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]
2025-08-04 18:26:06,480 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
2025-08-04 18:26:08,230 - 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]
2025-08-04 18:26:13,030 - future_1d - INFO - ak.get_cffex_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]
2025-08-04 18:26:13,161 - future_1d - INFO - ak.get_gfex_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]
2025-08-04 18:26:13,268 - 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]
2025-08-04 18:26:13,410 - future_1d - INFO - ak.get_shfe_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]
2025-08-04 18:26:13,734 - future_1d - INFO - ak.get_czce_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]
2025-08-04 18:26:14,299 - future_1d - INFO - ak.get_dce_daily('2025-08-01') done
2025-08-04 18:26:16,062 - future_1d - INFO - save future_daily 2025-08-01 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250804 6158.800 ... 6220.600 6173.600 IC
1 IC2509 20250804 6084.000 ... 6157.800 6109.800 IC
2 IC2512 20250804 5937.800 ... 6001.200 5961.800 IC
3 IC2603 20250804 5803.800 ... 5873.200 5835.800 IC
4 IF2508 20250804 4034.000 ... 4060.000 4044.000 IF
5 IF2509 20250804 4018.200 ... 4048.000 4031.800 IF
6 IF2512 20250804 3983.000 ... 4017.000 4000.000 IF
7 IF2603 20250804 3951.800 ... 3987.200 3969.000 IF
8 IH2508 20250804 2749.000 ... 2767.200 2755.400 IH
9 IH2509 20250804 2750.000 ... 2768.000 2755.400 IH
10 IH2512 20250804 2751.400 ... 2770.000 2757.400 IH
11 IH2603 20250804 2754.000 ... 2769.800 2757.000 IH
12 IM2508 20250804 6606.000 ... 6694.400 6625.200 IM
13 IM2509 20250804 6528.000 ... 6622.600 6549.800 IM
14 IM2512 20250804 6336.400 ... 6433.000 6364.800 IM
15 IM2603 20250804 6165.000 ... 6262.000 6194.600 IM
16 T2509 20250804 108.595 ... 108.485 108.450 T
17 T2512 20250804 108.450 ... 108.265 108.425 T
18 T2603 20250804 108.200 ... 108.035 108.395 T
19 TF2509 20250804 105.810 ... 105.715 105.730 TF
20 TF2512 20250804 105.825 ... 105.710 105.785 TF
21 TF2603 20250804 105.845 ... 105.695 105.840 TF
22 TL2509 20250804 119.700 ... 119.250 119.090 TL
23 TL2512 20250804 119.180 ... 118.900 118.820 TL
24 TL2603 20250804 118.490 ... 118.540 118.520 TL
25 TS2509 20250804 102.384 ... 102.354 102.352 TS
26 TS2512 20250804 102.396 ... 102.362 102.394 TS
27 TS2603 20250804 102.400 ... 102.332 102.462 TS
[28 rows x 12 columns]
2025-08-04 18:26:24,365 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 PS2508 20250804 48000.0 ... 48370.0 49395.0 PS
1 PS2509 20250804 48500.0 ... 48250.0 49350.0 PS
2 PS2510 20250804 48500.0 ... 48405.0 49490.0 PS
3 PS2511 20250804 48800.0 ... 48450.0 49590.0 PS
4 PS2512 20250804 52475.0 ... 51430.0 52650.0 PS
5 PS2601 20250804 51600.0 ... 51605.0 52835.0 PS
6 PS2602 20250804 51940.0 ... 51880.0 53380.0 PS
7 PS2603 20250804 52065.0 ... 52045.0 53405.0 PS
8 PS2604 20250804 52100.0 ... 52185.0 53565.0 PS
9 PS2605 20250804 51900.0 ... 51875.0 53300.0 PS
10 PS2606 20250804 54600.0 ... 54095.0 55335.0 PS
11 PS2607 20250804 54235.0 ... 54260.0 55500.0 PS
13 SI2508 20250804 8330.0 ... 8490.0 8710.0 SI
14 SI2509 20250804 8490.0 ... 8365.0 8660.0 SI
15 SI2510 20250804 8465.0 ... 8380.0 8655.0 SI
16 SI2511 20250804 8450.0 ... 8375.0 8645.0 SI
17 SI2512 20250804 8825.0 ... 8720.0 8995.0 SI
18 SI2601 20250804 8795.0 ... 8715.0 8975.0 SI
19 SI2602 20250804 8750.0 ... 8700.0 8935.0 SI
20 SI2603 20250804 8750.0 ... 8725.0 8965.0 SI
21 SI2604 20250804 8760.0 ... 8745.0 8970.0 SI
22 SI2605 20250804 8885.0 ... 8745.0 8990.0 SI
23 SI2606 20250804 8885.0 ... 8770.0 8995.0 SI
24 SI2607 20250804 8895.0 ... 8790.0 8975.0 SI
27 LC2508 20250804 68500.0 ... 69520.0 68480.0 LC
28 LC2509 20250804 69280.0 ... 69520.0 68860.0 LC
29 LC2510 20250804 69360.0 ... 69480.0 69000.0 LC
30 LC2511 20250804 69320.0 ... 69500.0 69100.0 LC
31 LC2512 20250804 69580.0 ... 69580.0 69520.0 LC
32 LC2601 20250804 69600.0 ... 69640.0 69500.0 LC
33 LC2602 20250804 69460.0 ... 69320.0 69400.0 LC
34 LC2603 20250804 69000.0 ... 69440.0 69260.0 LC
35 LC2604 20250804 69860.0 ... 70200.0 69900.0 LC
36 LC2605 20250804 71000.0 ... 70300.0 70080.0 LC
37 LC2606 20250804 69160.0 ... 70140.0 70060.0 LC
38 LC2607 20250804 70060.0 ... 70220.0 70160.0 LC
[36 rows x 12 columns]
2025-08-04 18:26:24,536 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250804 527.6 527.7 ... 7537481.8 516.8 528.1 SC
1 SC2510 20250804 523.1 523.1 ... 1718415.83 511.8 523.7 SC
2 SC2511 20250804 519 519 ... 271381.83 507.9 519.8 SC
3 SC2512 20250804 516.3 516.3 ... 64483.96 505.7 516 SC
4 SC2601 20250804 511.2 511.2 ... 21919.61 501.5 513 SC
5 SC2602 20250804 507.1 507.1 ... 13994.73 499.8 509.6 SC
6 SC2603 20250804 505.8 505.8 ... 17388.31 496.8 506.4 SC
7 SC2604 20250804 503 503 ... 2690.04 489 503.7 SC
8 SC2605 20250804 502.5 502.5 ... 392.58 490.7 502.9 SC
9 SC2606 20250804 497 497 ... 2624.28 485.9 500.8 SC
10 SC2607 20250804 ... 0 485 498.8 SC
11 SC2608 20250804 ... 0 486.8 496.8 SC
12 SC2609 20250804 480.4 480.4 ... 48.04 480.4 495.1 SC
13 SC2612 20250804 487.7 487.7 ... 192.82 482 488.2 SC
14 SC2703 20250804 ... 0 478.1 486.9 SC
15 SC2706 20250804 484.5 484.5 ... 96.18 480.9 484.5 SC
16 SC2709 20250804 472 472 ... 94.34 471.7 483.3 SC
17 SC2712 20250804 470.1 470.1 ... 47.01 470.1 483.1 SC
18 SC2803 20250804 ... 0 469.5 476.1 SC
19 SC2806 20250804 474.5 474.5 ... 141.74 472.4 474.2 SC
21 LU2509 20250804 3633 3643 ... 30108.692 3572 3645 LU
22 LU2510 20250804 3652 3661 ... 391774.499 3588 3663 LU
