... 2830 2849 FU
216 216 FU2607 20250728 ... 2808 2826 FU
217 217 BU2508 20250728 ... 3618 3636 BU
218 218 BU2509 20250728 ... 3591 3607 BU
219 219 BU2510 20250728 ... 3560 3583 BU
220 220 BU2511 20250728 ... 3521 3541 BU
221 221 BU2512 20250728 ... 3451 3471 BU
222 222 BU2601 20250728 ... 3421 3441 BU
223 223 BU2602 20250728 ... 3423 3423 BU
224 224 BU2603 20250728 ... 3405 3423 BU
225 225 BU2604 20250728 ... 3390 3407 BU
226 226 BU2605 20250728 ... 3405 3407 BU
227 227 BU2606 20250728 ... 3391 3405 BU
228 228 BU2607 20250728 ... 3395 3375 BU
229 229 BU2609 20250728 ... 3385 3390 BU
230 230 BU2612 20250728 ... 3342 3343 BU
231 231 BU2703 20250728 ... 3342 3346 BU
232 232 BU2706 20250728 ... 3333 3335 BU
233 233 BR2508 20250728 ... 12130 12295 BR
234 234 BR2509 20250728 ... 12125 12320 BR
235 235 BR2510 20250728 ... 12095 12280 BR
236 236 BR2511 20250728 ... 12030 12295 BR
237 237 BR2512 20250728 ... 12060 12290 BR
238 238 BR2601 20250728 ... 12050 12320 BR
239 239 BR2602 20250728 ... 11995 12270 BR
240 240 BR2603 20250728 ... 11990 12275 BR
241 241 BR2604 20250728 ... 12055 12320 BR
242 242 BR2605 20250728 ... 12085 12315 BR
243 243 BR2606 20250728 ... 12090 12305 BR
244 244 BR2607 20250728 ... 12230 12390 BR
245 245 RU2508 20250728 ... 15315 15415 RU
246 246 RU2509 20250728 ... 15240 15455 RU
247 247 RU2510 20250728 ... 15230 15385 RU
248 248 RU2511 20250728 ... 15160 15425 RU
249 249 RU2601 20250728 ... 16005 16270 RU
250 250 RU2603 20250728 ... 15990 16355 RU
251 251 RU2604 20250728 ... 16115 16380 RU
252 252 RU2605 20250728 ... 16150 16415 RU
253 253 RU2606 20250728 ... 16290 16435 RU
254 254 RU2607 20250728 ... 16135 16395 RU
255 255 NR2508 20250728 ... 12990 13185 NR
256 256 NR2509 20250728 ... 12985 13255 NR
257 257 NR2510 20250728 ... 12955 13230 NR
258 258 NR2511 20250728 ... 12930 13225 NR
259 259 NR2512 20250728 ... 13005 13235 NR
260 260 NR2601 20250728 ... 13010 13280 NR
261 261 NR2602 20250728 ... 13210 13265 NR
262 262 NR2603 20250728 ... 13065 13355 NR
263 263 NR2604 20250728 ... 13145 13300 NR
264 264 NR2605 20250728 ... 12995 13360 NR
265 265 NR2606 20250728 ... 13140 13280 NR
266 266 NR2607 20250728 ... 13140 13480 NR
267 267 SP2508 20250728 ... 5400 5454 SP
268 268 SP2509 20250728 ... 5422 5454 SP
269 269 SP2510 20250728 ... 5352 5396 SP
270 270 SP2511 20250728 ... 5350 5376 SP
271 271 SP2512 20250728 ... 5330 5358 SP
272 272 SP2601 20250728 ... 5522 5542 SP
273 273 SP2602 20250728 ... 5442 5468 SP
274 274 SP2603 20250728 ... 5428 5454 SP
275 275 SP2604 20250728 ... 5422 5456 SP
276 276 SP2605 20250728 ... 5406 5444 SP
277 277 SP2606 20250728 ... 5402 5436 SP
278 278 SP2607 20250728 ... 5404 5442 SP
279 279 EC2508 20250728 ... 2188.7 2202.7 EC
280 280 EC2510 20250728 ... 1486.3 1530.9 EC
281 281 EC2512 20250728 ... 1722.3 1730.7 EC
282 282 EC2602 20250728 ... 1528.7 1534.3 EC
283 283 EC2604 20250728 ... 1363 1376.9 EC
284 284 EC2606 20250728 ... 1490.7 1514 EC
285 285 SC_TAS2509 20250728 ... SC_TAS
286 286 SC_TAS2510 20250728 ... SC_TAS
287 287 SC_TAS2511 20250728 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:03,776 - future_1d - INFO - ak.get_shfe_daily('2025-07-28') done
2025-08-03 14:19:05,511 - future_1d - INFO - save future_daily 2025-07-28 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250729 6258.800 ... 6298.000 6275.000 IC
1 IC2509 20250729 6211.000 ... 6241.600 6221.800 IC
2 IC2512 20250729 6081.400 ... 6101.200 6091.800 IC
3 IC2603 20250729 5960.000 ... 5973.800 5971.000 IC
4 IF2508 20250729 4123.000 ... 4145.400 4129.200 IF
5 IF2509 20250729 4112.000 ... 4134.600 4119.000 IF
6 IF2512 20250729 4086.000 ... 4102.000 4089.000 IF
7 IF2603 20250729 4045.000 ... 4069.000 4053.000 IF
8 IH2508 20250729 2800.000 ... 2812.400 2803.400 IH
9 IH2509 20250729 2801.000 ... 2812.200 2803.200 IH
10 IH2512 20250729 2803.200 ... 2813.800 2805.200 IH
11 IH2603 20250729 2803.200 ... 2814.200 2807.000 IH
12 IM2508 20250729 6668.400 ... 6705.400 6675.200 IM
13 IM2509 20250729 6583.000 ... 6633.000 6605.000 IM
14 IM2512 20250729 6412.200 ... 6443.200 6420.600 IM
15 IM2603 20250729 6244.600 ... 6277.000 6253.800 IM
16 T2509 20250729 108.320 ... 108.140 108.400 T
17 T2512 20250729 108.315 ... 108.120 108.395 T
18 T2603 20250729 108.385 ... 108.100 108.375 T
19 TF2509 20250729 105.670 ... 105.550 105.720 TF
20 TF2512 20250729 105.745 ... 105.610 105.775 TF
21 TF2603 20250729 105.810 ... 105.660 105.835 TF
22 TL2509 20250729 118.660 ... 117.890 118.800 TL
23 TL2512 20250729 118.300 ... 117.550 118.490 TL
24 TL2603 20250729 118.150 ... 117.320 118.280 TL
25 TS2509 20250729 102.362 ... 102.302 102.364 TS
26 TS2512 20250729 102.424 ... 102.372 102.438 TS
27 TS2603 20250729 102.500 ... 102.454 102.522 TS
[28 rows x 12 columns]
2025-08-03 14:19:13,746 - future_1d - INFO - ak.get_cffex_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250729 4145.00 ... 4136.00 4183.00 A
1 a2511 20250729 4103.00 ... 4105.00 4115.00 A
2 a2601 20250729 4095.00 ... 4090.00 4100.00 A
3 a2603 20250729 4090.00 ... 4080.00 4090.00 A
4 a2605 20250729 4114.00 ... 4119.00 4128.00 A
5 a2607 20250729 4112.00 ... 4117.00 4123.00 A
6 b2508 20250729 3536.00 ... 3521.00 3538.00 B
7 b2509 20250729 3619.00 ... 3621.00 3632.00 B
8 b2510 20250729 3676.00 ... 3669.00 3693.00 B
9 b2511 20250729 3697.00 ... 3695.00 3716.00 B
10 b2512 20250729 3723.00 ... 3720.00 3734.00 B
11 b2601 20250729 3718.00 ... 3714.00 3724.00 B
12 b2602 20250729 3683.00 ... 3684.00 3698.00 B
13 b2603 20250729 3590.00 ... 3603.00 3604.00 B
14 b2604 20250729 3499.00 ... 3500.00 3503.00 B
15 b2605 20250729 3437.00 ... 3438.00 3436.00 B
16 b2606 20250729 3424.00 ... 3421.00 3430.00 B
17 b2607 20250729 3420.00 ... 3414.00 3424.00 B
18 bb2509 20250729 148.15 ... 147.60 151.10 BB
19 bb2511 20250729 153.10 ... 152.40 153.10 BB
20 bb2601 20250729 150.85 ... 150.25 149.75 BB
21 bb2603 20250729 0.00 ... 142.45 142.00 BB
22 bb2605 20250729 0.00 ... 142.50 142.05 BB
23 bb2607 20250729 0.00 ... 142.50 142.05 BB
24 bz2603 20250729 6279.00 ... 6283.00 6296.00 BZ
25 bz2604 20250729 6205.00 ... 6228.00 6226.00 BZ
26 bz2605 20250729 6188.00 ... 6220.00 6239.00 BZ
27 bz2606 20250729 6250.00 ... 6244.00 6250.00 BZ
28 bz2607 20250729 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250729 2317.00 ... 2306.00 2313.00 C
30 c2511 20250729 2255.00 ... 2242.00 2260.00 C
31 c2601 20250729 2226.00 ... 2217.00 2232.00 C
32 c2603 20250729 2226.00 ... 2219.00 2233.00 C
33 c2605 20250729 2270.00 ... 2263.00 2275.00 C
34 c2607 20250729 2285.00 ... 2277.00 2288.00 C
35 cs2509 20250729 2681.00 ... 2671.00 2674.00 CS
36 cs2511 20250729 2601.00 ... 2584.00 2597.00 CS
37 cs2601 20250729 2615.00 ... 2599.00 2611.00 CS
38 cs2603 20250729 2605.00 ... 2600.00 2608.00 CS
39 cs2605 20250729 2646.00 ... 2641.00 2649.00 CS
40 cs2607 20250729 0.00 ... 2653.00 2653.00 CS
41 eb2508 20250729 7370.00 ... 7347.00 7448.00 EB
42 eb2509 20250729 7372.00 ... 7359.00 7441.00 EB
43 eb2510 20250729 7395.00 ... 7374.00 7438.00 EB
44 eb2511 20250729 7375.00 ... 7381.00 7420.00 EB
45 eb2512 20250729 7366.00 ... 7392.00 7399.00 EB
46 eb2601 20250729 7375.00 ... 7412.00 7419.00 EB
47 eb2602 20250729 7411.00 ... 7417.00 7399.00 EB
48 eb2603 20250729 7424.00 ... 7412.00 7406.00 EB
49 eb2604 20250729 7438.00 ... 7432.00 7379.00 EB
50 eb2605 20250729 7440.00 ... 7437.00 7428.00 EB
51 eb2606 20250729 7442.00 ... 7446.00 7481.00 EB
52 eb2607 20250729 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250729 4403.00 ... 4417.00 4410.00 EG
54 eg2509 20250729 4423.00 ... 4450.00 4469.00 EG
55 eg2510 20250729 4447.00 ... 4449.00 4468.00 EG
56 eg2511 20250729 4462.00 ... 4459.00 4462.00 EG
57 eg2512 20250729 4467.00 ... 4469.00 4472.00 EG
58 eg2601 20250729 4480.00 ... 4480.00 4472.00 EG
59 eg2602 20250729 4474.00 ... 4476.00 4488.00 EG
60 eg2603 20250729 4487.00 ... 4490.00 4471.00 EG
61 eg2604 20250729 4497.00 ... 4497.00 4534.00 EG
62 eg2605 20250729 4499.00 ... 4501.00 4499.00 EG
63 eg2606 20250729 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250729 4561.00 ... 4561.00 4503.00 EG
65 fb2508 20250729 0.00 ... 1395.00 1392.50 FB
66 fb2509 20250729 1277.00 ... 1271.00 1274.00 FB
67 fb2510 20250729 1308.00 ... 1305.00 1312.00 FB
68 fb2511 20250729 1312.00 ... 1307.50 1316.00 FB
69 fb2512 20250729 1309.50 ... 1309.50 1316.50 FB
70 fb2601 20250729 1317.00 ... 1313.00 1319.00 FB
71 fb2602 20250729 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250729 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250729 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250729 0.00 ... 1330.50 1327.50 FB
75 fb2606 20250729 1331.50 ... 1331.50 1326.50 FB
76 fb2607 20250729 0.00 ... 1295.00 1295.00 FB
77 i2508 20250729 788.00 ... 791.50 791.50 I
78 i2509 20250729 786.50 ... 792.50 793.00 I
79 i2510 20250729 781.00 ... 786.50 788.00 I
80 i2511 20250729 774.00 ... 780.00 781.50 I
81 i2512 20250729 770.00 ... 773.00 775.00 I
82 i2601 20250729 756.00 ... 764.50 765.50 I
83 i2602 20250729 754.00 ... 760.00 762.00 I
84 i2603 20250729 750.00 ... 755.50 758.50 I
85 i2604 20250729 746.50 ... 752.00 755.00 I
86 i2605 20250729 737.00 ... 743.50 745.00 I
87 i2606 20250729 732.50 ... 737.50 739.50 I
88 i2607 20250729 729.00 ... 733.50 733.50 I
89 j2508 20250729 1541.50 ... 1557.00 1601.00 J
90 j2509 20250729 1610.00 ... 1612.00 1677.00 J
91 j2510 20250729 1653.00 ... 1632.00 1682.00 J
92 j2511 20250729 1664.50 ... 1655.00 1684.50 J
93 j2512 20250729 1649.50 ... 1644.00 1685.50 J
94 j2601 20250729 1641.50 ... 1664.50 1719.50 J
95 j2602 20250729 0.00 ... 1727.00 1727.00 J
96 j2603 20250729 0.00 ... 1733.00 1733.00 J
97 j2604 20250729 1724.50 ... 1724.50 1738.50 J
98 j2605 20250729 1696.00 ... 1717.50 1741.00 J
99 j2606 20250729 1719.00 ... 1714.50 1741.50 J
100 j2607 20250729 0.00 ... 1780.50 1780.50 J
101 jd2508 20250729 3380.00 ... 3347.00 3378.00 JD
102 jd2509 20250729 3560.00 ... 3570.00 3587.00 JD
103 jd2510 20250729 3390.00 ... 3386.00 3398.00 JD
104 jd2511 20250729 3408.00 ... 3413.00 3409.00 JD
105 jd2512 20250729 3553.00 ... 3552.00 3565.00 JD
106 jd2601 20250729 3660.00 ... 3640.00 3653.00 JD
107 jd2602 20250729 3229.00 ... 3210.00 3219.00 JD
108 jd2603 20250729 3220.00 ... 3210.00 3221.00 JD
109 jd2604 20250729 3370.00 ... 3365.00 3375.00 JD
110 jd2605 20250729 3474.00 ... 3471.00 3481.00 JD
111 jd2606 20250729 3290.00 ... 3290.00 3296.00 JD
112 jd2607 20250729 3488.00 ... 3500.00 3296.00 JD
113 jm2508 20250729 990.00 ... 956.00 1092.50 JM
114 jm2509 20250729 1090.00 ... 1087.50 1200.00 JM
115 jm2510 20250729 1101.00 ... 1106.00 1206.50 JM
116 jm2511 20250729 1120.00 ... 1119.50 1205.50 JM
117 jm2512 20250729 1150.50 ... 1140.00 1217.50 JM
118 jm2601 20250729 1158.00 ... 1164.00 1232.50 JM
119 jm2602 20250729 1136.50 ... 1161.50 1238.00 JM
120 jm2603 20250729 1160.00 ... 1167.50 1244.00 JM
121 jm2604 20250729 1150.00 ... 1166.50 1228.00 JM
122 jm2605 20250729 1154.00 ... 1181.50 1223.50 JM
123 jm2606 20250729 1164.00 ... 1184.00 1227.00 JM
124 jm2607 20250729 1169.00 ... 1192.50 1249.50 JM
125 l2508 20250729 7305.00 ... 7331.00 7327.00 L
126 l2509 20250729 7341.00 ... 7369.00 7367.00 L
127 l2510 20250729 7384.00 ... 7400.00 7388.00 L
128 l2511 20250729 7414.00 ... 7415.00 7405.00 L
129 l2512 20250729 7429.00 ... 7428.00 7429.00 L
130 l2601 20250729 7420.00 ... 7427.00 7423.00 L
131 l2602 20250729 7415.00 ... 7416.00 7414.00 L
132 l2603 20250729 7410.00 ... 7410.00 7403.00 L
133 l2604 20250729 7428.00 ... 7434.00 7407.00 L
134 l2605 20250729 7396.00 ... 7415.00 7416.00 L
135 l2606 20250729 0.00 ... 7427.00 7427.00 L
136 l2607 20250729 7433.00 ... 7439.00 7417.00 L
137 lg2509 20250729 828.00 ... 830.00 829.00 LG
138 lg2511 20250729 840.00 ... 833.50 835.50 LG
139 lg2601 20250729 843.00 ... 835.50 836.50 LG
140 lg2603 20250729 836.50 ... 833.50 836.50 LG
141 lg2605 20250729 844.00 ... 839.00 841.50 LG
142 lg2607 20250729 0.00 ... 841.50 841.50 LG
143 lh2509 20250729 14350.00 ... 14145.00 14220.00 LH
144 lh2511 20250729 14200.00 ... 14160.00 14305.00 LH
145 lh2601 20250729 14520.00 ... 14420.00 14585.00 LH
146 lh2603 20250729 13620.00 ... 13540.00 13655.00 LH
147 lh2605 20250729 14030.00 ... 14055.00 14100.00 LH
148 lh2607 20250729 14550.00 ... 14495.00 14100.00 LH
149 m2508 20250729 2988.00 ... 2970.00 2988.00 M
150 m2509 20250729 2989.00 ... 2974.00 3001.00 M
151 m2511 20250729 3027.00 ... 3011.00 3035.00 M
152 m2512 20250729 3063.00 ... 3048.00 3071.00 M
153 m2601 20250729 3040.00 ... 3024.00 3045.00 M
154 m2603 20250729 2919.00 ... 2912.00 2919.00 M
155 m2605 20250729 2751.00 ... 2744.00 2750.00 M
156 m2607 20250729 2731.00 ... 2730.00 2735.00 M
157 p2508 20250729 8882.00 ... 8838.00 8828.00 P
158 p2509 20250729 8952.00 ... 8926.00 8916.00 P
159 p2510 20250729 8956.00 ... 8922.00 8918.00 P
160 p2511 20250729 8948.00 ... 8942.00 8908.00 P
161 p2512 20250729 8952.00 ... 8938.00 8904.00 P
162 p2601 20250729 8936.00 ... 8924.00 8900.00 P
163 p2602 20250729 8854.00 ... 8904.00 8878.00 P
164 p2603 20250729 8836.00 ... 8848.00 8810.00 P
165 p2604 20250729 8808.00 ... 8796.00 8744.00 P
166 p2605 20250729 8730.00 ... 8720.00 8670.00 P
167 p2606 20250729 8664.00 ... 8666.00 8572.00 P
168 p2607 20250729 8644.00 ... 8624.00 8596.00 P
169 pg2508 20250729 3990.00 ... 4013.00 3983.00 PG
170 pg2509 20250729 4001.00 ... 4020.00 3997.00 PG
171 pg2510 20250729 4411.00 ... 4430.00 4409.00 PG
172 pg2511 20250729 4355.00 ... 4366.00 4349.00 PG
173 pg2512 20250729 4291.00 ... 4305.00 4288.00 PG
174 pg2601 20250729 4238.00 ... 4241.00 4223.00 PG
175 pg2602 20250729 4170.00 ... 4158.00 4152.00 PG
176 pg2603 20250729 4056.00 ... 4076.00 4066.00 PG
177 pg2604 20250729 4367.00 ... 4365.00 4352.00 PG
178 pg2605 20250729 4288.00 ... 4278.00 4254.00 PG
179 pg2606 20250729 4212.00 ... 4218.00 4182.00 PG
180 pg2607 20250729 4224.00 ... 4209.00 4182.00 PG
181 pp2508 20250729 7098.00 ... 7108.00 7092.00 PP
182 pp2509 20250729 7139.00 ... 7147.00 7147.00 PP
183 pp2510 20250729 7125.00 ... 7137.00 7137.00 PP
184 pp2511 20250729 7134.00 ... 7145.00 7146.00 PP
185 pp2512 20250729 7151.00 ... 7150.00 7151.00 PP
186 pp2601 20250729 7140.00 ... 7157.00 7155.00 PP
187 pp2602 20250729 7141.00 ... 7130.00 7117.00 PP
188 pp2603 20250729 7139.00 ... 7130.00 7170.00 PP
189 pp2604 20250729 0.00 ... 7144.00 7144.00 PP
190 pp2605 20250729 7148.00 ... 7150.00 7158.00 PP
191 pp2606 20250729 7124.00 ... 7124.00 7111.00 PP
192 pp2607 20250729 7185.00 ... 7178.00 7150.00 PP
193 rr2508 20250729 3594.00 ... 3574.00 3591.00 RR
194 rr2509 20250729 3602.00 ... 3611.00 3606.00 RR
195 rr2510 20250729 3631.00 ... 3631.00 3630.00 RR
196 rr2511 20250729 3624.00 ... 3623.00 3620.00 RR
197 rr2512 20250729 0.00 ... 3629.00 3629.00 RR
198 rr2601 20250729 3629.00 ... 3625.00 3622.00 RR
199 rr2602 20250729 3626.00 ... 3626.00 3627.00 RR
200 rr2603 20250729 3634.00 ... 3634.00 3633.00 RR
201 rr2604 20250729 3626.00 ... 3629.00 3634.00 RR
202 rr2605 20250729 3626.00 ... 3626.00 3630.00 RR
203 rr2606 20250729 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250729 0.00 ... 3629.00 3617.00 RR
205 v2508 20250729 5124.00 ... 5137.00 5223.00 V
206 v2509 20250729 5150.00 ... 5161.00 5232.00 V
207 v2510 20250729 5182.00 ... 5194.00 5269.00 V
208 v2511 20250729 5220.00 ... 5227.00 5298.00 V
209 v2512 20250729 5254.00 ... 5250.00 5312.00 V
210 v2601 20250729 5280.00 ... 5290.00 5358.00 V
211 v2602 20250729 5323.00 ... 5321.00 5353.00 V
212 v2603 20250729 5323.00 ... 5320.00 5375.00 V
213 v2604 20250729 5505.00 ... 5521.00 5576.00 V
214 v2605 20250729 5543.00 ... 5557.00 5585.00 V
215 v2606 20250729 5556.00 ... 5569.00 5611.00 V
216 v2607 20250729 5560.00 ... 5574.00 5595.00 V
217 y2508 20250729 8218.00 ... 8188.00 8214.00 Y
218 y2509 20250729 8130.00 ... 8174.00 8114.00 Y
219 y2511 20250729 8120.00 ... 8176.00 8120.00 Y
220 y2512 20250729 8136.00 ... 8220.00 8112.00 Y
221 y2601 20250729 8086.00 ... 8138.00 8068.00 Y
222 y2603 20250729 7986.00 ... 8014.00 7958.00 Y
223 y2605 20250729 7750.00 ... 7784.00 7720.00 Y
224 y2607 20250729 7736.00 ... 7754.00 7700.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:14,179 - future_1d - INFO - ak.get_dce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 PS2508 20250729 49500.0 ... 50080.0 49000.0 PS
1 PS2509 20250729 49500.0 ... 50250.0 48965.0 PS
2 PS2510 20250729 49995.0 ... 50390.0 49060.0 PS
3 PS2511 20250729 49800.0 ... 50350.0 48830.0 PS
4 PS2512 20250729 51350.0 ... 52625.0 51080.0 PS
5 PS2601 20250729 52000.0 ... 52410.0 50980.0 PS
6 PS2602 20250729 51565.0 ... 52050.0 51030.0 PS
7 PS2603 20250729 51600.0 ... 52370.0 50780.0 PS
8 PS2604 20250729 52010.0 ... 52520.0 50685.0 PS
9 PS2605 20250729 51305.0 ... 52415.0 50455.0 PS
10 PS2606 20250729 52350.0 ... 53795.0 51745.0 PS
11 PS2607 20250729 52360.0 ... 53835.0 51515.0 PS
13 SI2508 20250729 8890.0 ... 8995.0 9125.0 SI
14 SI2509 20250729 8915.0 ... 9085.0 9135.0 SI
15 SI2510 20250729 8880.0 ... 9050.0 9090.0 SI
16 SI2511 20250729 8810.0 ... 9005.0 9045.0 SI
17 SI2512 20250729 9040.0 ... 9270.0 9285.0 SI
18 SI2601 20250729 9025.0 ... 9265.0 9245.0 SI
19 SI2602 20250729 8960.0 ... 9265.0 9150.0 SI
20 SI2603 20250729 8980.0 ... 9200.0 9165.0 SI
21 SI2604 20250729 8980.0 ... 9235.0 9160.0 SI
22 SI2605 20250729 8890.0 ... 9185.0 9185.0 SI
23 SI2606 20250729 8935.0 ... 9165.0 9125.0 SI
24 SI2607 20250729 8950.0 ... 9180.0 9115.0 SI
27 LC2508 20250729 70320.0 ... 70040.0 74160.0 LC
28 LC2509 20250729 70160.0 ... 70300.0 75280.0 LC
29 LC2510 20250729 70040.0 ... 69900.0 74340.0 LC
30 LC2511 20250729 70620.0 ... 69800.0 74120.0 LC
31 LC2512 20250729 70880.0 ... 69960.0 73660.0 LC
32 LC2601 20250729 72000.0 ... 69980.0 72980.0 LC
33 LC2602 20250729 70080.0 ... 69740.0 71060.0 LC
34 LC2603 20250729 69660.0 ... 69400.0 71620.0 LC
35 LC2604 20250729 70880.0 ... 69740.0 71780.0 LC
36 LC2605 20250729 69000.0 ... 69820.0 71540.0 LC
37 LC2606 20250729 69040.0 ... 69400.0 71460.0 LC
38 LC2607 20250729 68900.0 ... 69480.0 71240.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:14,440 - future_1d - INFO - ak.get_gfex_daily('2025-07-29') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250729 8050.0 8060.0 ... 752506.41 7940.0 8161.0 AP
1 AP511 20250729 7789.0 7807.0 ... 7375.39 7747.0 7851.0 AP
2 AP512 20250729 7817.0 7817.0 ... 325.30 7745.0 7927.0 AP
3 AP601 20250729 7880.0 7903.0 ... 53136.18 7823.0 7980.0 AP
4 AP603 20250729 7789.0 7801.0 ... 603.89 7742.0 7920.0 AP
5 AP604 20250729 7831.0 7833.0 ... 187.13 7797.0 7917.0 AP
6 AP605 20250729 7890.0 7913.0 ... 879.64 7854.0 7956.0 AP
7 CF509 20250729 14085.0 14160.0 ... 2368573.19 14020.0 14190.0 CF
8 CF511 20250729 13995.0 14065.0 ... 156319.74 13980.0 14040.0 CF
9 CF601 20250729 14065.0 14145.0 ... 923527.15 14065.0 14130.0 CF
10 CF603 20250729 14065.0 14095.0 ... 3163.90 14030.0 14100.0 CF
11 CF605 20250729 14025.0 14075.0 ... 23933.96 13990.0 14055.0 CF
12 CF607 20250729 14050.0 14065.0 ... 322.05 14000.0 14090.0 CF
13 CJ509 20250729 9635.0 9740.0 ... 173581.00 9675.0 9835.0 CJ
14 CJ512 20250729 10570.0 10680.0 ... 12494.90 10590.0 10795.0 CJ
15 CJ601 20250729 10750.0 10825.0 ... 879162.70 10735.0 10935.0 CJ
16 CJ603 20250729 10790.0 10895.0 ... 12808.46 10805.0 10960.0 CJ
17 CJ605 20250729 10955.0 11040.0 ... 93362.99 10935.0 11135.0 CJ
18 CJ607 20250729 11035.0 11125.0 ... 325.67 11040.0 11185.0 CJ
19 CY508 20250729 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250729 20215.0 20310.0 ... 147322.66 20140.0 20385.0 CY
21 CY510 20250729 0.0 0.0 ... 0.00 20030.0 20030.0 CY
22 CY511 20250729 0.0 0.0 ... 0.00 20025.0 20200.0 CY
23 CY512 20250729 0.0 0.0 ... 0.00 19755.0 20055.0 CY
24 CY601 20250729 20220.0 20220.0 ... 942.64 20055.0 20270.0 CY
25 CY602 20250729 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250729 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250729 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250729 0.0 0.0 ... 0.00 20130.0 20190.0 CY
29 CY606 20250729 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250729 0.0 0.0 ... 0.00 20335.0 20335.0 CY
31 FG508 20250729 1224.0 1226.0 ... 5455.40 1175.0 1280.0 FG
32 FG509 20250729 1220.0 1227.0 ... 8242041.13 1182.0 1280.0 FG
33 FG510 20250729 1271.0 1273.0 ... 84850.92 1241.0 1315.0 FG
34 FG511 20250729 1253.0 1260.0 ... 101176.47 1232.0 1303.0 FG
35 FG512 20250729 1320.0 1326.0 ... 45496.63 1305.0 1369.0 FG
36 FG601 20250729 1308.0 1320.0 ... 2257702.60 1294.0 1354.0 FG
37 FG602 20250729 1338.0 1351.0 ... 2611.75 1320.0 1377.0 FG
38 FG603 20250729 1328.0 1346.0 ... 2745.09 1317.0 1374.0 FG
39 FG604 20250729 1353.0 1378.0 ... 1412.95 1351.0 1403.0 FG
40 FG605 20250729 1338.0 1370.0 ... 48750.84 1340.0 1384.0 FG
41 FG606 20250729 1346.0 1383.0 ... 2197.35 1351.0 1395.0 FG
42 FG607 20250729 1337.0 1373.0 ... 1394.28 1346.0 1383.0 FG
43 JR509 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250729 2343.0 2415.0 ... 1676.35 2378.0 2417.0 MA
53 MA509 20250729 2416.0 2437.0 ... 1392633.41 2417.0 2442.0 MA
54 MA510 20250729 2440.0 2466.0 ... 41346.98 2447.0 2467.0 MA
55 MA511 20250729 2465.0 2488.0 ... 64505.36 2471.0 2485.0 MA
56 MA512 20250729 2482.0 2515.0 ... 20261.72 2497.0 2512.0 MA
57 MA601 20250729 2500.0 2524.0 ... 323040.21 2507.0 2520.0 MA
58 MA602 20250729 2494.0 2514.0 ... 25.06 2506.0 2512.0 MA
59 MA603 20250729 2479.0 2503.0 ... 101.87 2485.0 2499.0 MA
60 MA604 20250729 2461.0 2483.0 ... 29.60 2467.0 2480.0 MA
61 MA605 20250729 2432.0 2458.0 ... 6324.08 2442.0 2441.0 MA
62 MA606 20250729 2443.0 2464.0 ... 14.69 2449.0 2453.0 MA
63 MA607 20250729 2427.0 2450.0 ... 51.20 2438.0 2449.0 MA
