38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-07-28 18:26:29,755 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
2025-07-28 18:26:31,515 - future_1d - INFO - save future_daily 2025-07-24 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250725 ... 79260 79720 CU
1 1 CU2509 20250725 ... 79330 79840 CU
2 2 CU2510 20250725 ... 79350 79850 CU
3 3 CU2511 20250725 ... 79310 79800 CU
4 4 CU2512 20250725 ... 79260 79780 CU
5 5 CU2601 20250725 ... 79220 79740 CU
6 6 CU2602 20250725 ... 79190 79750 CU
7 7 CU2603 20250725 ... 79230 79760 CU
8 8 CU2604 20250725 ... 79260 79720 CU
9 9 CU2605 20250725 ... 79230 79760 CU
10 10 CU2606 20250725 ... 79280 79740 CU
11 11 CU2607 20250725 ... 79250 79710 CU
12 12 BC2508 20250725 ... 70420 70900 BC
13 13 BC2509 20250725 ... 70510 70980 BC
14 14 BC2510 20250725 ... 70540 70870 BC
15 15 BC2511 20250725 ... 69500 69190 BC
16 16 BC2512 20250725 ... 70620 70620 BC
17 17 BC2601 20250725 ... 70020 69620 BC
18 18 BC2602 20250725 ... 70000 69550 BC
19 19 BC2603 20250725 ... 70000 69430 BC
20 20 BC2604 20250725 ... 70000 69570 BC
21 21 BC2605 20250725 ... 70000 69480 BC
22 22 BC2606 20250725 ... 69340 69340 BC
23 23 BC2607 20250725 ... 68670 68670 BC
24 24 AL2508 20250725 ... 20760 20745 AL
25 25 AL2509 20250725 ... 20750 20735 AL
26 26 AL2510 20250725 ... 20715 20700 AL
27 27 AL2511 20250725 ... 20655 20635 AL
28 28 AL2512 20250725 ... 20605 20585 AL
29 29 AL2601 20250725 ... 20575 20570 AL
30 30 AL2602 20250725 ... 20575 20550 AL
31 31 AL2603 20250725 ... 20585 20585 AL
32 32 AL2604 20250725 ... 20605 20570 AL
33 33 AL2605 20250725 ... 20620 20605 AL
34 34 AL2606 20250725 ... 20635 20610 AL
35 35 AL2607 20250725 ... 20635 20590 AL
36 36 ZN2508 20250725 ... 22800 22930 ZN
37 37 ZN2509 20250725 ... 22845 22980 ZN
38 38 ZN2510 20250725 ... 22840 22975 ZN
39 39 ZN2511 20250725 ... 22810 22935 ZN
40 40 ZN2512 20250725 ... 22760 22880 ZN
41 41 ZN2601 20250725 ... 22715 22850 ZN
42 42 ZN2602 20250725 ... 22715 22830 ZN
43 43 ZN2603 20250725 ... 22730 22840 ZN
44 44 ZN2604 20250725 ... 22760 22855 ZN
45 45 ZN2605 20250725 ... 22755 22830 ZN
46 46 ZN2606 20250725 ... 22735 22840 ZN
47 47 ZN2607 20250725 ... 22725 22810 ZN
48 48 PB2508 20250725 ... 16895 16870 PB
49 49 PB2509 20250725 ... 16910 16890 PB
50 50 PB2510 20250725 ... 16950 16925 PB
51 51 PB2511 20250725 ... 16970 16940 PB
52 52 PB2512 20250725 ... 16995 16955 PB
53 53 PB2601 20250725 ... 17040 16995 PB
54 54 PB2602 20250725 ... 17035 17035 PB
55 55 PB2603 20250725 ... 17075 17050 PB
56 56 PB2604 20250725 ... 17095 17070 PB
57 57 PB2605 20250725 ... 17080 17050 PB
58 58 PB2606 20250725 ... 17065 17040 PB
59 59 PB2607 20250725 ... 17095 17055 PB
60 60 NI2508 20250725 ... 123330 123840 NI
61 61 NI2509 20250725 ... 123470 124040 NI
62 62 NI2510 20250725 ... 123650 124230 NI
63 63 NI2511 20250725 ... 123900 124400 NI
64 64 NI2512 20250725 ... 124020 124630 NI
65 65 NI2601 20250725 ... 124250 124870 NI
66 66 NI2602 20250725 ... 124510 124990 NI
67 67 NI2603 20250725 ... 124900 125130 NI
68 68 NI2604 20250725 ... 124980 125410 NI
69 69 NI2605 20250725 ... 125170 125630 NI
70 70 NI2606 20250725 ... 125260 125910 NI
71 71 NI2607 20250725 ... 125410 126320 NI
72 72 SN2508 20250725 ... 270950 273670 SN
73 73 SN2509 20250725 ... 271310 273920 SN
74 74 SN2510 20250725 ... 271330 273780 SN
75 75 SN2511 20250725 ... 271140 273750 SN
76 76 SN2512 20250725 ... 270720 273410 SN
77 77 SN2601 20250725 ... 270860 273290 SN
78 78 SN2602 20250725 ... 270900 272970 SN
79 79 SN2603 20250725 ... 271110 273910 SN
80 80 SN2604 20250725 ... 272800 274050 SN
81 81 SN2605 20250725 ... 270750 273630 SN
82 82 SN2606 20250725 ... 271970 274010 SN
83 83 SN2607 20250725 ... 271960 273640 SN
84 84 AO2508 20250725 ... 3446 3384 AO
85 85 AO2509 20250725 ... 3460 3385 AO
86 86 AO2510 20250725 ... 3416 3343 AO
87 87 AO2511 20250725 ... 3409 3333 AO
88 88 AO2512 20250725 ... 3414 3330 AO
89 89 AO2601 20250725 ... 3402 3328 AO
90 90 AO2602 20250725 ... 3407 3312 AO
91 91 AO2603 20250725 ... 3386 3314 AO
92 92 AO2604 20250725 ... 3377 3299 AO
93 93 AO2605 20250725 ... 3373 3298 AO
94 94 AO2606 20250725 ... 3371 3290 AO
95 95 AO2607 20250725 ... 3366 3266 AO
96 96 AD2511 20250725 ... 20150 20130 AD
97 97 AD2512 20250725 ... 20105 20080 AD
98 98 AD2601 20250725 ... 20030 20040 AD
99 99 AD2602 20250725 ... 20010 20010 AD
100 100 AD2603 20250725 ... 20135 20135 AD
101 101 AD2604 20250725 ... 19935 19935 AD
102 102 AD2605 20250725 ... 19960 19960 AD
103 103 AD2606 20250725 ... 19830 19920 AD
104 104 AD2607 20250725 ... 19790 19790 AD
105 105 AU2508 20250725 ... 774.68 782.82 AU
106 106 AU2509 20250725 ... 776.28 778.42 AU
107 107 AU2510 20250725 ... 777.34 784.22 AU
108 108 AU2512 20250725 ... 779.26 785.2 AU
109 109 AU2602 20250725 ... 781.58 788.38 AU
110 110 AU2604 20250725 ... 783.86 788.22 AU
111 111 AU2606 20250725 ... 785.9 790.24 AU
112 112 AU2608 20250725 ... 788.9 792.28 AU
113 113 AG2508 20250725 ... 9346 9381 AG
114 114 AG2509 20250725 ... 9360 9399 AG
115 115 AG2510 20250725 ... 9372 9421 AG
116 116 AG2511 20250725 ... 9381 9432 AG
117 117 AG2512 20250725 ... 9391 9430 AG
118 118 AG2601 20250725 ... 9405 9445 AG
119 119 AG2602 20250725 ... 9418 9454 AG
120 120 AG2603 20250725 ... 9432 9463 AG
121 121 AG2604 20250725 ... 9435 9481 AG
122 122 AG2605 20250725 ... 9449 9488 AG
123 123 AG2606 20250725 ... 9465 9498 AG
124 124 AG2607 20250725 ... 9473 9523 AG
125 125 RB2508 20250725 ... 3249 3225 RB
126 126 RB2509 20250725 ... 3263 3232 RB
127 127 RB2510 20250725 ... 3316 3280 RB
128 128 RB2511 20250725 ... 3328 3293 RB
129 129 RB2512 20250725 ... 3358 3333 RB
130 130 RB2601 20250725 ... 3368 3337 RB
131 131 RB2602 20250725 ... 3350 3327 RB
132 132 RB2603 20250725 ... 3370 3332 RB
133 133 RB2604 20250725 ... 3384 3348 RB
134 134 RB2605 20250725 ... 3394 3362 RB
135 135 RB2606 20250725 ... 3394 3363 RB
136 136 RB2607 20250725 ... 3398 3374 RB
137 137 WR2508 20250725 ... 3212 3212 WR
138 138 WR2509 20250725 ... 3335 3335 WR
139 139 WR2510 20250725 ... 3592 3546 WR
140 140 WR2511 20250725 ... 3541 3583 WR
141 141 WR2512 20250725 ... 3570 3570 WR
142 142 WR2601 20250725 ... 3583 3572 WR
143 143 WR2602 20250725 ... 3607 3607 WR
144 144 WR2603 20250725 ... 3606 3606 WR
145 145 WR2604 20250725 ... 3570 3570 WR
146 146 WR2605 20250725 ... 3640 3640 WR
147 147 WR2606 20250725 ... 3680 3680 WR
148 148 WR2607 20250725 ... 3668 3668 WR
149 149 HC2508 20250725 ... 3447 3441 HC
150 150 HC2509 20250725 ... 3481 3443 HC
151 151 HC2510 20250725 ... 3477 3439 HC
152 152 HC2511 20250725 ... 3478 3442 HC
153 153 HC2512 20250725 ... 3484 3441 HC
154 154 HC2601 20250725 ... 3492 3458 HC
155 155 HC2602 20250725 ... 3481 3448 HC
156 156 HC2603 20250725 ... 3488 3466 HC
157 157 HC2604 20250725 ... 3505 3484 HC
158 158 HC2605 20250725 ... 3500 3475 HC
159 159 HC2606 20250725 ... 3510 3487 HC
160 160 HC2607 20250725 ... 3510 3470 HC
161 161 SS2508 20250725 ... 12940 12925 SS
162 162 SS2509 20250725 ... 12935 12910 SS
163 163 SS2510 20250725 ... 12970 12940 SS
164 164 SS2511 20250725 ... 13010 12980 SS
165 165 SS2512 20250725 ... 13035 13005 SS
166 166 SS2601 20250725 ... 13080 13040 SS
167 167 SS2602 20250725 ... 13145 13090 SS
168 168 SS2603 20250725 ... 13205 13135 SS
169 169 SS2604 20250725 ... 13210 13210 SS
170 170 SS2605 20250725 ... 13265 13260 SS
171 171 SS2606 20250725 ... 13305 13265 SS
172 172 SS2607 20250725 ... 13375 13305 SS
173 173 SC2508 20250725 ... 526.8 518.7 SC
174 174 SC2509 20250725 ... 508.6 504.3 SC
175 175 SC2510 20250725 ... 502.9 498.7 SC
176 176 SC2511 20250725 ... 498 494.5 SC
177 177 SC2512 20250725 ... 496.3 491.4 SC
178 178 SC2601 20250725 ... 493.1 488.6 SC
179 179 SC2602 20250725 ... 491.2 486.4 SC
180 180 SC2603 20250725 ... 489.7 483.9 SC
181 181 SC2604 20250725 ... 487.6 481.3 SC
182 182 SC2605 20250725 ... 486.3 479 SC
183 183 SC2606 20250725 ... 485.2 477.5 SC
184 184 SC2607 20250725 ... 483.2 475.5 SC
185 185 SC2609 20250725 ... 475.8 473.8 SC
186 186 SC2612 20250725 ... 475.8 471.9 SC
187 187 SC2703 20250725 ... 473.1 469.5 SC
188 188 SC2706 20250725 ... 469.4 468.4 SC
189 189 SC2709 20250725 ... 469.8 467 SC
190 190 SC2712 20250725 ... 468.4 467.2 SC
191 191 SC2803 20250725 ... 466.3 464.9 SC
192 192 SC2806 20250725 ... 464.9 464 SC
193 193 LU2508 20250725 ... 3542 3539 LU
194 194 LU2509 20250725 ... 3585 3557 LU
195 195 LU2510 20250725 ... 3582 3556 LU
196 196 LU2511 20250725 ... 3569 3547 LU
197 197 LU2512 20250725 ... 3559 3521 LU
198 198 LU2601 20250725 ... 3540 3511 LU
199 199 LU2602 20250725 ... 3519 3507 LU
200 200 LU2603 20250725 ... 3503 3489 LU
201 201 LU2604 20250725 ... 3490 3481 LU
202 202 LU2605 20250725 ... 3483 3471 LU
203 203 LU2606 20250725 ... 3474 3468 LU
204 204 LU2607 20250725 ... 3463 3455 LU
205 205 FU2508 20250725 ... 2825 2822 FU
206 206 FU2509 20250725 ... 2895 2862 FU
207 207 FU2510 20250725 ... 2903 2872 FU
208 208 FU2511 20250725 ... 2910 2878 FU
209 209 FU2512 20250725 ... 2902 2872 FU
210 210 FU2601 20250725 ... 2902 2871 FU
211 211 FU2602 20250725 ... 2888 2860 FU
212 212 FU2603 20250725 ... 2878 2854 FU
213 213 FU2604 20250725 ... 2871 2846 FU
214 214 FU2605 20250725 ... 2859 2836 FU
215 215 FU2606 20250725 ... 2849 2827 FU
216 216 FU2607 20250725 ... 2826 2810 FU
217 217 BU2508 20250725 ... 3636 3610 BU
218 218 BU2509 20250725 ... 3607 3587 BU