23 LU2511 20250804 3669 3670 ... 162900.07 3600 3668 LU
24 LU2512 20250804 3634 3654 ... 10543.715 3571 3651 LU
25 LU2601 20250804 3600 3616 ... 10236.398 3529 3612 LU
26 LU2602 20250804 3572 3580 ... 518.326 3526 3595 LU
27 LU2603 20250804 3579 3580 ... 355.004 3550 3596 LU
28 LU2604 20250804 3543 3543 ... 28.048 3506 3576 LU
29 LU2605 20250804 3485 3485 ... 38.14 3467 3498 LU
30 LU2606 20250804 3551 3551 ... 31.436 3492 3572 LU
31 LU2607 20250804 3545 3545 ... 59.126 3478 3542 LU
32 LU2608 20250804 3508 3508 ... 20.862 3477 3529 LU
34 NR2508 20250804 12185 12185 ... 1331.5 12100 12185 NR
35 NR2509 20250804 12230 12230 ... 817545.835 12145 12220 NR
36 NR2510 20250804 12265 12270 ... 451114.65 12190 12260 NR
37 NR2511 20250804 12320 12320 ... 41742.415 12220 12295 NR
38 NR2512 20250804 12345 12345 ... 10967.365 12265 12340 NR
39 NR2601 20250804 12335 12390 ... 28054.275 12305 12385 NR
40 NR2602 20250804 12360 12360 ... 579.87 12335 12465 NR
41 NR2603 20250804 12310 12400 ... 692.76 12370 12310 NR
42 NR2604 20250804 12425 12425 ... 198 12375 12285 NR
43 NR2605 20250804 12360 12400 ... 37.16 12385 12430 NR
44 NR2606 20250804 12505 12505 ... 137.365 12485 12290 NR
45 NR2607 20250804 12475 12500 ... 24.975 12485 12550 NR
47 BC2508 20250804 69350 69440 ... 346.975 69390 68830 BC
48 BC2509 20250804 69600 69640 ... 125883.2 69370 69410 BC
49 BC2510 20250804 69510 69650 ... 13987.375 69410 69430 BC
50 BC2511 20250804 ... 0 69240 69240 BC
51 BC2512 20250804 69660 69660 ... 69.655 69650 69700 BC
52 BC2601 20250804 ... 0 70020 70020 BC
53 BC2602 20250804 ... 0 70000 70000 BC
54 BC2603 20250804 ... 0 70000 70000 BC
55 BC2604 20250804 ... 0 70000 70000 BC
56 BC2605 20250804 ... 0 70000 70000 BC
57 BC2606 20250804 ... 0 69340 69340 BC
58 BC2607 20250804 ... 0 68670 68670 BC
60 EC2508 20250804 2100 2122.3 ... 5068.865 2112 2114.3 EC
61 EC2510 20250804 1415.9 1432 ... 212521.427 1404.2 1432.1 EC
62 EC2512 20250804 1670 1700 ... 29799.638 1670.3 1687.9 EC
63 EC2602 20250804 1485.8 1490 ... 5042.7065 1474.4 1485.8 EC
64 EC2604 20250804 1325.9 1330 ... 4879.1515 1315.1 1329.8 EC
65 EC2606 20250804 1454.6 1467.8 ... 713.0175 1455.1 1469.7 EC
68 SC_TAS2509 20250804 ... SC_TAS
69 SC_TAS2510 20250804 ... SC_TAS
70 SC_TAS2511 20250804 ... SC_TAS
71 SC_TAS2512 20250804 ... SC_TAS
[66 rows x 12 columns]
2025-08-04 18:26:24,607 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250804 ... 78240 78260 CU
1 1 CU2509 20250804 ... 78220 78270 CU
2 2 CU2510 20250804 ... 78200 78220 CU
3 3 CU2511 20250804 ... 78130 78210 CU
4 4 CU2512 20250804 ... 78100 78120 CU
5 5 CU2601 20250804 ... 78080 78040 CU
6 6 CU2602 20250804 ... 78070 78000 CU
7 7 CU2603 20250804 ... 78030 78080 CU
8 8 CU2604 20250804 ... 78120 78200 CU
9 9 CU2605 20250804 ... 78080 78070 CU
10 10 CU2606 20250804 ... 78120 78190 CU
11 11 CU2607 20250804 ... 78080 78180 CU
12 12 BC2508 20250804 ... 69390 68830 BC
13 13 BC2509 20250804 ... 69370 69410 BC
14 14 BC2510 20250804 ... 69410 69430 BC
15 15 BC2511 20250804 ... 69240 69240 BC
16 16 BC2512 20250804 ... 69650 69700 BC
17 17 BC2601 20250804 ... 70020 70020 BC
18 18 BC2602 20250804 ... 70000 70000 BC
19 19 BC2603 20250804 ... 70000 70000 BC
20 20 BC2604 20250804 ... 70000 70000 BC
21 21 BC2605 20250804 ... 70000 70000 BC
22 22 BC2606 20250804 ... 69340 69340 BC
23 23 BC2607 20250804 ... 68670 68670 BC
24 24 AL2508 20250804 ... 20515 20520 AL
25 25 AL2509 20250804 ... 20455 20475 AL
26 26 AL2510 20250804 ... 20415 20445 AL
27 27 AL2511 20250804 ... 20370 20400 AL
28 28 AL2512 20250804 ... 20325 20360 AL
29 29 AL2601 20250804 ... 20295 20325 AL
30 30 AL2602 20250804 ... 20300 20330 AL
31 31 AL2603 20250804 ... 20320 20365 AL
32 32 AL2604 20250804 ... 20355 20385 AL
33 33 AL2605 20250804 ... 20360 20400 AL
34 34 AL2606 20250804 ... 20355 20410 AL
35 35 AL2607 20250804 ... 20355 20420 AL
36 36 ZN2508 20250804 ... 22175 22315 ZN
37 37 ZN2509 20250804 ... 22205 22345 ZN
38 38 ZN2510 20250804 ... 22190 22355 ZN
39 39 ZN2511 20250804 ... 22190 22360 ZN
40 40 ZN2512 20250804 ... 22165 22330 ZN
41 41 ZN2601 20250804 ... 22140 22305 ZN
42 42 ZN2602 20250804 ... 22130 22305 ZN
43 43 ZN2603 20250804 ... 22150 22315 ZN
44 44 ZN2604 20250804 ... 22180 22310 ZN
45 45 ZN2605 20250804 ... 22170 22340 ZN
46 46 ZN2606 20250804 ... 22185 22350 ZN
47 47 ZN2607 20250804 ... 22170 22330 ZN
48 48 PB2508 20250804 ... 16735 16630 PB
49 49 PB2509 20250804 ... 16780 16660 PB
50 50 PB2510 20250804 ... 16780 16675 PB
51 51 PB2511 20250804 ... 16805 16705 PB
52 52 PB2512 20250804 ... 16830 16710 PB
53 53 PB2601 20250804 ... 16855 16745 PB
54 54 PB2602 20250804 ... 16835 16885 PB
55 55 PB2603 20250804 ... 16860 16840 PB
56 56 PB2604 20250804 ... 16850 16850 PB
57 57 PB2605 20250804 ... 16910 16850 PB
58 58 PB2606 20250804 ... 17100 17100 PB
59 59 PB2607 20250804 ... 16895 16890 PB
60 60 NI2508 20250804 ... 119880 119950 NI
61 61 NI2509 20250804 ... 119910 119980 NI
62 62 NI2510 20250804 ... 120020 120080 NI
63 63 NI2511 20250804 ... 120150 120270 NI
64 64 NI2512 20250804 ... 120170 120570 NI
65 65 NI2601 20250804 ... 120750 120780 NI
66 66 NI2602 20250804 ... 120670 120930 NI
67 67 NI2603 20250804 ... 120940 121270 NI
68 68 NI2604 20250804 ... 121190 121360 NI
69 69 NI2605 20250804 ... 121790 121760 NI
70 70 NI2606 20250804 ... 122260 121880 NI
71 71 NI2607 20250804 ... 122100 122430 NI
72 72 SN2508 20250804 ... 265590 263970 SN
73 73 SN2509 20250804 ... 266150 264250 SN
74 74 SN2510 20250804 ... 266410 264600 SN