64 OI509 20250729 9422.0 9520.0 ... 2605083.09 9464.0 9412.0 OI
65 OI511 20250729 9400.0 9505.0 ... 121140.50 9447.0 9388.0 OI
66 OI601 20250729 9364.0 9466.0 ... 643474.59 9411.0 9359.0 OI
67 OI603 20250729 9333.0 9410.0 ... 1331.00 9373.0 9336.0 OI
68 OI605 20250729 9272.0 9351.0 ... 5331.80 9321.0 9277.0 OI
69 OI607 20250729 9303.0 9333.0 ... 139.67 9312.0 9276.0 OI
70 PF508 20250729 6494.0 6508.0 ... 1879.61 6494.0 6540.0 PF
71 PF509 20250729 6506.0 6522.0 ... 262923.99 6502.0 6522.0 PF
72 PF510 20250729 6560.0 6572.0 ... 104907.24 6552.0 6570.0 PF
73 PF511 20250729 6544.0 6566.0 ... 39347.97 6542.0 6566.0 PF
74 PF512 20250729 6530.0 6554.0 ... 11892.87 6530.0 6552.0 PF
75 PF601 20250729 6542.0 6554.0 ... 12528.90 6532.0 6542.0 PF
76 PF602 20250729 0.0 0.0 ... 0.00 6532.0 6526.0 PF
77 PF603 20250729 0.0 0.0 ... 0.00 6538.0 6534.0 PF
78 PF604 20250729 0.0 0.0 ... 0.00 6532.0 6532.0 PF
79 PF605 20250729 6564.0 6586.0 ... 6.58 6576.0 6554.0 PF
80 PF606 20250729 0.0 0.0 ... 0.00 6564.0 6564.0 PF
81 PF607 20250729 0.0 0.0 ... 0.00 6592.0 6592.0 PF
82 PK510 20250729 8122.0 8130.0 ... 283173.04 8090.0 8192.0 PK
83 PK511 20250729 8020.0 8020.0 ... 91795.28 7992.0 8058.0 PK
84 PK512 20250729 8032.0 8032.0 ... 727.11 7990.0 8058.0 PK
85 PK601 20250729 8050.0 8092.0 ... 14550.28 8014.0 8070.0 PK
86 PK603 20250729 8020.0 8068.0 ... 208.45 8018.0 8082.0 PK
87 PK604 20250729 8014.0 8048.0 ... 116.28 8020.0 8066.0 PK
88 PK605 20250729 8038.0 8042.0 ... 1058.64 8020.0 8064.0 PK
89 PL601 20250729 6569.0 6594.0 ... 40517.36 6575.0 6595.0 PL
90 PL602 20250729 6654.0 6655.0 ... 1234.63 6638.0 6651.0 PL
91 PL603 20250729 6570.0 6571.0 ... 78.79 6566.0 6573.0 PL
92 PL604 20250729 6573.0 6573.0 ... 13.15 6573.0 6620.0 PL
93 PL605 20250729 0.0 0.0 ... 0.00 6509.0 6514.0 PL
94 PL606 20250729 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250729 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250729 6030.0 6030.0 ... 955.50 6010.0 6004.0 PR
103 PR509 20250729 6020.0 6036.0 ... 265213.28 6014.0 6038.0 PR
104 PR510 20250729 6038.0 6046.0 ... 168379.97 6032.0 6038.0 PR
105 PR511 20250729 6026.0 6036.0 ... 32002.62 6016.0 6020.0 PR
106 PR512 20250729 6032.0 6032.0 ... 54.27 6030.0 6030.0 PR
107 PR601 20250729 6012.0 6038.0 ... 613.83 6018.0 6020.0 PR
108 PR602 20250729 0.0 0.0 ... 0.00 6052.0 6118.0 PR
109 PR603 20250729 6044.0 6044.0 ... 18.13 6044.0 6124.0 PR
110 PR604 20250729 0.0 0.0 ... 0.00 6058.0 6118.0 PR
111 PR605 20250729 0.0 0.0 ... 0.00 6050.0 6050.0 PR
112 PR606 20250729 0.0 0.0 ... 0.00 6020.0 5998.0 PR
113 PR607 20250729 0.0 0.0 ... 0.00 6026.0 6006.0 PR
114 PX508 20250729 6862.0 6908.0 ... 759.88 6846.0 6904.0 PX
115 PX509 20250729 6918.0 6976.0 ... 541054.94 6938.0 6972.0 PX
116 PX510 20250729 6904.0 6948.0 ... 44877.51 6906.0 6938.0 PX
117 PX511 20250729 6858.0 6910.0 ... 64693.34 6868.0 6914.0 PX
118 PX512 20250729 6856.0 6894.0 ... 27450.64 6866.0 6888.0 PX
119 PX601 20250729 6822.0 6864.0 ... 83037.97 6834.0 6854.0 PX
120 PX602 20250729 6822.0 6824.0 ... 13.64 6822.0 6826.0 PX
121 PX603 20250729 0.0 0.0 ... 0.00 6824.0 6848.0 PX
122 PX604 20250729 0.0 0.0 ... 0.00 6784.0 6780.0 PX
123 PX605 20250729 6796.0 6806.0 ... 285.00 6786.0 6796.0 PX
124 PX606 20250729 6804.0 6804.0 ... 3.40 6804.0 6908.0 PX
125 PX607 20250729 0.0 0.0 ... 0.00 6824.0 6834.0 PX
126 RI509 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250729 2652.0 2655.0 ... 4690.27 2642.0 2655.0 RM
133 RM509 20250729 2662.0 2668.0 ... 856741.15 2640.0 2664.0 RM
134 RM511 20250729 2510.0 2511.0 ... 8459.78 2498.0 2520.0 RM
135 RM601 20250729 2394.0 2397.0 ... 259575.28 2381.0 2394.0 RM
136 RM603 20250729 2379.0 2380.0 ... 16382.06 2365.0 2377.0 RM
137 RM605 20250729 2370.0 2377.0 ... 35505.39 2369.0 2368.0 RM
138 RM607 20250729 2360.0 2366.0 ... 2516.13 2356.0 2356.0 RM
139 RS508 20250729 0.0 0.0 ... 0.00 5056.0 5288.0 RS
140 RS509 20250729 5245.0 5249.0 ... 745.21 5139.0 5375.0 RS
141 RS511 20250729 5248.0 5266.0 ... 140.86 5217.0 5420.0 RS
142 RS607 20250729 5234.0 5316.0 ... 73.70 5264.0 5388.0 RS
143 SA508 20250729 1312.0 1314.0 ... 5010.60 1289.0 1350.0 SA
144 SA509 20250729 1318.0 1330.0 ... 6236237.91 1305.0 1367.0 SA
145 SA510 20250729 1349.0 1357.0 ... 223531.04 1335.0 1398.0 SA
146 SA511 20250729 1363.0 1367.0 ... 296517.69 1346.0 1406.0 SA
147 SA512 20250729 1385.0 1406.0 ... 106855.26 1381.0 1440.0 SA
148 SA601 20250729 1389.0 1411.0 ... 2617712.67 1388.0 1441.0 SA
149 SA602 20250729 1392.0 1414.0 ... 11764.23 1392.0 1437.0 SA
150 SA603 20250729 1380.0 1414.0 ... 9631.14 1389.0 1436.0 SA
151 SA604 20250729 1423.0 1442.0 ... 4752.59 1420.0 1452.0 SA
152 SA605 20250729 1416.0 1447.0 ... 98186.84 1422.0 1458.0 SA
153 SA606 20250729 1420.0 1445.0 ... 5448.97 1421.0 1440.0 SA
154 SA607 20250729 1413.0 1432.0 ... 6054.77 1411.0 1438.0 SA
155 SF508 20250729 5916.0 6104.0 ... 4924.27 5944.0 5892.0 SF
156 SF509 20250729 5840.0 6130.0 ... 2166001.68 5962.0 5902.0 SF
157 SF510 20250729 5832.0 6108.0 ... 185531.95 5940.0 5906.0 SF
158 SF511 20250729 6000.0 6270.0 ... 363586.69 6110.0 6050.0 SF
159 SF512 20250729 5970.0 6248.0 ... 42548.19 6092.0 6052.0 SF
160 SF601 20250729 5950.0 6232.0 ... 192586.28 6092.0 6018.0 SF
161 SF602 20250729 5940.0 6162.0 ... 2512.72 6026.0 5944.0 SF
162 SF603 20250729 6114.0 6278.0 ... 735.32 6128.0 6030.0 SF
163 SF604 20250729 6398.0 6398.0 ... 252.22 6152.0 6064.0 SF
164 SF605 20250729 5970.0 6254.0 ... 3220.10 6110.0 6034.0 SF
165 SF606 20250729 5944.0 6184.0 ... 568.62 6050.0 6026.0 SF
166 SF607 20250729 6118.0 6278.0 ... 354.72 6170.0 6154.0 SF
167 SH508 20250729 2534.0 2560.0 ... 4796.26 2542.0 2527.0 SH
168 SH509 20250729 2609.0 2649.0 ... 4131360.89 2610.0 2584.0 SH
169 SH510 20250729 2658.0 2690.0 ... 320462.33 2656.0 2644.0 SH
170 SH511 20250729 2634.0 2663.0 ... 209835.16 2633.0 2625.0 SH
171 SH512 20250729 2648.0 2669.0 ... 32395.63 2647.0 2643.0 SH
172 SH601 20250729 2641.0 2660.0 ... 545286.92 2638.0 2636.0 SH
173 SH602 20250729 2663.0 2674.0 ... 1629.01 2662.0 2655.0 SH
174 SH603 20250729 2651.0 2682.0 ... 575.00 2662.0 2655.0 SH
175 SH604 20250729 2687.0 2719.0 ... 388.55 2698.0 2694.0 SH
176 SH605 20250729 2698.0 2724.0 ... 8881.56 2706.0 2699.0 SH
177 SH606 20250729 2698.0 2717.0 ... 40.55 2703.0 2699.0 SH
178 SH607 20250729 0.0 0.0 ... 0.00 2697.0 2692.0 SH
179 SM508 20250729 5990.0 6238.0 ... 3853.51 6146.0 6048.0 SM
180 SM509 20250729 6030.0 6250.0 ... 3098528.80 6142.0 6044.0 SM
181 SM510 20250729 6050.0 6252.0 ... 134617.72 6144.0 6074.0 SM
182 SM511 20250729 6116.0 6320.0 ... 228793.31 6210.0 6138.0 SM
183 SM512 20250729 6114.0 6326.0 ... 81334.66 6222.0 6162.0 SM
184 SM601 20250729 6106.0 6318.0 ... 646675.29 6214.0 6124.0 SM
185 SM602 20250729 6108.0 6322.0 ... 3007.70 6222.0 6196.0 SM
186 SM603 20250729 6098.0 6322.0 ... 2101.51 6190.0 6174.0 SM
187 SM604 20250729 6116.0 6314.0 ... 462.88 6214.0 6178.0 SM
188 SM605 20250729 6156.0 6346.0 ... 6478.37 6236.0 6150.0 SM
189 SM606 20250729 6150.0 6324.0 ... 193.75 6250.0 6188.0 SM
190 SM607 20250729 6140.0 6346.0 ... 143.88 6256.0 6206.0 SM
191 SR509 20250729 5840.0 5870.0 ... 937069.00 5858.0 5857.0 SR
192 SR511 20250729 5744.0 5777.0 ... 99075.06 5763.0 5752.0 SR
193 SR601 20250729 5700.0 5734.0 ... 404096.25 5718.0 5693.0 SR
194 SR603 20250729 5663.0 5702.0 ... 5204.43 5682.0 5663.0 SR
195 SR605 20250729 5641.0 5671.0 ... 25172.20 5653.0 5640.0 SR
196 SR607 20250729 5635.0 5662.0 ... 829.69 5644.0 5631.0 SR
197 TA508 20250729 4810.0 4842.0 ... 12365.01 4820.0 4826.0 TA
198 TA509 20250729 4832.0 4856.0 ... 1306349.86 4836.0 4852.0 TA
199 TA510 20250729 4836.0 4858.0 ... 41212.23 4838.0 4852.0 TA
200 TA511 20250729 4836.0 4858.0 ... 30593.14 4836.0 4860.0 TA
201 TA512 20250729 4826.0 4854.0 ... 16545.89 4832.0 4850.0 TA
202 TA601 20250729 4824.0 4852.0 ... 428283.62 4832.0 4844.0 TA
203 TA602 20250729 4844.0 4844.0 ... 202.59 4824.0 4800.0 TA
204 TA603 20250729 4840.0 4844.0 ... 243.52 4822.0 4818.0 TA
205 TA604 20250729 4838.0 4838.0 ... 24.09 4818.0 4810.0 TA
206 TA605 20250729 4832.0 4860.0 ... 3636.69 4842.0 4854.0 TA
207 TA606 20250729 4858.0 4858.0 ... 4.86 4858.0 4822.0 TA
208 TA607 20250729 4856.0 4870.0 ... 12.16 4864.0 4846.0 TA
209 UR508 20250729 1727.0 1745.0 ... 1233.99 1738.0 1735.0 UR
210 UR509 20250729 1730.0 1754.0 ... 527502.26 1739.0 1745.0 UR
211 UR510 20250729 1730.0 1753.0 ... 18753.49 1743.0 1747.0 UR
212 UR511 20250729 1759.0 1779.0 ... 16455.87 1768.0 1771.0 UR
213 UR512 20250729 1749.0 1770.0 ... 246.50 1761.0 1766.0 UR
214 UR601 20250729 1750.0 1774.0 ... 152665.75 1760.0 1763.0 UR
215 UR602 20250729 1750.0 1768.0 ... 491.76 1756.0 1754.0 UR
216 UR603 20250729 1771.0 1793.0 ... 121.19 1782.0 1779.0 UR
217 UR604 20250729 1777.0 1788.0 ... 64.14 1782.0 1781.0 UR
218 UR605 20250729 1776.0 1799.0 ... 4537.52 1786.0 1782.0 UR
219 UR606 20250729 1774.0 1791.0 ... 274.38 1782.0 1778.0 UR
220 UR607 20250729 1787.0 1800.0 ... 42.98 1791.0 1787.0 UR
221 WH509 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:14,740 - future_1d - INFO - ak.get_czce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 SC2508 20250729 541.4 ... 540.2 532.6 SC
1 SC2509 20250729 510.3 ... 514.7 505.5 SC
2 SC2510 20250729 504.5 ... 507.8 500.1 SC
3 SC2511 20250729 500.2 ... 503.8 495.6 SC
4 SC2512 20250729 496 ... 500.5 492.9 SC
5 SC2601 20250729 494.8 ... 497.5 489.6 SC
6 SC2602 20250729 490 ... 495.1 487.7 SC
7 SC2603 20250729 487.9 ... 492.1 486.9 SC
8 SC2604 20250729 486.4 ... 490.9 483.6 SC
9 SC2605 20250729 488 ... 487.9 486.3 SC
10 SC2606 20250729 484.6 ... 488.5 482.3 SC
11 SC2607 20250729 480 ... 482.7 478.5 SC
12 SC2609 20250729 ... 483.2 474.9 SC
13 SC2612 20250729 479 ... 478.7 472.6 SC
14 SC2703 20250729 ... 473 473 SC
15 SC2706 20250729 474.6 ... 474.6 469.4 SC
16 SC2709 20250729 ... 470.9 467.5 SC
17 SC2712 20250729 474.9 ... 474.9 468.4 SC
18 SC2803 20250729 ... 466.3 466.3 SC
19 SC2806 20250729 468.2 ... 467.7 463.5 SC
21 LU2508 20250729 3498 ... 3498 3455 LU
22 LU2509 20250729 3571 ... 3615 3547 LU
23 LU2510 20250729 3570 ... 3620 3548 LU
24 LU2511 20250729 3555 ... 3608 3528 LU
25 LU2512 20250729 3533 ... 3574 3511 LU
26 LU2601 20250729 3505 ... 3546 3498 LU
27 LU2602 20250729 3526 ... 3530 3472 LU
28 LU2603 20250729 3487 ... 3512 3468 LU
29 LU2604 20250729 3485 ... 3507 3461 LU
30 LU2605 20250729 3484 ... 3504 3452 LU
31 LU2606 20250729 3465 ... 3492 3457 LU
32 LU2607 20250729 3465 ... 3483 3453 LU
34 NR2508 20250729 12740 ... 12605 12990 NR
35 NR2509 20250729 12810 ... 12665 12985 NR
36 NR2510 20250729 12800 ... 12665 12955 NR
37 NR2511 20250729 12800 ... 12665 12930 NR
38 NR2512 20250729 12845 ... 12665 13005 NR
39 NR2601 20250729 12865 ... 12750 13010 NR
40 NR2602 20250729 12840 ... 12840 13210 NR
41 NR2603 20250729 12645 ... 12665 13065 NR
42 NR2604 20250729 12725 ... 12760 13145 NR
43 NR2605 20250729 12925 ... 12790 12995 NR
44 NR2606 20250729 ... 13050 13140 NR
45 NR2607 20250729 ... 13020 13140 NR
47 BC2508 20250729 70290 ... 70050 70080 BC
48 BC2509 20250729 70250 ... 70130 70160 BC
49 BC2510 20250729 70400 ... 70180 70240 BC
50 BC2511 20250729 ... 69850 69850 BC
51 BC2512 20250729 70540 ... 70400 70620 BC
52 BC2601 20250729 ... 70020 70020 BC
53 BC2602 20250729 ... 70000 70000 BC
54 BC2603 20250729 ... 70000 70000 BC
55 BC2604 20250729 ... 70000 70000 BC
56 BC2605 20250729 ... 70000 70000 BC
57 BC2606 20250729 ... 69340 69340 BC
58 BC2607 20250729 ... 68670 68670 BC
60 EC2508 20250729 1858 ... 2105.6 2188.7 EC
61 EC2510 20250729 1486 ... 1475.4 1486.3 EC
62 EC2512 20250729 1760 ... 1734.5 1722.3 EC
63 EC2602 20250729 1545 ... 1522.7 1528.7 EC
64 EC2604 20250729 1369.9 ... 1366.2 1363 EC
65 EC2606 20250729 1503.8 ... 1501.8 1490.7 EC
68 SC_TAS2509 20250729 ... SC_TAS
69 SC_TAS2510 20250729 ... SC_TAS
70 SC_TAS2511 20250729 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:19:14,810 - future_1d - INFO - ak.get_ine_daily('2025-07-29') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250729 ... 78920 78950 CU
1 1 CU2509 20250729 ... 78980 78980 CU
2 2 CU2510 20250729 ... 78990 79000 CU
3 3 CU2511 20250729 ... 78940 78970 CU
4 4 CU2512 20250729 ... 78890 78950 CU
5 5 CU2601 20250729 ... 78830 78900 CU
6 6 CU2602 20250729 ... 78750 78870 CU
7 7 CU2603 20250729 ... 78710 78880 CU
8 8 CU2604 20250729 ... 78750 78870 CU
9 9 CU2605 20250729 ... 78800 78900 CU
10 10 CU2606 20250729 ... 78790 78920 CU
11 11 CU2607 20250729 ... 78810 78890 CU
12 12 BC2508 20250729 ... 70050 70080 BC
13 13 BC2509 20250729 ... 70130 70160 BC
14 14 BC2510 20250729 ... 70180 70240 BC
15 15 BC2511 20250729 ... 69850 69850 BC
16 16 BC2512 20250729 ... 70400 70620 BC
17 17 BC2601 20250729 ... 70020 70020 BC
18 18 BC2602 20250729 ... 70000 70000 BC
19 19 BC2603 20250729 ... 70000 70000 BC
20 20 BC2604 20250729 ... 70000 70000 BC
21 21 BC2605 20250729 ... 70000 70000 BC
22 22 BC2606 20250729 ... 69340 69340 BC
23 23 BC2607 20250729 ... 68670 68670 BC
24 24 AL2508 20250729 ... 20650 20660 AL
25 25 AL2509 20250729 ... 20625 20650 AL
26 26 AL2510 20250729 ... 20590 20615 AL
27 27 AL2511 20250729 ... 20540 20550 AL
28 28 AL2512 20250729 ... 20480 20500 AL
29 29 AL2601 20250729 ... 20450 20475 AL
30 30 AL2602 20250729 ... 20460 20460 AL
31 31 AL2603 20250729 ... 20475 20470 AL
32 32 AL2604 20250729 ... 20490 20485 AL
33 33 AL2605 20250729 ... 20490 20510 AL
34 34 AL2606 20250729 ... 20515 20530 AL
35 35 AL2607 20250729 ... 20525 20510 AL
36 36 ZN2508 20250729 ... 22625 22680 ZN
37 37 ZN2509 20250729 ... 22660 22735 ZN
38 38 ZN2510 20250729 ... 22665 22740 ZN
39 39 ZN2511 20250729 ... 22650 22700 ZN
40 40 ZN2512 20250729 ... 22600 22670 ZN
41 41 ZN2601 20250729 ... 22555 22615 ZN
42 42 ZN2602 20250729 ... 22545 22590 ZN
43 43 ZN2603 20250729 ... 22495 22640 ZN
44 44 ZN2604 20250729 ... 22590 22630 ZN
45 45 ZN2605 20250729 ... 22595 22625 ZN
46 46 ZN2606 20250729 ... 22550 22610 ZN
47 47 ZN2607 20250729 ... 22525 22620 ZN
48 48 PB2508 20250729 ... 16920 16920 PB
49 49 PB2509 20250729 ... 16945 16940 PB
50 50 PB2510 20250729 ... 16965 16960 PB
51 51 PB2511 20250729 ... 16990 16960 PB
52 52 PB2512 20250729 ... 17010 17035 PB
53 53 PB2601 20250729 ... 17000 17035 PB
54 54 PB2602 20250729 ... 17090 17110 PB
55 55 PB2603 20250729 ... 17110 17110 PB
56 56 PB2604 20250729 ... 17095 17095 PB
57 57 PB2605 20250729 ... 17150 17140 PB
58 58 PB2606 20250729 ... 17100 17130 PB
59 59 PB2607 20250729 ... 17160 17085 PB
60 60 NI2508 20250729 ... 121700 122680 NI
61 61 NI2509 20250729 ... 121900 122840 NI
62 62 NI2510 20250729 ... 121990 122980 NI
63 63 NI2511 20250729 ... 122240 122970 NI
64 64 NI2512 20250729 ... 122430 123360 NI
65 65 NI2601 20250729 ... 122690 123530 NI
66 66 NI2602 20250729 ... 122770 123230 NI
67 67 NI2603 20250729 ... 123040 123880 NI
68 68 NI2604 20250729 ... 123060 124170 NI
69 69 NI2605 20250729 ... 123420 123520 NI
70 70 NI2606 20250729 ... 123670 124880 NI
71 71 NI2607 20250729 ... 123840 123630 NI
72 72 SN2508 20250729 ... 267300 268550 SN
73 73 SN2509 20250729 ... 267360 268690 SN
74 74 SN2510 20250729 ... 267290 268660 SN
75 75 SN2511 20250729 ... 267050 268390 SN
76 76 SN2512 20250729 ... 267110 268070 SN
77 77 SN2601 20250729 ... 267390 267800 SN
78 78 SN2602 20250729 ... 267150 267920 SN
79 79 SN2603 20250729 ... 267340 267640 SN
80 80 SN2604 20250729 ... 267850 269110 SN
81 81 SN2605 20250729 ... 267880 268890 SN
82 82 SN2606 20250729 ... 267960 269600 SN
83 83 SN2607 20250729 ... 268480 269320 SN
84 84 AO2508 20250729 ... 3274 3323 AO
85 85 AO2509 20250729 ... 3272 3274 AO
86 86 AO2510 20250729 ... 3255 3268 AO
87 87 AO2511 20250729 ... 3253 3264 AO
88 88 AO2512 20250729 ... 3249 3262 AO
89 89 AO2601 20250729 ... 3246 3266 AO
90 90 AO2602 20250729 ... 3237 3248 AO
91 91 AO2603 20250729 ... 3237 3252 AO
92 92 AO2604 20250729 ... 3235 3249 AO
93 93 AO2605 20250729 ... 3233 3244 AO
94 94 AO2606 20250729 ... 3228 3221 AO
95 95 AO2607 20250729 ... 3226 3236 AO
96 96 AD2511 20250729 ... 20040 20035 AD
97 97 AD2512 20250729 ... 20020 19995 AD
98 98 AD2601 20250729 ... 19955 19930 AD
99 99 AD2602 20250729 ... 19930 20010 AD
100 100 AD2603 20250729 ... 19880 20135 AD
101 101 AD2604 20250729 ... 19890 19935 AD
102 102 AD2605 20250729 ... 19960 19960 AD
103 103 AD2606 20250729 ... 19695 19695 AD
104 104 AD2607 20250729 ... 19790 19790 AD
105 105 AU2508 20250729 ... 768 770.94 AU
106 106 AU2509 20250729 ... 768.88 771.72 AU
107 107 AU2510 20250729 ... 770.56 773.26 AU
108 108 AU2512 20250729 ... 772.84 775.48 AU
109 109 AU2602 20250729 ... 774.98 777.74 AU
110 110 AU2604 20250729 ... 777.02 779.86 AU
111 111 AU2606 20250729 ... 779.48 782.78 AU
112 112 AU2608 20250729 ... 781.96 784.34 AU
113 113 AG2508 20250729 ... 9168 9212 AG
114 114 AG2509 20250729 ... 9176 9211 AG
115 115 AG2510 20250729 ... 9192 9225 AG
116 116 AG2511 20250729 ... 9201 9236 AG
117 117 AG2512 20250729 ... 9213 9246 AG
118 118 AG2601 20250729 ... 9222 9263 AG
119 119 AG2602 20250729 ... 9238 9270 AG
120 120 AG2603 20250729 ... 9245 9291 AG
121 121 AG2604 20250729 ... 9254 9294 AG
122 122 AG2605 20250729 ... 9269 9305 AG
123 123 AG2606 20250729 ... 9284 9313 AG
124 124 AG2607 20250729 ... 9296 9335 AG
125 125 RB2508 20250729 ... 3217 3227 RB
126 126 RB2509 20250729 ... 3236 3260 RB
127 127 RB2510 20250729 ... 3301 3282 RB
128 128 RB2511 20250729 ... 3295 3291 RB
129 129 RB2512 20250729 ... 3322 3316 RB
130 130 RB2601 20250729 ... 3338 3326 RB
131 131 RB2602 20250729 ... 3333 3311 RB
132 132 RB2603 20250729 ... 3334 3333 RB
133 133 RB2604 20250729 ... 3361 3337 RB
134 134 RB2605 20250729 ... 3365 3351 RB
135 135 RB2606 20250729 ... 3346 3343 RB
136 136 RB2607 20250729 ... 3352 3350 RB
137 137 WR2508 20250729 ... 3212 3212 WR
138 138 WR2509 20250729 ... 3335 3335 WR
139 139 WR2510 20250729 ... 3516 3473 WR
140 140 WR2511 20250729 ... 3490 3506 WR
141 141 WR2512 20250729 ... 3532 3532 WR
142 142 WR2601 20250729 ... 3550 3495 WR
143 143 WR2602 20250729 ... 3570 3570 WR
144 144 WR2603 20250729 ... 3565 3565 WR
145 145 WR2604 20250729 ... 3559 3559 WR
146 146 WR2605 20250729 ... 3616 3616 WR
147 147 WR2606 20250729 ... 3600 3600 WR
148 148 WR2607 20250729 ... 3635 3635 WR
149 149 HC2508 20250729 ... 3468 3396 HC
150 150 HC2509 20250729 ... 3432 3482 HC
151 151 HC2510 20250729 ... 3455 3434 HC
152 152 HC2511 20250729 ... 3451 3438 HC
153 153 HC2512 20250729 ... 3469 3439 HC
154 154 HC2601 20250729 ... 3467 3442 HC
155 155 HC2602 20250729 ... 3429 3433 HC
156 156 HC2603 20250729 ... 3447 3438 HC
157 157 HC2604 20250729 ... 3451 3453 HC
158 158 HC2605 20250729 ... 3456 3449 HC
159 159 HC2606 20250729 ... 3471 3467 HC
160 160 HC2607 20250729 ... 3490 3442 HC
161 161 SS2508 20250729 ... 12885 12925 SS
162 162 SS2509 20250729 ... 12880 12935 SS
163 163 SS2510 20250729 ... 12920 12970 SS
164 164 SS2511 20250729 ... 12970 13020 SS
165 165 SS2512 20250729 ... 12995 13040 SS
166 166 SS2601 20250729 ... 13020 13090 SS
167 167 SS2602 20250729 ... 13065 13080 SS
168 168 SS2603 20250729 ... 13125 13110 SS
169 169 SS2604 20250729 ... 13215 13215 SS
170 170 SS2605 20250729 ... 13225 13240 SS
171 171 SS2606 20250729 ... 13235 13255 SS
172 172 SS2607 20250729 ... 13275 13315 SS
173 173 SC2508 20250729 ... 540.2 532.6 SC
174 174 SC2509 20250729 ... 514.7 505.5 SC
175 175 SC2510 20250729 ... 507.8 500.1 SC
176 176 SC2511 20250729 ... 503.8 495.6 SC
177 177 SC2512 20250729 ... 500.5 492.9 SC
178 178 SC2601 20250729 ... 497.5 489.6 SC
179 179 SC2602 20250729 ... 495.1 487.7 SC
180 180 SC2603 20250729 ... 492.1 486.9 SC
181 181 SC2604 20250729 ... 490.9 483.6 SC
182 182 SC2605 20250729 ... 487.9 486.3 SC
183 183 SC2606 20250729 ... 488.5 482.3 SC
184 184 SC2607 20250729 ... 482.7 478.5 SC
185 185 SC2609 20250729 ... 483.2 474.9 SC
186 186 SC2612 20250729 ... 478.7 472.6 SC
187 187 SC2703 20250729 ... 473 473 SC
188 188 SC2706 20250729 ... 474.6 469.4 SC
189 189 SC2709 20250729 ... 470.9 467.5 SC
190 190 SC2712 20250729 ... 474.9 468.4 SC
191 191 SC2803 20250729 ... 466.3 466.3 SC
192 192 SC2806 20250729 ... 467.7 463.5 SC
193 193 LU2508 20250729 ... 3498 3455 LU
194 194 LU2509 20250729 ... 3615 3547 LU
195 195 LU2510 20250729 ... 3620 3548 LU
196 196 LU2511 20250729 ... 3608 3528 LU
197 197 LU2512 20250729 ... 3574 3511 LU
198 198 LU2601 20250729 ... 3546 3498 LU
199 199 LU2602 20250729 ... 3530 3472 LU
200 200 LU2603 20250729 ... 3512 3468 LU
201 201 LU2604 20250729 ... 3507 3461 LU
202 202 LU2605 20250729 ... 3504 3452 LU
203 203 LU2606 20250729 ... 3492 3457 LU
204 204 LU2607 20250729 ... 3483 3453 LU
205 205 FU2508 20250729 ... 2883 2883 FU
206 206 FU2509 20250729 ... 2913 2860 FU
207 207 FU2510 20250729 ... 2917 2874 FU
208 208 FU2511 20250729 ... 2922 2879 FU
209 209 FU2512 20250729 ... 2915 2876 FU
210 210 FU2601 20250729 ... 2913 2876 FU
211 211 FU2602 20250729 ... 2901 2862 FU
212 212 FU2603 20250729 ... 2891 2857 FU
213 213 FU2604 20250729 ... 2877 2849 FU
214 214 FU2605 20250729 ... 2865 2839 FU
215 215 FU2606 20250729 ... 2857 2830 FU
216 216 FU2607 20250729 ... 2832 2808 FU
217 217 BU2508 20250729 ... 3640 3618 BU
218 218 BU2509 20250729 ... 3614 3591 BU
219 219 BU2510 20250729 ... 3592 3560 BU
220 220 BU2511 20250729 ... 3548 3521 BU
221 221 BU2512 20250729 ... 3480 3451 BU
222 222 BU2601 20250729 ... 3450 3421 BU
223 223 BU2602 20250729 ... 3427 3423 BU
224 224 BU2603 20250729 ... 3431 3405 BU
225 225 BU2604 20250729 ... 3421 3390 BU
226 226 BU2605 20250729 ... 3417 3405 BU
227 227 BU2606 20250729 ... 3411 3391 BU
228 228 BU2607 20250729 ... 3395 3395 BU
229 229 BU2609 20250729 ... 3398 3385 BU