219 219 BU2510 20250725 ... 3583 3557 BU
220 220 BU2511 20250725 ... 3541 3511 BU
221 221 BU2512 20250725 ... 3471 3447 BU
222 222 BU2601 20250725 ... 3441 3416 BU
223 223 BU2602 20250725 ... 3423 3397 BU
224 224 BU2603 20250725 ... 3423 3392 BU
225 225 BU2604 20250725 ... 3407 3384 BU
226 226 BU2605 20250725 ... 3407 3389 BU
227 227 BU2606 20250725 ... 3405 3381 BU
228 228 BU2607 20250725 ... 3375 3375 BU
229 229 BU2609 20250725 ... 3390 3371 BU
230 230 BU2612 20250725 ... 3343 3324 BU
231 231 BU2703 20250725 ... 3346 3321 BU
232 232 BU2706 20250725 ... 3335 3334 BU
233 233 BR2508 20250725 ... 12295 12070 BR
234 234 BR2509 20250725 ... 12320 12055 BR
235 235 BR2510 20250725 ... 12280 12025 BR
236 236 BR2511 20250725 ... 12295 12020 BR
237 237 BR2512 20250725 ... 12290 12040 BR
238 238 BR2601 20250725 ... 12320 12050 BR
239 239 BR2602 20250725 ... 12270 12040 BR
240 240 BR2603 20250725 ... 12275 11965 BR
241 241 BR2604 20250725 ... 12320 11940 BR
242 242 BR2605 20250725 ... 12315 12040 BR
243 243 BR2606 20250725 ... 12305 12045 BR
244 244 BR2607 20250725 ... 12390 12225 BR
245 245 RU2508 20250725 ... 15415 15185 RU
246 246 RU2509 20250725 ... 15455 15140 RU
247 247 RU2510 20250725 ... 15385 15075 RU
248 248 RU2511 20250725 ... 15425 15165 RU
249 249 RU2601 20250725 ... 16270 15915 RU
250 250 RU2603 20250725 ... 16355 16025 RU
251 251 RU2604 20250725 ... 16380 16000 RU
252 252 RU2605 20250725 ... 16415 16050 RU
253 253 RU2606 20250725 ... 16435 16225 RU
254 254 RU2607 20250725 ... 16395 15930 RU
255 255 NR2508 20250725 ... 13185 12905 NR
256 256 NR2509 20250725 ... 13255 12980 NR
257 257 NR2510 20250725 ... 13230 12975 NR
258 258 NR2511 20250725 ... 13225 13070 NR
259 259 NR2512 20250725 ... 13235 13090 NR
260 260 NR2601 20250725 ... 13280 13105 NR
261 261 NR2602 20250725 ... 13265 13145 NR
262 262 NR2603 20250725 ... 13355 12900 NR
263 263 NR2604 20250725 ... 13300 13265 NR
264 264 NR2605 20250725 ... 13360 13225 NR
265 265 NR2606 20250725 ... 13280 13280 NR
266 266 NR2607 20250725 ... 13480 12935 NR
267 267 SP2508 20250725 ... 5454 5340 SP
268 268 SP2509 20250725 ... 5454 5386 SP
269 269 SP2510 20250725 ... 5396 5336 SP
270 270 SP2511 20250725 ... 5376 5328 SP
271 271 SP2512 20250725 ... 5358 5294 SP
272 272 SP2601 20250725 ... 5542 5506 SP
273 273 SP2602 20250725 ... 5468 5438 SP
274 274 SP2603 20250725 ... 5454 5440 SP
275 275 SP2604 20250725 ... 5456 5432 SP
276 276 SP2605 20250725 ... 5444 5428 SP
277 277 SP2606 20250725 ... 5436 5446 SP
278 278 SP2607 20250725 ... 5442 5424 SP
279 279 EC2508 20250725 ... 2202.7 2230.5 EC
280 280 EC2510 20250725 ... 1530.9 1570 EC
281 281 EC2512 20250725 ... 1730.7 1747.5 EC
282 282 EC2602 20250725 ... 1534.3 1523.1 EC
283 283 EC2604 20250725 ... 1376.9 1359.6 EC
284 284 EC2606 20250725 ... 1514 1483.8 EC
285 285 SC_TAS2509 20250725 ... SC_TAS
286 286 SC_TAS2510 20250725 ... SC_TAS
287 287 SC_TAS2511 20250725 ... SC_TAS
[288 rows x 13 columns]
2025-07-28 18:26:38,989 - future_1d - INFO - ak.get_shfe_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 PS2508 20250725 53520.0 ... 52505.0 52225.0 PS
1 PS2509 20250725 52820.0 ... 52470.0 52150.0 PS
2 PS2510 20250725 52590.0 ... 52260.0 51760.0 PS
3 PS2511 20250725 52440.0 ... 51760.0 51665.0 PS
4 PS2512 20250725 54395.0 ... 53940.0 53635.0 PS
5 PS2601 20250725 55400.0 ... 53670.0 53195.0 PS
6 PS2602 20250725 54785.0 ... 53535.0 52345.0 PS
7 PS2603 20250725 54585.0 ... 53415.0 52605.0 PS
8 PS2604 20250725 54145.0 ... 53220.0 52130.0 PS
9 PS2605 20250725 54505.0 ... 53335.0 52610.0 PS
10 PS2606 20250725 55490.0 ... 54465.0 53400.0 PS
11 PS2607 20250725 55110.0 ... 54135.0 52825.0 PS
13 SI2508 20250725 9620.0 ... 9640.0 9595.0 SI
14 SI2509 20250725 9750.0 ... 9690.0 9680.0 SI
15 SI2510 20250725 9650.0 ... 9625.0 9610.0 SI
16 SI2511 20250725 9610.0 ... 9575.0 9520.0 SI
17 SI2512 20250725 9750.0 ... 9825.0 9795.0 SI
18 SI2601 20250725 9845.0 ... 9785.0 9720.0 SI
19 SI2602 20250725 9755.0 ... 9730.0 9710.0 SI
20 SI2603 20250725 9735.0 ... 9735.0 9675.0 SI
21 SI2604 20250725 9775.0 ... 9725.0 9690.0 SI
22 SI2605 20250725 9820.0 ... 9725.0 9685.0 SI
23 SI2606 20250725 9705.0 ... 9710.0 9620.0 SI
24 SI2607 20250725 9705.0 ... 9685.0 9650.0 SI
27 LC2508 20250725 76560.0 ... 79120.0 73520.0 LC
28 LC2509 20250725 77500.0 ... 79460.0 74560.0 LC
29 LC2510 20250725 76940.0 ... 78220.0 74040.0 LC
30 LC2511 20250725 76000.0 ... 77620.0 73300.0 LC
31 LC2512 20250725 75040.0 ... 77040.0 73220.0 LC
32 LC2601 20250725 75000.0 ... 76720.0 73220.0 LC
33 LC2602 20250725 74580.0 ... 75940.0 72780.0 LC
34 LC2603 20250725 73600.0 ... 75460.0 72320.0 LC
35 LC2604 20250725 73820.0 ... 75300.0 72640.0 LC
36 LC2605 20250725 73600.0 ... 75280.0 72540.0 LC
37 LC2606 20250725 74000.0 ... 74900.0 72180.0 LC
38 LC2607 20250725 73600.0 ... 74840.0 72640.0 LC
[36 rows x 12 columns]
2025-07-28 18:26:39,175 - future_1d - INFO - ak.get_gfex_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 AP510 20250725 7990.0 ... 8001.0 7967.0 AP
1 AP511 20250725 7717.0 ... 7725.0 7704.0 AP
2 AP512 20250725 7768.0 ... 7779.0 7747.0 AP
3 AP601 20250725 7878.0 ... 7870.0 7834.0 AP
4 AP603 20250725 7744.0 ... 7785.0 7766.0 AP
5 AP604 20250725 7795.0 ... 7795.0 7769.0 AP
6 AP605 20250725 7786.0 ... 7832.0 7812.0 AP
7 CF509 20250725 14190.0 ... 14230.0 14160.0 CF
8 CF511 20250725 14015.0 ... 14070.0 13995.0 CF
9 CF601 20250725 14095.0 ... 14155.0 14070.0 CF
10 CF603 20250725 14060.0 ... 14120.0 14030.0 CF
11 CF605 20250725 14040.0 ... 14080.0 14005.0 CF
12 CF607 20250725 14100.0 ... 14095.0 14025.0 CF
13 CJ509 20250725 9580.0 ... 9470.0 9495.0 CJ
14 CJ512 20250725 10355.0 ... 10315.0 10315.0 CJ
15 CJ601 20250725 10510.0 ... 10465.0 10475.0 CJ
16 CJ603 20250725 10575.0 ... 10520.0 10545.0 CJ
17 CJ605 20250725 10710.0 ... 10670.0 10700.0 CJ
18 CJ607 20250725 10825.0 ... 10780.0 10790.0 CJ
19 CY508 20250725 0.0 ... 20165.0 20165.0 CY
20 CY509 20250725 20390.0 ... 20420.0 20350.0 CY
21 CY510 20250725 0.0 ... 20030.0 19960.0 CY
22 CY511 20250725 0.0 ... 20180.0 20155.0 CY
23 CY512 20250725 0.0 ... 20045.0 20045.0 CY
24 CY601 20250725 20335.0 ... 20340.0 20260.0 CY
25 CY602 20250725 0.0 ... 20055.0 20055.0 CY
26 CY603 20250725 0.0 ... 20305.0 20305.0 CY
27 CY604 20250725 0.0 ... 20040.0 20040.0 CY
28 CY605 20250725 20250.0 ... 20250.0 20215.0 CY
29 CY606 20250725 0.0 ... 20010.0 20010.0 CY
30 CY607 20250725 20335.0 ... 20335.0 20595.0 CY
31 FG508 20250725 1315.0 ... 1344.0 1258.0 FG
32 FG509 20250725 1310.0 ... 1344.0 1261.0 FG
33 FG510 20250725 1359.0 ... 1383.0 1319.0 FG
34 FG511 20250725 1345.0 ... 1369.0 1301.0 FG
35 FG512 20250725 1423.0 ... 1436.0 1366.0 FG
36 FG601 20250725 1400.0 ... 1426.0 1354.0 FG
37 FG602 20250725 1400.0 ... 1454.0 1389.0 FG
38 FG603 20250725 1430.0 ... 1447.0 1377.0 FG
39 FG604 20250725 1460.0 ... 1474.0 1412.0 FG
40 FG605 20250725 1435.0 ... 1462.0 1411.0 FG
41 FG606 20250725 1455.0 ... 1475.0 1428.0 FG
42 FG607 20250725 1460.0 ... 1456.0 1414.0 FG
43 JR509 20250725 0.0 ... 2662.0 2662.0 JR
44 JR511 20250725 0.0 ... 2662.0 2662.0 JR
45 JR601 20250725 0.0 ... 2662.0 2662.0 JR
46 JR603 20250725 0.0 ... 2662.0 2662.0 JR
47 JR605 20250725 0.0 ... 2662.0 2662.0 JR
48 JR607 20250725 0.0 ... 2662.0 2662.0 JR
49 LR509 20250725 0.0 ... 2360.0 2360.0 LR
50 LR511 20250725 0.0 ... 2360.0 2360.0 LR
51 LR601 20250725 0.0 ... 2360.0 2360.0 LR
52 MA508 20250725 2449.0 ... 2470.0 2417.0 MA
53 MA509 20250725 2479.0 ... 2500.0 2465.0 MA
54 MA510 20250725 2512.0 ... 2528.0 2498.0 MA
55 MA511 20250725 2529.0 ... 2545.0 2517.0 MA
56 MA512 20250725 2545.0 ... 2562.0 2532.0 MA
57 MA601 20250725 2552.0 ... 2569.0 2539.0 MA
58 MA602 20250725 2542.0 ... 2561.0 2536.0 MA
59 MA603 20250725 2530.0 ... 2547.0 2526.0 MA
60 MA604 20250725 2511.0 ... 2521.0 2502.0 MA
61 MA605 20250725 2480.0 ... 2493.0 2463.0 MA
62 MA606 20250725 2482.0 ... 2505.0 2475.0 MA
63 MA607 20250725 2471.0 ... 2491.0 2457.0 MA
64 OI509 20250725 9495.0 ... 9441.0 9462.0 OI
65 OI511 20250725 9475.0 ... 9423.0 9441.0 OI
66 OI601 20250725 9458.0 ... 9388.0 9409.0 OI
67 OI603 20250725 9384.0 ... 9360.0 9382.0 OI
68 OI605 20250725 9332.0 ... 9303.0 9315.0 OI
69 OI607 20250725 9312.0 ... 9275.0 9314.0 OI
70 PF508 20250725 6530.0 ... 6560.0 6474.0 PF
71 PF509 20250725 6532.0 ... 6568.0 6472.0 PF
72 PF510 20250725 6580.0 ... 6628.0 6534.0 PF
73 PF511 20250725 6578.0 ... 6620.0 6524.0 PF
74 PF512 20250725 6546.0 ... 6594.0 6510.0 PF
75 PF601 20250725 6578.0 ... 6590.0 6516.0 PF
76 PF602 20250725 6570.0 ... 6616.0 6514.0 PF
77 PF603 20250725 6582.0 ... 6612.0 6528.0 PF
78 PF604 20250725 6582.0 ... 6626.0 6556.0 PF
79 PF605 20250725 6600.0 ... 6632.0 6566.0 PF
80 PF606 20250725 6600.0 ... 6622.0 6576.0 PF
81 PF607 20250725 0.0 ... 6570.0 6570.0 PF
82 PK510 20250725 8140.0 ... 8138.0 8140.0 PK
83 PK511 20250725 7990.0 ... 7996.0 7984.0 PK
84 PK512 20250725 7970.0 ... 7998.0 7984.0 PK
85 PK601 20250725 8036.0 ... 8034.0 8016.0 PK
86 PK603 20250725 8014.0 ... 8034.0 8034.0 PK
87 PK604 20250725 8048.0 ... 8034.0 8032.0 PK
88 PK605 20250725 8048.0 ... 8036.0 8036.0 PK
89 PL601 20250725 6630.0 ... 6643.0 6590.0 PL
90 PL602 20250725 6707.0 ... 6701.0 6668.0 PL
91 PL603 20250725 6599.0 ... 6611.0 6584.0 PL
92 PL604 20250725 6608.0 ... 6632.0 6494.0 PL
93 PL605 20250725 6555.0 ... 6586.0 6524.0 PL
94 PL606 20250725 6647.0 ... 6647.0 6611.0 PL
95 PL607 20250725 6646.0 ... 6646.0 6596.0 PL