75 75 SN2511 20250804 ... 266390 264620 SN
76 76 SN2512 20250804 ... 266610 264530 SN
77 77 SN2601 20250804 ... 266980 264800 SN
78 78 SN2602 20250804 ... 267390 265000 SN
79 79 SN2603 20250804 ... 267380 265120 SN
80 80 SN2604 20250804 ... 267470 266870 SN
81 81 SN2605 20250804 ... 267140 266350 SN
82 82 SN2606 20250804 ... 268030 266530 SN
83 83 SN2607 20250804 ... 267110 266520 SN
84 84 AO2508 20250804 ... 3178 3233 AO
85 85 AO2509 20250804 ... 3190 3205 AO
86 86 AO2510 20250804 ... 3185 3180 AO
87 87 AO2511 20250804 ... 3189 3183 AO
88 88 AO2512 20250804 ... 3183 3177 AO
89 89 AO2601 20250804 ... 3184 3175 AO
90 90 AO2602 20250804 ... 3173 3157 AO
91 91 AO2603 20250804 ... 3168 3155 AO
92 92 AO2604 20250804 ... 3179 3173 AO
93 93 AO2605 20250804 ... 3175 3163 AO
94 94 AO2606 20250804 ... 3164 3148 AO
95 95 AO2607 20250804 ... 3172 3119 AO
96 96 AD2511 20250804 ... 19880 19890 AD
97 97 AD2512 20250804 ... 19890 19895 AD
98 98 AD2601 20250804 ... 19830 19885 AD
99 99 AD2602 20250804 ... 19760 19760 AD
100 100 AD2603 20250804 ... 19790 19790 AD
101 101 AD2604 20250804 ... 19710 19760 AD
102 102 AD2605 20250804 ... 19650 19670 AD
103 103 AD2606 20250804 ... 19650 19650 AD
104 104 AD2607 20250804 ... 19830 19830 AD
105 105 AU2508 20250804 ... 777.22 767.7 AU
106 106 AU2509 20250804 ... 779.2 769.98 AU
107 107 AU2510 20250804 ... 780.48 770.9 AU
108 108 AU2512 20250804 ... 782.76 772.98 AU
109 109 AU2602 20250804 ... 784.98 775.08 AU
110 110 AU2604 20250804 ... 787 777.4 AU
111 111 AU2606 20250804 ... 789.08 779.84 AU
112 112 AU2608 20250804 ... 791.5 781.88 AU
113 113 AG2508 20250804 ... 8986 8902 AG
114 114 AG2509 20250804 ... 8992 8914 AG
115 115 AG2510 20250804 ... 9001 8923 AG
116 116 AG2511 20250804 ... 9014 8934 AG
117 117 AG2512 20250804 ... 9026 8947 AG
118 118 AG2601 20250804 ... 9038 8961 AG
119 119 AG2602 20250804 ... 9049 8971 AG
120 120 AG2603 20250804 ... 9064 8988 AG
121 121 AG2604 20250804 ... 9075 8998 AG
122 122 AG2605 20250804 ... 9092 9015 AG
123 123 AG2606 20250804 ... 9104 9026 AG
124 124 AG2607 20250804 ... 9115 9033 AG
125 125 RB2508 20250804 ... 3146 3170 RB
126 126 RB2509 20250804 ... 3160 3171 RB
127 127 RB2510 20250804 ... 3189 3213 RB
128 128 RB2511 20250804 ... 3212 3236 RB
129 129 RB2512 20250804 ... 3244 3264 RB
130 130 RB2601 20250804 ... 3250 3270 RB
131 131 RB2602 20250804 ... 3235 3256 RB
132 132 RB2603 20250804 ... 3258 3277 RB
133 133 RB2604 20250804 ... 3270 3294 RB
134 134 RB2605 20250804 ... 3284 3297 RB
135 135 RB2606 20250804 ... 3290 3307 RB
136 136 RB2607 20250804 ... 3297 3311 RB
137 137 WR2508 20250804 ... 3212 3212 WR
138 138 WR2509 20250804 ... 3342 3342 WR
139 139 WR2510 20250804 ... 3401 3448 WR
140 140 WR2511 20250804 ... 3490 3500 WR
141 141 WR2512 20250804 ... 3499 3501 WR
142 142 WR2601 20250804 ... 3416 3410 WR
143 143 WR2602 20250804 ... 3540 3540 WR
144 144 WR2603 20250804 ... 3565 3565 WR
145 145 WR2604 20250804 ... 3560 3560 WR
146 146 WR2605 20250804 ... 3595 3595 WR
147 147 WR2606 20250804 ... 3599 3599 WR
148 148 WR2607 20250804 ... 3635 3635 WR
149 149 HC2508 20250804 ... 3395 3395 HC
150 150 HC2509 20250804 ... 3404 3417 HC
151 151 HC2510 20250804 ... 3393 3408 HC
152 152 HC2511 20250804 ... 3391 3408 HC
153 153 HC2512 20250804 ... 3405 3417 HC
154 154 HC2601 20250804 ... 3396 3413 HC
155 155 HC2602 20250804 ... 3377 3403 HC
156 156 HC2603 20250804 ... 3389 3407 HC
157 157 HC2604 20250804 ... 3414 3413 HC
158 158 HC2605 20250804 ... 3399 3411 HC
159 159 HC2606 20250804 ... 3394 3409 HC
160 160 HC2607 20250804 ... 3414 3419 HC
161 161 SS2508 20250804 ... 12895 12915 SS
162 162 SS2509 20250804 ... 12845 12865 SS
163 163 SS2510 20250804 ... 12895 12905 SS
164 164 SS2511 20250804 ... 12945 12955 SS
165 165 SS2512 20250804 ... 12970 12975 SS
166 166 SS2601 20250804 ... 12990 13000 SS
167 167 SS2602 20250804 ... 13045 13025 SS
168 168 SS2603 20250804 ... 13090 13105 SS
169 169 SS2604 20250804 ... 13190 13115 SS
170 170 SS2605 20250804 ... 13150 13185 SS
171 171 SS2606 20250804 ... 13220 13210 SS
172 172 SS2607 20250804 ... 13240 13265 SS
173 173 SC2509 20250804 ... 516.8 528.1 SC
174 174 SC2510 20250804 ... 511.8 523.7 SC
175 175 SC2511 20250804 ... 507.9 519.8 SC
176 176 SC2512 20250804 ... 505.7 516 SC
177 177 SC2601 20250804 ... 501.5 513 SC
178 178 SC2602 20250804 ... 499.8 509.6 SC
179 179 SC2603 20250804 ... 496.8 506.4 SC
180 180 SC2604 20250804 ... 489 503.7 SC
181 181 SC2605 20250804 ... 490.7 502.9 SC
182 182 SC2606 20250804 ... 485.9 500.8 SC
183 183 SC2607 20250804 ... 485 498.8 SC
184 184 SC2608 20250804 ... 486.8 496.8 SC
185 185 SC2609 20250804 ... 480.4 495.1 SC
186 186 SC2612 20250804 ... 482 488.2 SC
187 187 SC2703 20250804 ... 478.1 486.9 SC
188 188 SC2706 20250804 ... 480.9 484.5 SC
189 189 SC2709 20250804 ... 471.7 483.3 SC
190 190 SC2712 20250804 ... 470.1 483.1 SC
191 191 SC2803 20250804 ... 469.5 476.1 SC
192 192 SC2806 20250804 ... 472.4 474.2 SC
193 193 LU2509 20250804 ... 3572 3645 LU
194 194 LU2510 20250804 ... 3588 3663 LU
195 195 LU2511 20250804 ... 3600 3668 LU
196 196 LU2512 20250804 ... 3571 3651 LU
197 197 LU2601 20250804 ... 3529 3612 LU
198 198 LU2602 20250804 ... 3526 3595 LU
199 199 LU2603 20250804 ... 3550 3596 LU
200 200 LU2604 20250804 ... 3506 3576 LU
201 201 LU2605 20250804 ... 3467 3498 LU
202 202 LU2606 20250804 ... 3492 3572 LU
203 203 LU2607 20250804 ... 3478 3542 LU
204 204 LU2608 20250804 ... 3477 3529 LU
205 205 FU2509 20250804 ... 2869 2914 FU
206 206 FU2510 20250804 ... 2889 2936 FU