230 230 BU2612 20250729 ... 3350 3342 BU
231 231 BU2703 20250729 ... 3352 3342 BU
232 232 BU2706 20250729 ... 3353 3333 BU
233 233 BR2508 20250729 ... 11845 12130 BR
234 234 BR2509 20250729 ... 11855 12125 BR
235 235 BR2510 20250729 ... 11815 12095 BR
236 236 BR2511 20250729 ... 11795 12030 BR
237 237 BR2512 20250729 ... 11855 12060 BR
238 238 BR2601 20250729 ... 11860 12050 BR
239 239 BR2602 20250729 ... 11820 11995 BR
240 240 BR2603 20250729 ... 11880 11990 BR
241 241 BR2604 20250729 ... 11820 12055 BR
242 242 BR2605 20250729 ... 11800 12085 BR
243 243 BR2606 20250729 ... 11820 12090 BR
244 244 BR2607 20250729 ... 11890 12230 BR
245 245 RU2508 20250729 ... 14940 15315 RU
246 246 RU2509 20250729 ... 14975 15240 RU
247 247 RU2510 20250729 ... 14955 15230 RU
248 248 RU2511 20250729 ... 14930 15160 RU
249 249 RU2601 20250729 ... 15750 16005 RU
250 250 RU2603 20250729 ... 15810 15990 RU
251 251 RU2604 20250729 ... 15800 16115 RU
252 252 RU2605 20250729 ... 15880 16150 RU
253 253 RU2606 20250729 ... 15890 16290 RU
254 254 RU2607 20250729 ... 15985 16135 RU
255 255 NR2508 20250729 ... 12605 12990 NR
256 256 NR2509 20250729 ... 12665 12985 NR
257 257 NR2510 20250729 ... 12665 12955 NR
258 258 NR2511 20250729 ... 12665 12930 NR
259 259 NR2512 20250729 ... 12665 13005 NR
260 260 NR2601 20250729 ... 12750 13010 NR
261 261 NR2602 20250729 ... 12840 13210 NR
262 262 NR2603 20250729 ... 12665 13065 NR
263 263 NR2604 20250729 ... 12760 13145 NR
264 264 NR2605 20250729 ... 12790 12995 NR
265 265 NR2606 20250729 ... 13050 13140 NR
266 266 NR2607 20250729 ... 13020 13140 NR
267 267 SP2508 20250729 ... 5352 5400 SP
268 268 SP2509 20250729 ... 5384 5422 SP
269 269 SP2510 20250729 ... 5344 5352 SP
270 270 SP2511 20250729 ... 5352 5350 SP
271 271 SP2512 20250729 ... 5328 5330 SP
272 272 SP2601 20250729 ... 5528 5522 SP
273 273 SP2602 20250729 ... 5438 5442 SP
274 274 SP2603 20250729 ... 5430 5428 SP
275 275 SP2604 20250729 ... 5420 5422 SP
276 276 SP2605 20250729 ... 5402 5406 SP
277 277 SP2606 20250729 ... 5402 5402 SP
278 278 SP2607 20250729 ... 5414 5404 SP
279 279 EC2508 20250729 ... 2105.6 2188.7 EC
280 280 EC2510 20250729 ... 1475.4 1486.3 EC
281 281 EC2512 20250729 ... 1734.5 1722.3 EC
282 282 EC2602 20250729 ... 1522.7 1528.7 EC
283 283 EC2604 20250729 ... 1366.2 1363 EC
284 284 EC2606 20250729 ... 1501.8 1490.7 EC
285 285 SC_TAS2509 20250729 ... SC_TAS
286 286 SC_TAS2510 20250729 ... SC_TAS
287 287 SC_TAS2511 20250729 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:14,953 - future_1d - INFO - ak.get_shfe_daily('2025-07-29') done
2025-08-03 14:19:16,689 - future_1d - INFO - save future_daily 2025-07-29 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250730 6298.000 ... 6266.200 6298.000 IC
1 IC2509 20250730 6261.000 ... 6209.800 6241.600 IC
2 IC2512 20250730 6105.000 ... 6073.800 6101.200 IC
3 IC2603 20250730 5975.800 ... 5947.800 5973.800 IC
4 IF2508 20250730 4141.800 ... 4140.000 4145.400 IF
5 IF2509 20250730 4131.400 ... 4130.200 4134.600 IF
6 IF2512 20250730 4102.000 ... 4097.800 4102.000 IF
7 IF2603 20250730 4074.000 ... 4066.200 4069.000 IF
8 IH2508 20250730 2809.600 ... 2817.400 2812.400 IH
9 IH2509 20250730 2812.000 ... 2817.600 2812.200 IH
10 IH2512 20250730 2812.800 ... 2817.600 2813.800 IH
11 IH2603 20250730 2811.600 ... 2818.000 2814.200 IH
12 IM2508 20250730 6707.200 ... 6665.800 6705.400 IM
13 IM2509 20250730 6640.000 ... 6596.200 6633.000 IM
14 IM2512 20250730 6453.000 ... 6412.200 6443.200 IM
15 IM2603 20250730 6289.000 ... 6243.600 6277.000 IM
16 T2509 20250730 108.200 ... 108.305 108.140 T
17 T2512 20250730 108.160 ... 108.245 108.120 T
18 T2603 20250730 108.170 ... 108.205 108.100 T
19 TF2509 20250730 105.600 ... 105.640 105.550 TF
20 TF2512 20250730 105.640 ... 105.685 105.610 TF
21 TF2603 20250730 105.685 ... 105.735 105.660 TF
22 TL2509 20250730 118.000 ... 118.440 117.890 TL
23 TL2512 20250730 117.620 ... 118.010 117.550 TL
24 TL2603 20250730 117.400 ... 117.700 117.320 TL
25 TS2509 20250730 102.310 ... 102.342 102.302 TS
26 TS2512 20250730 102.370 ... 102.388 102.372 TS
27 TS2603 20250730 102.462 ... 102.452 102.454 TS
[28 rows x 12 columns]
2025-08-03 14:19:25,731 - future_1d - INFO - ak.get_cffex_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 a2509 20250730 4145.00 ... 4152.00 4136.00 A
1 a2511 20250730 4120.00 ... 4138.00 4105.00 A
2 a2601 20250730 4105.00 ... 4125.00 4090.00 A
3 a2603 20250730 4098.00 ... 4116.00 4080.00 A
4 a2605 20250730 4130.00 ... 4149.00 4119.00 A
5 a2607 20250730 4133.00 ... 4149.00 4117.00 A
6 b2508 20250730 3521.00 ... 3550.00 3521.00 B
7 b2509 20250730 3640.00 ... 3663.00 3621.00 B
8 b2510 20250730 3678.00 ... 3701.00 3669.00 B
9 b2511 20250730 3710.00 ... 3726.00 3695.00 B
10 b2512 20250730 3733.00 ... 3751.00 3720.00 B
11 b2601 20250730 3724.00 ... 3740.00 3714.00 B
12 b2602 20250730 3703.00 ... 3707.00 3684.00 B
13 b2603 20250730 3611.00 ... 3623.00 3603.00 B
14 b2604 20250730 3512.00 ... 3515.00 3500.00 B
15 b2605 20250730 3443.00 ... 3444.00 3438.00 B
16 b2606 20250730 3425.00 ... 3427.00 3421.00 B
17 b2607 20250730 3416.00 ... 3423.00 3414.00 B
18 bb2509 20250730 148.45 ... 144.50 147.60 BB
19 bb2511 20250730 151.50 ... 150.25 152.40 BB
20 bb2601 20250730 150.85 ... 149.60 150.25 BB
21 bb2603 20250730 0.00 ... 141.85 142.45 BB
22 bb2605 20250730 0.00 ... 141.90 142.50 BB
23 bb2607 20250730 0.00 ... 141.90 142.50 BB
24 bz2603 20250730 6295.00 ... 6304.00 6283.00 BZ
25 bz2604 20250730 6262.00 ... 6252.00 6228.00 BZ
26 bz2605 20250730 6269.00 ... 6261.00 6220.00 BZ
27 bz2606 20250730 6272.00 ... 6258.00 6244.00 BZ
28 bz2607 20250730 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250730 2303.00 ... 2310.00 2306.00 C
30 c2511 20250730 2243.00 ... 2242.00 2242.00 C
31 c2601 20250730 2215.00 ... 2218.00 2217.00 C
32 c2603 20250730 2216.00 ... 2217.00 2219.00 C
33 c2605 20250730 2262.00 ... 2264.00 2263.00 C
34 c2607 20250730 2276.00 ... 2279.00 2277.00 C
35 cs2509 20250730 2666.00 ... 2677.00 2671.00 CS
36 cs2511 20250730 2584.00 ... 2590.00 2584.00 CS
37 cs2601 20250730 2597.00 ... 2598.00 2599.00 CS
38 cs2603 20250730 2597.00 ... 2594.00 2600.00 CS
39 cs2605 20250730 2634.00 ... 2636.00 2641.00 CS
40 cs2607 20250730 2650.00 ... 2653.00 2653.00 CS
41 eb2508 20250730 7347.00 ... 7365.00 7347.00 EB
42 eb2509 20250730 7377.00 ... 7404.00 7359.00 EB
43 eb2510 20250730 7408.00 ... 7427.00 7374.00 EB
44 eb2511 20250730 7407.00 ... 7433.00 7381.00 EB
45 eb2512 20250730 7425.00 ... 7447.00 7392.00 EB
46 eb2601 20250730 7421.00 ... 7471.00 7412.00 EB
47 eb2602 20250730 7460.00 ... 7466.00 7417.00 EB
48 eb2603 20250730 7457.00 ... 7452.00 7412.00 EB
49 eb2604 20250730 7468.00 ... 7450.00 7432.00 EB
50 eb2605 20250730 7468.00 ... 7468.00 7437.00 EB
51 eb2606 20250730 7498.00 ... 7473.00 7446.00 EB
52 eb2607 20250730 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250730 4417.00 ... 4420.00 4417.00 EG
54 eg2509 20250730 4467.00 ... 4465.00 4450.00 EG
55 eg2510 20250730 4461.00 ... 4467.00 4449.00 EG
56 eg2511 20250730 4476.00 ... 4484.00 4459.00 EG
57 eg2512 20250730 4486.00 ... 4491.00 4469.00 EG
58 eg2601 20250730 4500.00 ... 4495.00 4480.00 EG
59 eg2602 20250730 4492.00 ... 4501.00 4476.00 EG
60 eg2603 20250730 4501.00 ... 4501.00 4490.00 EG
61 eg2604 20250730 0.00 ... 4497.00 4497.00 EG
62 eg2605 20250730 4517.00 ... 4519.00 4501.00 EG
63 eg2606 20250730 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250730 0.00 ... 4561.00 4561.00 EG
65 fb2508 20250730 0.00 ... 1395.00 1395.00 FB
66 fb2509 20250730 1282.00 ... 1282.50 1271.00 FB
67 fb2510 20250730 1310.00 ... 1311.50 1305.00 FB
68 fb2511 20250730 1312.00 ... 1312.00 1307.50 FB
69 fb2512 20250730 1300.50 ... 1314.50 1309.50 FB
70 fb2601 20250730 1311.00 ... 1318.00 1313.00 FB
71 fb2602 20250730 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250730 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250730 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250730 0.00 ... 1338.00 1330.50 FB
75 fb2606 20250730 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250730 1285.00 ... 1302.50 1295.00 FB
77 i2508 20250730 806.00 ... 800.50 791.50 I
78 i2509 20250730 798.00 ... 798.00 792.50 I
79 i2510 20250730 790.50 ... 795.00 786.50 I
80 i2511 20250730 787.00 ... 788.00 780.00 I
81 i2512 20250730 780.50 ... 782.50 773.00 I
82 i2601 20250730 772.00 ... 774.00 764.50 I
83 i2602 20250730 769.00 ... 769.00 760.00 I
84 i2603 20250730 763.50 ... 765.00 755.50 I
85 i2604 20250730 764.50 ... 762.50 752.00 I
86 i2605 20250730 750.50 ... 753.00 743.50 I
87 i2606 20250730 745.50 ... 748.50 737.50 I
88 i2607 20250730 741.00 ... 743.00 733.50 I
89 j2508 20250730 0.00 ... 1557.00 1557.00 J
90 j2509 20250730 1640.50 ... 1684.00 1612.00 J
91 j2510 20250730 1653.00 ... 1695.00 1632.00 J
92 j2511 20250730 1714.00 ... 1721.00 1655.00 J
93 j2512 20250730 1742.00 ... 1735.50 1644.00 J
94 j2601 20250730 1695.00 ... 1743.50 1664.50 J
95 j2602 20250730 1714.50 ... 1739.00 1727.00 J
96 j2603 20250730 1736.00 ... 1736.00 1733.00 J
97 j2604 20250730 1763.00 ... 1786.50 1724.50 J
98 j2605 20250730 1774.50 ... 1794.50 1717.50 J
99 j2606 20250730 1795.50 ... 1818.50 1714.50 J
100 j2607 20250730 1846.50 ... 1846.50 1780.50 J
101 jd2508 20250730 3340.00 ... 3304.00 3347.00 JD
102 jd2509 20250730 3578.00 ... 3574.00 3570.00 JD
103 jd2510 20250730 3385.00 ... 3364.00 3386.00 JD
104 jd2511 20250730 3413.00 ... 3399.00 3413.00 JD
105 jd2512 20250730 3555.00 ... 3541.00 3552.00 JD
106 jd2601 20250730 3640.00 ... 3638.00 3640.00 JD
107 jd2602 20250730 3218.00 ... 3209.00 3210.00 JD
108 jd2603 20250730 3217.00 ... 3213.00 3210.00 JD
109 jd2604 20250730 3372.00 ... 3370.00 3365.00 JD
110 jd2605 20250730 3477.00 ... 3479.00 3471.00 JD
111 jd2606 20250730 3303.00 ... 3300.00 3290.00 JD
112 jd2607 20250730 3507.00 ... 3513.00 3500.00 JD
113 jm2508 20250730 952.50 ... 971.00 956.00 JM
114 jm2509 20250730 1121.00 ... 1136.00 1087.50 JM
115 jm2510 20250730 1150.00 ... 1158.00 1106.00 JM
116 jm2511 20250730 1165.00 ... 1177.00 1119.50 JM
117 jm2512 20250730 1181.50 ... 1199.00 1140.00 JM
118 jm2601 20250730 1218.00 ... 1233.50 1164.00 JM
119 jm2602 20250730 1238.50 ... 1242.50 1161.50 JM
120 jm2603 20250730 1251.00 ... 1247.50 1167.50 JM
121 jm2604 20250730 1253.00 ... 1250.50 1166.50 JM
122 jm2605 20250730 1257.50 ... 1264.50 1181.50 JM
123 jm2606 20250730 1264.00 ... 1259.00 1184.00 JM
124 jm2607 20250730 1260.00 ... 1275.00 1192.50 JM
125 l2508 20250730 7347.00 ... 7361.00 7331.00 L
126 l2509 20250730 7399.00 ... 7402.00 7369.00 L
127 l2510 20250730 7415.00 ... 7429.00 7400.00 L
128 l2511 20250730 7430.00 ... 7446.00 7415.00 L
129 l2512 20250730 7447.00 ... 7455.00 7428.00 L
130 l2601 20250730 7441.00 ... 7455.00 7427.00 L
131 l2602 20250730 7462.00 ... 7448.00 7416.00 L
132 l2603 20250730 7437.00 ... 7440.00 7410.00 L
133 l2604 20250730 7470.00 ... 7459.00 7434.00 L
134 l2605 20250730 7428.00 ... 7441.00 7415.00 L
135 l2606 20250730 7427.00 ... 7429.00 7427.00 L
136 l2607 20250730 7448.00 ... 7448.00 7439.00 L
137 lg2509 20250730 835.50 ... 829.00 830.00 LG
138 lg2511 20250730 837.00 ... 832.00 833.50 LG
139 lg2601 20250730 837.50 ... 833.00 835.50 LG
140 lg2603 20250730 835.00 ... 831.50 833.50 LG
141 lg2605 20250730 838.00 ... 837.50 839.00 LG
142 lg2607 20250730 0.00 ... 841.50 841.50 LG
143 lh2509 20250730 14175.00 ... 14120.00 14145.00 LH
144 lh2511 20250730 14205.00 ... 14140.00 14160.00 LH
145 lh2601 20250730 14460.00 ... 14415.00 14420.00 LH
146 lh2603 20250730 13600.00 ... 13525.00 13540.00 LH
147 lh2605 20250730 14100.00 ... 14025.00 14055.00 LH
148 lh2607 20250730 14500.00 ... 14625.00 14495.00 LH
149 m2508 20250730 2972.00 ... 2991.00 2970.00 M
150 m2509 20250730 2983.00 ... 3001.00 2974.00 M
151 m2511 20250730 3015.00 ... 3038.00 3011.00 M
152 m2512 20250730 3048.00 ... 3068.00 3048.00 M
153 m2601 20250730 3027.00 ... 3041.00 3024.00 M
154 m2603 20250730 2914.00 ... 2917.00 2912.00 M
155 m2605 20250730 2744.00 ... 2743.00 2744.00 M
156 m2607 20250730 2723.00 ... 2727.00 2730.00 M
157 p2508 20250730 8832.00 ... 8878.00 8838.00 P
158 p2509 20250730 8970.00 ... 8972.00 8926.00 P
159 p2510 20250730 8978.00 ... 8982.00 8922.00 P
160 p2511 20250730 8976.00 ... 8986.00 8942.00 P
161 p2512 20250730 8986.00 ... 8988.00 8938.00 P
162 p2601 20250730 8990.00 ... 8992.00 8924.00 P
163 p2602 20250730 8944.00 ... 8952.00 8904.00 P
164 p2603 20250730 8904.00 ... 8898.00 8848.00 P
165 p2604 20250730 8848.00 ... 8848.00 8796.00 P
166 p2605 20250730 8784.00 ... 8796.00 8720.00 P
167 p2606 20250730 8686.00 ... 8706.00 8666.00 P
168 p2607 20250730 8660.00 ... 8654.00 8624.00 P
169 pg2508 20250730 4035.00 ... 4044.00 4013.00 PG
170 pg2509 20250730 4034.00 ... 4045.00 4020.00 PG
171 pg2510 20250730 4440.00 ... 4453.00 4430.00 PG
172 pg2511 20250730 4366.00 ... 4392.00 4366.00 PG
173 pg2512 20250730 4316.00 ... 4335.00 4305.00 PG
174 pg2601 20250730 4281.00 ... 4274.00 4241.00 PG
175 pg2602 20250730 4170.00 ... 4187.00 4158.00 PG
176 pg2603 20250730 4088.00 ... 4102.00 4076.00 PG
177 pg2604 20250730 4389.00 ... 4392.00 4365.00 PG
178 pg2605 20250730 4299.00 ... 4301.00 4278.00 PG
179 pg2606 20250730 4234.00 ... 4233.00 4218.00 PG
180 pg2607 20250730 4265.00 ... 4265.00 4209.00 PG
181 pp2508 20250730 7116.00 ... 7120.00 7108.00 PP
182 pp2509 20250730 7153.00 ... 7165.00 7147.00 PP
183 pp2510 20250730 7156.00 ... 7160.00 7137.00 PP
184 pp2511 20250730 7157.00 ... 7166.00 7145.00 PP
185 pp2512 20250730 7162.00 ... 7174.00 7150.00 PP
186 pp2601 20250730 7169.00 ... 7183.00 7157.00 PP
187 pp2602 20250730 7160.00 ... 7157.00 7130.00 PP
188 pp2603 20250730 7159.00 ... 7157.00 7130.00 PP
189 pp2604 20250730 7166.00 ... 7167.00 7144.00 PP
190 pp2605 20250730 7160.00 ... 7170.00 7150.00 PP
191 pp2606 20250730 7149.00 ... 7144.00 7124.00 PP
192 pp2607 20250730 7190.00 ... 7190.00 7178.00 PP
193 rr2508 20250730 3567.00 ... 3566.00 3574.00 RR
194 rr2509 20250730 3620.00 ... 3619.00 3611.00 RR
195 rr2510 20250730 3634.00 ... 3633.00 3631.00 RR
196 rr2511 20250730 3617.00 ... 3622.00 3623.00 RR
197 rr2512 20250730 3632.00 ... 3633.00 3629.00 RR
198 rr2601 20250730 3631.00 ... 3618.00 3625.00 RR
199 rr2602 20250730 3630.00 ... 3632.00 3626.00 RR
200 rr2603 20250730 3634.00 ... 3634.00 3634.00 RR
201 rr2604 20250730 3639.00 ... 3635.00 3629.00 RR
202 rr2605 20250730 3637.00 ... 3632.00 3626.00 RR
203 rr2606 20250730 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250730 0.00 ... 3629.00 3629.00 RR
205 v2508 20250730 5137.00 ... 5164.00 5137.00 V
206 v2509 20250730 5192.00 ... 5215.00 5161.00 V
207 v2510 20250730 5220.00 ... 5251.00 5194.00 V
208 v2511 20250730 5256.00 ... 5290.00 5227.00 V
209 v2512 20250730 5289.00 ... 5323.00 5250.00 V
210 v2601 20250730 5317.00 ... 5350.00 5290.00 V
211 v2602 20250730 5340.00 ... 5372.00 5321.00 V
212 v2603 20250730 5357.00 ... 5405.00 5320.00 V
213 v2604 20250730 5602.00 ... 5611.00 5521.00 V
214 v2605 20250730 5570.00 ... 5605.00 5557.00 V
215 v2606 20250730 5640.00 ... 5635.00 5569.00 V
216 v2607 20250730 5629.00 ... 5650.00 5574.00 V
217 y2508 20250730 8280.00 ... 8266.00 8188.00 Y
218 y2509 20250730 8236.00 ... 8244.00 8174.00 Y
219 y2511 20250730 8218.00 ... 8242.00 8176.00 Y
220 y2512 20250730 8248.00 ... 8248.00 8220.00 Y
221 y2601 20250730 8200.00 ... 8202.00 8138.00 Y
222 y2603 20250730 8080.00 ... 8070.00 8014.00 Y
223 y2605 20250730 7832.00 ... 7838.00 7784.00 Y
224 y2607 20250730 7820.00 ... 7802.00 7754.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:26,181 - future_1d - INFO - ak.get_dce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 PS2508 20250730 51700.0 ... 53090.0 50080.0 PS
1 PS2509 20250730 51800.0 ... 53290.0 50250.0 PS
2 PS2510 20250730 52005.0 ... 53435.0 50390.0 PS
3 PS2511 20250730 51500.0 ... 53575.0 50350.0 PS
4 PS2512 20250730 54000.0 ... 55945.0 52625.0 PS
5 PS2601 20250730 54880.0 ... 55985.0 52410.0 PS
6 PS2602 20250730 54060.0 ... 56060.0 52050.0 PS
7 PS2603 20250730 54500.0 ... 56140.0 52370.0 PS
8 PS2604 20250730 54190.0 ... 56185.0 52520.0 PS
9 PS2605 20250730 54000.0 ... 56005.0 52415.0 PS
10 PS2606 20250730 55340.0 ... 57410.0 53795.0 PS
11 PS2607 20250730 56000.0 ... 57350.0 53835.0 PS
13 SI2508 20250730 9345.0 ... 9325.0 8995.0 SI
14 SI2509 20250730 9500.0 ... 9345.0 9085.0 SI
15 SI2510 20250730 9500.0 ... 9325.0 9050.0 SI
16 SI2511 20250730 9550.0 ... 9320.0 9005.0 SI
17 SI2512 20250730 9845.0 ... 9625.0 9270.0 SI
18 SI2601 20250730 9605.0 ... 9580.0 9265.0 SI
19 SI2602 20250730 9580.0 ... 9575.0 9265.0 SI
20 SI2603 20250730 9585.0 ... 9545.0 9200.0 SI
21 SI2604 20250730 9565.0 ... 9535.0 9235.0 SI
22 SI2605 20250730 9515.0 ... 9515.0 9185.0 SI
23 SI2606 20250730 9465.0 ... 9515.0 9165.0 SI
24 SI2607 20250730 9525.0 ... 9525.0 9180.0 SI
27 LC2508 20250730 71600.0 ... 71480.0 70040.0 LC
28 LC2509 20250730 72980.0 ... 71620.0 70300.0 LC
29 LC2510 20250730 72240.0 ... 71300.0 69900.0 LC
30 LC2511 20250730 72500.0 ... 71440.0 69800.0 LC
31 LC2512 20250730 72740.0 ... 71600.0 69960.0 LC
32 LC2601 20250730 73220.0 ... 71680.0 69980.0 LC
33 LC2602 20250730 72420.0 ... 71420.0 69740.0 LC
34 LC2603 20250730 71640.0 ... 71180.0 69400.0 LC
35 LC2604 20250730 71100.0 ... 71260.0 69740.0 LC
36 LC2605 20250730 72000.0 ... 71600.0 69820.0 LC
37 LC2606 20250730 71860.0 ... 71400.0 69400.0 LC
38 LC2607 20250730 72300.0 ... 71200.0 69480.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:26,513 - future_1d - INFO - ak.get_gfex_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 AP510 20250730 7920.0 ... 7919.0 7940.0 AP
1 AP511 20250730 7740.0 ... 7723.0 7747.0 AP
2 AP512 20250730 7780.0 ... 7760.0 7745.0 AP
3 AP601 20250730 7817.0 ... 7818.0 7823.0 AP
4 AP603 20250730 7744.0 ... 7742.0 7742.0 AP
5 AP604 20250730 7794.0 ... 7773.0 7797.0 AP
6 AP605 20250730 7862.0 ... 7845.0 7854.0 AP
7 CF509 20250730 13900.0 ... 13825.0 14020.0 CF
8 CF511 20250730 13920.0 ... 13830.0 13980.0 CF
9 CF601 20250730 14000.0 ... 13925.0 14065.0 CF
10 CF603 20250730 13950.0 ... 13900.0 14030.0 CF
11 CF605 20250730 13950.0 ... 13870.0 13990.0 CF
12 CF607 20250730 13985.0 ... 13885.0 14000.0 CF
13 CJ509 20250730 9685.0 ... 9655.0 9675.0 CJ
14 CJ512 20250730 10685.0 ... 10640.0 10590.0 CJ
15 CJ601 20250730 10820.0 ... 10785.0 10735.0 CJ
16 CJ603 20250730 10885.0 ... 10870.0 10805.0 CJ
17 CJ605 20250730 11005.0 ... 11015.0 10935.0 CJ
18 CJ607 20250730 11130.0 ... 11125.0 11040.0 CJ
19 CY508 20250730 0.0 ... 20165.0 20165.0 CY
20 CY509 20250730 19960.0 ... 19920.0 20140.0 CY
21 CY510 20250730 0.0 ... 20030.0 20030.0 CY
22 CY511 20250730 0.0 ... 19880.0 20025.0 CY
23 CY512 20250730 19730.0 ... 19715.0 19755.0 CY
24 CY601 20250730 19960.0 ... 19820.0 20055.0 CY
25 CY602 20250730 0.0 ... 20055.0 20055.0 CY
26 CY603 20250730 20565.0 ... 20330.0 20305.0 CY
27 CY604 20250730 0.0 ... 20040.0 20040.0 CY
28 CY605 20250730 20135.0 ... 20105.0 20130.0 CY
29 CY606 20250730 0.0 ... 20010.0 20010.0 CY
30 CY607 20250730 20395.0 ... 20260.0 20335.0 CY
31 FG508 20250730 1177.0 ... 1213.0 1175.0 FG
32 FG509 20250730 1187.0 ... 1217.0 1182.0 FG
33 FG510 20250730 1250.0 ... 1284.0 1241.0 FG
34 FG511 20250730 1248.0 ... 1281.0 1232.0 FG
35 FG512 20250730 1322.0 ... 1353.0 1305.0 FG
36 FG601 20250730 1315.0 ... 1346.0 1294.0 FG
37 FG602 20250730 1338.0 ... 1366.0 1320.0 FG
38 FG603 20250730 1342.0 ... 1365.0 1317.0 FG
39 FG604 20250730 1367.0 ... 1400.0 1351.0 FG
40 FG605 20250730 1366.0 ... 1404.0 1340.0 FG
41 FG606 20250730 1387.0 ... 1417.0 1351.0 FG
42 FG607 20250730 1377.0 ... 1408.0 1346.0 FG
43 JR509 20250730 0.0 ... 2662.0 2662.0 JR
44 JR511 20250730 0.0 ... 2662.0 2662.0 JR
45 JR601 20250730 0.0 ... 2662.0 2662.0 JR
46 JR603 20250730 0.0 ... 2662.0 2662.0 JR
47 JR605 20250730 0.0 ... 2662.0 2662.0 JR
48 JR607 20250730 0.0 ... 2662.0 2662.0 JR
49 LR509 20250730 0.0 ... 2360.0 2360.0 LR
50 LR511 20250730 0.0 ... 2360.0 2360.0 LR
51 LR601 20250730 0.0 ... 2360.0 2360.0 LR
52 MA508 20250730 2414.0 ... 2382.0 2378.0 MA
53 MA509 20250730 2435.0 ... 2432.0 2417.0 MA
54 MA510 20250730 2463.0 ... 2460.0 2447.0 MA
55 MA511 20250730 2480.0 ... 2483.0 2471.0 MA
56 MA512 20250730 2512.0 ... 2511.0 2497.0 MA
57 MA601 20250730 2520.0 ... 2522.0 2507.0 MA
58 MA602 20250730 2516.0 ... 2517.0 2506.0 MA
59 MA603 20250730 2514.0 ... 2510.0 2485.0 MA
60 MA604 20250730 2493.0 ... 2491.0 2467.0 MA
61 MA605 20250730 2453.0 ... 2459.0 2442.0 MA
62 MA606 20250730 2475.0 ... 2470.0 2449.0 MA
63 MA607 20250730 2456.0 ... 2453.0 2438.0 MA
64 OI509 20250730 9506.0 ... 9571.0 9464.0 OI
65 OI511 20250730 9501.0 ... 9560.0 9447.0 OI
66 OI601 20250730 9456.0 ... 9515.0 9411.0 OI
67 OI603 20250730 9418.0 ... 9446.0 9373.0 OI
68 OI605 20250730 9342.0 ... 9375.0 9321.0 OI
69 OI607 20250730 9338.0 ... 9366.0 9312.0 OI
70 PF508 20250730 6494.0 ... 6500.0 6494.0 PF
71 PF509 20250730 6514.0 ... 6528.0 6502.0 PF
72 PF510 20250730 6560.0 ... 6584.0 6552.0 PF
73 PF511 20250730 6542.0 ... 6580.0 6542.0 PF
74 PF512 20250730 6532.0 ... 6560.0 6530.0 PF
75 PF601 20250730 6538.0 ... 6570.0 6532.0 PF
76 PF602 20250730 6570.0 ... 6582.0 6532.0 PF
77 PF603 20250730 0.0 ... 6556.0 6538.0 PF
78 PF604 20250730 0.0 ... 6560.0 6532.0 PF
79 PF605 20250730 6614.0 ... 6614.0 6576.0 PF
80 PF606 20250730 6594.0 ... 6594.0 6564.0 PF
81 PF607 20250730 0.0 ... 6604.0 6592.0 PF
82 PK510 20250730 8112.0 ... 8114.0 8090.0 PK
83 PK511 20250730 8010.0 ... 7996.0 7992.0 PK
84 PK512 20250730 8018.0 ... 8010.0 7990.0 PK
85 PK601 20250730 8022.0 ... 8030.0 8014.0 PK
86 PK603 20250730 8042.0 ... 8036.0 8018.0 PK