96 PM509 20250725 0.0 ... 3122.0 3122.0 PM
97 PM511 20250725 0.0 ... 3122.0 3122.0 PM
98 PM601 20250725 0.0 ... 3122.0 3122.0 PM
99 PM603 20250725 0.0 ... 3122.0 3122.0 PM
100 PM605 20250725 0.0 ... 3122.0 3122.0 PM
101 PM607 20250725 0.0 ... 3122.0 3122.0 PM
102 PR508 20250725 6068.0 ... 6086.0 6034.0 PR
103 PR509 20250725 6048.0 ... 6088.0 6018.0 PR
104 PR510 20250725 6058.0 ... 6100.0 6024.0 PR
105 PR511 20250725 6054.0 ... 6082.0 6012.0 PR
106 PR512 20250725 6038.0 ... 6072.0 6018.0 PR
107 PR601 20250725 6012.0 ... 6062.0 5994.0 PR
108 PR602 20250725 6094.0 ... 6094.0 5992.0 PR
109 PR603 20250725 6090.0 ... 6090.0 5996.0 PR
110 PR604 20250725 0.0 ... 6114.0 6010.0 PR
111 PR605 20250725 6080.0 ... 6072.0 6020.0 PR
112 PR606 20250725 0.0 ... 6090.0 6016.0 PR
113 PR607 20250725 0.0 ... 6058.0 5980.0 PR
114 PX508 20250725 7036.0 ... 7094.0 6926.0 PX
115 PX509 20250725 6964.0 ... 7022.0 6902.0 PX
116 PX510 20250725 6954.0 ... 7010.0 6888.0 PX
117 PX511 20250725 6908.0 ... 6970.0 6844.0 PX
118 PX512 20250725 6894.0 ... 6956.0 6822.0 PX
119 PX601 20250725 6870.0 ... 6916.0 6804.0 PX
120 PX602 20250725 6760.0 ... 6840.0 6760.0 PX
121 PX603 20250725 6820.0 ... 6870.0 6806.0 PX
122 PX604 20250725 6822.0 ... 6882.0 6804.0 PX
123 PX605 20250725 6846.0 ... 6880.0 6756.0 PX
124 PX606 20250725 6846.0 ... 6888.0 6760.0 PX
125 PX607 20250725 6818.0 ... 6874.0 6764.0 PX
126 RI509 20250725 0.0 ... 2479.0 2479.0 RI
127 RI511 20250725 0.0 ... 2479.0 2479.0 RI
128 RI601 20250725 0.0 ... 2479.0 2479.0 RI
129 RI603 20250725 0.0 ... 2479.0 2479.0 RI
130 RI605 20250725 0.0 ... 2479.0 2479.0 RI
131 RI607 20250725 0.0 ... 2479.0 2479.0 RI
132 RM508 20250725 2683.0 ... 2670.0 2688.0 RM
133 RM509 20250725 2690.0 ... 2682.0 2706.0 RM
134 RM511 20250725 2536.0 ... 2531.0 2562.0 RM
135 RM601 20250725 2417.0 ... 2407.0 2414.0 RM
136 RM603 20250725 2395.0 ... 2386.0 2383.0 RM
137 RM605 20250725 2375.0 ... 2371.0 2368.0 RM
138 RM607 20250725 2358.0 ... 2357.0 2355.0 RM
139 RS508 20250725 0.0 ... 5019.0 4975.0 RS
140 RS509 20250725 5072.0 ... 5102.0 5092.0 RS
141 RS511 20250725 5255.0 ... 5290.0 5244.0 RS
142 RS607 20250725 0.0 ... 5210.0 5200.0 RS
143 SA508 20250725 1401.0 ... 1415.0 1344.0 SA
144 SA509 20250725 1411.0 ... 1431.0 1364.0 SA
145 SA510 20250725 1432.0 ... 1455.0 1378.0 SA
146 SA511 20250725 1443.0 ... 1464.0 1389.0 SA
147 SA512 20250725 1475.0 ... 1500.0 1424.0 SA
148 SA601 20250725 1491.0 ... 1508.0 1438.0 SA
149 SA602 20250725 1500.0 ... 1517.0 1458.0 SA
150 SA603 20250725 1502.0 ... 1518.0 1450.0 SA
151 SA604 20250725 1497.0 ... 1536.0 1492.0 SA
152 SA605 20250725 1520.0 ... 1541.0 1483.0 SA
153 SA606 20250725 1537.0 ... 1544.0 1510.0 SA
154 SA607 20250725 1538.0 ... 1536.0 1500.0 SA
155 SF508 20250725 5758.0 ... 5990.0 5748.0 SF
156 SF509 20250725 5786.0 ... 5986.0 5762.0 SF
157 SF510 20250725 5780.0 ... 5958.0 5752.0 SF
158 SF511 20250725 5940.0 ... 6132.0 5920.0 SF
159 SF512 20250725 5900.0 ... 6086.0 5894.0 SF
160 SF601 20250725 5888.0 ... 6084.0 5874.0 SF
161 SF602 20250725 5844.0 ... 6038.0 5810.0 SF
162 SF603 20250725 5992.0 ... 6332.0 5966.0 SF
163 SF604 20250725 5978.0 ... 6202.0 5918.0 SF
164 SF605 20250725 5960.0 ... 6178.0 5924.0 SF
165 SF606 20250725 5878.0 ... 6136.0 5878.0 SF
166 SF607 20250725 6010.0 ... 6280.0 5984.0 SF
167 SH508 20250725 2634.0 ... 2585.0 2608.0 SH
168 SH509 20250725 2683.0 ... 2648.0 2665.0 SH
169 SH510 20250725 2723.0 ... 2705.0 2703.0 SH
170 SH511 20250725 2690.0 ... 2692.0 2680.0 SH
171 SH512 20250725 2714.0 ... 2706.0 2696.0 SH
172 SH601 20250725 2715.0 ... 2702.0 2686.0 SH
173 SH602 20250725 2733.0 ... 2721.0 2712.0 SH
174 SH603 20250725 2734.0 ... 2727.0 2718.0 SH
175 SH604 20250725 2773.0 ... 2754.0 2764.0 SH
176 SH605 20250725 2759.0 ... 2761.0 2753.0 SH
177 SH606 20250725 2756.0 ... 2754.0 2773.0 SH
178 SH607 20250725 2736.0 ... 2737.0 2757.0 SH
179 SM508 20250725 5966.0 ... 6238.0 5922.0 SM
180 SM509 20250725 6000.0 ... 6212.0 5938.0 SM
181 SM510 20250725 5994.0 ... 6120.0 5924.0 SM
182 SM511 20250725 6068.0 ... 6224.0 5994.0 SM
183 SM512 20250725 6076.0 ... 6252.0 5998.0 SM
184 SM601 20250725 6064.0 ... 6268.0 5998.0 SM
185 SM602 20250725 6074.0 ... 6266.0 6000.0 SM
186 SM603 20250725 6064.0 ... 6330.0 6014.0 SM
187 SM604 20250725 6102.0 ... 6318.0 6014.0 SM
188 SM605 20250725 6100.0 ... 6336.0 6046.0 SM
189 SM606 20250725 6106.0 ... 6274.0 6086.0 SM
190 SM607 20250725 6114.0 ... 6310.0 6070.0 SM
191 SR509 20250725 5875.0 ... 5876.0 5853.0 SR
192 SR511 20250725 5748.0 ... 5755.0 5727.0 SR
193 SR601 20250725 5675.0 ... 5691.0 5664.0 SR
194 SR603 20250725 5650.0 ... 5658.0 5635.0 SR
195 SR605 20250725 5625.0 ... 5633.0 5609.0 SR
196 SR607 20250725 5623.0 ... 5626.0 5605.0 SR
197 TA508 20250725 4834.0 ... 4884.0 4816.0 TA
198 TA509 20250725 4860.0 ... 4902.0 4814.0 TA
199 TA510 20250725 4846.0 ... 4892.0 4810.0 TA
200 TA511 20250725 4844.0 ... 4890.0 4808.0 TA
201 TA512 20250725 4836.0 ... 4878.0 4802.0 TA
202 TA601 20250725 4834.0 ... 4870.0 4798.0 TA
203 TA602 20250725 4836.0 ... 4862.0 4802.0 TA
204 TA603 20250725 4834.0 ... 4878.0 4790.0 TA
205 TA604 20250725 4838.0 ... 4870.0 4802.0 TA
206 TA605 20250725 4840.0 ... 4882.0 4814.0 TA
207 TA606 20250725 4860.0 ... 4872.0 4842.0 TA
208 TA607 20250725 4850.0 ... 4878.0 4826.0 TA
209 UR508 20250725 1775.0 ... 1783.0 1768.0 UR
210 UR509 20250725 1786.0 ... 1798.0 1782.0 UR
211 UR510 20250725 1785.0 ... 1794.0 1774.0 UR
212 UR511 20250725 1800.0 ... 1808.0 1798.0 UR
213 UR512 20250725 1794.0 ... 1797.0 1799.0 UR
214 UR601 20250725 1795.0 ... 1803.0 1790.0 UR
215 UR602 20250725 1796.0 ... 1799.0 1788.0 UR
216 UR603 20250725 1805.0 ... 1815.0 1806.0 UR
217 UR604 20250725 1805.0 ... 1816.0 1803.0 UR
218 UR605 20250725 1808.0 ... 1817.0 1805.0 UR
219 UR606 20250725 1799.0 ... 1810.0 1801.0 UR
220 UR607 20250725 1808.0 ... 1816.0 1809.0 UR
221 WH509 20250725 0.0 ... 3198.0 3198.0 WH
222 WH511 20250725 0.0 ... 3198.0 3198.0 WH
223 WH601 20250725 0.0 ... 3198.0 3198.0 WH
224 WH603 20250725 0.0 ... 3198.0 3198.0 WH
225 WH605 20250725 0.0 ... 3198.0 3198.0 WH
226 WH607 20250725 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250725 0.0 ... 801.4 801.4 ZC
228 ZC509 20250725 0.0 ... 801.4 801.4 ZC
229 ZC510 20250725 0.0 ... 801.4 801.4 ZC
230 ZC511 20250725 0.0 ... 801.4 801.4 ZC
231 ZC512 20250725 0.0 ... 801.4 801.4 ZC
232 ZC601 20250725 0.0 ... 801.4 801.4 ZC
233 ZC602 20250725 0.0 ... 801.4 801.4 ZC
234 ZC603 20250725 0.0 ... 801.4 801.4 ZC
235 ZC604 20250725 0.0 ... 801.4 801.4 ZC
236 ZC605 20250725 0.0 ... 801.4 801.4 ZC
237 ZC606 20250725 0.0 ... 801.4 801.4 ZC
238 ZC607 20250725 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-28 18:26:39,485 - future_1d - INFO - ak.get_czce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 IC2508 20250725 6275.000 ... 6263.000 6262.600 IC
1 IC2509 20250725 6218.000 ... 6216.200 6217.800 IC
2 IC2512 20250725 6105.800 ... 6090.600 6092.600 IC
3 IC2603 20250725 6009.200 ... 5973.200 5979.400 IC
4 IF2508 20250725 4147.000 ... 4123.600 4142.800 IF
5 IF2509 20250725 4136.000 ... 4115.600 4136.800 IF
6 IF2512 20250725 4111.800 ... 4086.200 4105.200 IF
7 IF2603 20250725 4083.400 ... 4054.000 4074.000 IF
8 IH2508 20250725 2812.000 ... 2795.000 2812.000 IH
9 IH2509 20250725 2812.400 ... 2795.800 2813.800 IH
10 IH2512 20250725 2814.800 ... 2797.800 2815.200 IH
11 IH2603 20250725 2815.800 ... 2800.000 2816.400 IH
12 IM2508 20250725 6677.000 ... 6667.200 6666.200 IM
13 IM2509 20250725 6619.000 ... 6604.400 6603.600 IM
14 IM2512 20250725 6430.400 ... 6421.400 6423.400 IM
15 IM2603 20250725 6289.000 ... 6259.800 6263.000 IM
16 T2509 20250725 108.230 ... 108.195 108.260 T
17 T2512 20250725 108.305 ... 108.210 108.310 T
18 T2603 20250725 108.285 ... 108.165 108.300 T
19 TF2509 20250725 105.580 ... 105.585 105.610 TF
20 TF2512 20250725 105.695 ... 105.645 105.695 TF
21 TF2603 20250725 105.755 ... 105.695 105.765 TF
22 TL2509 20250725 118.350 ... 118.120 118.520 TL
23 TL2512 20250725 118.170 ... 117.900 118.320 TL
24 TL2603 20250725 117.850 ... 117.730 118.090 TL
25 TS2509 20250725 102.300 ... 102.326 102.310 TS
26 TS2512 20250725 102.398 ... 102.408 102.400 TS
27 TS2603 20250725 102.464 ... 102.494 102.490 TS
[28 rows x 12 columns]
2025-07-28 18:26:39,777 - future_1d - INFO - ak.get_cffex_daily('2025-07-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250725 526.9 532.7 ... 55427.05 526.8 518.7 SC
1 SC2509 20250725 509 513.1 ... 7761359.9 508.6 504.3 SC
2 SC2510 20250725 502.5 506.7 ... 828034.39 502.9 498.7 SC
3 SC2511 20250725 498 502.1 ... 297203.72 498 494.5 SC
4 SC2512 20250725 494.6 498.2 ... 49437.79 496.3 491.4 SC
5 SC2601 20250725 492 495.6 ... 12526.73 493.1 488.6 SC
6 SC2602 20250725 488.4 492.8 ... 12821.79 491.2 486.4 SC
7 SC2603 20250725 484.9 491.2 ... 13467.98 489.7 483.9 SC
8 SC2604 20250725 483.3 488.7 ... 585.21 487.6 481.3 SC
9 SC2605 20250725 486.3 486.4 ... 389.06 486.3 479 SC
10 SC2606 20250725 482.3 486.8 ... 6938.71 485.2 477.5 SC
11 SC2607 20250725 483.2 483.2 ... 48.32 483.2 475.5 SC
12 SC2609 20250725 471.4 480.8 ... 713.81 475.8 473.8 SC
13 SC2612 20250725 474 477.7 ... 95.17 475.8 471.9 SC
14 SC2703 20250725 474.1 474.1 ... 94.63 473.1 469.5 SC
15 SC2706 20250725 ... 0 469.4 468.4 SC
16 SC2709 20250725 ... 0 469.8 467 SC
17 SC2712 20250725 ... 0 468.4 467.2 SC
18 SC2803 20250725 ... 0 466.3 464.9 SC
19 SC2806 20250725 462.6 467 ... 511.42 464.9 464 SC