207 207 FU2511 20250804 ... 2903 2952 FU
208 208 FU2512 20250804 ... 2894 2949 FU
209 209 FU2601 20250804 ... 2893 2943 FU
210 210 FU2602 20250804 ... 2876 2938 FU
211 211 FU2603 20250804 ... 2870 2929 FU
212 212 FU2604 20250804 ... 2855 2917 FU
213 213 FU2605 20250804 ... 2856 2903 FU
214 214 FU2606 20250804 ... 2843 2890 FU
215 215 FU2607 20250804 ... 2824 2867 FU
216 216 FU2608 20250804 ... 2825 2852 FU
217 217 BU2508 20250804 ... 3625 3657 BU
218 218 BU2509 20250804 ... 3601 3652 BU
219 219 BU2510 20250804 ... 3580 3643 BU
220 220 BU2511 20250804 ... 3553 3610 BU
221 221 BU2512 20250804 ... 3487 3531 BU
222 222 BU2601 20250804 ... 3442 3499 BU
223 223 BU2602 20250804 ... 3423 3478 BU
224 224 BU2603 20250804 ... 3405 3470 BU
225 225 BU2604 20250804 ... 3404 3467 BU
226 226 BU2605 20250804 ... 3402 3464 BU
227 227 BU2606 20250804 ... 3420 3454 BU
228 228 BU2607 20250804 ... 3399 3451 BU
229 229 BU2609 20250804 ... 3394 3428 BU
230 230 BU2612 20250804 ... 3352 3382 BU
231 231 BU2703 20250804 ... 3354 3378 BU
232 232 BU2706 20250804 ... 3353 3374 BU
233 233 BR2508 20250804 ... 11480 11505 BR
234 234 BR2509 20250804 ... 11405 11475 BR
235 235 BR2510 20250804 ... 11410 11455 BR
236 236 BR2511 20250804 ... 11430 11450 BR
237 237 BR2512 20250804 ... 11475 11480 BR
238 238 BR2601 20250804 ... 11515 11525 BR
239 239 BR2602 20250804 ... 11510 11510 BR
240 240 BR2603 20250804 ... 11525 11550 BR
241 241 BR2604 20250804 ... 11590 11615 BR
242 242 BR2605 20250804 ... 11610 11625 BR
243 243 BR2606 20250804 ... 11575 11575 BR
244 244 BR2607 20250804 ... 11655 11700 BR
245 245 RU2508 20250804 ... 14275 14405 RU
246 246 RU2509 20250804 ... 14320 14440 RU
247 247 RU2510 20250804 ... 14345 14430 RU
248 248 RU2511 20250804 ... 14325 14405 RU
249 249 RU2601 20250804 ... 15210 15280 RU
250 250 RU2603 20250804 ... 15280 15385 RU
251 251 RU2604 20250804 ... 15230 15405 RU
252 252 RU2605 20250804 ... 15325 15390 RU
253 253 RU2606 20250804 ... 15330 15300 RU
254 254 RU2607 20250804 ... 15400 15360 RU
255 255 NR2508 20250804 ... 12100 12185 NR
256 256 NR2509 20250804 ... 12145 12220 NR
257 257 NR2510 20250804 ... 12190 12260 NR
258 258 NR2511 20250804 ... 12220 12295 NR
259 259 NR2512 20250804 ... 12265 12340 NR
260 260 NR2601 20250804 ... 12305 12385 NR
261 261 NR2602 20250804 ... 12335 12465 NR
262 262 NR2603 20250804 ... 12370 12310 NR
263 263 NR2604 20250804 ... 12375 12285 NR
264 264 NR2605 20250804 ... 12385 12430 NR
265 265 NR2606 20250804 ... 12485 12290 NR
266 266 NR2607 20250804 ... 12485 12550 NR
267 267 SP2508 20250804 ... 5194 5194 SP
268 268 SP2509 20250804 ... 5170 5206 SP
269 269 SP2510 20250804 ... 5172 5196 SP
270 270 SP2511 20250804 ... 5178 5202 SP
271 271 SP2512 20250804 ... 5186 5198 SP
272 272 SP2601 20250804 ... 5410 5414 SP
273 273 SP2602 20250804 ... 5362 5356 SP
274 274 SP2603 20250804 ... 5374 5362 SP
275 275 SP2604 20250804 ... 5350 5354 SP
276 276 SP2605 20250804 ... 5362 5352 SP
277 277 SP2606 20250804 ... 5378 5354 SP
278 278 SP2607 20250804 ... 5362 5348 SP
279 279 EC2508 20250804 ... 2112 2114.3 EC
280 280 EC2510 20250804 ... 1404.2 1432.1 EC
281 281 EC2512 20250804 ... 1670.3 1687.9 EC
282 282 EC2602 20250804 ... 1474.4 1485.8 EC
283 283 EC2604 20250804 ... 1315.1 1329.8 EC
284 284 EC2606 20250804 ... 1455.1 1469.7 EC
285 286 SC_TAS2509 20250804 ... SC_TAS
286 287 SC_TAS2510 20250804 ... SC_TAS
287 288 SC_TAS2511 20250804 ... SC_TAS
288 289 SC_TAS2512 20250804 ... SC_TAS
[289 rows x 13 columns]
2025-08-04 18:26:24,705 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250804 7773.0 7849.0 ... 300951.68 7814.0 7791.0 AP
1 AP511 20250804 7605.0 7653.0 ... 1725.71 7636.0 7603.0 AP
2 AP512 20250804 7674.0 7706.0 ... 53.89 7698.0 7663.0 AP
3 AP601 20250804 7682.0 7768.0 ... 19704.24 7736.0 7718.0 AP
4 AP603 20250804 7662.0 7733.0 ... 169.46 7703.0 7676.0 AP
5 AP604 20250804 7724.0 7797.0 ... 139.63 7757.0 7710.0 AP
6 AP605 20250804 7800.0 7877.0 ... 352.93 7843.0 7792.0 AP
7 CF509 20250804 13585.0 13725.0 ... 1297244.37 13640.0 13615.0 CF
8 CF511 20250804 13650.0 13730.0 ... 141482.60 13655.0 13685.0 CF
9 CF601 20250804 13780.0 13850.0 ... 771390.51 13780.0 13800.0 CF
10 CF603 20250804 13725.0 13815.0 ... 4326.38 13755.0 13780.0 CF
11 CF605 20250804 13725.0 13790.0 ... 31564.35 13720.0 13770.0 CF
12 CF607 20250804 13730.0 13800.0 ... 1444.25 13755.0 13765.0 CF
13 CJ509 20250804 9855.0 9965.0 ... 53058.83 9790.0 9715.0 CJ
14 CJ512 20250804 10885.0 10970.0 ... 13609.31 10750.0 10725.0 CJ
15 CJ601 20250804 11030.0 11135.0 ... 931396.45 10920.0 10880.0 CJ
16 CJ603 20250804 11075.0 11200.0 ... 14148.16 11000.0 10915.0 CJ
17 CJ605 20250804 11220.0 11330.0 ... 133541.52 11135.0 11085.0 CJ
18 CJ607 20250804 11440.0 11470.0 ... 3045.32 11300.0 11265.0 CJ
19 CY508 20250804 0.0 0.0 ... 0.00 20005.0 20005.0 CY
20 CY509 20250804 19730.0 19855.0 ... 40417.30 19790.0 19760.0 CY
21 CY510 20250804 0.0 0.0 ... 0.00 19900.0 19900.0 CY
22 CY511 20250804 19735.0 19830.0 ... 50819.35 19765.0 19765.0 CY
23 CY512 20250804 19650.0 19650.0 ... 9.83 19650.0 19570.0 CY
24 CY601 20250804 19680.0 19740.0 ... 363.90 19670.0 19695.0 CY
25 CY602 20250804 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250804 0.0 0.0 ... 0.00 20150.0 20150.0 CY
27 CY604 20250804 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250804 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250804 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250804 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250804 1060.0 1062.0 ... 110.41 1062.0 1092.0 FG