87 PK604 20250730 8064.0 ... 8034.0 8020.0 PK
88 PK605 20250730 8046.0 ... 8034.0 8020.0 PK
89 PL601 20250730 6598.0 ... 6587.0 6575.0 PL
90 PL602 20250730 6635.0 ... 6641.0 6638.0 PL
91 PL603 20250730 6575.0 ... 6570.0 6566.0 PL
92 PL604 20250730 6610.0 ... 6602.0 6573.0 PL
93 PL605 20250730 6537.0 ... 6516.0 6509.0 PL
94 PL606 20250730 0.0 ... 6589.0 6589.0 PL
95 PL607 20250730 0.0 ... 6593.0 6593.0 PL
96 PM509 20250730 0.0 ... 3122.0 3122.0 PM
97 PM511 20250730 0.0 ... 3122.0 3122.0 PM
98 PM601 20250730 0.0 ... 3122.0 3122.0 PM
99 PM603 20250730 0.0 ... 3122.0 3122.0 PM
100 PM605 20250730 0.0 ... 3122.0 3122.0 PM
101 PM607 20250730 0.0 ... 3122.0 3122.0 PM
102 PR508 20250730 6028.0 ... 6006.0 6010.0 PR
103 PR509 20250730 6018.0 ... 6036.0 6014.0 PR
104 PR510 20250730 6028.0 ... 6050.0 6032.0 PR
105 PR511 20250730 6020.0 ... 6040.0 6016.0 PR
106 PR512 20250730 6036.0 ... 6040.0 6030.0 PR
107 PR601 20250730 6032.0 ... 6046.0 6018.0 PR
108 PR602 20250730 0.0 ... 6052.0 6052.0 PR
109 PR603 20250730 0.0 ... 6044.0 6044.0 PR
110 PR604 20250730 6090.0 ... 6090.0 6058.0 PR
111 PR605 20250730 6078.0 ... 6084.0 6050.0 PR
112 PR606 20250730 6092.0 ... 6068.0 6020.0 PR
113 PR607 20250730 0.0 ... 6056.0 6026.0 PR
114 PX508 20250730 6872.0 ... 6934.0 6846.0 PX
115 PX509 20250730 6950.0 ... 6990.0 6938.0 PX
116 PX510 20250730 6934.0 ... 6966.0 6906.0 PX
117 PX511 20250730 6892.0 ... 6924.0 6868.0 PX
118 PX512 20250730 6880.0 ... 6914.0 6866.0 PX
119 PX601 20250730 6856.0 ... 6890.0 6834.0 PX
120 PX602 20250730 0.0 ... 6858.0 6822.0 PX
121 PX603 20250730 0.0 ... 6846.0 6824.0 PX
122 PX604 20250730 0.0 ... 6832.0 6784.0 PX
123 PX605 20250730 6816.0 ... 6848.0 6786.0 PX
124 PX606 20250730 6836.0 ... 6852.0 6804.0 PX
125 PX607 20250730 6858.0 ... 6862.0 6824.0 PX
126 RI509 20250730 0.0 ... 2479.0 2479.0 RI
127 RI511 20250730 0.0 ... 2479.0 2479.0 RI
128 RI601 20250730 0.0 ... 2479.0 2479.0 RI
129 RI603 20250730 0.0 ... 2479.0 2479.0 RI
130 RI605 20250730 0.0 ... 2479.0 2479.0 RI
131 RI607 20250730 0.0 ... 2479.0 2479.0 RI
132 RM508 20250730 2654.0 ... 2685.0 2642.0 RM
133 RM509 20250730 2661.0 ... 2703.0 2640.0 RM
134 RM511 20250730 2507.0 ... 2546.0 2498.0 RM
135 RM601 20250730 2383.0 ... 2409.0 2381.0 RM
136 RM603 20250730 2369.0 ... 2393.0 2365.0 RM
137 RM605 20250730 2371.0 ... 2380.0 2369.0 RM
138 RM607 20250730 2359.0 ... 2365.0 2356.0 RM
139 RS508 20250730 0.0 ... 5076.0 5056.0 RS
140 RS509 20250730 5139.0 ... 5159.0 5139.0 RS
141 RS511 20250730 5248.0 ... 5285.0 5217.0 RS
142 RS607 20250730 5329.0 ... 5291.0 5264.0 RS
143 SA508 20250730 1302.0 ... 1321.0 1289.0 SA
144 SA509 20250730 1318.0 ... 1333.0 1305.0 SA
145 SA510 20250730 1350.0 ... 1374.0 1335.0 SA
146 SA511 20250730 1363.0 ... 1384.0 1346.0 SA
147 SA512 20250730 1403.0 ... 1423.0 1381.0 SA
148 SA601 20250730 1410.0 ... 1425.0 1388.0 SA
149 SA602 20250730 1413.0 ... 1426.0 1392.0 SA
150 SA603 20250730 1411.0 ... 1433.0 1389.0 SA
151 SA604 20250730 1434.0 ... 1468.0 1420.0 SA
152 SA605 20250730 1446.0 ... 1473.0 1422.0 SA
153 SA606 20250730 1455.0 ... 1474.0 1421.0 SA
154 SA607 20250730 1434.0 ... 1459.0 1411.0 SA
155 SF508 20250730 6212.0 ... 6076.0 5944.0 SF
156 SF509 20250730 6256.0 ... 6100.0 5962.0 SF
157 SF510 20250730 6222.0 ... 6082.0 5940.0 SF
158 SF511 20250730 6372.0 ... 6248.0 6110.0 SF
159 SF512 20250730 6350.0 ... 6246.0 6092.0 SF
160 SF601 20250730 6372.0 ... 6228.0 6092.0 SF
161 SF602 20250730 6244.0 ... 6172.0 6026.0 SF
162 SF603 20250730 6388.0 ... 6256.0 6128.0 SF
163 SF604 20250730 6374.0 ... 6230.0 6152.0 SF
164 SF605 20250730 6342.0 ... 6262.0 6110.0 SF
165 SF606 20250730 6300.0 ... 6192.0 6050.0 SF
166 SF607 20250730 6388.0 ... 6266.0 6170.0 SF
167 SH508 20250730 2544.0 ... 2513.0 2542.0 SH
168 SH509 20250730 2642.0 ... 2622.0 2610.0 SH
169 SH510 20250730 2686.0 ... 2676.0 2656.0 SH
170 SH511 20250730 2662.0 ... 2658.0 2633.0 SH
171 SH512 20250730 2670.0 ... 2670.0 2647.0 SH
172 SH601 20250730 2662.0 ... 2663.0 2638.0 SH
173 SH602 20250730 2682.0 ... 2689.0 2662.0 SH
174 SH603 20250730 2684.0 ... 2693.0 2662.0 SH
175 SH604 20250730 2732.0 ... 2721.0 2698.0 SH
176 SH605 20250730 2722.0 ... 2727.0 2706.0 SH
177 SH606 20250730 2742.0 ... 2738.0 2703.0 SH
178 SH607 20250730 0.0 ... 2697.0 2697.0 SH
179 SM508 20250730 6308.0 ... 6206.0 6146.0 SM
180 SM509 20250730 6356.0 ... 6222.0 6142.0 SM
181 SM510 20250730 6350.0 ... 6222.0 6144.0 SM
182 SM511 20250730 6398.0 ... 6294.0 6210.0 SM
183 SM512 20250730 6424.0 ... 6302.0 6222.0 SM
184 SM601 20250730 6430.0 ... 6302.0 6214.0 SM
185 SM602 20250730 6440.0 ... 6300.0 6222.0 SM
186 SM603 20250730 6406.0 ... 6314.0 6190.0 SM
187 SM604 20250730 6398.0 ... 6328.0 6214.0 SM
188 SM605 20250730 6460.0 ... 6326.0 6236.0 SM
189 SM606 20250730 6462.0 ... 6328.0 6250.0 SM
190 SM607 20250730 6438.0 ... 6306.0 6256.0 SM
191 SR509 20250730 5860.0 ... 5839.0 5858.0 SR
192 SR511 20250730 5772.0 ... 5751.0 5763.0 SR
193 SR601 20250730 5726.0 ... 5709.0 5718.0 SR
194 SR603 20250730 5697.0 ... 5676.0 5682.0 SR
195 SR605 20250730 5663.0 ... 5650.0 5653.0 SR
196 SR607 20250730 5651.0 ... 5636.0 5644.0 SR
197 TA508 20250730 4844.0 ... 4846.0 4820.0 TA
198 TA509 20250730 4854.0 ... 4870.0 4836.0 TA
199 TA510 20250730 4854.0 ... 4872.0 4838.0 TA
200 TA511 20250730 4840.0 ... 4858.0 4836.0 TA
201 TA512 20250730 4834.0 ... 4858.0 4832.0 TA
202 TA601 20250730 4844.0 ... 4868.0 4832.0 TA
203 TA602 20250730 4848.0 ... 4862.0 4824.0 TA
204 TA603 20250730 4862.0 ... 4866.0 4822.0 TA
205 TA604 20250730 4864.0 ... 4882.0 4818.0 TA
206 TA605 20250730 4848.0 ... 4884.0 4842.0 TA
207 TA606 20250730 4882.0 ... 4886.0 4858.0 TA
208 TA607 20250730 4872.0 ... 4882.0 4864.0 TA
209 UR508 20250730 1755.0 ... 1745.0 1738.0 UR
210 UR509 20250730 1764.0 ... 1749.0 1739.0 UR
211 UR510 20250730 1758.0 ... 1752.0 1743.0 UR
212 UR511 20250730 1797.0 ... 1780.0 1768.0 UR
213 UR512 20250730 1784.0 ... 1774.0 1761.0 UR
214 UR601 20250730 1791.0 ... 1777.0 1760.0 UR
215 UR602 20250730 1782.0 ... 1768.0 1756.0 UR
216 UR603 20250730 1810.0 ... 1801.0 1782.0 UR
217 UR604 20250730 1803.0 ... 1801.0 1782.0 UR
218 UR605 20250730 1815.0 ... 1806.0 1786.0 UR
219 UR606 20250730 1816.0 ... 1801.0 1782.0 UR
220 UR607 20250730 1815.0 ... 1805.0 1791.0 UR
221 WH509 20250730 0.0 ... 3198.0 3198.0 WH
222 WH511 20250730 0.0 ... 3198.0 3198.0 WH
223 WH601 20250730 0.0 ... 3198.0 3198.0 WH
224 WH603 20250730 0.0 ... 3198.0 3198.0 WH
225 WH605 20250730 0.0 ... 3198.0 3198.0 WH
226 WH607 20250730 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250730 0.0 ... 801.4 801.4 ZC
228 ZC509 20250730 0.0 ... 801.4 801.4 ZC
229 ZC510 20250730 0.0 ... 801.4 801.4 ZC
230 ZC511 20250730 0.0 ... 801.4 801.4 ZC
231 ZC512 20250730 0.0 ... 801.4 801.4 ZC
232 ZC601 20250730 0.0 ... 801.4 801.4 ZC
233 ZC602 20250730 0.0 ... 801.4 801.4 ZC
234 ZC603 20250730 0.0 ... 801.4 801.4 ZC
235 ZC604 20250730 0.0 ... 801.4 801.4 ZC
236 ZC605 20250730 0.0 ... 801.4 801.4 ZC
237 ZC606 20250730 0.0 ... 801.4 801.4 ZC
238 ZC607 20250730 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:26,788 - future_1d - INFO - ak.get_czce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 SC2508 20250730 531 ... 531 540.2 SC
1 SC2509 20250730 518.1 ... 523.8 514.7 SC
2 SC2510 20250730 511.2 ... 518.5 507.8 SC
3 SC2511 20250730 507.4 ... 515.1 503.8 SC
4 SC2512 20250730 503.6 ... 512.2 500.5 SC
5 SC2601 20250730 500.6 ... 509.3 497.5 SC
6 SC2602 20250730 497.9 ... 507.2 495.1 SC
7 SC2603 20250730 495.6 ... 505.9 492.1 SC
8 SC2604 20250730 501 ... 504.5 490.9 SC
9 SC2605 20250730 498.5 ... 500 487.9 SC
10 SC2606 20250730 493.5 ... 498 488.5 SC
11 SC2607 20250730 496.5 ... 496.5 482.7 SC
12 SC2609 20250730 488 ... 490.3 483.2 SC
13 SC2612 20250730 483.8 ... 487.7 478.7 SC
14 SC2703 20250730 ... 486.9 473 SC
15 SC2706 20250730 484.2 ... 484.2 474.6 SC
16 SC2709 20250730 490 ... 486 470.9 SC
17 SC2712 20250730 482.2 ... 481.5 474.9 SC
18 SC2803 20250730 479.6 ... 479.3 466.3 SC
19 SC2806 20250730 470.1 ... 472.3 467.7 SC
21 LU2508 20250730 3362 ... 3481 3498 LU
22 LU2509 20250730 3651 ... 3675 3615 LU
23 LU2510 20250730 3652 ... 3690 3620 LU
24 LU2511 20250730 3636 ... 3680 3608 LU
25 LU2512 20250730 3613 ... 3661 3574 LU
26 LU2601 20250730 3570 ... 3616 3546 LU
27 LU2602 20250730 3550 ... 3602 3530 LU
28 LU2603 20250730 3539 ... 3607 3512 LU
29 LU2604 20250730 3584 ... 3591 3507 LU
30 LU2605 20250730 3530 ... 3575 3504 LU
31 LU2606 20250730 3520 ... 3554 3492 LU
32 LU2607 20250730 3509 ... 3560 3483 LU
34 NR2508 20250730 12610 ... 12540 12605 NR
35 NR2509 20250730 12710 ... 12610 12665 NR
36 NR2510 20250730 12770 ... 12635 12665 NR
37 NR2511 20250730 12780 ... 12655 12665 NR
38 NR2512 20250730 12775 ... 12710 12665 NR
39 NR2601 20250730 12810 ... 12770 12750 NR
40 NR2602 20250730 12840 ... 12815 12840 NR
41 NR2603 20250730 12900 ... 12840 12665 NR
42 NR2604 20250730 12870 ... 12870 12760 NR
43 NR2605 20250730 12875 ... 12860 12790 NR
44 NR2606 20250730 ... 13020 13050 NR
45 NR2607 20250730 12885 ... 12880 13020 NR
47 BC2508 20250730 70050 ... 70080 70050 BC
48 BC2509 20250730 70200 ... 70230 70130 BC
49 BC2510 20250730 70180 ... 70310 70180 BC
50 BC2511 20250730 ... 69850 69850 BC
51 BC2512 20250730 ... 70400 70400 BC
52 BC2601 20250730 ... 70020 70020 BC
53 BC2602 20250730 ... 70000 70000 BC
54 BC2603 20250730 ... 70000 70000 BC
55 BC2604 20250730 ... 70000 70000 BC
56 BC2605 20250730 ... 70000 70000 BC
57 BC2606 20250730 ... 69340 69340 BC
58 BC2607 20250730 ... 68670 68670 BC
60 EC2508 20250730 2140 ... 2135.6 2105.6 EC
61 EC2510 20250730 1470 ... 1494.7 1475.4 EC
62 EC2512 20250730 1749 ... 1755.4 1734.5 EC
63 EC2602 20250730 1530 ... 1548.8 1522.7 EC
64 EC2604 20250730 1350 ... 1379.8 1366.2 EC
65 EC2606 20250730 1500.2 ... 1513.7 1501.8 EC
68 SC_TAS2509 20250730 ... SC_TAS
69 SC_TAS2510 20250730 ... SC_TAS
70 SC_TAS2511 20250730 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:19:26,865 - future_1d - INFO - ak.get_ine_daily('2025-07-30') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250730 ... 79060 78920 CU
1 1 CU2509 20250730 ... 79070 78980 CU
2 2 CU2510 20250730 ... 79090 78990 CU
3 3 CU2511 20250730 ... 79040 78940 CU
4 4 CU2512 20250730 ... 78980 78890 CU
5 5 CU2601 20250730 ... 78940 78830 CU
6 6 CU2602 20250730 ... 78910 78750 CU
7 7 CU2603 20250730 ... 78910 78710 CU
8 8 CU2604 20250730 ... 78950 78750 CU
9 9 CU2605 20250730 ... 78960 78800 CU
10 10 CU2606 20250730 ... 78930 78790 CU
11 11 CU2607 20250730 ... 79000 78810 CU
12 12 BC2508 20250730 ... 70080 70050 BC
13 13 BC2509 20250730 ... 70230 70130 BC
14 14 BC2510 20250730 ... 70310 70180 BC
15 15 BC2511 20250730 ... 69850 69850 BC
16 16 BC2512 20250730 ... 70400 70400 BC
17 17 BC2601 20250730 ... 70020 70020 BC
18 18 BC2602 20250730 ... 70000 70000 BC
19 19 BC2603 20250730 ... 70000 70000 BC
20 20 BC2604 20250730 ... 70000 70000 BC
21 21 BC2605 20250730 ... 70000 70000 BC
22 22 BC2606 20250730 ... 69340 69340 BC
23 23 BC2607 20250730 ... 68670 68670 BC
24 24 AL2508 20250730 ... 20650 20650 AL
25 25 AL2509 20250730 ... 20620 20625 AL
26 26 AL2510 20250730 ... 20600 20590 AL
27 27 AL2511 20250730 ... 20555 20540 AL
28 28 AL2512 20250730 ... 20500 20480 AL
29 29 AL2601 20250730 ... 20475 20450 AL
30 30 AL2602 20250730 ... 20480 20460 AL
31 31 AL2603 20250730 ... 20495 20475 AL
32 32 AL2604 20250730 ... 20520 20490 AL
33 33 AL2605 20250730 ... 20530 20490 AL
34 34 AL2606 20250730 ... 20550 20515 AL
35 35 AL2607 20250730 ... 20570 20525 AL
36 36 ZN2508 20250730 ... 22650 22625 ZN
37 37 ZN2509 20250730 ... 22690 22660 ZN
38 38 ZN2510 20250730 ... 22715 22665 ZN
39 39 ZN2511 20250730 ... 22725 22650 ZN
40 40 ZN2512 20250730 ... 22685 22600 ZN
41 41 ZN2601 20250730 ... 22655 22555 ZN
42 42 ZN2602 20250730 ... 22645 22545 ZN
43 43 ZN2603 20250730 ... 22695 22495 ZN
44 44 ZN2604 20250730 ... 22665 22590 ZN
45 45 ZN2605 20250730 ... 22660 22595 ZN
46 46 ZN2606 20250730 ... 22665 22550 ZN
47 47 ZN2607 20250730 ... 22660 22525 ZN
48 48 PB2508 20250730 ... 16860 16920 PB
49 49 PB2509 20250730 ... 16880 16945 PB
50 50 PB2510 20250730 ... 16900 16965 PB
51 51 PB2511 20250730 ... 16925 16990 PB
52 52 PB2512 20250730 ... 16945 17010 PB
53 53 PB2601 20250730 ... 16970 17000 PB
54 54 PB2602 20250730 ... 17070 17090 PB
55 55 PB2603 20250730 ... 17055 17110 PB
56 56 PB2604 20250730 ... 17095 17095 PB
57 57 PB2605 20250730 ... 17090 17150 PB
58 58 PB2606 20250730 ... 17100 17100 PB
59 59 PB2607 20250730 ... 17090 17160 PB
60 60 NI2508 20250730 ... 121710 121700 NI
61 61 NI2509 20250730 ... 122020 121900 NI
62 62 NI2510 20250730 ... 122110 121990 NI
63 63 NI2511 20250730 ... 122350 122240 NI
64 64 NI2512 20250730 ... 122490 122430 NI
65 65 NI2601 20250730 ... 122800 122690 NI
66 66 NI2602 20250730 ... 122960 122770 NI
67 67 NI2603 20250730 ... 123030 123040 NI
68 68 NI2604 20250730 ... 123260 123060 NI
69 69 NI2605 20250730 ... 123690 123420 NI
70 70 NI2606 20250730 ... 123560 123670 NI
71 71 NI2607 20250730 ... 124140 123840 NI
72 72 SN2508 20250730 ... 267430 267300 SN
73 73 SN2509 20250730 ... 267740 267360 SN
74 74 SN2510 20250730 ... 268060 267290 SN
75 75 SN2511 20250730 ... 267960 267050 SN
76 76 SN2512 20250730 ... 267930 267110 SN
77 77 SN2601 20250730 ... 268080 267390 SN
78 78 SN2602 20250730 ... 268000 267150 SN
79 79 SN2603 20250730 ... 268640 267340 SN
80 80 SN2604 20250730 ... 269260 267850 SN
81 81 SN2605 20250730 ... 268890 267880 SN
82 82 SN2606 20250730 ... 268100 267960 SN
83 83 SN2607 20250730 ... 268480 268480 SN
84 84 AO2508 20250730 ... 3360 3274 AO
85 85 AO2509 20250730 ... 3358 3272 AO
86 86 AO2510 20250730 ... 3324 3255 AO
87 87 AO2511 20250730 ... 3320 3253 AO
88 88 AO2512 20250730 ... 3321 3249 AO
89 89 AO2601 20250730 ... 3324 3246 AO
90 90 AO2602 20250730 ... 3320 3237 AO
91 91 AO2603 20250730 ... 3317 3237 AO
92 92 AO2604 20250730 ... 3312 3235 AO
93 93 AO2605 20250730 ... 3311 3233 AO
94 94 AO2606 20250730 ... 3293 3228 AO
95 95 AO2607 20250730 ... 3303 3226 AO
96 96 AD2511 20250730 ... 20035 20040 AD
97 97 AD2512 20250730 ... 20045 20020 AD
98 98 AD2601 20250730 ... 19945 19955 AD
99 99 AD2602 20250730 ... 19915 19930 AD
100 100 AD2603 20250730 ... 19850 19880 AD
101 101 AD2604 20250730 ... 19890 19890 AD
102 102 AD2605 20250730 ... 19755 19960 AD
103 103 AD2606 20250730 ... 19695 19695 AD
104 104 AD2607 20250730 ... 19830 19790 AD
105 105 AU2508 20250730 ... 770.38 768 AU
106 106 AU2509 20250730 ... 772.04 768.88 AU
107 107 AU2510 20250730 ... 773.12 770.56 AU
108 108 AU2512 20250730 ... 775.34 772.84 AU
109 109 AU2602 20250730 ... 777.5 774.98 AU
110 110 AU2604 20250730 ... 779.62 777.02 AU
111 111 AU2606 20250730 ... 781.98 779.48 AU
112 112 AU2608 20250730 ... 784.3 781.96 AU
113 113 AG2508 20250730 ... 9183 9168 AG
114 114 AG2509 20250730 ... 9198 9176 AG
115 115 AG2510 20250730 ... 9212 9192 AG
116 116 AG2511 20250730 ... 9223 9201 AG
117 117 AG2512 20250730 ... 9231 9213 AG
118 118 AG2601 20250730 ... 9245 9222 AG
119 119 AG2602 20250730 ... 9255 9238 AG
120 120 AG2603 20250730 ... 9266 9245 AG
121 121 AG2604 20250730 ... 9276 9254 AG
122 122 AG2605 20250730 ... 9289 9269 AG
123 123 AG2606 20250730 ... 9304 9284 AG
124 124 AG2607 20250730 ... 9314 9296 AG
125 125 RB2508 20250730 ... 3295 3217 RB
126 126 RB2509 20250730 ... 3296 3236 RB
127 127 RB2510 20250730 ... 3345 3301 RB
128 128 RB2511 20250730 ... 3355 3295 RB
129 129 RB2512 20250730 ... 3398 3322 RB
130 130 RB2601 20250730 ... 3401 3338 RB
131 131 RB2602 20250730 ... 3382 3333 RB
132 132 RB2603 20250730 ... 3391 3334 RB
133 133 RB2604 20250730 ... 3416 3361 RB
134 134 RB2605 20250730 ... 3416 3365 RB
135 135 RB2606 20250730 ... 3408 3346 RB
136 136 RB2607 20250730 ... 3426 3352 RB
137 137 WR2508 20250730 ... 3212 3212 WR
138 138 WR2509 20250730 ... 3335 3335 WR
139 139 WR2510 20250730 ... 3569 3516 WR
140 140 WR2511 20250730 ... 3500 3490 WR
141 141 WR2512 20250730 ... 3532 3532 WR
142 142 WR2601 20250730 ... 3560 3550 WR
143 143 WR2602 20250730 ... 3570 3570 WR
144 144 WR2603 20250730 ... 3565 3565 WR
145 145 WR2604 20250730 ... 3560 3559 WR
146 146 WR2605 20250730 ... 3616 3616 WR
147 147 WR2606 20250730 ... 3600 3600 WR
148 148 WR2607 20250730 ... 3635 3635 WR
149 149 HC2508 20250730 ... 3504 3468 HC
150 150 HC2509 20250730 ... 3514 3432 HC
151 151 HC2510 20250730 ... 3515 3455 HC
152 152 HC2511 20250730 ... 3515 3451 HC
153 153 HC2512 20250730 ... 3528 3469 HC
154 154 HC2601 20250730 ... 3524 3467 HC
155 155 HC2602 20250730 ... 3506 3429 HC
156 156 HC2603 20250730 ... 3515 3447 HC
157 157 HC2604 20250730 ... 3515 3451 HC
158 158 HC2605 20250730 ... 3518 3456 HC
159 159 HC2606 20250730 ... 3539 3471 HC
160 160 HC2607 20250730 ... 3541 3490 HC
161 161 SS2508 20250730 ... 12955 12885 SS
162 162 SS2509 20250730 ... 12940 12880 SS
163 163 SS2510 20250730 ... 12980 12920 SS
164 164 SS2511 20250730 ... 13025 12970 SS
165 165 SS2512 20250730 ... 13045 12995 SS
166 166 SS2601 20250730 ... 13075 13020 SS
167 167 SS2602 20250730 ... 13120 13065 SS
168 168 SS2603 20250730 ... 13175 13125 SS
169 169 SS2604 20250730 ... 13235 13215 SS
170 170 SS2605 20250730 ... 13270 13225 SS
171 171 SS2606 20250730 ... 13285 13235 SS
172 172 SS2607 20250730 ... 13340 13275 SS
173 173 SC2508 20250730 ... 531 540.2 SC
174 174 SC2509 20250730 ... 523.8 514.7 SC
175 175 SC2510 20250730 ... 518.5 507.8 SC
176 176 SC2511 20250730 ... 515.1 503.8 SC
177 177 SC2512 20250730 ... 512.2 500.5 SC
178 178 SC2601 20250730 ... 509.3 497.5 SC
179 179 SC2602 20250730 ... 507.2 495.1 SC
180 180 SC2603 20250730 ... 505.9 492.1 SC
181 181 SC2604 20250730 ... 504.5 490.9 SC
182 182 SC2605 20250730 ... 500 487.9 SC
183 183 SC2606 20250730 ... 498 488.5 SC
184 184 SC2607 20250730 ... 496.5 482.7 SC
185 185 SC2609 20250730 ... 490.3 483.2 SC
186 186 SC2612 20250730 ... 487.7 478.7 SC
187 187 SC2703 20250730 ... 486.9 473 SC
188 188 SC2706 20250730 ... 484.2 474.6 SC
189 189 SC2709 20250730 ... 486 470.9 SC
190 190 SC2712 20250730 ... 481.5 474.9 SC
191 191 SC2803 20250730 ... 479.3 466.3 SC
192 192 SC2806 20250730 ... 472.3 467.7 SC
193 193 LU2508 20250730 ... 3481 3498 LU
194 194 LU2509 20250730 ... 3675 3615 LU
195 195 LU2510 20250730 ... 3690 3620 LU
196 196 LU2511 20250730 ... 3680 3608 LU
197 197 LU2512 20250730 ... 3661 3574 LU
198 198 LU2601 20250730 ... 3616 3546 LU
199 199 LU2602 20250730 ... 3602 3530 LU
200 200 LU2603 20250730 ... 3607 3512 LU
201 201 LU2604 20250730 ... 3591 3507 LU
202 202 LU2605 20250730 ... 3575 3504 LU
203 203 LU2606 20250730 ... 3554 3492 LU
204 204 LU2607 20250730 ... 3560 3483 LU
205 205 FU2508 20250730 ... 2813 2883 FU
206 206 FU2509 20250730 ... 2944 2913 FU
207 207 FU2510 20250730 ... 2950 2917 FU
208 208 FU2511 20250730 ... 2954 2922 FU
209 209 FU2512 20250730 ... 2950 2915 FU
210 210 FU2601 20250730 ... 2950 2913 FU
211 211 FU2602 20250730 ... 2933 2901 FU
212 212 FU2603 20250730 ... 2929 2891 FU
213 213 FU2604 20250730 ... 2920 2877 FU
214 214 FU2605 20250730 ... 2902 2865 FU
215 215 FU2606 20250730 ... 2892 2857 FU
216 216 FU2607 20250730 ... 2869 2832 FU
217 217 BU2508 20250730 ... 3666 3640 BU
218 218 BU2509 20250730 ... 3648 3614 BU
219 219 BU2510 20250730 ... 3632 3592 BU
220 220 BU2511 20250730 ... 3591 3548 BU
221 221 BU2512 20250730 ... 3514 3480 BU
222 222 BU2601 20250730 ... 3481 3450 BU
223 223 BU2602 20250730 ... 3460 3427 BU
224 224 BU2603 20250730 ... 3461 3431 BU
225 225 BU2604 20250730 ... 3461 3421 BU
226 226 BU2605 20250730 ... 3445 3417 BU
227 227 BU2606 20250730 ... 3441 3411 BU
228 228 BU2607 20250730 ... 3431 3395 BU
229 229 BU2609 20250730 ... 3427 3398 BU
230 230 BU2612 20250730 ... 3373 3350 BU
231 231 BU2703 20250730 ... 3389 3352 BU
232 232 BU2706 20250730 ... 3390 3353 BU
233 233 BR2508 20250730 ... 11810 11845 BR
234 234 BR2509 20250730 ... 11835 11855 BR
235 235 BR2510 20250730 ... 11815 11815 BR
236 236 BR2511 20250730 ... 11810 11795 BR
237 237 BR2512 20250730 ... 11835 11855 BR
238 238 BR2601 20250730 ... 11885 11860 BR
239 239 BR2602 20250730 ... 11825 11820 BR
240 240 BR2603 20250730 ... 11885 11880 BR
241 241 BR2604 20250730 ... 11865 11820 BR
242 242 BR2605 20250730 ... 11885 11800 BR
243 243 BR2606 20250730 ... 11860 11820 BR
244 244 BR2607 20250730 ... 11890 11890 BR
245 245 RU2508 20250730 ... 15000 14940 RU
246 246 RU2509 20250730 ... 14995 14975 RU
247 247 RU2510 20250730 ... 14990 14955 RU
248 248 RU2511 20250730 ... 14945 14930 RU
249 249 RU2601 20250730 ... 15815 15750 RU
250 250 RU2603 20250730 ... 15845 15810 RU
251 251 RU2604 20250730 ... 15855 15800 RU
252 252 RU2605 20250730 ... 15910 15880 RU
253 253 RU2606 20250730 ... 15940 15890 RU
254 254 RU2607 20250730 ... 16025 15985 RU
255 255 NR2508 20250730 ... 12540 12605 NR
256 256 NR2509 20250730 ... 12610 12665 NR
257 257 NR2510 20250730 ... 12635 12665 NR
258 258 NR2511 20250730 ... 12655 12665 NR
259 259 NR2512 20250730 ... 12710 12665 NR
260 260 NR2601 20250730 ... 12770 12750 NR
261 261 NR2602 20250730 ... 12815 12840 NR
262 262 NR2603 20250730 ... 12840 12665 NR
263 263 NR2604 20250730 ... 12870 12760 NR
264 264 NR2605 20250730 ... 12860 12790 NR
265 265 NR2606 20250730 ... 13020 13050 NR
266 266 NR2607 20250730 ... 12880 13020 NR
267 267 SP2508 20250730 ... 5344 5352 SP
268 268 SP2509 20250730 ... 5366 5384 SP
269 269 SP2510 20250730 ... 5338 5344 SP
270 270 SP2511 20250730 ... 5338 5352 SP
271 271 SP2512 20250730 ... 5318 5328 SP
272 272 SP2601 20250730 ... 5530 5528 SP
273 273 SP2602 20250730 ... 5460 5438 SP
274 274 SP2603 20250730 ... 5432 5430 SP