21 LU2508 20250725 3544 3544 ... 1215.177 3542 3539 LU
22 LU2509 20250725 3588 3613 ... 58603.249 3585 3557 LU
23 LU2510 20250725 3581 3614 ... 432506.398 3582 3556 LU
24 LU2511 20250725 3559 3595 ... 35717.794 3569 3547 LU
25 LU2512 20250725 3547 3575 ... 1270.635 3559 3521 LU
26 LU2601 20250725 3539 3554 ... 1777.322 3540 3511 LU
27 LU2602 20250725 3514 3531 ... 49.275 3519 3507 LU
28 LU2603 20250725 3495 3520 ... 77.08 3503 3489 LU
29 LU2604 20250725 3481 3502 ... 34.903 3490 3481 LU
30 LU2605 20250725 3471 3506 ... 41.807 3483 3471 LU
31 LU2606 20250725 3468 3487 ... 20.846 3474 3468 LU
32 LU2607 20250725 3460 3478 ... 38.103 3463 3455 LU
34 NR2508 20250725 13075 13355 ... 81682.805 13185 12905 NR
35 NR2509 20250725 13150 13420 ... 2354291.41 13255 12980 NR
36 NR2510 20250725 13080 13390 ... 667236.1 13230 12975 NR
37 NR2511 20250725 13090 13375 ... 61948.715 13225 13070 NR
38 NR2512 20250725 13135 13395 ... 9901.115 13235 13090 NR
39 NR2601 20250725 13130 13440 ... 38009.655 13280 13105 NR
40 NR2602 20250725 13230 13395 ... 530.765 13265 13145 NR
41 NR2603 20250725 13250 13390 ... 53.42 13355 12900 NR
42 NR2604 20250725 13270 13380 ... 106.41 13300 13265 NR
43 NR2605 20250725 13295 13435 ... 147.01 13360 13225 NR
44 NR2606 20250725 ... 0 13280 13280 NR
45 NR2607 20250725 13480 13480 ... 13.48 13480 12935 NR
47 BC2508 20250725 70560 70650 ... 165350.62 70420 70900 BC
48 BC2509 20250725 70640 70690 ... 118463.05 70510 70980 BC
49 BC2510 20250725 70610 71100 ... 8994.125 70540 70870 BC
50 BC2511 20250725 ... 0 69500 69190 BC
51 BC2512 20250725 ... 0 70620 70620 BC
52 BC2601 20250725 ... 0 70020 69620 BC
53 BC2602 20250725 ... 0 70000 69550 BC
54 BC2603 20250725 ... 0 70000 69430 BC
55 BC2604 20250725 ... 0 70000 69570 BC
56 BC2605 20250725 ... 0 70000 69480 BC
57 BC2606 20250725 ... 0 69340 69340 BC
58 BC2607 20250725 ... 0 68670 68670 BC
60 EC2508 20250725 2202 2221 ... 25915.0655 2202.7 2230.5 EC
61 EC2510 20250725 1570 1585 ... 327287.904 1530.9 1570 EC
62 EC2512 20250725 1767 1780 ... 38318.498 1730.7 1747.5 EC
63 EC2602 20250725 1579.4 1582.5 ... 12589.484 1534.3 1523.1 EC
64 EC2604 20250725 1390 1420 ... 12475.346 1376.9 1359.6 EC
65 EC2606 20250725 1509.2 1537.9 ... 1998.558 1514 1483.8 EC
68 SC_TAS2509 20250725 ... SC_TAS
69 SC_TAS2510 20250725 ... SC_TAS
70 SC_TAS2511 20250725 ... SC_TAS
[65 rows x 12 columns]
2025-07-28 18:26:39,843 - future_1d - INFO - ak.get_ine_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250725 4225.00 ... 4223.00 4206.00 A
1 a2511 20250725 4136.00 ... 4134.00 4128.00 A
2 a2601 20250725 4120.00 ... 4119.00 4112.00 A
3 a2603 20250725 4107.00 ... 4105.00 4098.00 A
4 a2605 20250725 4147.00 ... 4140.00 4132.00 A
5 a2607 20250725 4144.00 ... 4137.00 4133.00 A
6 b2508 20250725 3547.00 ... 3553.00 3584.00 B
7 b2509 20250725 3668.00 ... 3667.00 3679.00 B
8 b2510 20250725 3735.00 ... 3731.00 3735.00 B
9 b2511 20250725 3756.00 ... 3749.00 3750.00 B
10 b2512 20250725 3766.00 ... 3766.00 3767.00 B
11 b2601 20250725 3747.00 ... 3746.00 3742.00 B
12 b2602 20250725 3718.00 ... 3715.00 3690.00 B
13 b2603 20250725 3615.00 ... 3607.00 3600.00 B
14 b2604 20250725 3521.00 ... 3511.00 3499.00 B
15 b2605 20250725 3448.00 ... 3446.00 3439.00 B
16 b2606 20250725 3449.00 ... 3441.00 3439.00 B
17 b2607 20250725 3622.00 ... 3438.00 3443.00 B
18 bb2509 20250725 153.20 ... 154.00 151.60 BB
19 bb2511 20250725 152.80 ... 154.30 152.30 BB
20 bb2601 20250725 148.45 ... 150.35 147.10 BB
21 bb2603 20250725 0.00 ... 157.00 153.65 BB
22 bb2605 20250725 0.00 ... 157.00 153.65 BB
23 bb2607 20250725 0.00 ... 157.00 153.65 BB
24 bz2603 20250725 6225.00 ... 6326.00 6221.00 BZ
25 bz2604 20250725 6227.00 ... 6288.00 6203.00 BZ
26 bz2605 20250725 6224.00 ... 6277.00 6201.00 BZ
27 bz2606 20250725 6250.00 ... 6283.00 6207.00 BZ
28 c2509 20250725 2320.00 ... 2314.00 2318.00 C
29 c2511 20250725 2265.00 ... 2263.00 2268.00 C
30 c2601 20250725 2238.00 ... 2235.00 2242.00 C
31 c2603 20250725 2238.00 ... 2238.00 2244.00 C
32 c2605 20250725 2282.00 ... 2279.00 2285.00 C
33 c2607 20250725 2293.00 ... 2291.00 2297.00 C
34 cs2509 20250725 2671.00 ... 2669.00 2672.00 CS
35 cs2511 20250725 2601.00 ... 2599.00 2603.00 CS
36 cs2601 20250725 2616.00 ... 2614.00 2622.00 CS
37 cs2603 20250725 2609.00 ... 2612.00 2616.00 CS
38 cs2605 20250725 2652.00 ... 2652.00 2659.00 CS
39 cs2607 20250725 2664.00 ... 2660.00 2659.00 CS
40 eb2507 20250725 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250725 7456.00 ... 7517.00 7442.00 EB
42 eb2509 20250725 7446.00 ... 7506.00 7406.00 EB
43 eb2510 20250725 7421.00 ... 7490.00 7378.00 EB
44 eb2511 20250725 7383.00 ... 7460.00 7343.00 EB
45 eb2512 20250725 7366.00 ... 7450.00 7323.00 EB
46 eb2601 20250725 7362.00 ... 7455.00 7329.00 EB
47 eb2602 20250725 7392.00 ... 7441.00 7346.00 EB
48 eb2603 20250725 7410.00 ... 7425.00 7361.00 EB
49 eb2604 20250725 7406.00 ... 7423.00 7379.00 EB
50 eb2605 20250725 7416.00 ... 7495.00 7377.00 EB
51 eb2606 20250725 7413.00 ... 7481.00 7389.00 EB
52 eg2507 20250725 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250725 4490.00 ... 4474.00 4434.00 EG
54 eg2509 20250725 4487.00 ... 4529.00 4469.00 EG
55 eg2510 20250725 4493.00 ... 4528.00 4475.00 EG
56 eg2511 20250725 4517.00 ... 4531.00 4474.00 EG
57 eg2512 20250725 4521.00 ... 4533.00 4474.00 EG
58 eg2601 20250725 4506.00 ... 4529.00 4470.00 EG
59 eg2602 20250725 4527.00 ... 4528.00 4440.00 EG
60 eg2603 20250725 4528.00 ... 4530.00 4474.00 EG
61 eg2604 20250725 4534.00 ... 4534.00 4462.00 EG
62 eg2605 20250725 4528.00 ... 4556.00 4507.00 EG
63 eg2606 20250725 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250725 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250725 1280.00 ... 1277.50 1280.00 FB
66 fb2510 20250725 1307.00 ... 1313.50 1314.00 FB
67 fb2511 20250725 1309.00 ... 1313.00 1312.50 FB
68 fb2512 20250725 1313.00 ... 1312.00 1311.50 FB
69 fb2601 20250725 1308.00 ... 1310.50 1314.50 FB
70 fb2602 20250725 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250725 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250725 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250725 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250725 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250725 0.00 ... 1295.00 1295.00 FB
76 i2508 20250725 814.00 ... 801.00 813.00 I
77 i2509 20250725 815.00 ... 800.00 811.50 I
78 i2510 20250725 807.00 ... 795.50 807.00 I
79 i2511 20250725 804.50 ... 789.50 801.00 I
80 i2512 20250725 797.00 ... 783.50 794.00 I
81 i2601 20250725 787.50 ... 772.50 783.50 I
82 i2602 20250725 779.50 ... 769.00 779.00 I
83 i2603 20250725 779.50 ... 767.00 776.00 I
84 i2604 20250725 775.00 ... 761.50 770.50 I
85 i2605 20250725 763.00 ... 751.50 762.00 I
86 i2606 20250725 760.50 ... 747.50 757.00 I
87 i2607 20250725 754.50 ... 741.00 750.50 I
88 j2508 20250725 0.00 ... 1681.50 1676.50 J
89 j2509 20250725 1738.00 ... 1748.00 1722.00 J
90 j2510 20250725 1758.00 ... 1757.00 1736.50 J
91 j2511 20250725 1777.50 ... 1777.50 1761.50 J
92 j2512 20250725 1804.00 ... 1789.50 1774.50 J
93 j2601 20250725 1805.00 ... 1794.00 1762.50 J
94 j2602 20250725 1808.00 ... 1808.00 1749.00 J
95 j2603 20250725 1837.50 ... 1827.00 1788.00 J
96 j2604 20250725 1850.00 ... 1850.00 1887.00 J
97 j2605 20250725 1852.00 ... 1822.00 1802.00 J
98 j2606 20250725 1817.50 ... 1814.00 1849.00 J
99 j2607 20250725 0.00 ... 1854.50 1813.50 J
100 jd2507 20250725 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250725 3544.00 ... 3526.00 3578.00 JD
102 jd2509 20250725 3639.00 ... 3630.00 3634.00 JD
103 jd2510 20250725 3400.00 ... 3404.00 3397.00 JD
104 jd2511 20250725 3409.00 ... 3411.00 3406.00 JD
105 jd2512 20250725 3567.00 ... 3571.00 3563.00 JD
106 jd2601 20250725 3667.00 ... 3664.00 3652.00 JD
107 jd2602 20250725 3219.00 ... 3226.00 3216.00 JD
108 jd2603 20250725 3215.00 ... 3227.00 3213.00 JD
109 jd2604 20250725 3366.00 ... 3378.00 3355.00 JD
110 jd2605 20250725 3455.00 ... 3471.00 3443.00 JD
111 jd2606 20250725 3272.00 ... 3285.00 3268.00 JD
112 jm2508 20250725 1070.00 ... 1120.50 1061.00 JM
113 jm2509 20250725 1207.00 ... 1236.50 1166.00 JM
114 jm2510 20250725 1227.50 ... 1252.50 1183.00 JM
115 jm2511 20250725 1238.00 ... 1262.00 1201.00 JM
116 jm2512 20250725 1249.50 ... 1267.50 1208.00 JM
117 jm2601 20250725 1270.00 ... 1282.50 1221.00 JM
118 jm2602 20250725 1271.50 ... 1301.50 1239.00 JM
119 jm2603 20250725 1281.00 ... 1293.00 1230.00 JM
120 jm2604 20250725 1292.00 ... 1296.00 1236.50 JM
121 jm2605 20250725 1282.00 ... 1287.50 1242.00 JM
122 jm2606 20250725 1300.00 ... 1302.00 1254.50 JM
123 jm2607 20250725 1330.00 ... 1321.50 1285.50 JM
124 l2508 20250725 7369.00 ... 7403.00 7302.00 L
125 l2509 20250725 7391.00 ... 7439.00 7339.00 L
126 l2510 20250725 7419.00 ... 7467.00 7371.00 L
127 l2511 20250725 7422.00 ... 7467.00 7374.00 L
128 l2512 20250725 7444.00 ... 7486.00 7387.00 L
129 l2601 20250725 7450.00 ... 7484.00 7392.00 L
130 l2602 20250725 7449.00 ... 7467.00 7392.00 L
131 l2603 20250725 7451.00 ... 7470.00 7379.00 L
132 l2604 20250725 7481.00 ... 7493.00 7393.00 L
133 l2605 20250725 7447.00 ... 7476.00 7394.00 L
134 l2606 20250725 7448.00 ... 7468.00 7380.00 L
135 l2607 20250725 7482.00 ... 7497.00 7381.00 L
136 lg2507 20250725 810.00 ... 807.00 809.50 LG
137 lg2509 20250725 829.00 ... 827.50 828.00 LG