32 FG509 20250804 1102.0 1114.0 ... 3978523.83 1084.0 1104.0 FG
33 FG510 20250804 1182.0 1191.0 ... 111783.35 1162.0 1181.0 FG
34 FG511 20250804 1170.0 1180.0 ... 144753.47 1156.0 1172.0 FG
35 FG512 20250804 1246.0 1250.0 ... 38624.12 1228.0 1238.0 FG
36 FG601 20250804 1225.0 1239.0 ... 2136501.70 1218.0 1226.0 FG
37 FG602 20250804 1275.0 1281.0 ... 4936.81 1261.0 1268.0 FG
38 FG603 20250804 1268.0 1278.0 ... 2449.13 1256.0 1264.0 FG
39 FG604 20250804 1315.0 1323.0 ... 1652.62 1303.0 1302.0 FG
40 FG605 20250804 1305.0 1312.0 ... 39571.16 1292.0 1297.0 FG
41 FG606 20250804 1333.0 1336.0 ... 1654.59 1322.0 1320.0 FG
42 FG607 20250804 1328.0 1333.0 ... 1215.33 1315.0 1316.0 FG
43 JR509 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250804 0.0 0.0 ... 0.00 2366.0 2368.0 MA
53 MA509 20250804 2398.0 2398.0 ... 937605.55 2384.0 2403.0 MA
54 MA510 20250804 2423.0 2426.0 ... 47736.70 2413.0 2431.0 MA
55 MA511 20250804 2445.0 2448.0 ... 86842.31 2437.0 2452.0 MA
56 MA512 20250804 2475.0 2482.0 ... 51185.22 2472.0 2485.0 MA
57 MA601 20250804 2490.0 2492.0 ... 293457.67 2481.0 2495.0 MA
58 MA602 20250804 2476.0 2487.0 ... 14.89 2482.0 2494.0 MA
59 MA603 20250804 2477.0 2480.0 ... 71.73 2474.0 2490.0 MA
60 MA604 20250804 2458.0 2460.0 ... 14.74 2456.0 2468.0 MA
61 MA605 20250804 2438.0 2440.0 ... 8826.55 2427.0 2443.0 MA
62 MA606 20250804 2435.0 2443.0 ... 29.25 2438.0 2457.0 MA
63 MA607 20250804 2425.0 2428.0 ... 31.53 2425.0 2439.0 MA
64 OI509 20250804 9516.0 9545.0 ... 2070972.21 9490.0 9495.0 OI
65 OI511 20250804 9519.0 9555.0 ... 196916.07 9496.0 9506.0 OI
66 OI601 20250804 9462.0 9478.0 ... 724308.93 9429.0 9434.0 OI
67 OI603 20250804 9387.0 9414.0 ... 1143.75 9375.0 9363.0 OI
68 OI605 20250804 9337.0 9357.0 ... 9060.38 9321.0 9328.0 OI
69 OI607 20250804 9288.0 9338.0 ... 65.18 9312.0 9314.0 OI
70 PF508 20250804 6342.0 6342.0 ... 309.71 6322.0 6360.0 PF
71 PF509 20250804 6392.0 6394.0 ... 236650.30 6362.0 6408.0 PF
72 PF510 20250804 6460.0 6484.0 ... 235468.09 6420.0 6474.0 PF
73 PF511 20250804 6448.0 6454.0 ... 75736.25 6412.0 6468.0 PF
74 PF512 20250804 6442.0 6448.0 ... 32645.95 6404.0 6464.0 PF
75 PF601 20250804 6452.0 6458.0 ... 7784.22 6416.0 6470.0 PF
76 PF602 20250804 6454.0 6454.0 ... 125.43 6432.0 6474.0 PF
77 PF603 20250804 6432.0 6436.0 ... 32.10 6420.0 6486.0 PF
78 PF604 20250804 6432.0 6432.0 ... 6.43 6432.0 6508.0 PF
79 PF605 20250804 6488.0 6488.0 ... 35.56 6466.0 6522.0 PF
80 PF606 20250804 6474.0 6474.0 ... 9.70 6468.0 6530.0 PF
81 PF607 20250804 6476.0 6476.0 ... 3.24 6476.0 6540.0 PF
82 PK510 20250804 8086.0 8116.0 ... 138040.34 8092.0 8094.0 PK
83 PK511 20250804 7936.0 7992.0 ... 65133.48 7960.0 7962.0 PK
84 PK512 20250804 7944.0 7964.0 ... 12139.21 7948.0 7946.0 PK
85 PK601 20250804 7938.0 7960.0 ... 9737.21 7950.0 7944.0 PK
86 PK603 20250804 7948.0 7970.0 ... 143.10 7950.0 7958.0 PK
87 PK604 20250804 7964.0 7970.0 ... 55.71 7960.0 7966.0 PK
88 PK605 20250804 7964.0 7968.0 ... 1057.86 7954.0 7954.0 PK
89 PL601 20250804 6480.0 6494.0 ... 27644.28 6468.0 6504.0 PL
90 PL602 20250804 6559.0 6565.0 ... 2547.66 6532.0 6587.0 PL
91 PL603 20250804 6503.0 6503.0 ... 1308.30 6477.0 6512.0 PL
92 PL604 20250804 6500.0 6500.0 ... 90.64 6475.0 6491.0 PL
93 PL605 20250804 6394.0 6399.0 ... 368.63 6356.0 6415.0 PL
94 PL606 20250804 6487.0 6488.0 ... 38.86 6477.0 6551.0 PL
95 PL607 20250804 6480.0 6480.0 ... 38.86 6477.0 6543.0 PL
96 PM509 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250804 5910.0 5910.0 ... 883.53 5890.0 5910.0 PR
103 PR509 20250804 5920.0 5930.0 ... 131191.51 5896.0 5934.0 PR
104 PR510 20250804 5958.0 5960.0 ... 261631.81 5932.0 5974.0 PR
105 PR511 20250804 5960.0 5976.0 ... 144239.65 5946.0 5986.0 PR
106 PR512 20250804 5970.0 5978.0 ... 24440.54 5962.0 5986.0 PR
107 PR601 20250804 5980.0 5982.0 ... 2565.75 5960.0 5986.0 PR
108 PR602 20250804 5988.0 6010.0 ... 18.00 6000.0 6020.0 PR
109 PR603 20250804 6000.0 6020.0 ... 36.03 6006.0 6026.0 PR
110 PR604 20250804 6010.0 6012.0 ... 27.05 6012.0 6036.0 PR
111 PR605 20250804 6000.0 6000.0 ... 44.95 5994.0 6032.0 PR
112 PR606 20250804 0.0 0.0 ... 0.00 6026.0 6026.0 PR
113 PR607 20250804 0.0 0.0 ... 0.00 6038.0 6066.0 PR
114 PX508 20250804 0.0 0.0 ... 0.00 6780.0 6846.0 PX
115 PX509 20250804 6814.0 6840.0 ... 334445.39 6780.0 6846.0 PX
116 PX510 20250804 6822.0 6836.0 ... 74595.13 6768.0 6842.0 PX
117 PX511 20250804 6792.0 6818.0 ... 152374.76 6744.0 6828.0 PX
118 PX512 20250804 6808.0 6820.0 ... 62508.73 6748.0 6828.0 PX
119 PX601 20250804 6784.0 6802.0 ... 65389.34 6746.0 6810.0 PX
120 PX602 20250804 6760.0 6760.0 ... 20.16 6722.0 6796.0 PX
121 PX603 20250804 6706.0 6706.0 ... 3.35 6706.0 6788.0 PX
122 PX604 20250804 0.0 0.0 ... 0.00 6718.0 6792.0 PX
123 PX605 20250804 6750.0 6752.0 ... 228.14 6710.0 6778.0 PX
124 PX606 20250804 6736.0 6736.0 ... 10.08 6718.0 6774.0 PX
125 PX607 20250804 6740.0 6740.0 ... 10.08 6720.0 6790.0 PX
126 RI509 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250804 2675.0 2690.0 ... 1239.52 2683.0 2666.0 RM
133 RM509 20250804 2668.0 2706.0 ... 707768.85 2686.0 2679.0 RM
134 RM511 20250804 2535.0 2565.0 ... 9752.72 2555.0 2536.0 RM
135 RM601 20250804 2403.0 2443.0 ... 289576.57 2428.0 2401.0 RM
136 RM603 20250804 2384.0 2414.0 ... 18395.60 2403.0 2381.0 RM
137 RM605 20250804 2372.0 2388.0 ... 66568.85 2380.0 2371.0 RM
138 RM607 20250804 2360.0 2371.0 ... 5984.32 2363.0 2359.0 RM
139 RS508 20250804 0.0 0.0 ... 0.00 5037.0 5075.0 RS