275 275 SP2604 20250730 ... 5402 5420 SP
276 276 SP2605 20250730 ... 5396 5402 SP
277 277 SP2606 20250730 ... 5420 5402 SP
278 278 SP2607 20250730 ... 5396 5414 SP
279 279 EC2508 20250730 ... 2135.6 2105.6 EC
280 280 EC2510 20250730 ... 1494.7 1475.4 EC
281 281 EC2512 20250730 ... 1755.4 1734.5 EC
282 282 EC2602 20250730 ... 1548.8 1522.7 EC
283 283 EC2604 20250730 ... 1379.8 1366.2 EC
284 284 EC2606 20250730 ... 1513.7 1501.8 EC
285 285 SC_TAS2509 20250730 ... SC_TAS
286 286 SC_TAS2510 20250730 ... SC_TAS
287 287 SC_TAS2511 20250730 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:26,967 - future_1d - INFO - ak.get_shfe_daily('2025-07-30') done
2025-08-03 14:19:28,703 - future_1d - INFO - save future_daily 2025-07-30 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250731 6256.000 ... 6175.600 6266.200 IC
1 IC2509 20250731 6198.400 ... 6112.200 6209.800 IC
2 IC2512 20250731 6041.800 ... 5964.600 6073.800 IC
3 IC2603 20250731 5935.200 ... 5839.200 5947.800 IC
4 IF2508 20250731 4130.000 ... 4063.800 4140.000 IF
5 IF2509 20250731 4124.800 ... 4050.800 4130.200 IF
6 IF2512 20250731 4087.000 ... 4016.400 4097.800 IF
7 IF2603 20250731 4059.600 ... 3985.600 4066.200 IF
8 IH2508 20250731 2812.000 ... 2772.600 2817.400 IH
9 IH2509 20250731 2811.600 ... 2772.000 2817.600 IH
10 IH2512 20250731 2808.000 ... 2773.600 2817.600 IH
11 IH2603 20250731 2810.600 ... 2775.600 2818.000 IH
12 IM2508 20250731 6669.800 ... 6602.800 6665.800 IM
13 IM2509 20250731 6589.000 ... 6526.600 6596.200 IM
14 IM2512 20250731 6381.000 ... 6340.000 6412.200 IM
15 IM2603 20250731 6225.600 ... 6173.000 6243.600 IM
16 T2509 20250731 108.380 ... 108.460 108.305 T
17 T2512 20250731 108.300 ... 108.435 108.245 T
18 T2603 20250731 108.290 ... 108.405 108.205 T
19 TF2509 20250731 105.680 ... 105.725 105.640 TF
20 TF2512 20250731 105.715 ... 105.790 105.685 TF
21 TF2603 20250731 105.760 ... 105.840 105.735 TF
22 TL2509 20250731 118.700 ... 119.120 118.440 TL
23 TL2512 20250731 118.360 ... 118.770 118.010 TL
24 TL2603 20250731 118.010 ... 118.430 117.700 TL
25 TS2509 20250731 102.362 ... 102.350 102.342 TS
26 TS2512 20250731 102.392 ... 102.414 102.388 TS
27 TS2603 20250731 102.476 ... 102.484 102.452 TS
[28 rows x 12 columns]
2025-08-03 14:19:35,951 - future_1d - INFO - ak.get_cffex_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 a2509 20250731 4146.0 ... 4137.00 4152.00 A
1 a2511 20250731 4143.0 ... 4124.00 4138.00 A
2 a2601 20250731 4126.0 ... 4112.00 4125.00 A
3 a2603 20250731 4115.0 ... 4103.00 4116.00 A
4 a2605 20250731 4150.0 ... 4139.00 4149.00 A
5 a2607 20250731 4151.0 ... 4143.00 4149.00 A
6 b2508 20250731 3560.0 ... 3559.00 3550.00 B
7 b2509 20250731 3666.0 ... 3663.00 3663.00 B
8 b2510 20250731 3707.0 ... 3705.00 3701.00 B
9 b2511 20250731 3732.0 ... 3725.00 3726.00 B
10 b2512 20250731 3755.0 ... 3751.00 3751.00 B
11 b2601 20250731 3740.0 ... 3734.00 3740.00 B
12 b2602 20250731 3710.0 ... 3699.00 3707.00 B
13 b2603 20250731 3624.0 ... 3619.00 3623.00 B
14 b2604 20250731 3514.0 ... 3501.00 3515.00 B
15 b2605 20250731 3440.0 ... 3434.00 3444.00 B
16 b2606 20250731 3422.0 ... 3415.00 3427.00 B
17 b2607 20250731 3423.0 ... 3417.00 3423.00 B
18 bb2509 20250731 139.0 ... 140.70 144.50 BB
19 bb2511 20250731 148.8 ... 148.85 150.25 BB
20 bb2601 20250731 148.6 ... 148.35 149.60 BB
21 bb2603 20250731 0.0 ... 140.70 141.85 BB
22 bb2605 20250731 0.0 ... 140.75 141.90 BB
23 bb2607 20250731 0.0 ... 140.75 141.90 BB
24 bz2603 20250731 6310.0 ... 6313.00 6304.00 BZ
25 bz2604 20250731 6277.0 ... 6275.00 6252.00 BZ
26 bz2605 20250731 6289.0 ... 6295.00 6261.00 BZ
27 bz2606 20250731 0.0 ... 6258.00 6258.00 BZ
28 bz2607 20250731 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250731 2312.0 ... 2304.00 2310.00 C
30 c2511 20250731 2240.0 ... 2234.00 2242.00 C
31 c2601 20250731 2220.0 ... 2212.00 2218.00 C
32 c2603 20250731 2217.0 ... 2213.00 2217.00 C
33 c2605 20250731 2262.0 ... 2260.00 2264.00 C
34 c2607 20250731 2279.0 ... 2277.00 2279.00 C
35 cs2509 20250731 2685.0 ... 2676.00 2677.00 CS
36 cs2511 20250731 2589.0 ... 2579.00 2590.00 CS
37 cs2601 20250731 2596.0 ... 2589.00 2598.00 CS
38 cs2603 20250731 2594.0 ... 2584.00 2594.00 CS
39 cs2605 20250731 2638.0 ... 2628.00 2636.00 CS
40 cs2607 20250731 2644.0 ... 2636.00 2653.00 CS
41 eb2508 20250731 7336.0 ... 7328.00 7365.00 EB
42 eb2509 20250731 7384.0 ... 7373.00 7404.00 EB
43 eb2510 20250731 7419.0 ... 7402.00 7427.00 EB
44 eb2511 20250731 7422.0 ... 7416.00 7433.00 EB
45 eb2512 20250731 7429.0 ... 7441.00 7447.00 EB
46 eb2601 20250731 7450.0 ... 7445.00 7471.00 EB
47 eb2602 20250731 7452.0 ... 7433.00 7466.00 EB
48 eb2603 20250731 7446.0 ... 7426.00 7452.00 EB
49 eb2604 20250731 7455.0 ... 7464.00 7450.00 EB
50 eb2605 20250731 7468.0 ... 7484.00 7468.00 EB
51 eb2606 20250731 7504.0 ... 7499.00 7473.00 EB
52 eb2607 20250731 7528.0 ... 7483.00 7481.00 EB
53 eg2508 20250731 4387.0 ... 4407.00 4420.00 EG
54 eg2509 20250731 4440.0 ... 4432.00 4465.00 EG
55 eg2510 20250731 4449.0 ... 4431.00 4467.00 EG
56 eg2511 20250731 4464.0 ... 4447.00 4484.00 EG
57 eg2512 20250731 4475.0 ... 4454.00 4491.00 EG
58 eg2601 20250731 4480.0 ... 4459.00 4495.00 EG
59 eg2602 20250731 4458.0 ... 4458.00 4501.00 EG
60 eg2603 20250731 4469.0 ... 4453.00 4501.00 EG
61 eg2604 20250731 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250731 4492.0 ... 4463.00 4519.00 EG
63 eg2606 20250731 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250731 4514.0 ... 4514.00 4561.00 EG
65 fb2508 20250731 1330.0 ... 1370.50 1395.00 FB
66 fb2509 20250731 1280.0 ... 1282.00 1282.50 FB
67 fb2510 20250731 1307.0 ... 1312.00 1311.50 FB
68 fb2511 20250731 1309.0 ... 1311.50 1312.00 FB
69 fb2512 20250731 1310.5 ... 1313.50 1314.50 FB
70 fb2601 20250731 1317.5 ... 1318.00 1318.00 FB
71 fb2602 20250731 0.0 ... 1305.50 1305.50 FB
72 fb2603 20250731 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250731 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250731 0.0 ... 1338.00 1338.00 FB
75 fb2606 20250731 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250731 0.0 ... 1302.50 1302.50 FB
77 i2508 20250731 790.5 ... 788.50 800.50 I
78 i2509 20250731 792.5 ... 784.50 798.00 I
79 i2510 20250731 785.5 ... 781.00 795.00 I
80 i2511 20250731 779.0 ... 774.00 788.00 I
81 i2512 20250731 774.0 ... 769.00 782.50 I
82 i2601 20250731 766.0 ... 760.50 774.00 I
83 i2602 20250731 765.5 ... 756.00 769.00 I
84 i2603 20250731 757.0 ... 753.00 765.00 I
85 i2604 20250731 753.5 ... 747.00 762.50 I
86 i2605 20250731 745.0 ... 738.50 753.00 I
87 i2606 20250731 740.5 ... 734.00 748.50 I
88 i2607 20250731 735.0 ... 730.00 743.00 I
89 j2508 20250731 1583.5 ... 1598.00 1557.00 J
90 j2509 20250731 1679.5 ... 1634.00 1684.00 J
91 j2510 20250731 1694.5 ... 1637.00 1695.00 J
92 j2511 20250731 1713.5 ... 1665.00 1721.00 J
93 j2512 20250731 1698.0 ... 1672.50 1735.50 J
94 j2601 20250731 1751.0 ... 1693.00 1743.50 J
95 j2602 20250731 0.0 ... 1723.00 1739.00 J
96 j2603 20250731 0.0 ... 1736.00 1736.00 J
97 j2604 20250731 1775.5 ... 1731.50 1786.50 J
98 j2605 20250731 1786.0 ... 1756.00 1794.50 J
99 j2606 20250731 1814.5 ... 1749.00 1818.50 J
100 j2607 20250731 1795.5 ... 1799.00 1846.50 J
101 jd2508 20250731 3258.0 ... 3236.00 3304.00 JD
102 jd2509 20250731 3564.0 ... 3529.00 3574.00 JD
103 jd2510 20250731 3353.0 ... 3312.00 3364.00 JD
104 jd2511 20250731 3390.0 ... 3363.00 3399.00 JD
105 jd2512 20250731 3539.0 ... 3523.00 3541.00 JD
106 jd2601 20250731 3645.0 ... 3621.00 3638.00 JD
107 jd2602 20250731 3206.0 ... 3196.00 3209.00 JD
108 jd2603 20250731 3206.0 ... 3193.00 3213.00 JD
109 jd2604 20250731 3361.0 ... 3333.00 3370.00 JD
110 jd2605 20250731 3481.0 ... 3458.00 3479.00 JD
111 jd2606 20250731 3300.0 ... 3288.00 3300.00 JD
112 jd2607 20250731 3506.0 ... 3499.00 3513.00 JD
113 jm2508 20250731 933.0 ... 917.00 971.00 JM
114 jm2509 20250731 1100.5 ... 1081.00 1136.00 JM
115 jm2510 20250731 1156.0 ... 1120.00 1158.00 JM
116 jm2511 20250731 1169.0 ... 1134.00 1177.00 JM
117 jm2512 20250731 1198.0 ... 1151.50 1199.00 JM
118 jm2601 20250731 1213.0 ... 1179.00 1233.50 JM
119 jm2602 20250731 1244.0 ... 1198.00 1242.50 JM
120 jm2603 20250731 1221.5 ... 1200.00 1247.50 JM
121 jm2604 20250731 1259.5 ... 1210.00 1250.50 JM
122 jm2605 20250731 1255.5 ... 1212.50 1264.50 JM
123 jm2606 20250731 1238.0 ... 1213.50 1259.00 JM
124 jm2607 20250731 1266.0 ... 1220.50 1275.00 JM
125 l2508 20250731 7361.0 ... 7329.00 7361.00 L
126 l2509 20250731 7390.0 ... 7369.00 7402.00 L
127 l2510 20250731 7416.0 ... 7394.00 7429.00 L
128 l2511 20250731 7438.0 ... 7413.00 7446.00 L
129 l2512 20250731 7450.0 ... 7428.00 7455.00 L
130 l2601 20250731 7453.0 ... 7422.00 7455.00 L
131 l2602 20250731 7412.0 ... 7430.00 7448.00 L
132 l2603 20250731 7407.0 ... 7394.00 7440.00 L
133 l2604 20250731 7429.0 ... 7429.00 7459.00 L
134 l2605 20250731 7420.0 ... 7407.00 7441.00 L
135 l2606 20250731 0.0 ... 7428.00 7429.00 L
136 l2607 20250731 7426.0 ... 7426.00 7448.00 L
137 lg2509 20250731 824.0 ... 824.00 829.00 LG
138 lg2511 20250731 834.0 ... 832.50 832.00 LG
139 lg2601 20250731 826.0 ... 830.00 833.00 LG
140 lg2603 20250731 826.0 ... 828.50 831.50 LG
141 lg2605 20250731 829.0 ... 834.00 837.50 LG
142 lg2607 20250731 833.0 ... 833.00 841.50 LG
143 lh2509 20250731 14100.0 ... 14125.00 14120.00 LH
144 lh2511 20250731 14110.0 ... 13995.00 14140.00 LH
145 lh2601 20250731 14405.0 ... 14240.00 14415.00 LH
146 lh2603 20250731 13455.0 ... 13350.00 13525.00 LH
147 lh2605 20250731 13980.0 ... 13785.00 14025.00 LH
148 lh2607 20250731 14600.0 ... 14500.00 14625.00 LH
149 m2508 20250731 3010.0 ... 2996.00 2991.00 M
150 m2509 20250731 3007.0 ... 3006.00 3001.00 M
151 m2511 20250731 3045.0 ... 3044.00 3038.00 M
152 m2512 20250731 3077.0 ... 3073.00 3068.00 M
153 m2601 20250731 3045.0 ... 3041.00 3041.00 M
154 m2603 20250731 2918.0 ... 2914.00 2917.00 M
155 m2605 20250731 2743.0 ... 2737.00 2743.00 M
156 m2607 20250731 2727.0 ... 2719.00 2727.00 M
157 p2508 20250731 8894.0 ... 8808.00 8878.00 P
158 p2509 20250731 8962.0 ... 8912.00 8972.00 P
159 p2510 20250731 8962.0 ... 8920.00 8982.00 P
160 p2511 20250731 8962.0 ... 8920.00 8986.00 P
161 p2512 20250731 8958.0 ... 8914.00 8988.00 P
162 p2601 20250731 8960.0 ... 8930.00 8992.00 P
163 p2602 20250731 8938.0 ... 8908.00 8952.00 P
164 p2603 20250731 8872.0 ... 8866.00 8898.00 P
165 p2604 20250731 8818.0 ... 8828.00 8848.00 P
166 p2605 20250731 8764.0 ... 8750.00 8796.00 P
167 p2606 20250731 8686.0 ... 8702.00 8706.00 P
168 p2607 20250731 8648.0 ... 8636.00 8654.00 P
169 pg2508 20250731 4054.0 ... 4030.00 4044.00 PG
170 pg2509 20250731 4056.0 ... 4056.00 4045.00 PG
171 pg2510 20250731 4469.0 ... 4481.00 4453.00 PG
172 pg2511 20250731 4411.0 ... 4425.00 4392.00 PG
173 pg2512 20250731 4352.0 ... 4366.00 4335.00 PG
174 pg2601 20250731 4288.0 ... 4302.00 4274.00 PG
175 pg2602 20250731 4206.0 ... 4215.00 4187.00 PG
176 pg2603 20250731 4123.0 ... 4134.00 4102.00 PG
177 pg2604 20250731 4419.0 ... 4392.00 4392.00 PG
178 pg2605 20250731 4349.0 ... 4337.00 4301.00 PG
179 pg2606 20250731 4236.0 ... 4270.00 4233.00 PG
180 pg2607 20250731 4254.0 ... 4254.00 4265.00 PG
181 pp2508 20250731 7106.0 ... 7100.00 7120.00 PP
182 pp2509 20250731 7163.0 ... 7138.00 7165.00 PP
183 pp2510 20250731 7145.0 ... 7137.00 7160.00 PP
184 pp2511 20250731 7156.0 ... 7146.00 7166.00 PP
185 pp2512 20250731 7167.0 ... 7155.00 7174.00 PP
186 pp2601 20250731 7167.0 ... 7157.00 7183.00 PP
187 pp2602 20250731 7124.0 ... 7122.00 7157.00 PP
188 pp2603 20250731 7118.0 ... 7119.00 7157.00 PP
189 pp2604 20250731 7128.0 ... 7165.00 7167.00 PP
190 pp2605 20250731 7166.0 ... 7149.00 7170.00 PP
191 pp2606 20250731 7130.0 ... 7125.00 7144.00 PP
192 pp2607 20250731 7131.0 ... 7131.00 7190.00 PP
193 rr2508 20250731 3552.0 ... 3562.00 3566.00 RR
194 rr2509 20250731 3617.0 ... 3615.00 3619.00 RR
195 rr2510 20250731 3634.0 ... 3632.00 3633.00 RR
196 rr2511 20250731 3631.0 ... 3628.00 3622.00 RR
197 rr2512 20250731 3636.0 ... 3629.00 3633.00 RR
198 rr2601 20250731 3644.0 ... 3640.00 3618.00 RR
199 rr2602 20250731 3641.0 ... 3638.00 3632.00 RR
200 rr2603 20250731 3644.0 ... 3638.00 3634.00 RR
201 rr2604 20250731 3642.0 ... 3640.00 3635.00 RR
202 rr2605 20250731 3634.0 ... 3636.00 3632.00 RR
203 rr2606 20250731 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250731 3642.0 ... 3633.00 3629.00 RR
205 v2508 20250731 5106.0 ... 5065.00 5164.00 V
206 v2509 20250731 5145.0 ... 5100.00 5215.00 V
207 v2510 20250731 5190.0 ... 5134.00 5251.00 V
208 v2511 20250731 5210.0 ... 5149.00 5290.00 V
209 v2512 20250731 5250.0 ... 5186.00 5323.00 V
210 v2601 20250731 5276.0 ... 5231.00 5350.00 V
211 v2602 20250731 5299.0 ... 5242.00 5372.00 V
212 v2603 20250731 5309.0 ... 5263.00 5405.00 V
213 v2604 20250731 5527.0 ... 5481.00 5611.00 V
214 v2605 20250731 5556.0 ... 5510.00 5605.00 V
215 v2606 20250731 5565.0 ... 5530.00 5635.00 V
216 v2607 20250731 5588.0 ... 5538.00 5650.00 V
217 y2508 20250731 8266.0 ... 8240.00 8266.00 Y
218 y2509 20250731 8220.0 ... 8206.00 8244.00 Y
219 y2511 20250731 8216.0 ... 8202.00 8242.00 Y
220 y2512 20250731 8214.0 ... 8204.00 8248.00 Y
221 y2601 20250731 8178.0 ... 8164.00 8202.00 Y
222 y2603 20250731 8054.0 ... 8052.00 8070.00 Y
223 y2605 20250731 7812.0 ... 7812.00 7838.00 Y
224 y2607 20250731 7778.0 ... 7782.00 7802.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:36,418 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 PS2508 20250731 53120.0 ... 50910.0 53090.0 PS
1 PS2509 20250731 52500.0 ... 50735.0 53290.0 PS
2 PS2510 20250731 53270.0 ... 50895.0 53435.0 PS
3 PS2511 20250731 53000.0 ... 50990.0 53575.0 PS
4 PS2512 20250731 55650.0 ... 53875.0 55945.0 PS
5 PS2601 20250731 55420.0 ... 53970.0 55985.0 PS
6 PS2602 20250731 56700.0 ... 54305.0 56060.0 PS
7 PS2603 20250731 56655.0 ... 54680.0 56140.0 PS
8 PS2604 20250731 56140.0 ... 54580.0 56185.0 PS
9 PS2605 20250731 55000.0 ... 54455.0 56005.0 PS
10 PS2606 20250731 58835.0 ... 56210.0 57410.0 PS
11 PS2607 20250731 57900.0 ... 56430.0 57350.0 PS
13 SI2508 20250731 9225.0 ... 8920.0 9325.0 SI
14 SI2509 20250731 9090.0 ... 8860.0 9345.0 SI
15 SI2510 20250731 9110.0 ... 8845.0 9325.0 SI
16 SI2511 20250731 9045.0 ... 8825.0 9320.0 SI
17 SI2512 20250731 9400.0 ... 9135.0 9625.0 SI
18 SI2601 20250731 9300.0 ... 9105.0 9580.0 SI
19 SI2602 20250731 9270.0 ... 9095.0 9575.0 SI
20 SI2603 20250731 9230.0 ... 9065.0 9545.0 SI
21 SI2604 20250731 9260.0 ... 9095.0 9535.0 SI
22 SI2605 20250731 9370.0 ... 9090.0 9515.0 SI
23 SI2606 20250731 9345.0 ... 9095.0 9515.0 SI
24 SI2607 20250731 9320.0 ... 9110.0 9525.0 SI
27 LC2508 20250731 68480.0 ... 67900.0 71480.0 LC
28 LC2509 20250731 68540.0 ... 67840.0 71620.0 LC
29 LC2510 20250731 69500.0 ... 67940.0 71300.0 LC
30 LC2511 20250731 69040.0 ... 68040.0 71440.0 LC
31 LC2512 20250731 69600.0 ... 68460.0 71600.0 LC
32 LC2601 20250731 68660.0 ... 68560.0 71680.0 LC
33 LC2602 20250731 68700.0 ... 68620.0 71420.0 LC
34 LC2603 20250731 69960.0 ... 68580.0 71180.0 LC
35 LC2604 20250731 69220.0 ... 69020.0 71260.0 LC
36 LC2605 20250731 70000.0 ... 69260.0 71600.0 LC
37 LC2606 20250731 70040.0 ... 69160.0 71400.0 LC
38 LC2607 20250731 69800.0 ... 69220.0 71200.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:36,663 - future_1d - INFO - ak.get_gfex_daily('2025-07-31') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250731 7881.0 7910.0 ... 494783.30 7828.0 7919.0 AP
1 AP511 20250731 7713.0 7713.0 ... 3340.06 7643.0 7723.0 AP
2 AP512 20250731 7715.0 7720.0 ... 392.45 7695.0 7760.0 AP
3 AP601 20250731 7780.0 7819.0 ... 33435.86 7761.0 7818.0 AP
4 AP603 20250731 7683.0 7716.0 ... 138.33 7685.0 7742.0 AP
5 AP604 20250731 7708.0 7744.0 ... 23.19 7729.0 7773.0 AP
6 AP605 20250731 7779.0 7821.0 ... 639.36 7797.0 7845.0 AP
7 CF509 20250731 13750.0 13785.0 ... 1577539.87 13700.0 13825.0 CF
8 CF511 20250731 13800.0 13820.0 ... 135978.15 13755.0 13830.0 CF
9 CF601 20250731 13875.0 13915.0 ... 709029.24 13845.0 13925.0 CF
10 CF603 20250731 13855.0 13880.0 ... 1700.88 13830.0 13900.0 CF
11 CF605 20250731 13830.0 13860.0 ... 27244.11 13795.0 13870.0 CF
12 CF607 20250731 13840.0 13840.0 ... 234.72 13805.0 13885.0 CF
13 CJ509 20250731 9660.0 9775.0 ... 97772.06 9630.0 9655.0 CJ
14 CJ512 20250731 10665.0 10790.0 ... 10864.36 10575.0 10640.0 CJ
15 CJ601 20250731 10850.0 10965.0 ... 939202.46 10750.0 10785.0 CJ
16 CJ603 20250731 10935.0 11030.0 ... 21785.13 10785.0 10870.0 CJ
17 CJ605 20250731 11090.0 11180.0 ... 109664.74 10970.0 11015.0 CJ
18 CJ607 20250731 11260.0 11260.0 ... 2364.62 11100.0 11125.0 CJ
19 CY508 20250731 0.0 0.0 ... 0.00 20070.0 20165.0 CY
20 CY509 20250731 19875.0 19945.0 ... 98694.56 19825.0 19920.0 CY
21 CY510 20250731 0.0 0.0 ... 0.00 19935.0 20030.0 CY
22 CY511 20250731 0.0 0.0 ... 0.00 19800.0 19880.0 CY
23 CY512 20250731 19720.0 19780.0 ... 29.61 19740.0 19715.0 CY
24 CY601 20250731 19700.0 19895.0 ... 2506.46 19815.0 19820.0 CY
25 CY602 20250731 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250731 20080.0 20360.0 ... 20.22 20220.0 20330.0 CY
27 CY604 20250731 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250731 0.0 0.0 ... 0.00 20040.0 20105.0 CY
29 CY606 20250731 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250731 20280.0 20280.0 ... 10.14 20280.0 20260.0 CY
31 FG508 20250731 1169.0 1169.0 ... 3358.55 1134.0 1213.0 FG
32 FG509 20250731 1175.0 1178.0 ... 6501631.95 1146.0 1217.0 FG
33 FG510 20250731 1249.0 1252.0 ... 69893.63 1217.0 1284.0 FG
34 FG511 20250731 1245.0 1246.0 ... 96515.60 1208.0 1281.0 FG
35 FG512 20250731 1315.0 1319.0 ... 38181.69 1278.0 1353.0 FG
36 FG601 20250731 1309.0 1311.0 ... 3430530.21 1265.0 1346.0 FG
37 FG602 20250731 1364.0 1364.0 ... 5608.52 1317.0 1366.0 FG
38 FG603 20250731 1355.0 1355.0 ... 6608.37 1310.0 1365.0 FG
39 FG604 20250731 1394.0 1394.0 ... 2556.85 1343.0 1400.0 FG
40 FG605 20250731 1379.0 1383.0 ... 76892.71 1334.0 1404.0 FG
41 FG606 20250731 1392.0 1398.0 ... 3424.52 1351.0 1417.0 FG
42 FG607 20250731 1391.0 1392.0 ... 2795.92 1344.0 1408.0 FG
43 JR509 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250731 2379.0 2401.0 ... 732.24 2385.0 2382.0 MA
53 MA509 20250731 2410.0 2426.0 ... 1273646.26 2412.0 2432.0 MA
54 MA510 20250731 2444.0 2455.0 ... 48972.72 2442.0 2460.0 MA
55 MA511 20250731 2467.0 2476.0 ... 62414.11 2463.0 2483.0 MA
56 MA512 20250731 2495.0 2505.0 ... 18210.92 2494.0 2511.0 MA
57 MA601 20250731 2503.0 2514.0 ... 327429.68 2502.0 2522.0 MA
58 MA602 20250731 2503.0 2505.0 ... 57.34 2493.0 2517.0 MA
59 MA603 20250731 2488.0 2498.0 ... 134.28 2487.0 2510.0 MA
60 MA604 20250731 2475.0 2475.0 ... 17.29 2470.0 2491.0 MA
61 MA605 20250731 2444.0 2451.0 ... 12608.57 2442.0 2459.0 MA
62 MA606 20250731 2456.0 2461.0 ... 31.90 2454.0 2470.0 MA
63 MA607 20250731 2444.0 2450.0 ... 58.53 2439.0 2453.0 MA
64 OI509 20250731 9606.0 9612.0 ... 2493171.77 9547.0 9571.0 OI
65 OI511 20250731 9585.0 9608.0 ... 118028.14 9544.0 9560.0 OI
66 OI601 20250731 9548.0 9548.0 ... 729588.86 9481.0 9515.0 OI
67 OI603 20250731 9471.0 9480.0 ... 1655.52 9406.0 9446.0 OI
68 OI605 20250731 9391.0 9404.0 ... 6106.39 9351.0 9375.0 OI
69 OI607 20250731 9359.0 9361.0 ... 93.29 9329.0 9366.0 OI
70 PF508 20250731 6456.0 6478.0 ... 2558.42 6454.0 6500.0 PF
71 PF509 20250731 6502.0 6526.0 ... 313868.41 6494.0 6528.0 PF
72 PF510 20250731 6560.0 6596.0 ... 168830.14 6566.0 6584.0 PF
73 PF511 20250731 6564.0 6592.0 ... 59756.72 6562.0 6580.0 PF
74 PF512 20250731 6560.0 6580.0 ... 11502.37 6542.0 6560.0 PF
75 PF601 20250731 6554.0 6582.0 ... 5967.76 6536.0 6570.0 PF
76 PF602 20250731 0.0 0.0 ... 0.00 6538.0 6582.0 PF
77 PF603 20250731 6576.0 6576.0 ... 13.13 6566.0 6556.0 PF
78 PF604 20250731 6602.0 6604.0 ... 13.17 6588.0 6560.0 PF
79 PF605 20250731 6612.0 6612.0 ... 16.49 6596.0 6614.0 PF
80 PF606 20250731 6606.0 6606.0 ... 9.90 6598.0 6594.0 PF
81 PF607 20250731 6620.0 6626.0 ... 13.24 6622.0 6604.0 PF
82 PK510 20250731 8098.0 8128.0 ... 153761.37 8100.0 8114.0 PK
83 PK511 20250731 7974.0 7988.0 ... 83254.08 7966.0 7996.0 PK
84 PK512 20250731 7984.0 7998.0 ... 1205.40 7956.0 8010.0 PK
85 PK601 20250731 8006.0 8016.0 ... 19844.77 7968.0 8030.0 PK
86 PK603 20250731 8016.0 8016.0 ... 151.81 7990.0 8036.0 PK
87 PK604 20250731 8020.0 8020.0 ... 87.98 7998.0 8034.0 PK
88 PK605 20250731 8020.0 8020.0 ... 1506.39 7992.0 8034.0 PK
89 PL601 20250731 6574.0 6588.0 ... 30744.27 6561.0 6587.0 PL
90 PL602 20250731 6624.0 6641.0 ... 2675.54 6623.0 6641.0 PL
91 PL603 20250731 6580.0 6585.0 ... 223.49 6573.0 6570.0 PL
92 PL604 20250731 6607.0 6607.0 ... 39.57 6595.0 6602.0 PL
93 PL605 20250731 6524.0 6525.0 ... 65.16 6516.0 6516.0 PL
94 PL606 20250731 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250731 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250731 5978.0 6000.0 ... 971.88 5944.0 6006.0 PR
103 PR509 20250731 6006.0 6038.0 ... 312355.43 5996.0 6036.0 PR
104 PR510 20250731 6034.0 6052.0 ... 184981.50 6016.0 6050.0 PR
105 PR511 20250731 6032.0 6054.0 ... 28674.55 6024.0 6040.0 PR
106 PR512 20250731 6032.0 6044.0 ... 162.79 6030.0 6040.0 PR
107 PR601 20250731 6050.0 6054.0 ... 732.82 6032.0 6046.0 PR
108 PR602 20250731 6058.0 6058.0 ... 54.49 6054.0 6052.0 PR
109 PR603 20250731 0.0 0.0 ... 0.00 6044.0 6044.0 PR
110 PR604 20250731 6048.0 6050.0 ... 63.46 6044.0 6090.0 PR
111 PR605 20250731 6090.0 6094.0 ... 81.73 6054.0 6084.0 PR
112 PR606 20250731 6086.0 6090.0 ... 27.36 6080.0 6068.0 PR
113 PR607 20250731 6066.0 6066.0 ... 9.10 6066.0 6056.0 PR
114 PX508 20250731 6926.0 7480.0 ... 129.11 6980.0 6934.0 PX