138 lg2511 20250725 838.00 ... 834.50 833.00 LG
139 lg2601 20250725 832.00 ... 837.00 837.50 LG
140 lg2603 20250725 837.50 ... 838.50 837.00 LG
141 lg2605 20250725 842.50 ... 843.00 841.50 LG
142 lh2507 20250725 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250725 14350.00 ... 14435.00 14345.00 LH
144 lh2511 20250725 14230.00 ... 14380.00 14145.00 LH
145 lh2601 20250725 14570.00 ... 14705.00 14560.00 LH
146 lh2603 20250725 13730.00 ... 13815.00 13645.00 LH
147 lh2605 20250725 14250.00 ... 14305.00 14065.00 LH
148 m2508 20250725 3004.00 ... 3013.00 3017.00 M
149 m2509 20250725 3029.00 ... 3025.00 3041.00 M
150 m2511 20250725 3068.00 ... 3061.00 3079.00 M
151 m2512 20250725 3098.00 ... 3092.00 3106.00 M
152 m2601 20250725 3060.00 ... 3061.00 3072.00 M
153 m2603 20250725 2928.00 ... 2922.00 2927.00 M
154 m2605 20250725 2754.00 ... 2755.00 2753.00 M
155 m2607 20250725 2735.00 ... 2736.00 2735.00 M
156 p2508 20250725 8950.00 ... 8894.00 8970.00 P
157 p2509 20250725 9058.00 ... 8984.00 9022.00 P
158 p2510 20250725 9074.00 ... 8990.00 9026.00 P
159 p2511 20250725 9044.00 ... 8952.00 8998.00 P
160 p2512 20250725 9032.00 ... 8982.00 9012.00 P
161 p2601 20250725 9050.00 ... 8972.00 8998.00 P
162 p2602 20250725 8968.00 ... 8930.00 8974.00 P
163 p2603 20250725 8906.00 ... 8858.00 8890.00 P
164 p2604 20250725 8732.00 ... 8750.00 8702.00 P
165 p2605 20250725 8730.00 ... 8682.00 8690.00 P
166 p2606 20250725 8640.00 ... 8600.00 8610.00 P
167 p2607 20250725 8628.00 ... 8602.00 8616.00 P
168 pg2507 20250725 4070.00 ... 4058.00 4019.00 PG
169 pg2508 20250725 4049.00 ... 4054.00 4036.00 PG
170 pg2509 20250725 4013.00 ... 4037.00 3994.00 PG
171 pg2510 20250725 4447.00 ... 4456.00 4426.00 PG
172 pg2511 20250725 4379.00 ... 4390.00 4359.00 PG
173 pg2512 20250725 4312.00 ... 4323.00 4289.00 PG
174 pg2601 20250725 4250.00 ... 4253.00 4220.00 PG
175 pg2602 20250725 4153.00 ... 4169.00 4137.00 PG
176 pg2603 20250725 4067.00 ... 4085.00 4055.00 PG
177 pg2604 20250725 4382.00 ... 4379.00 4338.00 PG
178 pg2605 20250725 4288.00 ... 4290.00 4243.00 PG
179 pg2606 20250725 4206.00 ... 4218.00 4185.00 PG
180 pp2508 20250725 7144.00 ... 7164.00 7117.00 PP
181 pp2509 20250725 7185.00 ... 7205.00 7149.00 PP
182 pp2510 20250725 7184.00 ... 7202.00 7159.00 PP
183 pp2511 20250725 7190.00 ... 7208.00 7160.00 PP
184 pp2512 20250725 7193.00 ... 7211.00 7165.00 PP
185 pp2601 20250725 7200.00 ... 7221.00 7165.00 PP
186 pp2602 20250725 7190.00 ... 7195.00 7158.00 PP
187 pp2603 20250725 7187.00 ... 7200.00 7136.00 PP
188 pp2604 20250725 7200.00 ... 7208.00 7149.00 PP
189 pp2605 20250725 7190.00 ... 7208.00 7158.00 PP
190 pp2606 20250725 7176.00 ... 7180.00 7159.00 PP
191 pp2607 20250725 0.00 ... 7162.00 7162.00 PP
192 rr2508 20250725 3593.00 ... 3594.00 3594.00 RR
193 rr2509 20250725 3602.00 ... 3605.00 3618.00 RR
194 rr2510 20250725 3631.00 ... 3629.00 3633.00 RR
195 rr2511 20250725 3624.00 ... 3622.00 3627.00 RR
196 rr2512 20250725 3630.00 ... 3630.00 3626.00 RR
197 rr2601 20250725 3631.00 ... 3628.00 3629.00 RR
198 rr2602 20250725 3626.00 ... 3627.00 3629.00 RR
199 rr2603 20250725 3642.00 ... 3633.00 3636.00 RR
200 rr2604 20250725 3636.00 ... 3633.00 3635.00 RR
201 rr2605 20250725 3634.00 ... 3633.00 3631.00 RR
202 rr2606 20250725 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250725 0.00 ... 3617.00 3617.00 RR
204 v2508 20250725 5182.00 ... 5241.00 5164.00 V
205 v2509 20250725 5240.00 ... 5291.00 5207.00 V
206 v2510 20250725 5261.00 ... 5325.00 5235.00 V
207 v2511 20250725 5294.00 ... 5345.00 5269.00 V
208 v2512 20250725 5342.00 ... 5367.00 5303.00 V
209 v2601 20250725 5374.00 ... 5408.00 5323.00 V
210 v2602 20250725 5379.00 ... 5444.00 5352.00 V
211 v2603 20250725 5425.00 ... 5469.00 5365.00 V
212 v2604 20250725 5554.00 ... 5623.00 5511.00 V
213 v2605 20250725 5545.00 ... 5623.00 5519.00 V
214 v2606 20250725 5587.00 ... 5609.00 5535.00 V
215 v2607 20250725 5593.00 ... 5661.00 5550.00 V
216 y2508 20250725 8230.00 ... 8232.00 8114.00 Y
217 y2509 20250725 8166.00 ... 8160.00 8112.00 Y
218 y2511 20250725 8154.00 ... 8160.00 8102.00 Y
219 y2512 20250725 8168.00 ... 8166.00 8118.00 Y
220 y2601 20250725 8102.00 ... 8114.00 8060.00 Y
221 y2603 20250725 7974.00 ... 7982.00 7934.00 Y
222 y2605 20250725 7738.00 ... 7746.00 7716.00 Y
223 y2607 20250725 7752.00 ... 7738.00 7700.00 Y
[224 rows x 12 columns]
2025-07-28 18:26:40,434 - future_1d - INFO - ak.get_dce_daily('2025-07-25') done
2025-07-28 18:26:42,172 - future_1d - INFO - save future_daily 2025-07-25 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250728 ... 78950 79260 CU
1 1 CU2509 20250728 ... 78980 79330 CU
2 2 CU2510 20250728 ... 79000 79350 CU
3 3 CU2511 20250728 ... 78970 79310 CU
4 4 CU2512 20250728 ... 78950 79260 CU
5 5 CU2601 20250728 ... 78900 79220 CU
6 6 CU2602 20250728 ... 78870 79190 CU
7 7 CU2603 20250728 ... 78880 79230 CU
8 8 CU2604 20250728 ... 78870 79260 CU
9 9 CU2605 20250728 ... 78900 79230 CU
10 10 CU2606 20250728 ... 78920 79280 CU
11 11 CU2607 20250728 ... 78890 79250 CU
12 12 BC2508 20250728 ... 70080 70420 BC
13 13 BC2509 20250728 ... 70160 70510 BC
14 14 BC2510 20250728 ... 70240 70540 BC
15 15 BC2511 20250728 ... 69850 69500 BC
16 16 BC2512 20250728 ... 70620 70620 BC
17 17 BC2601 20250728 ... 70020 70020 BC
18 18 BC2602 20250728 ... 70000 70000 BC
19 19 BC2603 20250728 ... 70000 70000 BC
20 20 BC2604 20250728 ... 70000 70000 BC
21 21 BC2605 20250728 ... 70000 70000 BC
22 22 BC2606 20250728 ... 69340 69340 BC
23 23 BC2607 20250728 ... 68670 68670 BC
24 24 AL2508 20250728 ... 20660 20760 AL
25 25 AL2509 20250728 ... 20650 20750 AL
26 26 AL2510 20250728 ... 20615 20715 AL
27 27 AL2511 20250728 ... 20550 20655 AL
28 28 AL2512 20250728 ... 20500 20605 AL
29 29 AL2601 20250728 ... 20475 20575 AL
30 30 AL2602 20250728 ... 20460 20575 AL
31 31 AL2603 20250728 ... 20470 20585 AL
32 32 AL2604 20250728 ... 20485 20605 AL
33 33 AL2605 20250728 ... 20510 20620 AL
34 34 AL2606 20250728 ... 20530 20635 AL
35 35 AL2607 20250728 ... 20510 20635 AL
36 36 ZN2508 20250728 ... 22680 22800 ZN
37 37 ZN2509 20250728 ... 22735 22845 ZN
38 38 ZN2510 20250728 ... 22740 22840 ZN
39 39 ZN2511 20250728 ... 22700 22810 ZN
40 40 ZN2512 20250728 ... 22670 22760 ZN
41 41 ZN2601 20250728 ... 22615 22715 ZN
42 42 ZN2602 20250728 ... 22590 22715 ZN
43 43 ZN2603 20250728 ... 22640 22730 ZN
44 44 ZN2604 20250728 ... 22630 22760 ZN
45 45 ZN2605 20250728 ... 22625 22755 ZN
46 46 ZN2606 20250728 ... 22610 22735 ZN
47 47 ZN2607 20250728 ... 22620 22725 ZN
48 48 PB2508 20250728 ... 16920 16895 PB
49 49 PB2509 20250728 ... 16940 16910 PB
50 50 PB2510 20250728 ... 16960 16950 PB
51 51 PB2511 20250728 ... 16960 16970 PB
52 52 PB2512 20250728 ... 17035 16995 PB
53 53 PB2601 20250728 ... 17035 17040 PB
54 54 PB2602 20250728 ... 17110 17035 PB
55 55 PB2603 20250728 ... 17110 17075 PB
56 56 PB2604 20250728 ... 17095 17095 PB
57 57 PB2605 20250728 ... 17140 17080 PB
58 58 PB2606 20250728 ... 17130 17065 PB
59 59 PB2607 20250728 ... 17085 17095 PB
60 60 NI2508 20250728 ... 122680 123330 NI
61 61 NI2509 20250728 ... 122840 123470 NI
62 62 NI2510 20250728 ... 122980 123650 NI
63 63 NI2511 20250728 ... 122970 123900 NI
64 64 NI2512 20250728 ... 123360 124020 NI
65 65 NI2601 20250728 ... 123530 124250 NI
66 66 NI2602 20250728 ... 123230 124510 NI
67 67 NI2603 20250728 ... 123880 124900 NI
68 68 NI2604 20250728 ... 124170 124980 NI
69 69 NI2605 20250728 ... 123520 125170 NI
70 70 NI2606 20250728 ... 124880 125260 NI
71 71 NI2607 20250728 ... 123630 125410 NI
72 72 SN2508 20250728 ... 268550 270950 SN
73 73 SN2509 20250728 ... 268690 271310 SN
74 74 SN2510 20250728 ... 268660 271330 SN
75 75 SN2511 20250728 ... 268390 271140 SN
76 76 SN2512 20250728 ... 268070 270720 SN
77 77 SN2601 20250728 ... 267800 270860 SN
78 78 SN2602 20250728 ... 267920 270900 SN
79 79 SN2603 20250728 ... 267640 271110 SN
80 80 SN2604 20250728 ... 269110 272800 SN
81 81 SN2605 20250728 ... 268890 270750 SN
82 82 SN2606 20250728 ... 269600 271970 SN
83 83 SN2607 20250728 ... 269320 271960 SN
84 84 AO2508 20250728 ... 3323 3446 AO
85 85 AO2509 20250728 ... 3274 3460 AO
86 86 AO2510 20250728 ... 3268 3416 AO
87 87 AO2511 20250728 ... 3264 3409 AO
88 88 AO2512 20250728 ... 3262 3414 AO
89 89 AO2601 20250728 ... 3266 3402 AO
90 90 AO2602 20250728 ... 3248 3407 AO
91 91 AO2603 20250728 ... 3252 3386 AO
92 92 AO2604 20250728 ... 3249 3377 AO
93 93 AO2605 20250728 ... 3244 3373 AO
94 94 AO2606 20250728 ... 3221 3371 AO
95 95 AO2607 20250728 ... 3236 3366 AO
96 96 AD2511 20250728 ... 20035 20150 AD
97 97 AD2512 20250728 ... 19995 20105 AD
98 98 AD2601 20250728 ... 19930 20030 AD
99 99 AD2602 20250728 ... 20010 20010 AD
100 100 AD2603 20250728 ... 20135 20135 AD
101 101 AD2604 20250728 ... 19935 19935 AD
102 102 AD2605 20250728 ... 19960 19960 AD
103 103 AD2606 20250728 ... 19695 19830 AD
104 104 AD2607 20250728 ... 19790 19790 AD
105 105 AU2508 20250728 ... 770.94 774.68 AU
106 106 AU2509 20250728 ... 771.72 776.28 AU
107 107 AU2510 20250728 ... 773.26 777.34 AU
108 108 AU2512 20250728 ... 775.48 779.26 AU
109 109 AU2602 20250728 ... 777.74 781.58 AU
110 110 AU2604 20250728 ... 779.86 783.86 AU
111 111 AU2606 20250728 ... 782.78 785.9 AU
112 112 AU2608 20250728 ... 784.34 788.9 AU
113 113 AG2508 20250728 ... 9212 9346 AG
114 114 AG2509 20250728 ... 9211 9360 AG
115 115 AG2510 20250728 ... 9225 9372 AG
116 116 AG2511 20250728 ... 9236 9381 AG