140 RS509 20250804 5020.0 5126.0 ... 56.08 5098.0 5136.0 RS
141 RS511 20250804 0.0 0.0 ... 0.00 5241.0 5241.0 RS
142 RS607 20250804 0.0 0.0 ... 0.00 5350.0 5290.0 RS
143 SA508 20250804 1243.0 1253.0 ... 628.17 1246.0 1241.0 SA
144 SA509 20250804 1261.0 1265.0 ... 2853354.68 1246.0 1254.0 SA
145 SA510 20250804 1284.0 1294.0 ... 262195.50 1274.0 1275.0 SA
146 SA511 20250804 1293.0 1304.0 ... 322932.05 1284.0 1285.0 SA
147 SA512 20250804 1328.0 1342.0 ... 115764.91 1323.0 1324.0 SA
148 SA601 20250804 1336.0 1348.0 ... 2655822.59 1327.0 1328.0 SA
149 SA602 20250804 1347.0 1356.0 ... 5451.06 1334.0 1337.0 SA
150 SA603 20250804 1341.0 1360.0 ... 6134.95 1337.0 1340.0 SA
151 SA604 20250804 1384.0 1394.0 ... 2576.12 1370.0 1373.0 SA
152 SA605 20250804 1387.0 1399.0 ... 68878.89 1376.0 1376.0 SA
153 SA606 20250804 1389.0 1403.0 ... 2068.54 1381.0 1382.0 SA
154 SA607 20250804 1381.0 1396.0 ... 1834.07 1373.0 1375.0 SA
155 SF508 20250804 5654.0 5654.0 ... 565.40 5654.0 5708.0 SF
156 SF509 20250804 5650.0 5686.0 ... 630654.35 5658.0 5706.0 SF
157 SF510 20250804 5636.0 5674.0 ... 117651.91 5638.0 5692.0 SF
158 SF511 20250804 5810.0 5850.0 ... 191289.12 5808.0 5872.0 SF
159 SF512 20250804 5794.0 5840.0 ... 21588.72 5802.0 5860.0 SF
160 SF601 20250804 5788.0 5828.0 ... 59683.99 5790.0 5852.0 SF
161 SF602 20250804 5750.0 5786.0 ... 628.50 5740.0 5802.0 SF
162 SF603 20250804 5890.0 5918.0 ... 123.44 5878.0 5928.0 SF
163 SF604 20250804 5850.0 5902.0 ... 43.97 5862.0 5914.0 SF
164 SF605 20250804 5860.0 5900.0 ... 556.94 5862.0 5906.0 SF
165 SF606 20250804 5778.0 5820.0 ... 46.31 5790.0 5840.0 SF
166 SF607 20250804 5926.0 5938.0 ... 26.67 5926.0 5962.0 SF
167 SH508 20250804 0.0 0.0 ... 741.00 2459.0 2476.0 SH
168 SH509 20250804 2537.0 2548.0 ... 1513544.15 2517.0 2541.0 SH
169 SH510 20250804 2600.0 2612.0 ... 316036.16 2590.0 2606.0 SH
170 SH511 20250804 2587.0 2611.0 ... 280266.17 2584.0 2595.0 SH
171 SH512 20250804 2607.0 2623.0 ... 85877.07 2597.0 2610.0 SH
172 SH601 20250804 2600.0 2607.0 ... 401607.32 2587.0 2599.0 SH
173 SH602 20250804 2619.0 2626.0 ... 617.95 2607.0 2614.0 SH
174 SH603 20250804 2629.0 2636.0 ... 416.18 2617.0 2630.0 SH
175 SH604 20250804 2666.0 2676.0 ... 175.74 2663.0 2672.0 SH
176 SH605 20250804 2686.0 2688.0 ... 4474.98 2673.0 2681.0 SH
177 SH606 20250804 2686.0 2693.0 ... 233.36 2682.0 2687.0 SH
178 SH607 20250804 2671.0 2671.0 ... 47.93 2663.0 2662.0 SH
179 SM508 20250804 5950.0 5968.0 ... 1159.78 5948.0 5982.0 SM
180 SM509 20250804 5950.0 5996.0 ... 838339.68 5962.0 5974.0 SM
181 SM510 20250804 5942.0 5998.0 ... 71556.61 5964.0 5986.0 SM
182 SM511 20250804 6016.0 6064.0 ... 134514.72 6032.0 6050.0 SM
183 SM512 20250804 6024.0 6072.0 ... 34306.74 6040.0 6054.0 SM
184 SM601 20250804 6040.0 6082.0 ... 235811.29 6050.0 6060.0 SM
185 SM602 20250804 6018.0 6068.0 ... 1023.27 6056.0 6056.0 SM
186 SM603 20250804 6012.0 6078.0 ... 202.33 6040.0 6068.0 SM
187 SM604 20250804 6032.0 6086.0 ... 138.95 6042.0 6084.0 SM
188 SM605 20250804 6048.0 6114.0 ... 4435.33 6080.0 6092.0 SM
189 SM606 20250804 6072.0 6112.0 ... 51.73 6086.0 6098.0 SM
190 SM607 20250804 6100.0 6130.0 ... 79.35 6104.0 6130.0 SM
191 SR509 20250804 5730.0 5735.0 ... 851954.10 5721.0 5762.0 SR
192 SR511 20250804 5653.0 5657.0 ... 80022.35 5650.0 5662.0 SR
193 SR601 20250804 5618.0 5639.0 ... 428796.21 5626.0 5639.0 SR
194 SR603 20250804 5592.0 5609.0 ... 4269.87 5596.0 5610.0 SR
195 SR605 20250804 5566.0 5575.0 ... 28518.38 5567.0 5590.0 SR
196 SR607 20250804 5568.0 5571.0 ... 1363.09 5564.0 5590.0 SR
197 TA508 20250804 4740.0 4740.0 ... 2013.21 4688.0 4772.0 TA
198 TA509 20250804 4750.0 4758.0 ... 1193028.62 4716.0 4762.0 TA
199 TA510 20250804 4754.0 4776.0 ... 93498.83 4734.0 4782.0 TA
200 TA511 20250804 4776.0 4782.0 ... 65366.60 4740.0 4790.0 TA
201 TA512 20250804 4778.0 4782.0 ... 25256.18 4742.0 4796.0 TA
202 TA601 20250804 4782.0 4786.0 ... 551070.31 4744.0 4800.0 TA
203 TA602 20250804 4772.0 4772.0 ... 68.79 4744.0 4794.0 TA
204 TA603 20250804 4778.0 4778.0 ... 23.76 4752.0 4800.0 TA
205 TA604 20250804 4760.0 4760.0 ... 14.28 4758.0 4808.0 TA
206 TA605 20250804 4808.0 4820.0 ... 8422.00 4784.0 4820.0 TA
207 TA606 20250804 4794.0 4794.0 ... 11.96 4784.0 4834.0 TA
208 TA607 20250804 4786.0 4788.0 ... 7.18 4786.0 4840.0 TA
209 UR508 20250804 0.0 0.0 ... 0.00 1722.0 1707.0 UR
210 UR509 20250804 1714.0 1742.0 ... 511274.84 1726.0 1714.0 UR
211 UR510 20250804 1719.0 1748.0 ... 24919.67 1734.0 1723.0 UR
212 UR511 20250804 1741.0 1776.0 ... 23864.82 1765.0 1752.0 UR
213 UR512 20250804 1752.0 1770.0 ... 715.44 1762.0 1745.0 UR
214 UR601 20250804 1740.0 1765.0 ... 144639.26 1752.0 1741.0 UR
215 UR602 20250804 1733.0 1762.0 ... 2181.49 1751.0 1739.0 UR
216 UR603 20250804 1777.0 1794.0 ... 92.82 1785.0 1776.0 UR
217 UR604 20250804 1778.0 1794.0 ... 160.22 1780.0 1778.0 UR
218 UR605 20250804 1782.0 1799.0 ... 4427.03 1788.0 1780.0 UR
219 UR606 20250804 1771.0 1789.0 ... 181.43 1779.0 1775.0 UR
220 UR607 20250804 1776.0 1793.0 ... 139.19 1785.0 1782.0 UR
221 WH509 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-04 18:26:25,048 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 a2509 20250804 4122.00 ... 4126.00 4126.00 A
1 a2511 20250804 4107.00 ... 4105.00 4110.00 A
2 a2601 20250804 4098.00 ... 4098.00 4098.00 A
3 a2603 20250804 4091.00 ... 4089.00 4090.00 A
4 a2605 20250804 4130.00 ... 4130.00 4129.00 A
5 a2607 20250804 4125.00 ... 4122.00 4126.00 A
6 b2508 20250804 3566.00 ... 3510.00 3592.00 B
7 b2509 20250804 3684.00 ... 3687.00 3670.00 B