115 PX509 20250731 6988.0 7032.0 ... 557468.75 6980.0 6990.0 PX
116 PX510 20250731 6968.0 6998.0 ... 68392.48 6944.0 6966.0 PX
117 PX511 20250731 6920.0 6954.0 ... 94047.24 6920.0 6924.0 PX
118 PX512 20250731 6920.0 6946.0 ... 40864.05 6916.0 6914.0 PX
119 PX601 20250731 6888.0 6924.0 ... 131547.47 6888.0 6890.0 PX
120 PX602 20250731 6900.0 6902.0 ... 24.12 6892.0 6858.0 PX
121 PX603 20250731 0.0 0.0 ... 0.00 6846.0 6846.0 PX
122 PX604 20250731 0.0 0.0 ... 0.00 6832.0 6832.0 PX
123 PX605 20250731 6878.0 6882.0 ... 698.14 6846.0 6848.0 PX
124 PX606 20250731 6846.0 6846.0 ... 3.42 6846.0 6852.0 PX
125 PX607 20250731 6872.0 6880.0 ... 23.98 6852.0 6862.0 PX
126 RI509 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250731 2731.0 2757.0 ... 2849.41 2719.0 2685.0 RM
133 RM509 20250731 2730.0 2756.0 ... 1308851.83 2721.0 2703.0 RM
134 RM511 20250731 2568.0 2583.0 ... 16036.48 2559.0 2546.0 RM
135 RM601 20250731 2424.0 2446.0 ... 328863.28 2419.0 2409.0 RM
136 RM603 20250731 2405.0 2417.0 ... 18858.62 2396.0 2393.0 RM
137 RM605 20250731 2380.0 2388.0 ... 56609.43 2377.0 2380.0 RM
138 RM607 20250731 2359.0 2370.0 ... 3737.36 2362.0 2365.0 RM
139 RS508 20250731 0.0 0.0 ... 0.00 5049.0 5076.0 RS
140 RS509 20250731 5139.0 5148.0 ... 143.36 5120.0 5159.0 RS
141 RS511 20250731 5233.0 5303.0 ... 178.66 5255.0 5285.0 RS
142 RS607 20250731 5249.0 5311.0 ... 210.51 5263.0 5291.0 RS
143 SA508 20250731 1286.0 1286.0 ... 4012.20 1255.0 1321.0 SA
144 SA509 20250731 1296.0 1297.0 ... 5043528.84 1269.0 1333.0 SA
145 SA510 20250731 1337.0 1337.0 ... 235095.31 1308.0 1374.0 SA
146 SA511 20250731 1347.0 1347.0 ... 325339.79 1318.0 1384.0 SA
147 SA512 20250731 1385.0 1385.0 ... 122683.79 1347.0 1423.0 SA
148 SA601 20250731 1380.0 1385.0 ... 3591496.14 1349.0 1425.0 SA
149 SA602 20250731 1390.0 1394.0 ... 12530.59 1359.0 1426.0 SA
150 SA603 20250731 1395.0 1400.0 ... 17945.55 1360.0 1433.0 SA
151 SA604 20250731 1433.0 1438.0 ... 5850.07 1398.0 1468.0 SA
152 SA605 20250731 1443.0 1445.0 ... 148631.14 1402.0 1473.0 SA
153 SA606 20250731 1434.0 1446.0 ... 4926.13 1406.0 1474.0 SA
154 SA607 20250731 1445.0 1445.0 ... 4226.33 1400.0 1459.0 SA
155 SF508 20250731 5878.0 5878.0 ... 1347.25 5722.0 6076.0 SF
156 SF509 20250731 5948.0 5948.0 ... 1411518.40 5786.0 6100.0 SF
157 SF510 20250731 5930.0 5932.0 ... 120870.58 5774.0 6082.0 SF
158 SF511 20250731 6102.0 6104.0 ... 314857.63 5950.0 6248.0 SF
159 SF512 20250731 6132.0 6132.0 ... 30133.41 5930.0 6246.0 SF
160 SF601 20250731 6072.0 6084.0 ... 159009.54 5926.0 6228.0 SF
161 SF602 20250731 6086.0 6086.0 ... 2018.61 5878.0 6172.0 SF
162 SF603 20250731 6196.0 6196.0 ... 518.77 6032.0 6256.0 SF
163 SF604 20250731 6176.0 6176.0 ... 148.51 5940.0 6230.0 SF
164 SF605 20250731 6140.0 6140.0 ... 2417.53 5962.0 6262.0 SF
165 SF606 20250731 6000.0 6016.0 ... 555.58 5880.0 6192.0 SF
166 SF607 20250731 6108.0 6132.0 ... 244.17 6030.0 6266.0 SF
167 SH508 20250731 2500.0 2500.0 ... 2904.62 2476.0 2513.0 SH
168 SH509 20250731 2597.0 2607.0 ... 2851007.56 2572.0 2622.0 SH
169 SH510 20250731 2656.0 2671.0 ... 254028.21 2639.0 2676.0 SH
170 SH511 20250731 2643.0 2654.0 ... 209624.60 2626.0 2658.0 SH
171 SH512 20250731 2660.0 2666.0 ... 49158.00 2639.0 2670.0 SH
172 SH601 20250731 2642.0 2656.0 ... 503691.43 2625.0 2663.0 SH
173 SH602 20250731 2660.0 2672.0 ... 1632.71 2642.0 2689.0 SH
174 SH603 20250731 2666.0 2677.0 ... 922.61 2651.0 2693.0 SH
175 SH604 20250731 2698.0 2701.0 ... 741.38 2686.0 2721.0 SH
176 SH605 20250731 2710.0 2720.0 ... 10341.78 2695.0 2727.0 SH
177 SH606 20250731 2705.0 2717.0 ... 405.06 2700.0 2738.0 SH
178 SH607 20250731 2688.0 2700.0 ... 120.53 2678.0 2697.0 SH
179 SM508 20250731 6092.0 6092.0 ... 1676.01 6008.0 6206.0 SM
180 SM509 20250731 6054.0 6102.0 ... 1605066.76 5988.0 6222.0 SM
181 SM510 20250731 6072.0 6108.0 ... 83318.12 5994.0 6222.0 SM
182 SM511 20250731 6134.0 6178.0 ... 149084.30 6066.0 6294.0 SM
183 SM512 20250731 6150.0 6184.0 ... 30423.45 6070.0 6302.0 SM
184 SM601 20250731 6122.0 6182.0 ... 472379.44 6072.0 6302.0 SM
185 SM602 20250731 6214.0 6214.0 ... 1413.12 6066.0 6300.0 SM
186 SM603 20250731 6212.0 6212.0 ... 1643.64 6100.0 6314.0 SM
187 SM604 20250731 6162.0 6198.0 ... 551.49 6094.0 6328.0 SM
188 SM605 20250731 6164.0 6214.0 ... 9249.11 6106.0 6326.0 SM
189 SM606 20250731 6176.0 6176.0 ... 103.67 6098.0 6328.0 SM
190 SM607 20250731 6200.0 6202.0 ... 101.02 6124.0 6306.0 SM
191 SR509 20250731 5800.0 5822.0 ... 867731.91 5801.0 5839.0 SR
192 SR511 20250731 5695.0 5716.0 ... 95466.26 5691.0 5751.0 SR
193 SR601 20250731 5666.0 5686.0 ... 363582.91 5661.0 5709.0 SR
194 SR603 20250731 5636.0 5657.0 ... 4654.44 5635.0 5676.0 SR
195 SR605 20250731 5620.0 5636.0 ... 23956.18 5617.0 5650.0 SR
196 SR607 20250731 5616.0 5632.0 ... 1341.73 5614.0 5636.0 SR
197 TA508 20250731 4846.0 4864.0 ... 15024.94 4830.0 4846.0 TA
198 TA509 20250731 4864.0 4880.0 ... 1876771.09 4842.0 4870.0 TA
199 TA510 20250731 4876.0 4884.0 ... 76707.40 4846.0 4872.0 TA
200 TA511 20250731 4870.0 4878.0 ... 48589.55 4850.0 4858.0 TA
201 TA512 20250731 4864.0 4876.0 ... 16889.14 4854.0 4858.0 TA
202 TA601 20250731 4862.0 4880.0 ... 643821.84 4858.0 4868.0 TA
203 TA602 20250731 4872.0 4876.0 ... 36.36 4848.0 4862.0 TA
204 TA603 20250731 4878.0 4878.0 ... 46.14 4858.0 4866.0 TA
205 TA604 20250731 4854.0 4854.0 ... 4.85 4854.0 4882.0 TA
206 TA605 20250731 4876.0 4892.0 ... 8441.39 4870.0 4884.0 TA
207 TA606 20250731 4888.0 4888.0 ... 9.74 4872.0 4886.0 TA
208 TA607 20250731 4872.0 4872.0 ... 9.74 4870.0 4882.0 TA
209 UR508 20250731 1745.0 1745.0 ... 2860.61 1717.0 1745.0 UR
210 UR509 20250731 1739.0 1739.0 ... 466724.56 1722.0 1749.0 UR
211 UR510 20250731 1747.0 1747.0 ... 16760.08 1728.0 1752.0 UR
212 UR511 20250731 1769.0 1770.0 ... 15484.20 1759.0 1780.0 UR
213 UR512 20250731 1763.0 1765.0 ... 1308.83 1759.0 1774.0 UR
214 UR601 20250731 1765.0 1765.0 ... 173741.75 1749.0 1777.0 UR
215 UR602 20250731 1758.0 1760.0 ... 721.37 1742.0 1768.0 UR
216 UR603 20250731 1791.0 1792.0 ... 330.36 1776.0 1801.0 UR
217 UR604 20250731 1795.0 1795.0 ... 131.96 1783.0 1801.0 UR
218 UR605 20250731 1797.0 1798.0 ... 6937.58 1783.0 1806.0 UR
219 UR606 20250731 1792.0 1793.0 ... 209.81 1778.0 1801.0 UR
220 UR607 20250731 1800.0 1800.0 ... 200.37 1789.0 1805.0 UR
221 WH509 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:36,957 - future_1d - INFO - ak.get_czce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 SC2508 20250731 523 ... 526.6 531 SC
1 SC2509 20250731 529.7 ... 532 523.8 SC
2 SC2510 20250731 523.1 ... 525.3 518.5 SC
3 SC2511 20250731 519.3 ... 522 515.1 SC
4 SC2512 20250731 515.5 ... 518.2 512.2 SC
5 SC2601 20250731 513.8 ... 515.2 509.3 SC
6 SC2602 20250731 509.7 ... 511.7 507.2 SC
7 SC2603 20250731 507.7 ... 509.1 505.9 SC
8 SC2604 20250731 506.7 ... 506.3 504.5 SC
9 SC2605 20250731 505 ... 504.4 500 SC
10 SC2606 20250731 502 ... 503.2 498 SC
11 SC2607 20250731 ... 497.1 496.5 SC
12 SC2609 20250731 496.7 ... 496.3 490.3 SC
13 SC2612 20250731 493.1 ... 493.1 487.7 SC
14 SC2703 20250731 ... 486.9 486.9 SC
15 SC2706 20250731 485 ... 485.4 484.2 SC
16 SC2709 20250731 483.3 ... 483.3 486 SC
17 SC2712 20250731 483.1 ... 483.1 481.5 SC
18 SC2803 20250731 482.2 ... 482.2 479.3 SC
19 SC2806 20250731 476.4 ... 478.3 472.3 SC
21 LU2508 20250731 3200 ... 3496 3481 LU
22 LU2509 20250731 3693 ... 3672 3675 LU
23 LU2510 20250731 3704 ... 3697 3690 LU
24 LU2511 20250731 3700 ... 3699 3680 LU
25 LU2512 20250731 3681 ... 3677 3661 LU
26 LU2601 20250731 3643 ... 3642 3616 LU
27 LU2602 20250731 3630 ... 3625 3602 LU
28 LU2603 20250731 3623 ... 3622 3607 LU
29 LU2604 20250731 3594 ... 3604 3591 LU
30 LU2605 20250731 3610 ... 3607 3575 LU
31 LU2606 20250731 3563 ... 3572 3554 LU
32 LU2607 20250731 3575 ... 3573 3560 LU
34 NR2508 20250731 12465 ... 12320 12540 NR
35 NR2509 20250731 12575 ... 12365 12610 NR
36 NR2510 20250731 12610 ... 12395 12635 NR
37 NR2511 20250731 12590 ... 12445 12655 NR
38 NR2512 20250731 12660 ... 12465 12710 NR
39 NR2601 20250731 12720 ... 12490 12770 NR
40 NR2602 20250731 12730 ... 12590 12815 NR
41 NR2603 20250731 12745 ... 12650 12840 NR
42 NR2604 20250731 12755 ... 12640 12870 NR
43 NR2605 20250731 12780 ... 12585 12860 NR
44 NR2606 20250731 12670 ... 12630 13020 NR
45 NR2607 20250731 12550 ... 12550 12880 NR
47 BC2508 20250731 69650 ... 69490 70080 BC
48 BC2509 20250731 69830 ... 69640 70230 BC
49 BC2510 20250731 69910 ... 69630 70310 BC
50 BC2511 20250731 69200 ... 69240 69850 BC
51 BC2512 20250731 70160 ... 69700 70400 BC
52 BC2601 20250731 ... 70020 70020 BC
53 BC2602 20250731 ... 70000 70000 BC
54 BC2603 20250731 ... 70000 70000 BC
55 BC2604 20250731 ... 70000 70000 BC
56 BC2605 20250731 ... 70000 70000 BC
57 BC2606 20250731 ... 69340 69340 BC
58 BC2607 20250731 ... 68670 68670 BC
60 EC2508 20250731 2139 ... 2123.5 2135.6 EC
61 EC2510 20250731 1450 ... 1428.2 1494.7 EC
62 EC2512 20250731 1720 ... 1700.9 1755.4 EC
63 EC2602 20250731 1530 ... 1496.3 1548.8 EC
64 EC2604 20250731 1375.5 ... 1340.3 1379.8 EC
65 EC2606 20250731 1500 ... 1475.5 1513.7 EC
69 SC_TAS2509 20250731 ... SC_TAS
70 SC_TAS2510 20250731 ... SC_TAS
71 SC_TAS2511 20250731 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:19:37,079 - future_1d - INFO - ak.get_ine_daily('2025-07-31') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250731 ... 78430 79060 CU
1 1 CU2509 20250731 ... 78440 79070 CU
2 2 CU2510 20250731 ... 78420 79090 CU
3 3 CU2511 20250731 ... 78420 79040 CU
4 4 CU2512 20250731 ... 78340 78980 CU
5 5 CU2601 20250731 ... 78280 78940 CU
6 6 CU2602 20250731 ... 78270 78910 CU
7 7 CU2603 20250731 ... 78260 78910 CU
8 8 CU2604 20250731 ... 78330 78950 CU
9 9 CU2605 20250731 ... 78350 78960 CU
10 10 CU2606 20250731 ... 78300 78930 CU
11 11 CU2607 20250731 ... 78330 79000 CU
12 12 BC2508 20250731 ... 69490 70080 BC
13 13 BC2509 20250731 ... 69640 70230 BC
14 14 BC2510 20250731 ... 69630 70310 BC
15 15 BC2511 20250731 ... 69240 69850 BC
16 16 BC2512 20250731 ... 69700 70400 BC
17 17 BC2601 20250731 ... 70020 70020 BC
18 18 BC2602 20250731 ... 70000 70000 BC
19 19 BC2603 20250731 ... 70000 70000 BC
20 20 BC2604 20250731 ... 70000 70000 BC
21 21 BC2605 20250731 ... 70000 70000 BC
22 22 BC2606 20250731 ... 69340 69340 BC
23 23 BC2607 20250731 ... 68670 68670 BC
24 24 AL2508 20250731 ... 20625 20650 AL
25 25 AL2509 20250731 ... 20570 20620 AL
26 26 AL2510 20250731 ... 20550 20600 AL
27 27 AL2511 20250731 ... 20505 20555 AL
28 28 AL2512 20250731 ... 20460 20500 AL
29 29 AL2601 20250731 ... 20420 20475 AL
30 30 AL2602 20250731 ... 20435 20480 AL
31 31 AL2603 20250731 ... 20430 20495 AL
32 32 AL2604 20250731 ... 20450 20520 AL
33 33 AL2605 20250731 ... 20485 20530 AL
34 34 AL2606 20250731 ... 20490 20550 AL
35 35 AL2607 20250731 ... 20460 20570 AL
36 36 ZN2508 20250731 ... 22365 22650 ZN
37 37 ZN2509 20250731 ... 22440 22690 ZN
38 38 ZN2510 20250731 ... 22440 22715 ZN
39 39 ZN2511 20250731 ... 22435 22725 ZN
40 40 ZN2512 20250731 ... 22385 22685 ZN
41 41 ZN2601 20250731 ... 22370 22655 ZN
42 42 ZN2602 20250731 ... 22380 22645 ZN
43 43 ZN2603 20250731 ... 22390 22695 ZN
44 44 ZN2604 20250731 ... 22425 22665 ZN
45 45 ZN2605 20250731 ... 22455 22660 ZN
46 46 ZN2606 20250731 ... 22425 22665 ZN
47 47 ZN2607 20250731 ... 22405 22660 ZN
48 48 PB2508 20250731 ... 16785 16860 PB
49 49 PB2509 20250731 ... 16810 16880 PB
50 50 PB2510 20250731 ... 16815 16900 PB
51 51 PB2511 20250731 ... 16815 16925 PB
52 52 PB2512 20250731 ... 16840 16945 PB
53 53 PB2601 20250731 ... 16865 16970 PB
54 54 PB2602 20250731 ... 16885 17070 PB
55 55 PB2603 20250731 ... 16895 17055 PB
56 56 PB2604 20250731 ... 16950 17095 PB
57 57 PB2605 20250731 ... 16990 17090 PB
58 58 PB2606 20250731 ... 17100 17100 PB
59 59 PB2607 20250731 ... 16995 17090 PB
60 60 NI2508 20250731 ... 120130 121710 NI
61 61 NI2509 20250731 ... 120480 122020 NI
62 62 NI2510 20250731 ... 120610 122110 NI
63 63 NI2511 20250731 ... 120770 122350 NI
64 64 NI2512 20250731 ... 121030 122490 NI
65 65 NI2601 20250731 ... 121280 122800 NI
66 66 NI2602 20250731 ... 121610 122960 NI
67 67 NI2603 20250731 ... 121740 123030 NI
68 68 NI2604 20250731 ... 121690 123260 NI
69 69 NI2605 20250731 ... 122180 123690 NI
70 70 NI2606 20250731 ... 122360 123560 NI
71 71 NI2607 20250731 ... 122640 124140 NI
72 72 SN2508 20250731 ... 265890 267430 SN
73 73 SN2509 20250731 ... 266160 267740 SN
74 74 SN2510 20250731 ... 266440 268060 SN
75 75 SN2511 20250731 ... 266310 267960 SN
76 76 SN2512 20250731 ... 266040 267930 SN
77 77 SN2601 20250731 ... 266500 268080 SN
78 78 SN2602 20250731 ... 266500 268000 SN
79 79 SN2603 20250731 ... 266320 268640 SN
80 80 SN2604 20250731 ... 266870 269260 SN
81 81 SN2605 20250731 ... 267230 268890 SN
82 82 SN2606 20250731 ... 267240 268100 SN
83 83 SN2607 20250731 ... 266520 268480 SN
84 84 AO2508 20250731 ... 3274 3360 AO
85 85 AO2509 20250731 ... 3255 3358 AO
86 86 AO2510 20250731 ... 3233 3324 AO
87 87 AO2511 20250731 ... 3233 3320 AO
88 88 AO2512 20250731 ... 3230 3321 AO
89 89 AO2601 20250731 ... 3228 3324 AO
90 90 AO2602 20250731 ... 3229 3320 AO
91 91 AO2603 20250731 ... 3226 3317 AO
92 92 AO2604 20250731 ... 3211 3312 AO
93 93 AO2605 20250731 ... 3207 3311 AO
94 94 AO2606 20250731 ... 3210 3293 AO
95 95 AO2607 20250731 ... 3200 3303 AO
96 96 AD2511 20250731 ... 19980 20035 AD
97 97 AD2512 20250731 ... 19990 20045 AD
98 98 AD2601 20250731 ... 19935 19945 AD
99 99 AD2602 20250731 ... 19970 19915 AD
100 100 AD2603 20250731 ... 19925 19850 AD
101 101 AD2604 20250731 ... 19870 19890 AD
102 102 AD2605 20250731 ... 19755 19755 AD
103 103 AD2606 20250731 ... 19665 19695 AD
104 104 AD2607 20250731 ... 19830 19830 AD
105 105 AU2508 20250731 ... 766.48 770.38 AU
106 106 AU2509 20250731 ... 768.88 772.04 AU
107 107 AU2510 20250731 ... 769.96 773.12 AU
108 108 AU2512 20250731 ... 771.9 775.34 AU
109 109 AU2602 20250731 ... 774.08 777.5 AU
110 110 AU2604 20250731 ... 776.42 779.62 AU
111 111 AU2606 20250731 ... 778.24 781.98 AU
112 112 AU2608 20250731 ... 780.76 784.3 AU
113 113 AG2508 20250731 ... 9029 9183 AG
114 114 AG2509 20250731 ... 9034 9198 AG
115 115 AG2510 20250731 ... 9059 9212 AG
116 116 AG2511 20250731 ... 9063 9223 AG
117 117 AG2512 20250731 ... 9073 9231 AG
118 118 AG2601 20250731 ... 9092 9245 AG
119 119 AG2602 20250731 ... 9097 9255 AG
120 120 AG2603 20250731 ... 9102 9266 AG
121 121 AG2604 20250731 ... 9123 9276 AG
122 122 AG2605 20250731 ... 9132 9289 AG
123 123 AG2606 20250731 ... 9146 9304 AG
124 124 AG2607 20250731 ... 9163 9314 AG
125 125 RB2508 20250731 ... 3206 3295 RB
126 126 RB2509 20250731 ... 3199 3296 RB
127 127 RB2510 20250731 ... 3243 3345 RB
128 128 RB2511 20250731 ... 3262 3355 RB
129 129 RB2512 20250731 ... 3287 3398 RB
130 130 RB2601 20250731 ... 3302 3401 RB
131 131 RB2602 20250731 ... 3279 3382 RB
132 132 RB2603 20250731 ... 3300 3391 RB
133 133 RB2604 20250731 ... 3327 3416 RB
134 134 RB2605 20250731 ... 3326 3416 RB
135 135 RB2606 20250731 ... 3333 3408 RB
136 136 RB2607 20250731 ... 3332 3426 RB
137 137 WR2508 20250731 ... 3212 3212 WR
138 138 WR2509 20250731 ... 3335 3335 WR
139 139 WR2510 20250731 ... 3451 3569 WR
140 140 WR2511 20250731 ... 3500 3500 WR
141 141 WR2512 20250731 ... 3519 3532 WR
142 142 WR2601 20250731 ... 3410 3560 WR
143 143 WR2602 20250731 ... 3540 3570 WR
144 144 WR2603 20250731 ... 3565 3565 WR
145 145 WR2604 20250731 ... 3560 3560 WR
146 146 WR2605 20250731 ... 3595 3616 WR
147 147 WR2606 20250731 ... 3599 3600 WR
148 148 WR2607 20250731 ... 3635 3635 WR
149 149 HC2508 20250731 ... 3426 3504 HC
150 150 HC2509 20250731 ... 3434 3514 HC
151 151 HC2510 20250731 ... 3421 3515 HC
152 152 HC2511 20250731 ... 3425 3515 HC
153 153 HC2512 20250731 ... 3427 3528 HC
154 154 HC2601 20250731 ... 3432 3524 HC
155 155 HC2602 20250731 ... 3414 3506 HC
156 156 HC2603 20250731 ... 3427 3515 HC
157 157 HC2604 20250731 ... 3451 3515 HC
158 158 HC2605 20250731 ... 3425 3518 HC
159 159 HC2606 20250731 ... 3429 3539 HC
160 160 HC2607 20250731 ... 3446 3541 HC
161 161 SS2508 20250731 ... 12865 12955 SS
162 162 SS2509 20250731 ... 12835 12940 SS
163 163 SS2510 20250731 ... 12885 12980 SS
164 164 SS2511 20250731 ... 12925 13025 SS
165 165 SS2512 20250731 ... 12930 13045 SS
166 166 SS2601 20250731 ... 12975 13075 SS
167 167 SS2602 20250731 ... 13030 13120 SS
168 168 SS2603 20250731 ... 13075 13175 SS
169 169 SS2604 20250731 ... 13080 13235 SS
170 170 SS2605 20250731 ... 13145 13270 SS
171 171 SS2606 20250731 ... 13175 13285 SS
172 172 SS2607 20250731 ... 13240 13340 SS
173 173 SC2508 20250731 ... 526.6 531 SC
174 174 SC2509 20250731 ... 532 523.8 SC
175 175 SC2510 20250731 ... 525.3 518.5 SC
176 176 SC2511 20250731 ... 522 515.1 SC
177 177 SC2512 20250731 ... 518.2 512.2 SC
178 178 SC2601 20250731 ... 515.2 509.3 SC
179 179 SC2602 20250731 ... 511.7 507.2 SC
180 180 SC2603 20250731 ... 509.1 505.9 SC
181 181 SC2604 20250731 ... 506.3 504.5 SC
182 182 SC2605 20250731 ... 504.4 500 SC
183 183 SC2606 20250731 ... 503.2 498 SC
184 184 SC2607 20250731 ... 497.1 496.5 SC
185 185 SC2609 20250731 ... 496.3 490.3 SC
186 186 SC2612 20250731 ... 493.1 487.7 SC
187 187 SC2703 20250731 ... 486.9 486.9 SC
188 188 SC2706 20250731 ... 485.4 484.2 SC
189 189 SC2709 20250731 ... 483.3 486 SC
190 190 SC2712 20250731 ... 483.1 481.5 SC
191 191 SC2803 20250731 ... 482.2 479.3 SC
192 192 SC2806 20250731 ... 478.3 472.3 SC
193 193 LU2508 20250731 ... 3496 3481 LU
194 194 LU2509 20250731 ... 3672 3675 LU
195 195 LU2510 20250731 ... 3697 3690 LU
196 196 LU2511 20250731 ... 3699 3680 LU
197 197 LU2512 20250731 ... 3677 3661 LU
198 198 LU2601 20250731 ... 3642 3616 LU
199 199 LU2602 20250731 ... 3625 3602 LU
200 200 LU2603 20250731 ... 3622 3607 LU
201 201 LU2604 20250731 ... 3604 3591 LU
202 202 LU2605 20250731 ... 3607 3575 LU
203 203 LU2606 20250731 ... 3572 3554 LU
204 204 LU2607 20250731 ... 3573 3560 LU
205 205 FU2508 20250731 ... 2880 2813 FU
206 206 FU2509 20250731 ... 2953 2944 FU
207 207 FU2510 20250731 ... 2969 2950 FU
208 208 FU2511 20250731 ... 2978 2954 FU
209 209 FU2512 20250731 ... 2972 2950 FU
210 210 FU2601 20250731 ... 2969 2950 FU
211 211 FU2602 20250731 ... 2960 2933 FU
212 212 FU2603 20250731 ... 2948 2929 FU
213 213 FU2604 20250731 ... 2933 2920 FU
214 214 FU2605 20250731 ... 2921 2902 FU
215 215 FU2606 20250731 ... 2905 2892 FU
216 216 FU2607 20250731 ... 2882 2869 FU
217 217 BU2508 20250731 ... 3684 3666 BU
218 218 BU2509 20250731 ... 3665 3648 BU
219 219 BU2510 20250731 ... 3650 3632 BU
220 220 BU2511 20250731 ... 3612 3591 BU
221 221 BU2512 20250731 ... 3535 3514 BU
222 222 BU2601 20250731 ... 3500 3481 BU
223 223 BU2602 20250731 ... 3480 3460 BU
224 224 BU2603 20250731 ... 3482 3461 BU
225 225 BU2604 20250731 ... 3469 3461 BU
226 226 BU2605 20250731 ... 3462 3445 BU
227 227 BU2606 20250731 ... 3454 3441 BU
228 228 BU2607 20250731 ... 3461 3431 BU
229 229 BU2609 20250731 ... 3436 3427 BU
230 230 BU2612 20250731 ... 3393 3373 BU
231 231 BU2703 20250731 ... 3391 3389 BU
232 232 BU2706 20250731 ... 3388 3390 BU
233 233 BR2508 20250731 ... 11580 11810 BR
234 234 BR2509 20250731 ... 11580 11835 BR
235 235 BR2510 20250731 ... 11560 11815 BR
236 236 BR2511 20250731 ... 11575 11810 BR
237 237 BR2512 20250731 ... 11635 11835 BR
238 238 BR2601 20250731 ... 11650 11885 BR
239 239 BR2602 20250731 ... 11705 11825 BR
240 240 BR2603 20250731 ... 11705 11885 BR
241 241 BR2604 20250731 ... 11665 11865 BR
242 242 BR2605 20250731 ... 11675 11885 BR
243 243 BR2606 20250731 ... 11635 11860 BR
244 244 BR2607 20250731 ... 11690 11890 BR
245 245 RU2508 20250731 ... 14725 15000 RU
246 246 RU2509 20250731 ... 14720 14995 RU
247 247 RU2510 20250731 ... 14745 14990 RU
248 248 RU2511 20250731 ... 14675 14945 RU
249 249 RU2601 20250731 ... 15515 15815 RU
250 250 RU2603 20250731 ... 15635 15845 RU
251 251 RU2604 20250731 ... 15635 15855 RU
252 252 RU2605 20250731 ... 15650 15910 RU
253 253 RU2606 20250731 ... 15565 15940 RU
254 254 RU2607 20250731 ... 15655 16025 RU
255 255 NR2508 20250731 ... 12320 12540 NR
256 256 NR2509 20250731 ... 12365 12610 NR
257 257 NR2510 20250731 ... 12395 12635 NR
258 258 NR2511 20250731 ... 12445 12655 NR
259 259 NR2512 20250731 ... 12465 12710 NR
260 260 NR2601 20250731 ... 12490 12770 NR
261 261 NR2602 20250731 ... 12590 12815 NR
262 262 NR2603 20250731 ... 12650 12840 NR
263 263 NR2604 20250731 ... 12640 12870 NR
264 264 NR2605 20250731 ... 12585 12860 NR
265 265 NR2606 20250731 ... 12630 13020 NR
266 266 NR2607 20250731 ... 12550 12880 NR
267 267 SP2508 20250731 ... 5240 5344 SP
268 268 SP2509 20250731 ... 5268 5366 SP
269 269 SP2510 20250731 ... 5248 5338 SP
270 270 SP2511 20250731 ... 5246 5338 SP
271 271 SP2512 20250731 ... 5232 5318 SP
272 272 SP2601 20250731 ... 5444 5530 SP
273 273 SP2602 20250731 ... 5368 5460 SP
274 274 SP2603 20250731 ... 5366 5432 SP
275 275 SP2604 20250731 ... 5366 5402 SP
276 276 SP2605 20250731 ... 5354 5396 SP
277 277 SP2606 20250731 ... 5348 5420 SP
278 278 SP2607 20250731 ... 5348 5396 SP
279 279 EC2508 20250731 ... 2123.5 2135.6 EC
280 280 EC2510 20250731 ... 1428.2 1494.7 EC
281 281 EC2512 20250731 ... 1700.9 1755.4 EC
282 282 EC2602 20250731 ... 1496.3 1548.8 EC
283 283 EC2604 20250731 ... 1340.3 1379.8 EC
284 284 EC2606 20250731 ... 1475.5 1513.7 EC
285 287 SC_TAS2509 20250731 ... SC_TAS
286 288 SC_TAS2510 20250731 ... SC_TAS
287 289 SC_TAS2511 20250731 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:37,197 - future_1d - INFO - ak.get_shfe_daily('2025-07-31') done