117 117 AG2512 20250728 ... 9246 9391 AG
118 118 AG2601 20250728 ... 9263 9405 AG
119 119 AG2602 20250728 ... 9270 9418 AG
120 120 AG2603 20250728 ... 9291 9432 AG
121 121 AG2604 20250728 ... 9294 9435 AG
122 122 AG2605 20250728 ... 9305 9449 AG
123 123 AG2606 20250728 ... 9313 9465 AG
124 124 AG2607 20250728 ... 9335 9473 AG
125 125 RB2508 20250728 ... 3227 3249 RB
126 126 RB2509 20250728 ... 3260 3263 RB
127 127 RB2510 20250728 ... 3282 3316 RB
128 128 RB2511 20250728 ... 3291 3328 RB
129 129 RB2512 20250728 ... 3316 3358 RB
130 130 RB2601 20250728 ... 3326 3368 RB
131 131 RB2602 20250728 ... 3311 3350 RB
132 132 RB2603 20250728 ... 3333 3370 RB
133 133 RB2604 20250728 ... 3337 3384 RB
134 134 RB2605 20250728 ... 3351 3394 RB
135 135 RB2606 20250728 ... 3343 3394 RB
136 136 RB2607 20250728 ... 3350 3398 RB
137 137 WR2508 20250728 ... 3212 3212 WR
138 138 WR2509 20250728 ... 3335 3335 WR
139 139 WR2510 20250728 ... 3473 3592 WR
140 140 WR2511 20250728 ... 3506 3541 WR
141 141 WR2512 20250728 ... 3532 3570 WR
142 142 WR2601 20250728 ... 3495 3583 WR
143 143 WR2602 20250728 ... 3570 3607 WR
144 144 WR2603 20250728 ... 3565 3606 WR
145 145 WR2604 20250728 ... 3559 3570 WR
146 146 WR2605 20250728 ... 3616 3640 WR
147 147 WR2606 20250728 ... 3600 3680 WR
148 148 WR2607 20250728 ... 3635 3668 WR
149 149 HC2508 20250728 ... 3396 3447 HC
150 150 HC2509 20250728 ... 3482 3481 HC
151 151 HC2510 20250728 ... 3434 3477 HC
152 152 HC2511 20250728 ... 3438 3478 HC
153 153 HC2512 20250728 ... 3439 3484 HC
154 154 HC2601 20250728 ... 3442 3492 HC
155 155 HC2602 20250728 ... 3433 3481 HC
156 156 HC2603 20250728 ... 3438 3488 HC
157 157 HC2604 20250728 ... 3453 3505 HC
158 158 HC2605 20250728 ... 3449 3500 HC
159 159 HC2606 20250728 ... 3467 3510 HC
160 160 HC2607 20250728 ... 3442 3510 HC
161 161 SS2508 20250728 ... 12925 12940 SS
162 162 SS2509 20250728 ... 12935 12935 SS
163 163 SS2510 20250728 ... 12970 12970 SS
164 164 SS2511 20250728 ... 13020 13010 SS
165 165 SS2512 20250728 ... 13040 13035 SS
166 166 SS2601 20250728 ... 13090 13080 SS
167 167 SS2602 20250728 ... 13080 13145 SS
168 168 SS2603 20250728 ... 13110 13205 SS
169 169 SS2604 20250728 ... 13215 13210 SS
170 170 SS2605 20250728 ... 13240 13265 SS
171 171 SS2606 20250728 ... 13255 13305 SS
172 172 SS2607 20250728 ... 13315 13375 SS
173 173 SC2508 20250728 ... 532.6 526.8 SC
174 174 SC2509 20250728 ... 505.5 508.6 SC
175 175 SC2510 20250728 ... 500.1 502.9 SC
176 176 SC2511 20250728 ... 495.6 498 SC
177 177 SC2512 20250728 ... 492.9 496.3 SC
178 178 SC2601 20250728 ... 489.6 493.1 SC
179 179 SC2602 20250728 ... 487.7 491.2 SC
180 180 SC2603 20250728 ... 486.9 489.7 SC
181 181 SC2604 20250728 ... 483.6 487.6 SC
182 182 SC2605 20250728 ... 486.3 486.3 SC
183 183 SC2606 20250728 ... 482.3 485.2 SC
184 184 SC2607 20250728 ... 478.5 483.2 SC
185 185 SC2609 20250728 ... 474.9 475.8 SC
186 186 SC2612 20250728 ... 472.6 475.8 SC
187 187 SC2703 20250728 ... 473 473.1 SC
188 188 SC2706 20250728 ... 469.4 469.4 SC
189 189 SC2709 20250728 ... 467.5 469.8 SC
190 190 SC2712 20250728 ... 468.4 468.4 SC
191 191 SC2803 20250728 ... 466.3 466.3 SC
192 192 SC2806 20250728 ... 463.5 464.9 SC
193 193 LU2508 20250728 ... 3455 3542 LU
194 194 LU2509 20250728 ... 3547 3585 LU
195 195 LU2510 20250728 ... 3548 3582 LU
196 196 LU2511 20250728 ... 3528 3569 LU
197 197 LU2512 20250728 ... 3511 3559 LU
198 198 LU2601 20250728 ... 3498 3540 LU
199 199 LU2602 20250728 ... 3472 3519 LU
200 200 LU2603 20250728 ... 3468 3503 LU
201 201 LU2604 20250728 ... 3461 3490 LU
202 202 LU2605 20250728 ... 3452 3483 LU
203 203 LU2606 20250728 ... 3457 3474 LU
204 204 LU2607 20250728 ... 3453 3463 LU
205 205 FU2508 20250728 ... 2883 2825 FU
206 206 FU2509 20250728 ... 2860 2895 FU
207 207 FU2510 20250728 ... 2874 2903 FU
208 208 FU2511 20250728 ... 2879 2910 FU
209 209 FU2512 20250728 ... 2876 2902 FU
210 210 FU2601 20250728 ... 2876 2902 FU
211 211 FU2602 20250728 ... 2862 2888 FU
212 212 FU2603 20250728 ... 2857 2878 FU
213 213 FU2604 20250728 ... 2849 2871 FU
214 214 FU2605 20250728 ... 2839 2859 FU
215 215 FU2606 20250728 ... 2830 2849 FU
216 216 FU2607 20250728 ... 2808 2826 FU
217 217 BU2508 20250728 ... 3618 3636 BU
218 218 BU2509 20250728 ... 3591 3607 BU
219 219 BU2510 20250728 ... 3560 3583 BU
220 220 BU2511 20250728 ... 3521 3541 BU
221 221 BU2512 20250728 ... 3451 3471 BU
222 222 BU2601 20250728 ... 3421 3441 BU
223 223 BU2602 20250728 ... 3423 3423 BU
224 224 BU2603 20250728 ... 3405 3423 BU
225 225 BU2604 20250728 ... 3390 3407 BU
226 226 BU2605 20250728 ... 3405 3407 BU
227 227 BU2606 20250728 ... 3391 3405 BU
228 228 BU2607 20250728 ... 3395 3375 BU
229 229 BU2609 20250728 ... 3385 3390 BU
230 230 BU2612 20250728 ... 3342 3343 BU
231 231 BU2703 20250728 ... 3342 3346 BU
232 232 BU2706 20250728 ... 3333 3335 BU
233 233 BR2508 20250728 ... 12130 12295 BR
234 234 BR2509 20250728 ... 12125 12320 BR
235 235 BR2510 20250728 ... 12095 12280 BR
236 236 BR2511 20250728 ... 12030 12295 BR
237 237 BR2512 20250728 ... 12060 12290 BR
238 238 BR2601 20250728 ... 12050 12320 BR
239 239 BR2602 20250728 ... 11995 12270 BR
240 240 BR2603 20250728 ... 11990 12275 BR
241 241 BR2604 20250728 ... 12055 12320 BR
242 242 BR2605 20250728 ... 12085 12315 BR
243 243 BR2606 20250728 ... 12090 12305 BR
244 244 BR2607 20250728 ... 12230 12390 BR
245 245 RU2508 20250728 ... 15315 15415 RU
246 246 RU2509 20250728 ... 15240 15455 RU
247 247 RU2510 20250728 ... 15230 15385 RU
248 248 RU2511 20250728 ... 15160 15425 RU
249 249 RU2601 20250728 ... 16005 16270 RU
250 250 RU2603 20250728 ... 15990 16355 RU
251 251 RU2604 20250728 ... 16115 16380 RU
252 252 RU2605 20250728 ... 16150 16415 RU
253 253 RU2606 20250728 ... 16290 16435 RU
254 254 RU2607 20250728 ... 16135 16395 RU
255 255 NR2508 20250728 ... 12990 13185 NR
256 256 NR2509 20250728 ... 12985 13255 NR
257 257 NR2510 20250728 ... 12955 13230 NR
258 258 NR2511 20250728 ... 12930 13225 NR
259 259 NR2512 20250728 ... 13005 13235 NR
260 260 NR2601 20250728 ... 13010 13280 NR
261 261 NR2602 20250728 ... 13210 13265 NR
262 262 NR2603 20250728 ... 13065 13355 NR
263 263 NR2604 20250728 ... 13145 13300 NR
264 264 NR2605 20250728 ... 12995 13360 NR
265 265 NR2606 20250728 ... 13140 13280 NR
266 266 NR2607 20250728 ... 13140 13480 NR
267 267 SP2508 20250728 ... 5400 5454 SP
268 268 SP2509 20250728 ... 5422 5454 SP
269 269 SP2510 20250728 ... 5352 5396 SP
270 270 SP2511 20250728 ... 5350 5376 SP
271 271 SP2512 20250728 ... 5330 5358 SP
272 272 SP2601 20250728 ... 5522 5542 SP
273 273 SP2602 20250728 ... 5442 5468 SP
274 274 SP2603 20250728 ... 5428 5454 SP
275 275 SP2604 20250728 ... 5422 5456 SP
276 276 SP2605 20250728 ... 5406 5444 SP
277 277 SP2606 20250728 ... 5402 5436 SP
278 278 SP2607 20250728 ... 5404 5442 SP
279 279 EC2508 20250728 ... 2188.7 2202.7 EC
280 280 EC2510 20250728 ... 1486.3 1530.9 EC
281 281 EC2512 20250728 ... 1722.3 1730.7 EC
282 282 EC2602 20250728 ... 1528.7 1534.3 EC
283 283 EC2604 20250728 ... 1363 1376.9 EC
284 284 EC2606 20250728 ... 1490.7 1514 EC
285 285 SC_TAS2509 20250728 ... SC_TAS
286 286 SC_TAS2510 20250728 ... SC_TAS
287 287 SC_TAS2511 20250728 ... SC_TAS
[288 rows x 13 columns]
2025-07-28 18:26:51,911 - future_1d - INFO - ak.get_shfe_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 PS2508 20250728 47885.0 ... 49000.0 52505.0 PS
1 PS2509 20250728 48000.0 ... 48965.0 52470.0 PS
2 PS2510 20250728 47565.0 ... 49060.0 52260.0 PS
3 PS2511 20250728 48125.0 ... 48830.0 51760.0 PS
4 PS2512 20250728 49770.0 ... 51080.0 53940.0 PS
5 PS2601 20250728 49740.0 ... 50980.0 53670.0 PS
6 PS2602 20250728 50445.0 ... 51030.0 53535.0 PS
7 PS2603 20250728 50100.0 ... 50780.0 53415.0 PS
8 PS2604 20250728 49490.0 ... 50685.0 53220.0 PS
9 PS2605 20250728 49305.0 ... 50455.0 53335.0 PS
10 PS2606 20250728 51765.0 ... 51745.0 54465.0 PS
11 PS2607 20250728 50635.0 ... 51515.0 54135.0 PS
13 SI2508 20250728 9235.0 ... 9125.0 9640.0 SI
14 SI2509 20250728 9100.0 ... 9135.0 9690.0 SI
15 SI2510 20250728 9200.0 ... 9090.0 9625.0 SI
16 SI2511 20250728 9120.0 ... 9045.0 9575.0 SI
17 SI2512 20250728 9330.0 ... 9285.0 9825.0 SI
18 SI2601 20250728 9260.0 ... 9245.0 9785.0 SI
19 SI2602 20250728 9170.0 ... 9150.0 9730.0 SI
20 SI2603 20250728 9170.0 ... 9165.0 9735.0 SI
21 SI2604 20250728 9185.0 ... 9160.0 9725.0 SI
22 SI2605 20250728 9270.0 ... 9185.0 9725.0 SI
23 SI2606 20250728 9125.0 ... 9125.0 9710.0 SI
24 SI2607 20250728 9320.0 ... 9115.0 9685.0 SI
27 LC2508 20250728 77200.0 ... 74160.0 79120.0 LC
28 LC2509 20250728 73200.0 ... 75280.0 79460.0 LC
29 LC2510 20250728 73420.0 ... 74340.0 78220.0 LC
30 LC2511 20250728 74700.0 ... 74120.0 77620.0 LC
31 LC2512 20250728 72100.0 ... 73660.0 77040.0 LC
32 LC2601 20250728 70680.0 ... 72980.0 76720.0 LC
33 LC2602 20250728 73860.0 ... 71060.0 75940.0 LC
34 LC2603 20250728 73060.0 ... 71620.0 75460.0 LC
35 LC2604 20250728 72860.0 ... 71780.0 75300.0 LC
36 LC2605 20250728 73000.0 ... 71540.0 75280.0 LC
37 LC2606 20250728 73480.0 ... 71460.0 74900.0 LC
38 LC2607 20250728 73380.0 ... 71240.0 74840.0 LC
[36 rows x 12 columns]
2025-07-28 18:26:52,020 - future_1d - INFO - ak.get_gfex_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 AP510 20250728 7979.0 ... 8161.0 8001.0 AP
1 AP511 20250728 7735.0 ... 7851.0 7725.0 AP
2 AP512 20250728 7717.0 ... 7927.0 7779.0 AP