8 b2510 20250804 3720.00 ... 3734.00 3709.00 B
9 b2511 20250804 3750.00 ... 3754.00 3727.00 B
10 b2512 20250804 3751.00 ... 3764.00 3744.00 B
11 b2601 20250804 3735.00 ... 3744.00 3729.00 B
12 b2602 20250804 3706.00 ... 3712.00 3700.00 B
13 b2603 20250804 3630.00 ... 3630.00 3616.00 B
14 b2604 20250804 3518.00 ... 3517.00 3504.00 B
15 b2605 20250804 3441.00 ... 3441.00 3431.00 B
16 b2606 20250804 3427.00 ... 3424.00 3416.00 B
17 b2607 20250804 3418.00 ... 3416.00 3412.00 B
18 bb2509 20250804 151.30 ... 148.85 144.90 BB
19 bb2511 20250804 149.60 ... 150.50 148.35 BB
20 bb2601 20250804 147.85 ... 149.50 148.00 BB
21 bb2603 20250804 148.70 ... 147.75 146.35 BB
22 bb2605 20250804 0.00 ... 142.05 140.75 BB
23 bb2607 20250804 0.00 ... 147.80 146.40 BB
24 bz2603 20250804 6270.00 ... 6231.00 6284.00 BZ
25 bz2604 20250804 6241.00 ... 6190.00 6241.00 BZ
26 bz2605 20250804 6255.00 ... 6254.00 6256.00 BZ
27 bz2606 20250804 0.00 ... 6253.00 6253.00 BZ
28 bz2607 20250804 6140.00 ... 6175.00 6250.00 BZ
29 c2509 20250804 2298.00 ... 2288.00 2296.00 C
30 c2511 20250804 2231.00 ... 2227.00 2233.00 C
31 c2601 20250804 2211.00 ... 2213.00 2213.00 C
32 c2603 20250804 2213.00 ... 2214.00 2213.00 C
33 c2605 20250804 2258.00 ... 2259.00 2258.00 C
34 c2607 20250804 2274.00 ... 2275.00 2276.00 C
35 cs2509 20250804 2664.00 ... 2662.00 2665.00 CS
36 cs2511 20250804 2579.00 ... 2568.00 2573.00 CS
37 cs2601 20250804 2582.00 ... 2577.00 2579.00 CS
38 cs2603 20250804 2576.00 ... 2570.00 2573.00 CS
39 cs2605 20250804 2618.00 ... 2620.00 2621.00 CS
40 cs2607 20250804 2628.00 ... 2629.00 2630.00 CS
41 eb2508 20250804 7264.00 ... 7225.00 7262.00 EB
42 eb2509 20250804 7296.00 ... 7273.00 7319.00 EB
43 eb2510 20250804 7333.00 ... 7294.00 7356.00 EB
44 eb2511 20250804 7370.00 ... 7315.00 7386.00 EB
45 eb2512 20250804 7386.00 ... 7336.00 7411.00 EB
46 eb2601 20250804 7410.00 ... 7345.00 7417.00 EB
47 eb2602 20250804 7390.00 ... 7357.00 7419.00 EB
48 eb2603 20250804 7369.00 ... 7331.00 7420.00 EB
49 eb2604 20250804 7398.00 ... 7356.00 7423.00 EB
50 eb2605 20250804 7407.00 ... 7371.00 7423.00 EB
51 eb2606 20250804 0.00 ... 7449.00 7449.00 EB
52 eb2607 20250804 0.00 ... 7370.00 7370.00 EB
53 eg2508 20250804 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250804 4402.00 ... 4375.00 4406.00 EG
55 eg2510 20250804 4397.00 ... 4380.00 4406.00 EG
56 eg2511 20250804 4418.00 ... 4400.00 4422.00 EG
57 eg2512 20250804 4419.00 ... 4410.00 4432.00 EG
58 eg2601 20250804 4438.00 ... 4410.00 4438.00 EG
59 eg2602 20250804 4404.00 ... 4414.00 4458.00 EG
60 eg2603 20250804 4410.00 ... 4411.00 4438.00 EG
61 eg2604 20250804 4423.00 ... 4423.00 4497.00 EG
62 eg2605 20250804 4431.00 ... 4429.00 4444.00 EG
63 eg2606 20250804 4429.00 ... 4424.00 4503.00 EG
64 eg2607 20250804 4446.00 ... 4446.00 4514.00 EG
65 fb2508 20250804 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250804 1280.50 ... 1270.00 1282.00 FB
67 fb2510 20250804 1320.00 ... 1309.00 1317.50 FB
68 fb2511 20250804 1314.00 ... 1301.50 1311.50 FB
69 fb2512 20250804 1310.00 ... 1304.50 1312.00 FB
70 fb2601 20250804 1319.50 ... 1304.00 1314.50 FB
71 fb2602 20250804 1329.50 ... 1312.00 1299.00 FB
72 fb2603 20250804 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250804 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250804 0.00 ... 1339.00 1339.00 FB
75 fb2606 20250804 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250804 0.00 ... 1302.50 1302.50 FB
77 i2508 20250804 799.00 ... 805.00 793.50 I
78 i2509 20250804 787.00 ... 789.00 784.50 I
79 i2510 20250804 780.00 ... 784.00 779.50 I
80 i2511 20250804 774.00 ... 778.00 773.50 I
81 i2512 20250804 767.00 ... 772.00 766.50 I
82 i2601 20250804 759.00 ... 764.00 758.00 I
83 i2602 20250804 754.00 ... 759.50 754.50 I
84 i2603 20250804 749.50 ... 754.50 750.00 I
85 i2604 20250804 745.00 ... 750.00 745.00 I
86 i2605 20250804 734.50 ... 740.00 735.50 I
87 i2606 20250804 730.50 ... 735.50 730.50 I
88 i2607 20250804 727.50 ... 731.50 726.50 I
89 j2508 20250804 0.00 ... 1598.00 1598.00 J
90 j2509 20250804 1585.50 ... 1584.50 1617.50 J
91 j2510 20250804 1604.50 ... 1604.00 1613.00 J
92 j2511 20250804 1612.00 ... 1621.50 1628.50 J
93 j2512 20250804 1621.50 ... 1629.00 1665.00 J
94 j2601 20250804 1629.50 ... 1641.00 1658.50 J
95 j2602 20250804 1634.50 ... 1634.50 1689.00 J
96 j2603 20250804 0.00 ... 1639.00 1635.00 J
97 j2604 20250804 1673.50 ... 1673.50 1708.50 J
98 j2605 20250804 1674.00 ... 1707.50 1708.00 J
99 j2606 20250804 0.00 ... 1733.00 1733.00 J
100 j2607 20250804 1686.50 ... 1733.00 1693.50 J
101 jd2508 20250804 3100.00 ... 3093.00 3271.00 JD
102 jd2509 20250804 3450.00 ... 3394.00 3501.00 JD
103 jd2510 20250804 3270.00 ... 3258.00 3294.00 JD
104 jd2511 20250804 3332.00 ... 3335.00 3355.00 JD
105 jd2512 20250804 3500.00 ... 3510.00 3516.00 JD
106 jd2601 20250804 3609.00 ... 3619.00 3616.00 JD
107 jd2602 20250804 3195.00 ... 3205.00 3197.00 JD
108 jd2603 20250804 3195.00 ... 3211.00 3198.00 JD
109 jd2604 20250804 3340.00 ... 3362.00 3341.00 JD
110 jd2605 20250804 3456.00 ... 3467.00 3454.00 JD
111 jd2606 20250804 3295.00 ... 3300.00 3285.00 JD
112 jd2607 20250804 3500.00 ... 3515.00 3497.00 JD
113 jm2508 20250804 0.00 ... 910.00 910.00 JM
114 jm2509 20250804 987.00 ... 982.50 1017.00 JM
115 jm2510 20250804 1020.00 ... 1014.00 1053.50 JM
116 jm2511 20250804 1044.00 ... 1042.50 1074.00 JM
117 jm2512 20250804 1067.50 ... 1068.00 1091.00 JM
118 jm2601 20250804 1099.50 ... 1105.50 1115.00 JM