2025-08-03 14:19:38,931 - future_1d - INFO - save future_daily 2025-07-31 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250801 6182.000 ... 6173.600 6175.600 IC
1 IC2509 20250801 6130.000 ... 6109.800 6112.200 IC
2 IC2512 20250801 5977.000 ... 5961.800 5964.600 IC
3 IC2603 20250801 5852.000 ... 5835.800 5839.200 IC
4 IF2508 20250801 4064.800 ... 4044.000 4063.800 IF
5 IF2509 20250801 4057.800 ... 4031.800 4050.800 IF
6 IF2512 20250801 4021.000 ... 4000.000 4016.400 IF
7 IF2603 20250801 3990.800 ... 3969.000 3985.600 IF
8 IH2508 20250801 2773.600 ... 2755.400 2772.600 IH
9 IH2509 20250801 2776.000 ... 2755.400 2772.000 IH
10 IH2512 20250801 2775.000 ... 2757.400 2773.600 IH
11 IH2603 20250801 2776.200 ... 2757.000 2775.600 IH
12 IM2508 20250801 6625.000 ... 6625.200 6602.800 IM
13 IM2509 20250801 6554.600 ... 6549.800 6526.600 IM
14 IM2512 20250801 6350.000 ... 6364.800 6340.000 IM
15 IM2603 20250801 6188.000 ... 6194.600 6173.000 IM
16 T2509 20250801 108.395 ... 108.450 108.460 T
17 T2512 20250801 108.400 ... 108.425 108.435 T
18 T2603 20250801 108.310 ... 108.395 108.405 T
19 TF2509 20250801 105.715 ... 105.730 105.725 TF
20 TF2512 20250801 105.790 ... 105.785 105.790 TF
21 TF2603 20250801 105.820 ... 105.840 105.840 TF
22 TL2509 20250801 118.950 ... 119.090 119.120 TL
23 TL2512 20250801 118.700 ... 118.820 118.770 TL
24 TL2603 20250801 118.270 ... 118.520 118.430 TL
25 TS2509 20250801 102.346 ... 102.352 102.350 TS
26 TS2512 20250801 102.402 ... 102.394 102.414 TS
27 TS2603 20250801 102.470 ... 102.462 102.484 TS
[28 rows x 12 columns]
2025-08-03 14:19:46,842 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250801 4131.0 ... 4126.00 4137.00 A
1 a2511 20250801 4116.0 ... 4110.00 4124.00 A
2 a2601 20250801 4104.0 ... 4098.00 4112.00 A
3 a2603 20250801 4075.0 ... 4090.00 4103.00 A
4 a2605 20250801 4124.0 ... 4129.00 4139.00 A
5 a2607 20250801 4126.0 ... 4126.00 4143.00 A
6 b2508 20250801 3562.0 ... 3592.00 3559.00 B
7 b2509 20250801 3656.0 ... 3670.00 3663.00 B
8 b2510 20250801 3696.0 ... 3709.00 3705.00 B
9 b2511 20250801 3717.0 ... 3727.00 3725.00 B
10 b2512 20250801 3732.0 ... 3744.00 3751.00 B
11 b2601 20250801 3726.0 ... 3729.00 3734.00 B
12 b2602 20250801 3687.0 ... 3700.00 3699.00 B
13 b2603 20250801 3606.0 ... 3616.00 3619.00 B
14 b2604 20250801 3496.0 ... 3504.00 3501.00 B
15 b2605 20250801 3430.0 ... 3431.00 3434.00 B
16 b2606 20250801 3415.0 ... 3416.00 3415.00 B
17 b2607 20250801 3409.0 ... 3412.00 3417.00 B
18 bb2509 20250801 140.5 ... 144.90 140.70 BB
19 bb2511 20250801 147.9 ... 148.35 148.85 BB
20 bb2601 20250801 148.1 ... 148.00 148.35 BB
21 bb2603 20250801 141.2 ... 146.35 140.70 BB
22 bb2605 20250801 0.0 ... 140.75 140.75 BB
23 bb2607 20250801 0.0 ... 146.40 140.75 BB
24 bz2603 20250801 6300.0 ... 6284.00 6313.00 BZ
25 bz2604 20250801 6239.0 ... 6241.00 6275.00 BZ
26 bz2605 20250801 6234.0 ... 6256.00 6295.00 BZ
27 bz2606 20250801 6300.0 ... 6253.00 6258.00 BZ
28 bz2607 20250801 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250801 2287.0 ... 2296.00 2304.00 C
30 c2511 20250801 2230.0 ... 2233.00 2234.00 C
31 c2601 20250801 2206.0 ... 2213.00 2212.00 C
32 c2603 20250801 2210.0 ... 2213.00 2213.00 C
33 c2605 20250801 2256.0 ... 2258.00 2260.00 C
34 c2607 20250801 2273.0 ... 2276.00 2277.00 C
35 cs2509 20250801 2654.0 ... 2665.00 2676.00 CS
36 cs2511 20250801 2567.0 ... 2573.00 2579.00 CS
37 cs2601 20250801 2577.0 ... 2579.00 2589.00 CS
38 cs2603 20250801 2571.0 ... 2573.00 2584.00 CS
39 cs2605 20250801 2618.0 ... 2621.00 2628.00 CS
40 cs2607 20250801 2631.0 ... 2630.00 2636.00 CS
41 eb2508 20250801 7328.0 ... 7262.00 7328.00 EB
42 eb2509 20250801 7310.0 ... 7319.00 7373.00 EB
43 eb2510 20250801 7371.0 ... 7356.00 7402.00 EB
44 eb2511 20250801 7396.0 ... 7386.00 7416.00 EB
45 eb2512 20250801 7403.0 ... 7411.00 7441.00 EB
46 eb2601 20250801 7400.0 ... 7417.00 7445.00 EB
47 eb2602 20250801 7380.0 ... 7419.00 7433.00 EB
48 eb2603 20250801 7429.0 ... 7420.00 7426.00 EB
49 eb2604 20250801 7403.0 ... 7423.00 7464.00 EB
50 eb2605 20250801 7419.0 ... 7423.00 7484.00 EB
51 eb2606 20250801 7449.0 ... 7449.00 7499.00 EB
52 eb2607 20250801 7380.0 ... 7370.00 7483.00 EB
53 eg2508 20250801 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250801 4411.0 ... 4406.00 4432.00 EG
55 eg2510 20250801 4417.0 ... 4406.00 4431.00 EG
56 eg2511 20250801 4421.0 ... 4422.00 4447.00 EG
57 eg2512 20250801 4428.0 ... 4432.00 4454.00 EG
58 eg2601 20250801 4441.0 ... 4438.00 4459.00 EG
59 eg2602 20250801 0.0 ... 4458.00 4458.00 EG
60 eg2603 20250801 4437.0 ... 4438.00 4453.00 EG
61 eg2604 20250801 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250801 4452.0 ... 4444.00 4463.00 EG
63 eg2606 20250801 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250801 0.0 ... 4514.00 4514.00 EG
65 fb2508 20250801 0.0 ... 1370.50 1370.50 FB
66 fb2509 20250801 1282.0 ... 1282.00 1282.00 FB
67 fb2510 20250801 1312.5 ... 1317.50 1312.00 FB
68 fb2511 20250801 1307.0 ... 1311.50 1311.50 FB
69 fb2512 20250801 1306.5 ... 1312.00 1313.50 FB
70 fb2601 20250801 1314.5 ... 1314.50 1318.00 FB
71 fb2602 20250801 1260.0 ... 1299.00 1305.50 FB
72 fb2603 20250801 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250801 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250801 1339.0 ... 1339.00 1338.00 FB
75 fb2606 20250801 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250801 0.0 ... 1302.50 1302.50 FB
77 i2508 20250801 780.5 ... 793.50 788.50 I
78 i2509 20250801 780.0 ... 784.50 784.50 I
79 i2510 20250801 775.0 ... 779.50 781.00 I
80 i2511 20250801 768.5 ... 773.50 774.00 I
81 i2512 20250801 762.0 ... 766.50 769.00 I
82 i2601 20250801 753.5 ... 758.00 760.50 I
83 i2602 20250801 749.5 ... 754.50 756.00 I
84 i2603 20250801 746.5 ... 750.00 753.00 I
85 i2604 20250801 741.0 ... 745.00 747.00 I
86 i2605 20250801 732.0 ... 735.50 738.50 I
87 i2606 20250801 728.0 ... 730.50 734.00 I
88 i2607 20250801 724.5 ... 726.50 730.00 I
89 j2508 20250801 0.0 ... 1598.00 1598.00 J
90 j2509 20250801 1603.0 ... 1617.50 1634.00 J
91 j2510 20250801 1618.0 ... 1613.00 1637.00 J
92 j2511 20250801 1672.0 ... 1628.50 1665.00 J
93 j2512 20250801 1675.0 ... 1665.00 1672.50 J
94 j2601 20250801 1652.0 ... 1658.50 1693.00 J
95 j2602 20250801 0.0 ... 1689.00 1723.00 J
96 j2603 20250801 1628.0 ... 1635.00 1736.00 J
97 j2604 20250801 0.0 ... 1708.50 1731.50 J
98 j2605 20250801 1716.5 ... 1708.00 1756.00 J
99 j2606 20250801 1750.5 ... 1733.00 1749.00 J
100 j2607 20250801 1783.5 ... 1693.50 1799.00 J
101 jd2508 20250801 3248.0 ... 3271.00 3236.00 JD
102 jd2509 20250801 3524.0 ... 3501.00 3529.00 JD
103 jd2510 20250801 3283.0 ... 3294.00 3312.00 JD
104 jd2511 20250801 3350.0 ... 3355.00 3363.00 JD
105 jd2512 20250801 3518.0 ... 3516.00 3523.00 JD
106 jd2601 20250801 3622.0 ... 3616.00 3621.00 JD
107 jd2602 20250801 3180.0 ... 3197.00 3196.00 JD
108 jd2603 20250801 3184.0 ... 3198.00 3193.00 JD
109 jd2604 20250801 3339.0 ... 3341.00 3333.00 JD
110 jd2605 20250801 3435.0 ... 3454.00 3458.00 JD
111 jd2606 20250801 3273.0 ... 3285.00 3288.00 JD
112 jd2607 20250801 3480.0 ... 3497.00 3499.00 JD
113 jm2508 20250801 916.0 ... 910.00 917.00 JM
114 jm2509 20250801 1045.0 ... 1017.00 1081.00 JM
115 jm2510 20250801 1077.0 ... 1053.50 1120.00 JM
116 jm2511 20250801 1079.5 ... 1074.00 1134.00 JM
117 jm2512 20250801 1100.0 ... 1091.00 1151.50 JM
118 jm2601 20250801 1120.0 ... 1115.00 1179.00 JM
119 jm2602 20250801 1132.0 ... 1119.50 1198.00 JM
120 jm2603 20250801 1139.5 ... 1137.00 1200.00 JM
121 jm2604 20250801 1147.5 ... 1141.50 1210.00 JM
122 jm2605 20250801 1149.5 ... 1142.00 1212.50 JM
123 jm2606 20250801 1163.0 ... 1146.50 1213.50 JM
124 jm2607 20250801 1171.0 ... 1157.50 1220.50 JM
125 l2508 20250801 7307.0 ... 7311.00 7329.00 L
126 l2509 20250801 7344.0 ... 7336.00 7369.00 L
127 l2510 20250801 7379.0 ... 7361.00 7394.00 L
128 l2511 20250801 7396.0 ... 7384.00 7413.00 L
129 l2512 20250801 7407.0 ... 7399.00 7428.00 L
130 l2601 20250801 7390.0 ... 7398.00 7422.00 L
131 l2602 20250801 7383.0 ... 7389.00 7430.00 L
132 l2603 20250801 7377.0 ... 7389.00 7394.00 L
133 l2604 20250801 7403.0 ... 7386.00 7429.00 L
134 l2605 20250801 7390.0 ... 7377.00 7407.00 L
135 l2606 20250801 7382.0 ... 7367.00 7428.00 L
136 l2607 20250801 7393.0 ... 7395.00 7426.00 L
137 lg2509 20250801 822.0 ... 819.00 824.00 LG
138 lg2511 20250801 830.0 ... 825.00 832.50 LG
139 lg2601 20250801 830.5 ... 826.00 830.00 LG
140 lg2603 20250801 827.0 ... 824.00 828.50 LG
141 lg2605 20250801 833.0 ... 830.00 834.00 LG
142 lg2607 20250801 826.0 ... 827.50 833.00 LG
143 lh2509 20250801 14085.0 ... 14010.00 14125.00 LH
144 lh2511 20250801 13915.0 ... 13860.00 13995.00 LH
145 lh2601 20250801 14160.0 ... 14185.00 14240.00 LH
146 lh2603 20250801 13280.0 ... 13290.00 13350.00 LH
147 lh2605 20250801 13785.0 ... 13740.00 13785.00 LH
148 lh2607 20250801 14430.0 ... 14445.00 14500.00 LH
149 m2508 20250801 2983.0 ... 2998.00 2996.00 M
150 m2509 20250801 2996.0 ... 3004.00 3006.00 M
151 m2511 20250801 3033.0 ... 3043.00 3044.00 M
152 m2512 20250801 3062.0 ... 3068.00 3073.00 M
153 m2601 20250801 3038.0 ... 3035.00 3041.00 M
154 m2603 20250801 2912.0 ... 2918.00 2914.00 M
155 m2605 20250801 2736.0 ... 2734.00 2737.00 M
156 m2607 20250801 2720.0 ... 2717.00 2719.00 M
157 p2508 20250801 0.0 ... 8808.00 8808.00 P
158 p2509 20250801 8880.0 ... 8894.00 8912.00 P
159 p2510 20250801 8892.0 ... 8900.00 8920.00 P
160 p2511 20250801 8878.0 ... 8902.00 8920.00 P
161 p2512 20250801 8896.0 ... 8898.00 8914.00 P
162 p2601 20250801 8878.0 ... 8914.00 8930.00 P
163 p2602 20250801 8878.0 ... 8886.00 8908.00 P
164 p2603 20250801 8840.0 ... 8836.00 8866.00 P
165 p2604 20250801 9300.0 ... 8804.00 8828.00 P
166 p2605 20250801 8722.0 ... 8732.00 8750.00 P
167 p2606 20250801 8660.0 ... 8664.00 8702.00 P
168 p2607 20250801 8620.0 ... 8594.00 8636.00 P
169 pg2508 20250801 4030.0 ... 3984.00 4030.00 PG
170 pg2509 20250801 4003.0 ... 3987.00 4056.00 PG
171 pg2510 20250801 4441.0 ... 4432.00 4481.00 PG
172 pg2511 20250801 4383.0 ... 4377.00 4425.00 PG
173 pg2512 20250801 4324.0 ... 4319.00 4366.00 PG
174 pg2601 20250801 4258.0 ... 4255.00 4302.00 PG
175 pg2602 20250801 4174.0 ... 4171.00 4215.00 PG
176 pg2603 20250801 4094.0 ... 4085.00 4134.00 PG
177 pg2604 20250801 4399.0 ... 4381.00 4392.00 PG
178 pg2605 20250801 4286.0 ... 4287.00 4337.00 PG
179 pg2606 20250801 4188.0 ... 4227.00 4270.00 PG
180 pg2607 20250801 4223.0 ... 4200.00 4254.00 PG
181 pp2508 20250801 7092.0 ... 7061.00 7100.00 PP
182 pp2509 20250801 7110.0 ... 7113.00 7138.00 PP
183 pp2510 20250801 7119.0 ... 7116.00 7137.00 PP
184 pp2511 20250801 7131.0 ... 7128.00 7146.00 PP
185 pp2512 20250801 7139.0 ... 7136.00 7155.00 PP
186 pp2601 20250801 7144.0 ... 7137.00 7157.00 PP
187 pp2602 20250801 7122.0 ... 7120.00 7122.00 PP
188 pp2603 20250801 7104.0 ... 7104.00 7119.00 PP
189 pp2604 20250801 7131.0 ... 7125.00 7165.00 PP
190 pp2605 20250801 7140.0 ... 7134.00 7149.00 PP
191 pp2606 20250801 7120.0 ... 7112.00 7125.00 PP
192 pp2607 20250801 0.0 ... 7131.00 7131.00 PP
193 rr2508 20250801 0.0 ... 3562.00 3562.00 RR
194 rr2509 20250801 3606.0 ... 3615.00 3615.00 RR
195 rr2510 20250801 3628.0 ... 3629.00 3632.00 RR
196 rr2511 20250801 3625.0 ... 3629.00 3628.00 RR
197 rr2512 20250801 3631.0 ... 3624.00 3629.00 RR
198 rr2601 20250801 3637.0 ... 3631.00 3640.00 RR
199 rr2602 20250801 3630.0 ... 3625.00 3638.00 RR
200 rr2603 20250801 3624.0 ... 3619.00 3638.00 RR
201 rr2604 20250801 3630.0 ... 3624.00 3640.00 RR
202 rr2605 20250801 3622.0 ... 3624.00 3636.00 RR
203 rr2606 20250801 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250801 0.0 ... 3633.00 3633.00 RR
205 v2508 20250801 5015.0 ... 5001.00 5065.00 V
206 v2509 20250801 5040.0 ... 5040.00 5100.00 V
207 v2510 20250801 5079.0 ... 5075.00 5134.00 V
208 v2511 20250801 5117.0 ... 5114.00 5149.00 V
209 v2512 20250801 5151.0 ... 5145.00 5186.00 V
210 v2601 20250801 5167.0 ... 5179.00 5231.00 V
211 v2602 20250801 5199.0 ... 5204.00 5242.00 V
212 v2603 20250801 5238.0 ... 5233.00 5263.00 V
213 v2604 20250801 5446.0 ... 5443.00 5481.00 V
214 v2605 20250801 5457.0 ... 5464.00 5510.00 V
215 v2606 20250801 5493.0 ... 5473.00 5530.00 V
216 v2607 20250801 5518.0 ... 5503.00 5538.00 V
217 y2508 20250801 0.0 ... 8240.00 8240.00 Y
218 y2509 20250801 8190.0 ... 8228.00 8206.00 Y
219 y2511 20250801 8190.0 ... 8220.00 8202.00 Y
220 y2512 20250801 8194.0 ... 8230.00 8204.00 Y
221 y2601 20250801 8160.0 ... 8186.00 8164.00 Y
222 y2603 20250801 8038.0 ... 8078.00 8052.00 Y
223 y2605 20250801 7802.0 ... 7834.00 7812.00 Y
224 y2607 20250801 7800.0 ... 7802.00 7782.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:47,491 - future_1d - INFO - ak.get_dce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 PS2508 20250801 50580.0 ... 49395.0 50910.0 PS
1 PS2509 20250801 50300.0 ... 49350.0 50735.0 PS
2 PS2510 20250801 50395.0 ... 49490.0 50895.0 PS
3 PS2511 20250801 51000.0 ... 49590.0 50990.0 PS
4 PS2512 20250801 53100.0 ... 52650.0 53875.0 PS
5 PS2601 20250801 53800.0 ... 52835.0 53970.0 PS
6 PS2602 20250801 54000.0 ... 53380.0 54305.0 PS
7 PS2603 20250801 54070.0 ... 53405.0 54680.0 PS
8 PS2604 20250801 54045.0 ... 53565.0 54580.0 PS
9 PS2605 20250801 54000.0 ... 53300.0 54455.0 PS
10 PS2606 20250801 55400.0 ... 55335.0 56210.0 PS
11 PS2607 20250801 56235.0 ... 55500.0 56430.0 PS
13 SI2508 20250801 8775.0 ... 8710.0 8920.0 SI
14 SI2509 20250801 8850.0 ... 8660.0 8860.0 SI
15 SI2510 20250801 8780.0 ... 8655.0 8845.0 SI
16 SI2511 20250801 8755.0 ... 8645.0 8825.0 SI
17 SI2512 20250801 8965.0 ... 8995.0 9135.0 SI
18 SI2601 20250801 9090.0 ... 8975.0 9105.0 SI
19 SI2602 20250801 9070.0 ... 8935.0 9095.0 SI
20 SI2603 20250801 9100.0 ... 8965.0 9065.0 SI
21 SI2604 20250801 9090.0 ... 8970.0 9095.0 SI
22 SI2605 20250801 9105.0 ... 8990.0 9090.0 SI
23 SI2606 20250801 9120.0 ... 8995.0 9095.0 SI
24 SI2607 20250801 9135.0 ... 8975.0 9110.0 SI
27 LC2508 20250801 67600.0 ... 68480.0 67900.0 LC
28 LC2509 20250801 69080.0 ... 68860.0 67840.0 LC
29 LC2510 20250801 68540.0 ... 69000.0 67940.0 LC
30 LC2511 20250801 69040.0 ... 69100.0 68040.0 LC
31 LC2512 20250801 69340.0 ... 69520.0 68460.0 LC
32 LC2601 20250801 69700.0 ... 69500.0 68560.0 LC
33 LC2602 20250801 69600.0 ... 69400.0 68620.0 LC
34 LC2603 20250801 69000.0 ... 69260.0 68580.0 LC
35 LC2604 20250801 70000.0 ... 69900.0 69020.0 LC
36 LC2605 20250801 70040.0 ... 70080.0 69260.0 LC
37 LC2606 20250801 70140.0 ... 70060.0 69160.0 LC
38 LC2607 20250801 70260.0 ... 70160.0 69220.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:47,823 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250801 7806.0 7827.0 ... 296622.40 7791.0 7828.0 AP
1 AP511 20250801 7620.0 7631.0 ... 1596.73 7603.0 7643.0 AP
2 AP512 20250801 7678.0 7684.0 ... 237.54 7663.0 7695.0 AP
3 AP601 20250801 7743.0 7755.0 ... 21502.40 7718.0 7761.0 AP
4 AP603 20250801 7666.0 7705.0 ... 376.12 7676.0 7685.0 AP
5 AP604 20250801 7715.0 7715.0 ... 23.13 7710.0 7729.0 AP
6 AP605 20250801 7794.0 7820.0 ... 179.21 7792.0 7797.0 AP
7 CF509 20250801 13690.0 13695.0 ... 1305277.19 13615.0 13700.0 CF
8 CF511 20250801 13765.0 13780.0 ... 148870.99 13685.0 13755.0 CF
9 CF601 20250801 13875.0 13880.0 ... 690930.10 13800.0 13845.0 CF
10 CF603 20250801 13820.0 13845.0 ... 1936.31 13780.0 13830.0 CF
11 CF605 20250801 13800.0 13835.0 ... 47628.61 13770.0 13795.0 CF
12 CF607 20250801 13800.0 13845.0 ... 681.32 13765.0 13805.0 CF
13 CJ509 20250801 9580.0 9860.0 ... 88355.86 9715.0 9630.0 CJ
14 CJ512 20250801 10570.0 10860.0 ... 11504.21 10725.0 10575.0 CJ
15 CJ601 20250801 10695.0 11025.0 ... 1201752.97 10880.0 10750.0 CJ
16 CJ603 20250801 10760.0 11055.0 ... 11816.29 10915.0 10785.0 CJ
17 CJ605 20250801 10980.0 11220.0 ... 124614.86 11085.0 10970.0 CJ
18 CJ607 20250801 11115.0 11385.0 ... 1002.70 11265.0 11100.0 CJ
19 CY508 20250801 0.0 0.0 ... 0.00 20005.0 20070.0 CY
20 CY509 20250801 19760.0 19850.0 ... 40966.60 19760.0 19825.0 CY
21 CY510 20250801 0.0 0.0 ... 0.00 19900.0 19935.0 CY
22 CY511 20250801 19765.0 19815.0 ... 31040.01 19765.0 19800.0 CY
23 CY512 20250801 19650.0 19650.0 ... 19.57 19570.0 19740.0 CY
24 CY601 20250801 19650.0 19785.0 ... 1102.80 19695.0 19815.0 CY
25 CY602 20250801 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250801 20190.0 20190.0 ... 20.15 20150.0 20220.0 CY
27 CY604 20250801 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250801 19960.0 19960.0 ... 9.98 19960.0 20040.0 CY
29 CY606 20250801 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250801 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250801 1108.0 1111.0 ... 486.91 1092.0 1134.0 FG
32 FG509 20250801 1116.0 1134.0 ... 5790527.14 1104.0 1146.0 FG
33 FG510 20250801 1194.0 1201.0 ... 123653.30 1181.0 1217.0 FG
34 FG511 20250801 1176.0 1193.0 ... 151058.96 1172.0 1208.0 FG
35 FG512 20250801 1244.0 1263.0 ... 44885.39 1238.0 1278.0 FG
36 FG601 20250801 1224.0 1252.0 ... 2873978.68 1226.0 1265.0 FG
37 FG602 20250801 1270.0 1292.0 ... 4190.96 1268.0 1317.0 FG
38 FG603 20250801 1271.0 1286.0 ... 3750.74 1264.0 1310.0 FG
39 FG604 20250801 1304.0 1328.0 ... 2184.58 1302.0 1343.0 FG
40 FG605 20250801 1299.0 1320.0 ... 51996.77 1297.0 1334.0 FG
41 FG606 20250801 1320.0 1342.0 ... 2500.50 1320.0 1351.0 FG
42 FG607 20250801 1318.0 1338.0 ... 1621.89 1316.0 1344.0 FG
43 JR509 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250801 0.0 0.0 ... 0.00 2368.0 2385.0 MA
53 MA509 20250801 2403.0 2417.0 ... 1214195.45 2403.0 2412.0 MA
54 MA510 20250801 2434.0 2447.0 ... 33130.56 2431.0 2442.0 MA
55 MA511 20250801 2455.0 2468.0 ... 53905.77 2452.0 2463.0 MA
56 MA512 20250801 2485.0 2499.0 ... 22011.90 2485.0 2494.0 MA
57 MA601 20250801 2496.0 2508.0 ... 303307.74 2495.0 2502.0 MA
58 MA602 20250801 2495.0 2500.0 ... 187.01 2494.0 2493.0 MA
59 MA603 20250801 2488.0 2497.0 ... 154.37 2490.0 2487.0 MA
60 MA604 20250801 2473.0 2473.0 ... 12.34 2468.0 2470.0 MA
61 MA605 20250801 2438.0 2451.0 ... 7145.86 2443.0 2442.0 MA
62 MA606 20250801 2457.0 2457.0 ... 4.91 2457.0 2454.0 MA
63 MA607 20250801 2442.0 2442.0 ... 24.39 2439.0 2439.0 MA
64 OI509 20250801 9497.0 9557.0 ... 2057457.97 9495.0 9547.0 OI
65 OI511 20250801 9504.0 9564.0 ... 155603.36 9506.0 9544.0 OI
66 OI601 20250801 9435.0 9492.0 ... 637241.18 9434.0 9481.0 OI
67 OI603 20250801 9377.0 9422.0 ... 1423.15 9363.0 9406.0 OI
68 OI605 20250801 9304.0 9383.0 ... 8283.48 9328.0 9351.0 OI
69 OI607 20250801 9276.0 9373.0 ... 149.02 9314.0 9329.0 OI
70 PF508 20250801 6420.0 6420.0 ... 349.81 6360.0 6454.0 PF
71 PF509 20250801 6450.0 6458.0 ... 282086.69 6408.0 6494.0 PF
72 PF510 20250801 6514.0 6530.0 ... 229932.27 6474.0 6566.0 PF
73 PF511 20250801 6512.0 6526.0 ... 70807.75 6468.0 6562.0 PF
74 PF512 20250801 6522.0 6522.0 ... 27708.06 6464.0 6542.0 PF
75 PF601 20250801 6504.0 6510.0 ... 17386.08 6470.0 6536.0 PF
76 PF602 20250801 6486.0 6486.0 ... 12.95 6474.0 6538.0 PF
77 PF603 20250801 6488.0 6496.0 ... 19.46 6486.0 6566.0 PF
78 PF604 20250801 6516.0 6518.0 ... 22.78 6508.0 6588.0 PF
79 PF605 20250801 6506.0 6540.0 ... 39.13 6522.0 6596.0 PF
80 PF606 20250801 6524.0 6536.0 ... 6.53 6530.0 6598.0 PF
81 PF607 20250801 0.0 0.0 ... 0.00 6540.0 6622.0 PF
82 PK510 20250801 8082.0 8118.0 ... 115372.45 8094.0 8100.0 PK
83 PK511 20250801 7954.0 7986.0 ... 61739.03 7962.0 7966.0 PK
84 PK512 20250801 7940.0 7964.0 ... 18562.80 7946.0 7956.0 PK
85 PK601 20250801 7948.0 7958.0 ... 8995.87 7944.0 7968.0 PK
86 PK603 20250801 7970.0 7970.0 ... 194.95 7958.0 7990.0 PK
87 PK604 20250801 7974.0 7974.0 ... 43.81 7966.0 7998.0 PK
88 PK605 20250801 7980.0 7980.0 ... 1678.35 7954.0 7992.0 PK
89 PL601 20250801 6555.0 6555.0 ... 44929.98 6504.0 6561.0 PL
90 PL602 20250801 6619.0 6619.0 ... 1014.42 6587.0 6623.0 PL
91 PL603 20250801 6530.0 6542.0 ... 1028.89 6512.0 6573.0 PL
92 PL604 20250801 6509.0 6514.0 ... 181.75 6491.0 6595.0 PL
93 PL605 20250801 6476.0 6477.0 ... 782.61 6415.0 6516.0 PL
94 PL606 20250801 6551.0 6551.0 ... 13.10 6551.0 6589.0 PL
95 PL607 20250801 6542.0 6543.0 ... 26.17 6543.0 6593.0 PL
96 PM509 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250801 5944.0 5944.0 ... 44.32 5910.0 5944.0 PR
103 PR509 20250801 5972.0 5980.0 ... 194068.45 5934.0 5996.0 PR
104 PR510 20250801 6004.0 6012.0 ... 195863.10 5974.0 6016.0 PR
105 PR511 20250801 6012.0 6012.0 ... 127549.36 5986.0 6024.0 PR
106 PR512 20250801 5994.0 6002.0 ... 20621.75 5986.0 6030.0 PR
107 PR601 20250801 5998.0 6002.0 ... 3457.03 5986.0 6032.0 PR
108 PR602 20250801 0.0 0.0 ... 0.00 6020.0 6054.0 PR
109 PR603 20250801 0.0 0.0 ... 0.00 6026.0 6044.0 PR
110 PR604 20250801 0.0 0.0 ... 0.00 6036.0 6044.0 PR
111 PR605 20250801 6036.0 6036.0 ... 27.14 6032.0 6054.0 PR
112 PR606 20250801 6036.0 6036.0 ... 18.08 6026.0 6080.0 PR
113 PR607 20250801 0.0 0.0 ... 0.00 6066.0 6066.0 PR
114 PX508 20250801 0.0 0.0 ... 0.00 6846.0 6980.0 PX
115 PX509 20250801 6912.0 6914.0 ... 484983.96 6846.0 6980.0 PX
116 PX510 20250801 6900.0 6902.0 ... 104498.08 6842.0 6944.0 PX
117 PX511 20250801 6878.0 6882.0 ... 167962.69 6828.0 6920.0 PX
118 PX512 20250801 6868.0 6868.0 ... 71488.55 6828.0 6916.0 PX
119 PX601 20250801 6858.0 6858.0 ... 110416.51 6810.0 6888.0 PX
120 PX602 20250801 6814.0 6814.0 ... 13.59 6796.0 6892.0 PX
121 PX603 20250801 0.0 0.0 ... 0.00 6788.0 6846.0 PX
122 PX604 20250801 0.0 0.0 ... 0.00 6792.0 6832.0 PX
123 PX605 20250801 6780.0 6804.0 ... 250.76 6778.0 6846.0 PX
124 PX606 20250801 6774.0 6774.0 ... 3.39 6774.0 6846.0 PX
125 PX607 20250801 0.0 0.0 ... 0.00 6790.0 6852.0 PX
126 RI509 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250801 2670.0 2678.0 ... 4266.11 2666.0 2719.0 RM