3 AP601 20250728 7840.0 ... 7980.0 7870.0 AP
4 AP603 20250728 7788.0 ... 7920.0 7785.0 AP
5 AP604 20250728 7795.0 ... 7917.0 7795.0 AP
6 AP605 20250728 7815.0 ... 7956.0 7832.0 AP
7 CF509 20250728 14175.0 ... 14190.0 14230.0 CF
8 CF511 20250728 14000.0 ... 14040.0 14070.0 CF
9 CF601 20250728 14095.0 ... 14130.0 14155.0 CF
10 CF603 20250728 14040.0 ... 14100.0 14120.0 CF
11 CF605 20250728 14045.0 ... 14055.0 14080.0 CF
12 CF607 20250728 14035.0 ... 14090.0 14095.0 CF
13 CJ509 20250728 9550.0 ... 9835.0 9470.0 CJ
14 CJ512 20250728 10375.0 ... 10795.0 10315.0 CJ
15 CJ601 20250728 10550.0 ... 10935.0 10465.0 CJ
16 CJ603 20250728 10625.0 ... 10960.0 10520.0 CJ
17 CJ605 20250728 10760.0 ... 11135.0 10670.0 CJ
18 CJ607 20250728 11035.0 ... 11185.0 10780.0 CJ
19 CY508 20250728 0.0 ... 20165.0 20165.0 CY
20 CY509 20250728 20375.0 ... 20385.0 20420.0 CY
21 CY510 20250728 0.0 ... 20030.0 20030.0 CY
22 CY511 20250728 20200.0 ... 20200.0 20180.0 CY
23 CY512 20250728 20055.0 ... 20055.0 20045.0 CY
24 CY601 20250728 20260.0 ... 20270.0 20340.0 CY
25 CY602 20250728 0.0 ... 20055.0 20055.0 CY
26 CY603 20250728 0.0 ... 20305.0 20305.0 CY
27 CY604 20250728 0.0 ... 20040.0 20040.0 CY
28 CY605 20250728 20190.0 ... 20190.0 20250.0 CY
29 CY606 20250728 0.0 ... 20010.0 20010.0 CY
30 CY607 20250728 0.0 ... 20335.0 20335.0 CY
31 FG508 20250728 1351.0 ... 1280.0 1344.0 FG
32 FG509 20250728 1355.0 ... 1280.0 1344.0 FG
33 FG510 20250728 1389.0 ... 1315.0 1383.0 FG
34 FG511 20250728 1371.0 ... 1303.0 1369.0 FG
35 FG512 20250728 1435.0 ... 1369.0 1436.0 FG
36 FG601 20250728 1422.0 ... 1354.0 1426.0 FG
37 FG602 20250728 1440.0 ... 1377.0 1454.0 FG
38 FG603 20250728 1429.0 ... 1374.0 1447.0 FG
39 FG604 20250728 1461.0 ... 1403.0 1474.0 FG
40 FG605 20250728 1450.0 ... 1384.0 1462.0 FG
41 FG606 20250728 1455.0 ... 1395.0 1475.0 FG
42 FG607 20250728 1450.0 ... 1383.0 1456.0 FG
43 JR509 20250728 0.0 ... 2662.0 2662.0 JR
44 JR511 20250728 0.0 ... 2662.0 2662.0 JR
45 JR601 20250728 0.0 ... 2662.0 2662.0 JR
46 JR603 20250728 0.0 ... 2662.0 2662.0 JR
47 JR605 20250728 0.0 ... 2662.0 2662.0 JR
48 JR607 20250728 0.0 ... 2662.0 2662.0 JR
49 LR509 20250728 0.0 ... 2360.0 2360.0 LR
50 LR511 20250728 0.0 ... 2360.0 2360.0 LR
51 LR601 20250728 0.0 ... 2360.0 2360.0 LR
52 MA508 20250728 2484.0 ... 2417.0 2470.0 MA
53 MA509 20250728 2521.0 ... 2442.0 2500.0 MA
54 MA510 20250728 2546.0 ... 2467.0 2528.0 MA
55 MA511 20250728 2564.0 ... 2485.0 2545.0 MA
56 MA512 20250728 2579.0 ... 2512.0 2562.0 MA
57 MA601 20250728 2590.0 ... 2520.0 2569.0 MA
58 MA602 20250728 2556.0 ... 2512.0 2561.0 MA
59 MA603 20250728 2553.0 ... 2499.0 2547.0 MA
60 MA604 20250728 2526.0 ... 2480.0 2521.0 MA
61 MA605 20250728 2505.0 ... 2441.0 2493.0 MA
62 MA606 20250728 2513.0 ... 2453.0 2505.0 MA
63 MA607 20250728 2487.0 ... 2449.0 2491.0 MA
64 OI509 20250728 9457.0 ... 9412.0 9441.0 OI
65 OI511 20250728 9420.0 ... 9388.0 9423.0 OI
66 OI601 20250728 9409.0 ... 9359.0 9388.0 OI
67 OI603 20250728 9356.0 ... 9336.0 9360.0 OI
68 OI605 20250728 9301.0 ... 9277.0 9303.0 OI
69 OI607 20250728 9273.0 ... 9276.0 9275.0 OI
70 PF508 20250728 6598.0 ... 6540.0 6560.0 PF
71 PF509 20250728 6608.0 ... 6522.0 6568.0 PF
72 PF510 20250728 6668.0 ... 6570.0 6628.0 PF
73 PF511 20250728 6654.0 ... 6566.0 6620.0 PF
74 PF512 20250728 6648.0 ... 6552.0 6594.0 PF
75 PF601 20250728 6640.0 ... 6542.0 6590.0 PF
76 PF602 20250728 6618.0 ... 6526.0 6616.0 PF
77 PF603 20250728 6650.0 ... 6534.0 6612.0 PF
78 PF604 20250728 6538.0 ... 6532.0 6626.0 PF
79 PF605 20250728 6626.0 ... 6554.0 6632.0 PF
80 PF606 20250728 6572.0 ... 6564.0 6622.0 PF
81 PF607 20250728 6586.0 ... 6592.0 6570.0 PF
82 PK510 20250728 8148.0 ... 8192.0 8138.0 PK
83 PK511 20250728 8020.0 ... 8058.0 7996.0 PK
84 PK512 20250728 8022.0 ... 8058.0 7998.0 PK
85 PK601 20250728 8056.0 ... 8070.0 8034.0 PK
86 PK603 20250728 8046.0 ... 8082.0 8034.0 PK
87 PK604 20250728 8028.0 ... 8066.0 8034.0 PK
88 PK605 20250728 8054.0 ... 8064.0 8036.0 PK
89 PL601 20250728 6648.0 ... 6595.0 6643.0 PL
90 PL602 20250728 6671.0 ... 6651.0 6701.0 PL
91 PL603 20250728 6596.0 ... 6573.0 6611.0 PL
92 PL604 20250728 6605.0 ... 6620.0 6632.0 PL
93 PL605 20250728 6551.0 ... 6514.0 6586.0 PL
94 PL606 20250728 6589.0 ... 6589.0 6647.0 PL
95 PL607 20250728 0.0 ... 6593.0 6646.0 PL
96 PM509 20250728 0.0 ... 3122.0 3122.0 PM
97 PM511 20250728 0.0 ... 3122.0 3122.0 PM
98 PM601 20250728 0.0 ... 3122.0 3122.0 PM
99 PM603 20250728 0.0 ... 3122.0 3122.0 PM
100 PM605 20250728 0.0 ... 3122.0 3122.0 PM
101 PM607 20250728 0.0 ... 3122.0 3122.0 PM
102 PR508 20250728 6100.0 ... 6004.0 6086.0 PR
103 PR509 20250728 6130.0 ... 6038.0 6088.0 PR
104 PR510 20250728 6136.0 ... 6038.0 6100.0 PR
105 PR511 20250728 6114.0 ... 6020.0 6082.0 PR
106 PR512 20250728 6102.0 ... 6030.0 6072.0 PR
107 PR601 20250728 6110.0 ... 6020.0 6062.0 PR
108 PR602 20250728 6144.0 ... 6118.0 6094.0 PR
109 PR603 20250728 6124.0 ... 6124.0 6090.0 PR
110 PR604 20250728 6134.0 ... 6118.0 6114.0 PR
111 PR605 20250728 6100.0 ... 6050.0 6072.0 PR
112 PR606 20250728 5998.0 ... 5998.0 6090.0 PR
113 PR607 20250728 6006.0 ... 6006.0 6058.0 PR
114 PX508 20250728 7100.0 ... 6904.0 7094.0 PX
115 PX509 20250728 7076.0 ... 6972.0 7022.0 PX
116 PX510 20250728 7070.0 ... 6938.0 7010.0 PX
117 PX511 20250728 7044.0 ... 6914.0 6970.0 PX
118 PX512 20250728 6992.0 ... 6888.0 6956.0 PX
119 PX601 20250728 6952.0 ... 6854.0 6916.0 PX
120 PX602 20250728 6852.0 ... 6826.0 6840.0 PX
121 PX603 20250728 6848.0 ... 6848.0 6870.0 PX
122 PX604 20250728 6780.0 ... 6780.0 6882.0 PX
123 PX605 20250728 6944.0 ... 6796.0 6880.0 PX
124 PX606 20250728 6936.0 ... 6908.0 6888.0 PX
125 PX607 20250728 6918.0 ... 6834.0 6874.0 PX
126 RI509 20250728 0.0 ... 2479.0 2479.0 RI
127 RI511 20250728 0.0 ... 2479.0 2479.0 RI
128 RI601 20250728 0.0 ... 2479.0 2479.0 RI
129 RI603 20250728 0.0 ... 2479.0 2479.0 RI
130 RI605 20250728 0.0 ... 2479.0 2479.0 RI
131 RI607 20250728 0.0 ... 2479.0 2479.0 RI
132 RM508 20250728 2666.0 ... 2655.0 2670.0 RM
133 RM509 20250728 2672.0 ... 2664.0 2682.0 RM
134 RM511 20250728 2527.0 ... 2520.0 2531.0 RM
135 RM601 20250728 2403.0 ... 2394.0 2407.0 RM
136 RM603 20250728 2391.0 ... 2377.0 2386.0 RM
137 RM605 20250728 2372.0 ... 2368.0 2371.0 RM
138 RM607 20250728 2360.0 ... 2356.0 2357.0 RM
139 RS508 20250728 0.0 ... 5288.0 5019.0 RS
140 RS509 20250728 5171.0 ... 5375.0 5102.0 RS
141 RS511 20250728 5357.0 ... 5420.0 5290.0 RS
142 RS607 20250728 5358.0 ... 5388.0 5210.0 RS
143 SA508 20250728 1432.0 ... 1350.0 1415.0 SA
144 SA509 20250728 1430.0 ... 1367.0 1431.0 SA
145 SA510 20250728 1455.0 ... 1398.0 1455.0 SA
146 SA511 20250728 1470.0 ... 1406.0 1464.0 SA
147 SA512 20250728 1505.0 ... 1440.0 1500.0 SA
148 SA601 20250728 1500.0 ... 1441.0 1508.0 SA
149 SA602 20250728 1510.0 ... 1437.0 1517.0 SA
150 SA603 20250728 1505.0 ... 1436.0 1518.0 SA
151 SA604 20250728 1520.0 ... 1452.0 1536.0 SA
152 SA605 20250728 1530.0 ... 1458.0 1541.0 SA
153 SA606 20250728 1527.0 ... 1440.0 1544.0 SA
154 SA607 20250728 1529.0 ... 1438.0 1536.0 SA
155 SF508 20250728 5870.0 ... 5892.0 5990.0 SF
156 SF509 20250728 5820.0 ... 5902.0 5986.0 SF
157 SF510 20250728 5800.0 ... 5906.0 5958.0 SF
158 SF511 20250728 5850.0 ... 6050.0 6132.0 SF
159 SF512 20250728 5988.0 ... 6052.0 6086.0 SF
160 SF601 20250728 5834.0 ... 6018.0 6084.0 SF
161 SF602 20250728 6020.0 ... 5944.0 6038.0 SF
162 SF603 20250728 6014.0 ... 6030.0 6332.0 SF
163 SF604 20250728 5942.0 ... 6064.0 6202.0 SF
164 SF605 20250728 6100.0 ... 6034.0 6178.0 SF
165 SF606 20250728 6106.0 ... 6026.0 6136.0 SF
166 SF607 20250728 6030.0 ... 6154.0 6280.0 SF
167 SH508 20250728 2556.0 ... 2527.0 2585.0 SH
168 SH509 20250728 2625.0 ... 2584.0 2648.0 SH
169 SH510 20250728 2690.0 ... 2644.0 2705.0 SH
170 SH511 20250728 2684.0 ... 2625.0 2692.0 SH
171 SH512 20250728 2699.0 ... 2643.0 2706.0 SH
172 SH601 20250728 2688.0 ... 2636.0 2702.0 SH
173 SH602 20250728 2711.0 ... 2655.0 2721.0 SH
174 SH603 20250728 2702.0 ... 2655.0 2727.0 SH
175 SH604 20250728 2736.0 ... 2694.0 2754.0 SH
176 SH605 20250728 2750.0 ... 2699.0 2761.0 SH
177 SH606 20250728 2719.0 ... 2699.0 2754.0 SH
178 SH607 20250728 2718.0 ... 2692.0 2737.0 SH
179 SM508 20250728 6230.0 ... 6048.0 6238.0 SM
180 SM509 20250728 5850.0 ... 6044.0 6212.0 SM
181 SM510 20250728 5826.0 ... 6074.0 6120.0 SM
182 SM511 20250728 5960.0 ... 6138.0 6224.0 SM
183 SM512 20250728 5910.0 ... 6162.0 6252.0 SM
184 SM601 20250728 5900.0 ... 6124.0 6268.0 SM
185 SM602 20250728 6156.0 ... 6196.0 6266.0 SM
186 SM603 20250728 6300.0 ... 6174.0 6330.0 SM
187 SM604 20250728 6040.0 ... 6178.0 6318.0 SM
188 SM605 20250728 6118.0 ... 6150.0 6336.0 SM
189 SM606 20250728 6400.0 ... 6188.0 6274.0 SM
190 SM607 20250728 6480.0 ... 6206.0 6310.0 SM
191 SR509 20250728 5872.0 ... 5857.0 5876.0 SR
192 SR511 20250728 5758.0 ... 5752.0 5755.0 SR
193 SR601 20250728 5705.0 ... 5693.0 5691.0 SR
194 SR603 20250728 5670.0 ... 5663.0 5658.0 SR
195 SR605 20250728 5641.0 ... 5640.0 5633.0 SR
196 SR607 20250728 5633.0 ... 5631.0 5626.0 SR
197 TA508 20250728 4930.0 ... 4826.0 4884.0 TA
198 TA509 20250728 4940.0 ... 4852.0 4902.0 TA
199 TA510 20250728 4930.0 ... 4852.0 4892.0 TA
200 TA511 20250728 4930.0 ... 4860.0 4890.0 TA
201 TA512 20250728 4918.0 ... 4850.0 4878.0 TA
202 TA601 20250728 4912.0 ... 4844.0 4870.0 TA
203 TA602 20250728 4914.0 ... 4800.0 4862.0 TA
204 TA603 20250728 4918.0 ... 4818.0 4878.0 TA