119 jm2602 20250804 1108.00 ... 1115.50 1119.50 JM
120 jm2603 20250804 1110.50 ... 1120.50 1137.00 JM
121 jm2604 20250804 1119.50 ... 1130.00 1141.50 JM
122 jm2605 20250804 1127.00 ... 1142.00 1142.00 JM
123 jm2606 20250804 1124.00 ... 1153.00 1146.50 JM
124 jm2607 20250804 1140.00 ... 1158.00 1157.50 JM
125 l2508 20250804 0.00 ... 7311.00 7311.00 L
126 l2509 20250804 7312.00 ... 7276.00 7336.00 L
127 l2510 20250804 7342.00 ... 7299.00 7361.00 L
128 l2511 20250804 7364.00 ... 7327.00 7384.00 L
129 l2512 20250804 7372.00 ... 7342.00 7399.00 L
130 l2601 20250804 7385.00 ... 7343.00 7398.00 L
131 l2602 20250804 7360.00 ... 7340.00 7389.00 L
132 l2603 20250804 0.00 ... 7389.00 7389.00 L
133 l2604 20250804 7370.00 ... 7363.00 7386.00 L
134 l2605 20250804 7372.00 ... 7336.00 7377.00 L
135 l2606 20250804 0.00 ... 7367.00 7367.00 L
136 l2607 20250804 7340.00 ... 7340.00 7395.00 L
137 lg2509 20250804 820.00 ... 834.00 819.00 LG
138 lg2511 20250804 826.50 ... 835.00 825.00 LG
139 lg2601 20250804 829.00 ... 835.50 826.00 LG
140 lg2603 20250804 829.00 ... 832.50 824.00 LG
141 lg2605 20250804 834.50 ... 839.50 830.00 LG
142 lg2607 20250804 830.00 ... 833.00 827.50 LG
143 lh2509 20250804 13975.00 ... 13880.00 14010.00 LH
144 lh2511 20250804 13800.00 ... 13840.00 13860.00 LH
145 lh2601 20250804 14105.00 ... 14145.00 14185.00 LH
146 lh2603 20250804 13220.00 ... 13230.00 13290.00 LH
147 lh2605 20250804 13700.00 ... 13740.00 13740.00 LH
148 lh2607 20250804 14390.00 ... 14395.00 14445.00 LH
149 m2508 20250804 3000.00 ... 3001.00 2998.00 M
150 m2509 20250804 3006.00 ... 3021.00 3004.00 M
151 m2511 20250804 3042.00 ... 3060.00 3043.00 M
152 m2512 20250804 3069.00 ... 3084.00 3068.00 M
153 m2601 20250804 3033.00 ... 3050.00 3035.00 M
154 m2603 20250804 2919.00 ... 2929.00 2918.00 M
155 m2605 20250804 2735.00 ... 2742.00 2734.00 M
156 m2607 20250804 2718.00 ... 2723.00 2717.00 M
157 p2508 20250804 0.00 ... 8808.00 8808.00 P
158 p2509 20250804 8918.00 ... 8814.00 8894.00 P
159 p2510 20250804 8910.00 ... 8818.00 8900.00 P
160 p2511 20250804 8910.00 ... 8814.00 8902.00 P
161 p2512 20250804 8924.00 ... 8812.00 8898.00 P
162 p2601 20250804 8946.00 ... 8830.00 8914.00 P
163 p2602 20250804 8890.00 ... 8804.00 8886.00 P
164 p2603 20250804 8844.00 ... 8766.00 8836.00 P
165 p2604 20250804 8798.00 ... 8720.00 8804.00 P
166 p2605 20250804 8770.00 ... 8648.00 8732.00 P
167 p2606 20250804 8558.00 ... 8548.00 8664.00 P
168 p2607 20250804 8470.00 ... 8484.00 8594.00 P
169 pg2508 20250804 3965.00 ... 3935.00 3984.00 PG
170 pg2509 20250804 3973.00 ... 3921.00 3987.00 PG
171 pg2510 20250804 4407.00 ... 4347.00 4432.00 PG
172 pg2511 20250804 4353.00 ... 4286.00 4377.00 PG
173 pg2512 20250804 4307.00 ... 4231.00 4319.00 PG
174 pg2601 20250804 4246.00 ... 4175.00 4255.00 PG
175 pg2602 20250804 4160.00 ... 4093.00 4171.00 PG
176 pg2603 20250804 4081.00 ... 4019.00 4085.00 PG
177 pg2604 20250804 4342.00 ... 4330.00 4381.00 PG
178 pg2605 20250804 4260.00 ... 4209.00 4287.00 PG
179 pg2606 20250804 4210.00 ... 4163.00 4227.00 PG
180 pg2607 20250804 4154.00 ... 4116.00 4200.00 PG
181 pp2508 20250804 7042.00 ... 7033.00 7061.00 PP
182 pp2509 20250804 7098.00 ... 7069.00 7113.00 PP
183 pp2510 20250804 7092.00 ... 7062.00 7116.00 PP
184 pp2511 20250804 7101.00 ... 7082.00 7128.00 PP
185 pp2512 20250804 7110.00 ... 7094.00 7136.00 PP
186 pp2601 20250804 7130.00 ... 7099.00 7137.00 PP
187 pp2602 20250804 7100.00 ... 7084.00 7120.00 PP
188 pp2603 20250804 7092.00 ... 7085.00 7104.00 PP
189 pp2604 20250804 7107.00 ... 7101.00 7125.00 PP
190 pp2605 20250804 7120.00 ... 7107.00 7134.00 PP
191 pp2606 20250804 7100.00 ... 7085.00 7112.00 PP
192 pp2607 20250804 7100.00 ... 7100.00 7131.00 PP
193 rr2508 20250804 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250804 3601.00 ... 3611.00 3615.00 RR
195 rr2510 20250804 3627.00 ... 3622.00 3629.00 RR
196 rr2511 20250804 3631.00 ... 3626.00 3629.00 RR
197 rr2512 20250804 3626.00 ... 3622.00 3624.00 RR
198 rr2601 20250804 3631.00 ... 3629.00 3631.00 RR
199 rr2602 20250804 3625.00 ... 3623.00 3625.00 RR
200 rr2603 20250804 3624.00 ... 3621.00 3619.00 RR
201 rr2604 20250804 3622.00 ... 3622.00 3624.00 RR
202 rr2605 20250804 3620.00 ... 3620.00 3624.00 RR
203 rr2606 20250804 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250804 0.00 ... 3633.00 3633.00 RR
205 v2508 20250804 4952.00 ... 4937.00 5001.00 V
206 v2509 20250804 5019.00 ... 4978.00 5040.00 V
207 v2510 20250804 5043.00 ... 5012.00 5075.00 V
208 v2511 20250804 5082.00 ... 5053.00 5114.00 V
209 v2512 20250804 5118.00 ... 5084.00 5145.00 V
210 v2601 20250804 5170.00 ... 5116.00 5179.00 V
211 v2602 20250804 5166.00 ... 5144.00 5204.00 V
212 v2603 20250804 5190.00 ... 5169.00 5233.00 V
213 v2604 20250804 5410.00 ... 5385.00 5443.00 V
214 v2605 20250804 5452.00 ... 5410.00 5464.00 V
215 v2606 20250804 5453.00 ... 5440.00 5473.00 V
216 v2607 20250804 5500.00 ... 5454.00 5503.00 V
217 y2508 20250804 8210.00 ... 8284.00 8240.00 Y
218 y2509 20250804 8274.00 ... 8246.00 8228.00 Y
219 y2511 20250804 8266.00 ... 8240.00 8220.00 Y
220 y2512 20250804 8284.00 ... 8258.00 8230.00 Y
221 y2601 20250804 8230.00 ... 8204.00 8186.00 Y
222 y2603 20250804 8120.00 ... 8104.00 8078.00 Y
223 y2605 20250804 7850.00 ... 7842.00 7834.00 Y
224 y2607 20250804 7800.00 ... 7792.00 7802.00 Y
[225 rows x 12 columns]
2025-08-04 18:26:25,492 - future_1d - INFO - ak.get_dce_daily('2025-08-04') done
2025-08-04 18:26:27,253 - future_1d - INFO - save future_daily 2025-08-04 completed