133 RM509 20250801 2692.0 2702.0 ... 795040.51 2679.0 2721.0 RM
134 RM511 20250801 2540.0 2552.0 ... 5222.49 2536.0 2559.0 RM
135 RM601 20250801 2411.0 2414.0 ... 245832.38 2401.0 2419.0 RM
136 RM603 20250801 2391.0 2391.0 ... 7803.84 2381.0 2396.0 RM
137 RM605 20250801 2375.0 2377.0 ... 35514.65 2371.0 2377.0 RM
138 RM607 20250801 2357.0 2364.0 ... 2342.05 2359.0 2362.0 RM
139 RS508 20250801 0.0 0.0 ... 0.00 5075.0 5049.0 RS
140 RS509 20250801 5137.0 5160.0 ... 61.64 5136.0 5120.0 RS
141 RS511 20250801 5190.0 5255.0 ... 36.69 5241.0 5255.0 RS
142 RS607 20250801 5241.0 5389.0 ... 248.62 5290.0 5263.0 RS
143 SA508 20250801 1239.0 1243.0 ... 439.28 1241.0 1255.0 SA
144 SA509 20250801 1248.0 1268.0 ... 3629655.86 1254.0 1269.0 SA
145 SA510 20250801 1276.0 1295.0 ... 384590.38 1275.0 1308.0 SA
146 SA511 20250801 1287.0 1303.0 ... 452801.63 1285.0 1318.0 SA
147 SA512 20250801 1324.0 1339.0 ... 71622.54 1324.0 1347.0 SA
148 SA601 20250801 1327.0 1344.0 ... 2649974.18 1328.0 1349.0 SA
149 SA602 20250801 1338.0 1351.0 ... 5437.01 1337.0 1359.0 SA
150 SA603 20250801 1339.0 1354.0 ... 6395.79 1340.0 1360.0 SA
151 SA604 20250801 1374.0 1386.0 ... 2833.42 1373.0 1398.0 SA
152 SA605 20250801 1376.0 1393.0 ... 73859.25 1376.0 1402.0 SA
153 SA606 20250801 1379.0 1398.0 ... 2169.28 1382.0 1406.0 SA
154 SA607 20250801 1376.0 1390.0 ... 1927.17 1375.0 1400.0 SA
155 SF508 20250801 5718.0 5718.0 ... 796.21 5708.0 5722.0 SF
156 SF509 20250801 5736.0 5750.0 ... 797622.22 5706.0 5786.0 SF
157 SF510 20250801 5712.0 5736.0 ... 104697.36 5692.0 5774.0 SF
158 SF511 20250801 5910.0 5920.0 ... 208696.21 5872.0 5950.0 SF
159 SF512 20250801 5894.0 5908.0 ... 24536.44 5860.0 5930.0 SF
160 SF601 20250801 5872.0 5892.0 ... 86096.85 5852.0 5926.0 SF
161 SF602 20250801 5818.0 5842.0 ... 727.97 5802.0 5878.0 SF
162 SF603 20250801 5958.0 5964.0 ... 180.81 5928.0 6032.0 SF
163 SF604 20250801 5938.0 5938.0 ... 44.35 5914.0 5940.0 SF
164 SF605 20250801 5940.0 5954.0 ... 711.63 5906.0 5962.0 SF
165 SF606 20250801 5848.0 5872.0 ... 55.47 5840.0 5880.0 SF
166 SF607 20250801 5960.0 5990.0 ... 20.87 5962.0 6030.0 SF
167 SH508 20250801 2476.0 2476.0 ... 215.39 2476.0 2476.0 SH
168 SH509 20250801 2531.0 2564.0 ... 1833904.73 2541.0 2572.0 SH
169 SH510 20250801 2587.0 2629.0 ... 370571.20 2606.0 2639.0 SH
170 SH511 20250801 2608.0 2616.0 ... 337712.15 2595.0 2626.0 SH
171 SH512 20250801 2618.0 2632.0 ... 62371.94 2610.0 2639.0 SH
172 SH601 20250801 2588.0 2620.0 ... 376489.02 2599.0 2625.0 SH
173 SH602 20250801 2624.0 2634.0 ... 588.09 2614.0 2642.0 SH
174 SH603 20250801 2636.0 2645.0 ... 773.35 2630.0 2651.0 SH
175 SH604 20250801 2666.0 2684.0 ... 537.04 2672.0 2686.0 SH
176 SH605 20250801 2676.0 2696.0 ... 6765.35 2681.0 2695.0 SH
177 SH606 20250801 2681.0 2698.0 ... 249.89 2687.0 2700.0 SH
178 SH607 20250801 2671.0 2671.0 ... 23.96 2662.0 2678.0 SH
179 SM508 20250801 5952.0 5990.0 ... 657.88 5982.0 6008.0 SM
180 SM509 20250801 5982.0 6014.0 ... 1071391.14 5974.0 5988.0 SM
181 SM510 20250801 5986.0 6020.0 ... 114350.56 5986.0 5994.0 SM
182 SM511 20250801 6044.0 6084.0 ... 174764.36 6050.0 6066.0 SM
183 SM512 20250801 6052.0 6092.0 ... 41543.94 6054.0 6070.0 SM
184 SM601 20250801 6068.0 6094.0 ... 304792.38 6060.0 6072.0 SM
185 SM602 20250801 6062.0 6080.0 ... 439.00 6056.0 6066.0 SM
186 SM603 20250801 6080.0 6100.0 ... 837.41 6068.0 6100.0 SM
187 SM604 20250801 6086.0 6092.0 ... 142.96 6084.0 6094.0 SM
188 SM605 20250801 6092.0 6126.0 ... 7489.69 6092.0 6106.0 SM
189 SM606 20250801 6098.0 6128.0 ... 33.54 6098.0 6098.0 SM
190 SM607 20250801 6094.0 6142.0 ... 30.64 6130.0 6124.0 SM
191 SR509 20250801 5782.0 5794.0 ... 1057928.04 5762.0 5801.0 SR
192 SR511 20250801 5678.0 5688.0 ... 86016.27 5662.0 5691.0 SR
193 SR601 20250801 5649.0 5663.0 ... 480826.92 5639.0 5661.0 SR
194 SR603 20250801 5619.0 5636.0 ... 4858.16 5610.0 5635.0 SR
195 SR605 20250801 5605.0 5619.0 ... 24401.08 5590.0 5617.0 SR
196 SR607 20250801 5600.0 5612.0 ... 1934.05 5590.0 5614.0 SR
197 TA508 20250801 4790.0 4790.0 ... 2297.12 4772.0 4830.0 TA
198 TA509 20250801 4794.0 4800.0 ... 1614610.20 4762.0 4842.0 TA
199 TA510 20250801 4810.0 4820.0 ... 69027.65 4782.0 4846.0 TA
200 TA511 20250801 4818.0 4824.0 ... 47505.16 4790.0 4850.0 TA
201 TA512 20250801 4838.0 4838.0 ... 19002.97 4796.0 4854.0 TA
202 TA601 20250801 4832.0 4836.0 ... 597637.87 4800.0 4858.0 TA
203 TA602 20250801 4792.0 4822.0 ... 100.68 4794.0 4848.0 TA
204 TA603 20250801 4830.0 4830.0 ... 204.00 4800.0 4858.0 TA
205 TA604 20250801 4810.0 4824.0 ... 103.37 4808.0 4854.0 TA
206 TA605 20250801 4846.0 4846.0 ... 22098.62 4820.0 4870.0 TA
207 TA606 20250801 4846.0 4848.0 ... 19.34 4834.0 4872.0 TA
208 TA607 20250801 4840.0 4840.0 ... 4.84 4840.0 4870.0 TA
209 UR508 20250801 0.0 0.0 ... 0.00 1707.0 1717.0 UR
210 UR509 20250801 1717.0 1723.0 ... 373047.19 1714.0 1722.0 UR
211 UR510 20250801 1721.0 1730.0 ... 34256.73 1723.0 1728.0 UR
212 UR511 20250801 1749.0 1758.0 ... 35320.16 1752.0 1759.0 UR
213 UR512 20250801 1745.0 1751.0 ... 331.59 1745.0 1759.0 UR
214 UR601 20250801 1735.0 1747.0 ... 127680.42 1741.0 1749.0 UR
215 UR602 20250801 1737.0 1744.0 ... 306.02 1739.0 1742.0 UR
216 UR603 20250801 1775.0 1780.0 ... 156.25 1776.0 1776.0 UR
217 UR604 20250801 1781.0 1783.0 ... 138.70 1778.0 1783.0 UR
218 UR605 20250801 1775.0 1786.0 ... 5553.55 1780.0 1783.0 UR
219 UR606 20250801 1770.0 1781.0 ... 202.34 1775.0 1778.0 UR
220 UR607 20250801 1785.0 1785.0 ... 153.21 1782.0 1789.0 UR
221 WH509 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:48,150 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 SC2509 20250801 529.6 ... 528.1 532 SC
1 SC2510 20250801 524.8 ... 523.7 525.3 SC
2 SC2511 20250801 521.6 ... 519.8 522 SC
3 SC2512 20250801 518.2 ... 516 518.2 SC
4 SC2601 20250801 515.1 ... 513 515.2 SC
5 SC2602 20250801 508.7 ... 509.6 511.7 SC
6 SC2603 20250801 506.9 ... 506.4 509.1 SC
7 SC2604 20250801 504.4 ... 503.7 506.3 SC
8 SC2605 20250801 502.7 ... 502.9 504.4 SC
9 SC2606 20250801 500.5 ... 500.8 503.2 SC
10 SC2607 20250801 498.8 ... 498.8 497.1 SC
11 SC2608 20250801 492 ... 496.8 497.1 SC
12 SC2609 20250801 ... 495.1 496.3 SC
13 SC2612 20250801 488.3 ... 488.2 493.1 SC
14 SC2703 20250801 ... 486.9 486.9 SC
15 SC2706 20250801 484.5 ... 484.5 485.4 SC
16 SC2709 20250801 ... 483.3 483.3 SC
17 SC2712 20250801 ... 483.1 483.1 SC
18 SC2803 20250801 476.1 ... 476.1 482.2 SC
19 SC2806 20250801 474.6 ... 474.2 478.3 SC
21 LU2509 20250801 3649 ... 3645 3672 LU
22 LU2510 20250801 3670 ... 3663 3697 LU
23 LU2511 20250801 3678 ... 3668 3699 LU
24 LU2512 20250801 3653 ... 3651 3677 LU
25 LU2601 20250801 3620 ... 3612 3642 LU
26 LU2602 20250801 3604 ... 3595 3625 LU
27 LU2603 20250801 3599 ... 3596 3622 LU
28 LU2604 20250801 3576 ... 3576 3604 LU
29 LU2605 20250801 3382 ... 3498 3607 LU
30 LU2606 20250801 ... 3572 3572 LU
31 LU2607 20250801 3539 ... 3542 3573 LU
32 LU2608 20250801 3530 ... 3529 3573 LU
34 NR2508 20250801 12250 ... 12185 12320 NR
35 NR2509 20250801 12290 ... 12220 12365 NR
36 NR2510 20250801 12325 ... 12260 12395 NR
37 NR2511 20250801 12350 ... 12295 12445 NR
38 NR2512 20250801 12390 ... 12340 12465 NR
39 NR2601 20250801 12435 ... 12385 12490 NR
40 NR2602 20250801 12485 ... 12465 12590 NR
41 NR2603 20250801 12310 ... 12310 12650 NR
42 NR2604 20250801 12250 ... 12285 12640 NR
43 NR2605 20250801 12500 ... 12430 12585 NR
44 NR2606 20250801 12150 ... 12290 12630 NR
45 NR2607 20250801 ... 12550 12550 NR
47 BC2508 20250801 67930 ... 68830 69490 BC
48 BC2509 20250801 69240 ... 69410 69640 BC
49 BC2510 20250801 69370 ... 69430 69630 BC
50 BC2511 20250801 ... 69240 69240 BC
51 BC2512 20250801 ... 69700 69700 BC
52 BC2601 20250801 ... 70020 70020 BC
53 BC2602 20250801 ... 70000 70000 BC
54 BC2603 20250801 ... 70000 70000 BC
55 BC2604 20250801 ... 70000 70000 BC
56 BC2605 20250801 ... 70000 70000 BC
57 BC2606 20250801 ... 69340 69340 BC
58 BC2607 20250801 ... 68670 68670 BC
60 EC2508 20250801 2118 ... 2114.3 2123.5 EC
61 EC2510 20250801 1420.8 ... 1432.1 1428.2 EC
62 EC2512 20250801 1684.1 ... 1687.9 1700.9 EC
63 EC2602 20250801 1480.7 ... 1485.8 1496.3 EC
64 EC2604 20250801 1329 ... 1329.8 1340.3 EC
65 EC2606 20250801 1474.4 ... 1469.7 1475.5 EC
68 SC_TAS2509 20250801 ... SC_TAS
69 SC_TAS2510 20250801 ... SC_TAS
70 SC_TAS2511 20250801 ... SC_TAS
71 SC_TAS2512 20250801 ... SC_TAS
[66 rows x 12 columns]
2025-08-03 14:19:48,215 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250801 ... 78260 78430 CU
1 1 CU2509 20250801 ... 78270 78440 CU
2 2 CU2510 20250801 ... 78220 78420 CU
3 3 CU2511 20250801 ... 78210 78420 CU
4 4 CU2512 20250801 ... 78120 78340 CU
5 5 CU2601 20250801 ... 78040 78280 CU
6 6 CU2602 20250801 ... 78000 78270 CU
7 7 CU2603 20250801 ... 78080 78260 CU
8 8 CU2604 20250801 ... 78200 78330 CU
9 9 CU2605 20250801 ... 78070 78350 CU
10 10 CU2606 20250801 ... 78190 78300 CU
11 11 CU2607 20250801 ... 78180 78330 CU
12 12 BC2508 20250801 ... 68830 69490 BC
13 13 BC2509 20250801 ... 69410 69640 BC
14 14 BC2510 20250801 ... 69430 69630 BC
15 15 BC2511 20250801 ... 69240 69240 BC
16 16 BC2512 20250801 ... 69700 69700 BC
17 17 BC2601 20250801 ... 70020 70020 BC
18 18 BC2602 20250801 ... 70000 70000 BC
19 19 BC2603 20250801 ... 70000 70000 BC
20 20 BC2604 20250801 ... 70000 70000 BC
21 21 BC2605 20250801 ... 70000 70000 BC
22 22 BC2606 20250801 ... 69340 69340 BC
23 23 BC2607 20250801 ... 68670 68670 BC
24 24 AL2508 20250801 ... 20520 20625 AL
25 25 AL2509 20250801 ... 20475 20570 AL
26 26 AL2510 20250801 ... 20445 20550 AL
27 27 AL2511 20250801 ... 20400 20505 AL
28 28 AL2512 20250801 ... 20360 20460 AL
29 29 AL2601 20250801 ... 20325 20420 AL
30 30 AL2602 20250801 ... 20330 20435 AL
31 31 AL2603 20250801 ... 20365 20430 AL
32 32 AL2604 20250801 ... 20385 20450 AL
33 33 AL2605 20250801 ... 20400 20485 AL
34 34 AL2606 20250801 ... 20410 20490 AL
35 35 AL2607 20250801 ... 20420 20460 AL
36 36 ZN2508 20250801 ... 22315 22365 ZN
37 37 ZN2509 20250801 ... 22345 22440 ZN
38 38 ZN2510 20250801 ... 22355 22440 ZN
39 39 ZN2511 20250801 ... 22360 22435 ZN
40 40 ZN2512 20250801 ... 22330 22385 ZN
41 41 ZN2601 20250801 ... 22305 22370 ZN
42 42 ZN2602 20250801 ... 22305 22380 ZN
43 43 ZN2603 20250801 ... 22315 22390 ZN
44 44 ZN2604 20250801 ... 22310 22425 ZN
45 45 ZN2605 20250801 ... 22340 22455 ZN
46 46 ZN2606 20250801 ... 22350 22425 ZN
47 47 ZN2607 20250801 ... 22330 22405 ZN
48 48 PB2508 20250801 ... 16630 16785 PB
49 49 PB2509 20250801 ... 16660 16810 PB
50 50 PB2510 20250801 ... 16675 16815 PB
51 51 PB2511 20250801 ... 16705 16815 PB
52 52 PB2512 20250801 ... 16710 16840 PB
53 53 PB2601 20250801 ... 16745 16865 PB
54 54 PB2602 20250801 ... 16885 16885 PB
55 55 PB2603 20250801 ... 16840 16895 PB
56 56 PB2604 20250801 ... 16850 16950 PB
57 57 PB2605 20250801 ... 16850 16990 PB
58 58 PB2606 20250801 ... 17100 17100 PB
59 59 PB2607 20250801 ... 16890 16995 PB
60 60 NI2508 20250801 ... 119950 120130 NI
61 61 NI2509 20250801 ... 119980 120480 NI
62 62 NI2510 20250801 ... 120080 120610 NI
63 63 NI2511 20250801 ... 120270 120770 NI
64 64 NI2512 20250801 ... 120570 121030 NI
65 65 NI2601 20250801 ... 120780 121280 NI
66 66 NI2602 20250801 ... 120930 121610 NI
67 67 NI2603 20250801 ... 121270 121740 NI
68 68 NI2604 20250801 ... 121360 121690 NI
69 69 NI2605 20250801 ... 121760 122180 NI
70 70 NI2606 20250801 ... 121880 122360 NI
71 71 NI2607 20250801 ... 122430 122640 NI
72 72 SN2508 20250801 ... 263970 265890 SN
73 73 SN2509 20250801 ... 264250 266160 SN
74 74 SN2510 20250801 ... 264600 266440 SN
75 75 SN2511 20250801 ... 264620 266310 SN
76 76 SN2512 20250801 ... 264530 266040 SN
77 77 SN2601 20250801 ... 264800 266500 SN
78 78 SN2602 20250801 ... 265000 266500 SN
79 79 SN2603 20250801 ... 265120 266320 SN
80 80 SN2604 20250801 ... 266870 266870 SN
81 81 SN2605 20250801 ... 266350 267230 SN
82 82 SN2606 20250801 ... 266530 267240 SN
83 83 SN2607 20250801 ... 266520 266520 SN
84 84 AO2508 20250801 ... 3233 3274 AO
85 85 AO2509 20250801 ... 3205 3255 AO
86 86 AO2510 20250801 ... 3180 3233 AO
87 87 AO2511 20250801 ... 3183 3233 AO
88 88 AO2512 20250801 ... 3177 3230 AO
89 89 AO2601 20250801 ... 3175 3228 AO
90 90 AO2602 20250801 ... 3157 3229 AO
91 91 AO2603 20250801 ... 3155 3226 AO
92 92 AO2604 20250801 ... 3173 3211 AO
93 93 AO2605 20250801 ... 3163 3207 AO
94 94 AO2606 20250801 ... 3148 3210 AO
95 95 AO2607 20250801 ... 3119 3200 AO
96 96 AD2511 20250801 ... 19890 19980 AD
97 97 AD2512 20250801 ... 19895 19990 AD
98 98 AD2601 20250801 ... 19885 19935 AD
99 99 AD2602 20250801 ... 19760 19970 AD
100 100 AD2603 20250801 ... 19790 19925 AD
101 101 AD2604 20250801 ... 19760 19870 AD
102 102 AD2605 20250801 ... 19670 19755 AD
103 103 AD2606 20250801 ... 19650 19665 AD
104 104 AD2607 20250801 ... 19830 19830 AD
105 105 AU2508 20250801 ... 767.7 766.48 AU
106 106 AU2509 20250801 ... 769.98 768.88 AU
107 107 AU2510 20250801 ... 770.9 769.96 AU
108 108 AU2512 20250801 ... 772.98 771.9 AU
109 109 AU2602 20250801 ... 775.08 774.08 AU
110 110 AU2604 20250801 ... 777.4 776.42 AU
111 111 AU2606 20250801 ... 779.84 778.24 AU
112 112 AU2608 20250801 ... 781.88 780.76 AU
113 113 AG2508 20250801 ... 8902 9029 AG
114 114 AG2509 20250801 ... 8914 9034 AG
115 115 AG2510 20250801 ... 8923 9059 AG
116 116 AG2511 20250801 ... 8934 9063 AG
117 117 AG2512 20250801 ... 8947 9073 AG
118 118 AG2601 20250801 ... 8961 9092 AG
119 119 AG2602 20250801 ... 8971 9097 AG
120 120 AG2603 20250801 ... 8988 9102 AG
121 121 AG2604 20250801 ... 8998 9123 AG
122 122 AG2605 20250801 ... 9015 9132 AG
123 123 AG2606 20250801 ... 9026 9146 AG
124 124 AG2607 20250801 ... 9033 9163 AG
125 125 RB2508 20250801 ... 3170 3206 RB
126 126 RB2509 20250801 ... 3171 3199 RB
127 127 RB2510 20250801 ... 3213 3243 RB
128 128 RB2511 20250801 ... 3236 3262 RB
129 129 RB2512 20250801 ... 3264 3287 RB
130 130 RB2601 20250801 ... 3270 3302 RB
131 131 RB2602 20250801 ... 3256 3279 RB
132 132 RB2603 20250801 ... 3277 3300 RB
133 133 RB2604 20250801 ... 3294 3327 RB
134 134 RB2605 20250801 ... 3297 3326 RB
135 135 RB2606 20250801 ... 3307 3333 RB
136 136 RB2607 20250801 ... 3311 3332 RB
137 137 WR2508 20250801 ... 3212 3212 WR
138 138 WR2509 20250801 ... 3342 3335 WR
139 139 WR2510 20250801 ... 3448 3451 WR
140 140 WR2511 20250801 ... 3500 3500 WR
141 141 WR2512 20250801 ... 3501 3519 WR
142 142 WR2601 20250801 ... 3410 3410 WR
143 143 WR2602 20250801 ... 3540 3540 WR
144 144 WR2603 20250801 ... 3565 3565 WR
145 145 WR2604 20250801 ... 3560 3560 WR
146 146 WR2605 20250801 ... 3595 3595 WR
147 147 WR2606 20250801 ... 3599 3599 WR
148 148 WR2607 20250801 ... 3635 3635 WR
149 149 HC2508 20250801 ... 3395 3426 HC
150 150 HC2509 20250801 ... 3417 3434 HC
151 151 HC2510 20250801 ... 3408 3421 HC
152 152 HC2511 20250801 ... 3408 3425 HC
153 153 HC2512 20250801 ... 3417 3427 HC
154 154 HC2601 20250801 ... 3413 3432 HC
155 155 HC2602 20250801 ... 3403 3414 HC
156 156 HC2603 20250801 ... 3407 3427 HC
157 157 HC2604 20250801 ... 3413 3451 HC
158 158 HC2605 20250801 ... 3411 3425 HC
159 159 HC2606 20250801 ... 3409 3429 HC
160 160 HC2607 20250801 ... 3419 3446 HC
161 161 SS2508 20250801 ... 12915 12865 SS
162 162 SS2509 20250801 ... 12865 12835 SS
163 163 SS2510 20250801 ... 12905 12885 SS
164 164 SS2511 20250801 ... 12955 12925 SS
165 165 SS2512 20250801 ... 12975 12930 SS
166 166 SS2601 20250801 ... 13000 12975 SS
167 167 SS2602 20250801 ... 13025 13030 SS
168 168 SS2603 20250801 ... 13105 13075 SS
169 169 SS2604 20250801 ... 13115 13080 SS
170 170 SS2605 20250801 ... 13185 13145 SS
171 171 SS2606 20250801 ... 13210 13175 SS
172 172 SS2607 20250801 ... 13265 13240 SS
173 173 SC2509 20250801 ... 528.1 532 SC
174 174 SC2510 20250801 ... 523.7 525.3 SC
175 175 SC2511 20250801 ... 519.8 522 SC
176 176 SC2512 20250801 ... 516 518.2 SC
177 177 SC2601 20250801 ... 513 515.2 SC
178 178 SC2602 20250801 ... 509.6 511.7 SC
179 179 SC2603 20250801 ... 506.4 509.1 SC
180 180 SC2604 20250801 ... 503.7 506.3 SC
181 181 SC2605 20250801 ... 502.9 504.4 SC
182 182 SC2606 20250801 ... 500.8 503.2 SC
183 183 SC2607 20250801 ... 498.8 497.1 SC
184 184 SC2608 20250801 ... 496.8 497.1 SC
185 185 SC2609 20250801 ... 495.1 496.3 SC
186 186 SC2612 20250801 ... 488.2 493.1 SC
187 187 SC2703 20250801 ... 486.9 486.9 SC
188 188 SC2706 20250801 ... 484.5 485.4 SC
189 189 SC2709 20250801 ... 483.3 483.3 SC
190 190 SC2712 20250801 ... 483.1 483.1 SC
191 191 SC2803 20250801 ... 476.1 482.2 SC
192 192 SC2806 20250801 ... 474.2 478.3 SC
193 193 LU2509 20250801 ... 3645 3672 LU
194 194 LU2510 20250801 ... 3663 3697 LU
195 195 LU2511 20250801 ... 3668 3699 LU
196 196 LU2512 20250801 ... 3651 3677 LU
197 197 LU2601 20250801 ... 3612 3642 LU
198 198 LU2602 20250801 ... 3595 3625 LU
199 199 LU2603 20250801 ... 3596 3622 LU
200 200 LU2604 20250801 ... 3576 3604 LU
201 201 LU2605 20250801 ... 3498 3607 LU
202 202 LU2606 20250801 ... 3572 3572 LU
203 203 LU2607 20250801 ... 3542 3573 LU
204 204 LU2608 20250801 ... 3529 3573 LU
205 205 FU2509 20250801 ... 2914 2953 FU
206 206 FU2510 20250801 ... 2936 2969 FU
207 207 FU2511 20250801 ... 2952 2978 FU
208 208 FU2512 20250801 ... 2949 2972 FU
209 209 FU2601 20250801 ... 2943 2969 FU
210 210 FU2602 20250801 ... 2938 2960 FU
211 211 FU2603 20250801 ... 2929 2948 FU
212 212 FU2604 20250801 ... 2917 2933 FU
213 213 FU2605 20250801 ... 2903 2921 FU
214 214 FU2606 20250801 ... 2890 2905 FU
215 215 FU2607 20250801 ... 2867 2882 FU
216 216 FU2608 20250801 ... 2852 2882 FU
217 217 BU2508 20250801 ... 3657 3684 BU
218 218 BU2509 20250801 ... 3652 3665 BU
219 219 BU2510 20250801 ... 3643 3650 BU
220 220 BU2511 20250801 ... 3610 3612 BU
221 221 BU2512 20250801 ... 3531 3535 BU
222 222 BU2601 20250801 ... 3499 3500 BU
223 223 BU2602 20250801 ... 3478 3480 BU
224 224 BU2603 20250801 ... 3470 3482 BU
225 225 BU2604 20250801 ... 3467 3469 BU
226 226 BU2605 20250801 ... 3464 3462 BU
227 227 BU2606 20250801 ... 3454 3454 BU
228 228 BU2607 20250801 ... 3451 3461 BU
229 229 BU2609 20250801 ... 3428 3436 BU
230 230 BU2612 20250801 ... 3382 3393 BU
231 231 BU2703 20250801 ... 3378 3391 BU
232 232 BU2706 20250801 ... 3374 3388 BU
233 233 BR2508 20250801 ... 11505 11580 BR
234 234 BR2509 20250801 ... 11475 11580 BR
235 235 BR2510 20250801 ... 11455 11560 BR
236 236 BR2511 20250801 ... 11450 11575 BR
237 237 BR2512 20250801 ... 11480 11635 BR
238 238 BR2601 20250801 ... 11525 11650 BR
239 239 BR2602 20250801 ... 11510 11705 BR
240 240 BR2603 20250801 ... 11550 11705 BR
241 241 BR2604 20250801 ... 11615 11665 BR
242 242 BR2605 20250801 ... 11625 11675 BR
243 243 BR2606 20250801 ... 11575 11635 BR
244 244 BR2607 20250801 ... 11700 11690 BR
245 245 RU2508 20250801 ... 14405 14725 RU
246 246 RU2509 20250801 ... 14440 14720 RU
247 247 RU2510 20250801 ... 14430 14745 RU
248 248 RU2511 20250801 ... 14405 14675 RU
249 249 RU2601 20250801 ... 15280 15515 RU
250 250 RU2603 20250801 ... 15385 15635 RU
251 251 RU2604 20250801 ... 15405 15635 RU
252 252 RU2605 20250801 ... 15390 15650 RU
253 253 RU2606 20250801 ... 15300 15565 RU
254 254 RU2607 20250801 ... 15360 15655 RU
255 255 NR2508 20250801 ... 12185 12320 NR
256 256 NR2509 20250801 ... 12220 12365 NR
257 257 NR2510 20250801 ... 12260 12395 NR
258 258 NR2511 20250801 ... 12295 12445 NR
259 259 NR2512 20250801 ... 12340 12465 NR
260 260 NR2601 20250801 ... 12385 12490 NR
261 261 NR2602 20250801 ... 12465 12590 NR
262 262 NR2603 20250801 ... 12310 12650 NR
263 263 NR2604 20250801 ... 12285 12640 NR
264 264 NR2605 20250801 ... 12430 12585 NR
265 265 NR2606 20250801 ... 12290 12630 NR
266 266 NR2607 20250801 ... 12550 12550 NR
267 267 SP2508 20250801 ... 5194 5240 SP
268 268 SP2509 20250801 ... 5206 5268 SP
269 269 SP2510 20250801 ... 5196 5248 SP
270 270 SP2511 20250801 ... 5202 5246 SP
271 271 SP2512 20250801 ... 5198 5232 SP
272 272 SP2601 20250801 ... 5414 5444 SP
273 273 SP2602 20250801 ... 5356 5368 SP
274 274 SP2603 20250801 ... 5362 5366 SP
275 275 SP2604 20250801 ... 5354 5366 SP
276 276 SP2605 20250801 ... 5352 5354 SP
277 277 SP2606 20250801 ... 5354 5348 SP
278 278 SP2607 20250801 ... 5348 5348 SP
279 279 EC2508 20250801 ... 2114.3 2123.5 EC
280 280 EC2510 20250801 ... 1432.1 1428.2 EC
281 281 EC2512 20250801 ... 1687.9 1700.9 EC
282 282 EC2602 20250801 ... 1485.8 1496.3 EC
283 283 EC2604 20250801 ... 1329.8 1340.3 EC
284 284 EC2606 20250801 ... 1469.7 1475.5 EC
285 285 SC_TAS2509 20250801 ... SC_TAS
286 286 SC_TAS2510 20250801 ... SC_TAS
287 287 SC_TAS2511 20250801 ... SC_TAS
288 288 SC_TAS2512 20250801 ... SC_TAS
[289 rows x 13 columns]
2025-08-03 14:19:48,320 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
2025-08-03 14:19:50,103 - future_1d - INFO - save future_daily 2025-08-01 add
2025-08-03 14:19:50,109 - future_1d - INFO - 0 1 2 3 4
symbol IC2508 IC2509 IC2512 IC2603 IF2508
date 2025-08-01 2025-08-01 2025-08-01 2025-08-01 2025-08-01
opencol 6182.0 6130.0 5977.0 5852.0 4064.8
high 6223.0 6163.8 6018.2 5890.0 4077.8
low 6141.2 6078.8 5932.0 5807.0 4031.0
close 6165.6 6104.0 5957.0 5829.0 4042.8
volume 23245.0 49203.0 13257.0 3737.0 28026.0
open_interest 46392.0 103426.0 56375.0 14051.0 44554.0
turnover 2875464.9 6024721.26 1584010.688 437010.108 3411024.222
settle 6173.6 6109.8 5961.8 5835.8 4044.0
pre_settle 6175.6 6112.2 5964.6 5839.2 4063.8
variety IC IC IC IC IF
exchange CFFEX CFFEX CFFEX CFFEX CFFEX
comd IC IC IC IC IF
contract IC2508 IC2509 IC2512 IC2603 IF2508
contract_yymm 2508 2509 2512 2603 2508
maturity_month 0 1 4 7 0
maturity_day 0 31 122 212 0