205 TA604 20250728 4920.0 ... 4810.0 4870.0 TA
206 TA605 20250728 4920.0 ... 4854.0 4882.0 TA
207 TA606 20250728 4832.0 ... 4822.0 4872.0 TA
208 TA607 20250728 4850.0 ... 4846.0 4878.0 TA
209 UR508 20250728 1740.0 ... 1735.0 1783.0 UR
210 UR509 20250728 1750.0 ... 1745.0 1798.0 UR
211 UR510 20250728 1781.0 ... 1747.0 1794.0 UR
212 UR511 20250728 1768.0 ... 1771.0 1808.0 UR
213 UR512 20250728 1750.0 ... 1766.0 1797.0 UR
214 UR601 20250728 1761.0 ... 1763.0 1803.0 UR
215 UR602 20250728 1775.0 ... 1754.0 1799.0 UR
216 UR603 20250728 1771.0 ... 1779.0 1815.0 UR
217 UR604 20250728 1779.0 ... 1781.0 1816.0 UR
218 UR605 20250728 1784.0 ... 1782.0 1817.0 UR
219 UR606 20250728 1765.0 ... 1778.0 1810.0 UR
220 UR607 20250728 1782.0 ... 1787.0 1816.0 UR
221 WH509 20250728 0.0 ... 3198.0 3198.0 WH
222 WH511 20250728 0.0 ... 3198.0 3198.0 WH
223 WH601 20250728 0.0 ... 3198.0 3198.0 WH
224 WH603 20250728 0.0 ... 3198.0 3198.0 WH
225 WH605 20250728 0.0 ... 3198.0 3198.0 WH
226 WH607 20250728 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250728 0.0 ... 801.4 801.4 ZC
228 ZC509 20250728 0.0 ... 801.4 801.4 ZC
229 ZC510 20250728 0.0 ... 801.4 801.4 ZC
230 ZC511 20250728 0.0 ... 801.4 801.4 ZC
231 ZC512 20250728 0.0 ... 801.4 801.4 ZC
232 ZC601 20250728 0.0 ... 801.4 801.4 ZC
233 ZC602 20250728 0.0 ... 801.4 801.4 ZC
234 ZC603 20250728 0.0 ... 801.4 801.4 ZC
235 ZC604 20250728 0.0 ... 801.4 801.4 ZC
236 ZC605 20250728 0.0 ... 801.4 801.4 ZC
237 ZC606 20250728 0.0 ... 801.4 801.4 ZC
238 ZC607 20250728 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-28 18:26:52,327 - future_1d - INFO - ak.get_czce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 IC2508 20250728 6265.200 ... 6275.000 6263.000 IC
1 IC2509 20250728 6218.400 ... 6221.800 6216.200 IC
2 IC2512 20250728 6093.000 ... 6091.800 6090.600 IC
3 IC2603 20250728 5976.600 ... 5971.000 5973.200 IC
4 IF2508 20250728 4122.400 ... 4129.200 4123.600 IF
5 IF2509 20250728 4116.000 ... 4119.000 4115.600 IF
6 IF2512 20250728 4091.000 ... 4089.000 4086.200 IF
7 IF2603 20250728 4059.800 ... 4053.000 4054.000 IF
8 IH2508 20250728 2794.200 ... 2803.400 2795.000 IH
9 IH2509 20250728 2796.200 ... 2803.200 2795.800 IH
10 IH2512 20250728 2798.000 ... 2805.200 2797.800 IH
11 IH2603 20250728 2805.800 ... 2807.000 2800.000 IH
12 IM2508 20250728 6669.600 ... 6675.200 6667.200 IM
13 IM2509 20250728 6608.600 ... 6605.000 6604.400 IM
14 IM2512 20250728 6428.000 ... 6420.600 6421.400 IM
15 IM2603 20250728 6275.000 ... 6253.800 6259.800 IM
16 T2509 20250728 108.380 ... 108.400 108.195 T
17 T2512 20250728 108.315 ... 108.395 108.210 T
18 T2603 20250728 108.310 ... 108.375 108.165 T
19 TF2509 20250728 105.670 ... 105.720 105.585 TF
20 TF2512 20250728 105.725 ... 105.775 105.645 TF
21 TF2603 20250728 105.755 ... 105.835 105.695 TF
22 TL2509 20250728 118.550 ... 118.800 118.120 TL
23 TL2512 20250728 118.300 ... 118.490 117.900 TL
24 TL2603 20250728 118.050 ... 118.280 117.730 TL
25 TS2509 20250728 102.336 ... 102.364 102.326 TS
26 TS2512 20250728 102.422 ... 102.438 102.408 TS
27 TS2603 20250728 102.498 ... 102.522 102.494 TS
[28 rows x 12 columns]
2025-07-28 18:26:52,619 - future_1d - INFO - ak.get_cffex_daily('2025-07-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250728 529.4 540 ... 5432.55 532.6 526.8 SC
1 SC2509 20250728 513.4 513.7 ... 5947577.83 505.5 508.6 SC
2 SC2510 20250728 507 507.1 ... 812149.87 500.1 502.9 SC
3 SC2511 20250728 502.2 502.2 ... 257580.15 495.6 498 SC
4 SC2512 20250728 495.7 496.9 ... 56537.31 492.9 496.3 SC
5 SC2601 20250728 493.2 494.4 ... 14739.25 489.6 493.1 SC
6 SC2602 20250728 491 491.9 ... 7949.61 487.7 491.2 SC
7 SC2603 20250728 489.7 490.1 ... 4479.51 486.9 489.7 SC
8 SC2604 20250728 483.7 489.2 ... 1354.13 483.6 487.6 SC
9 SC2605 20250728 ... 0 486.3 486.3 SC
10 SC2606 20250728 483 483.9 ... 4485.5 482.3 485.2 SC
11 SC2607 20250728 483.2 483.2 ... 143.57 478.5 483.2 SC
12 SC2609 20250728 474.9 474.9 ... 47.49 474.9 475.8 SC
13 SC2612 20250728 472.7 472.7 ... 94.53 472.6 475.8 SC
14 SC2703 20250728 ... 0 473 473.1 SC
15 SC2706 20250728 ... 0 469.4 469.4 SC
16 SC2709 20250728 467.5 467.5 ... 46.75 467.5 469.8 SC
17 SC2712 20250728 ... 0 468.4 468.4 SC
18 SC2803 20250728 ... 0 466.3 466.3 SC
19 SC2806 20250728 462.1 464.7 ... 185.42 463.5 464.9 SC
21 LU2508 20250728 3596 3596 ... 31.097 3455 3542 LU
22 LU2509 20250728 3595 3610 ... 71249.771 3547 3585 LU
23 LU2510 20250728 3606 3610 ... 464392.04 3548 3582 LU
24 LU2511 20250728 3599 3599 ... 61261.122 3528 3569 LU
25 LU2512 20250728 3560 3568 ... 3592.462 3511 3559 LU
26 LU2601 20250728 3550 3557 ... 3785.248 3498 3540 LU
27 LU2602 20250728 3520 3524 ... 218.773 3472 3519 LU
28 LU2603 20250728 3494 3494 ... 135.273 3468 3503 LU
29 LU2604 20250728 3471 3471 ... 55.385 3461 3490 LU
30 LU2605 20250728 3466 3466 ... 62.142 3452 3483 LU
31 LU2606 20250728 3485 3485 ... 55.314 3457 3474 LU
32 LU2607 20250728 3480 3480 ... 69.079 3453 3463 LU
34 NR2508 20250728 13300 13320 ... 62327.08 12990 13185 NR
35 NR2509 20250728 13340 13385 ... 2049067.72 12985 13255 NR
36 NR2510 20250728 13300 13355 ... 754704.125 12955 13230 NR
37 NR2511 20250728 13315 13360 ... 126083.415 12930 13225 NR
38 NR2512 20250728 13330 13380 ... 12954.35 13005 13235 NR
39 NR2601 20250728 13390 13405 ... 42095.18 13010 13280 NR
40 NR2602 20250728 13370 13375 ... 290.72 13210 13265 NR
41 NR2603 20250728 ... 0 13065 13355 NR
42 NR2604 20250728 13310 13310 ... 39.435 13145 13300 NR
43 NR2605 20250728 13030 13030 ... 38.995 12995 13360 NR
44 NR2606 20250728 ... 0 13140 13280 NR
45 NR2607 20250728 ... 0 13140 13480 NR
47 BC2508 20250728 70210 70400 ... 141258.22 70080 70420 BC
48 BC2509 20250728 70410 70460 ... 122258.3 70160 70510 BC
49 BC2510 20250728 70400 70550 ... 19809.31 70240 70540 BC
50 BC2511 20250728 ... 0 69850 69500 BC
51 BC2512 20250728 ... 0 70620 70620 BC
52 BC2601 20250728 ... 0 70020 70020 BC
53 BC2602 20250728 ... 0 70000 70000 BC
54 BC2603 20250728 ... 0 70000 70000 BC
55 BC2604 20250728 ... 0 70000 70000 BC
56 BC2605 20250728 ... 0 70000 70000 BC
57 BC2606 20250728 ... 0 69340 69340 BC
58 BC2607 20250728 ... 0 68670 68670 BC
60 EC2508 20250728 2172.7 2218.8 ... 27633.4375 2188.7 2202.7 EC
61 EC2510 20250728 1503 1522 ... 416289.36 1486.3 1530.9 EC
62 EC2512 20250728 1687.5 1772 ... 58816.6675 1722.3 1730.7 EC
63 EC2602 20250728 1501.5 1569.1 ... 21501.6095 1528.7 1534.3 EC
64 EC2604 20250728 1350 1404 ... 15947.1925 1363 1376.9 EC
65 EC2606 20250728 1500.1 1520 ... 2407.5135 1490.7 1514 EC
68 SC_TAS2509 20250728 ... SC_TAS
69 SC_TAS2510 20250728 ... SC_TAS
70 SC_TAS2511 20250728 ... SC_TAS
[65 rows x 12 columns]
2025-07-28 18:26:52,678 - future_1d - INFO - ak.get_ine_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250728 4215.00 ... 4183.00 4223.00 A
1 a2511 20250728 4130.00 ... 4115.00 4134.00 A
2 a2601 20250728 4123.00 ... 4100.00 4119.00 A
3 a2603 20250728 4100.00 ... 4090.00 4105.00 A
4 a2605 20250728 4140.00 ... 4128.00 4140.00 A
5 a2607 20250728 4133.00 ... 4123.00 4137.00 A
6 b2508 20250728 3553.00 ... 3538.00 3553.00 B
7 b2509 20250728 3652.00 ... 3632.00 3667.00 B
8 b2510 20250728 3716.00 ... 3693.00 3731.00 B
9 b2511 20250728 3731.00 ... 3716.00 3749.00 B
10 b2512 20250728 3754.00 ... 3734.00 3766.00 B
11 b2601 20250728 3743.00 ... 3724.00 3746.00 B
12 b2602 20250728 3698.00 ... 3698.00 3715.00 B
13 b2603 20250728 3595.00 ... 3604.00 3607.00 B
14 b2604 20250728 3506.00 ... 3503.00 3511.00 B
15 b2605 20250728 3445.00 ... 3436.00 3446.00 B
16 b2606 20250728 3440.00 ... 3430.00 3441.00 B
17 b2607 20250728 3435.00 ... 3424.00 3438.00 B
18 bb2509 20250728 152.35 ... 151.10 154.00 BB
19 bb2511 20250728 154.50 ... 153.10 154.30 BB
20 bb2601 20250728 151.00 ... 149.75 150.35 BB
21 bb2603 20250728 142.00 ... 142.00 157.00 BB
22 bb2605 20250728 0.00 ... 142.05 157.00 BB
23 bb2607 20250728 0.00 ... 142.05 157.00 BB
24 bz2603 20250728 6439.00 ... 6296.00 6326.00 BZ
25 bz2604 20250728 6315.00 ... 6226.00 6288.00 BZ
26 bz2605 20250728 6320.00 ... 6239.00 6277.00 BZ
27 bz2606 20250728 6328.00 ... 6250.00 6283.00 BZ
28 c2509 20250728 2308.00 ... 2313.00 2314.00 C
29 c2511 20250728 2260.00 ... 2260.00 2263.00 C
30 c2601 20250728 2231.00 ... 2232.00 2235.00 C
31 c2603 20250728 2234.00 ... 2233.00 2238.00 C
32 c2605 20250728 2275.00 ... 2275.00 2279.00 C
33 c2607 20250728 2289.00 ... 2288.00 2291.00 C
34 cs2509 20250728 2665.00 ... 2674.00 2669.00 CS
35 cs2511 20250728 2596.00 ... 2597.00 2599.00 CS
36 cs2601 20250728 2609.00 ... 2611.00 2614.00 CS
37 cs2603 20250728 2606.00 ... 2608.00 2612.00 CS
38 cs2605 20250728 2650.00 ... 2649.00 2652.00 CS
39 cs2607 20250728 2644.00 ... 2653.00 2660.00 CS
40 eb2507 20250728 0.00 ... 7330.00 7387.00 EB
41 eb2508 20250728 7588.00 ... 7448.00 7517.00 EB
42 eb2509 20250728 7580.00 ... 7441.00 7506.00 EB
43 eb2510 20250728 7599.00 ... 7438.00 7490.00 EB
44 eb2511 20250728 7537.00 ... 7420.00 7460.00 EB
45 eb2512 20250728 7519.00 ... 7399.00 7450.00 EB
46 eb2601 20250728 7530.00 ... 7419.00 7455.00 EB
47 eb2602 20250728 7462.00 ... 7399.00 7441.00 EB
48 eb2603 20250728 7469.00 ... 7406.00 7425.00 EB
49 eb2604 20250728 7427.00 ... 7379.00 7423.00 EB
50 eb2605 20250728 7526.00 ... 7428.00 7495.00 EB
51 eb2606 20250728 0.00 ... 7481.00 7481.00 EB
52 eg2507 20250728 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250728 4474.00 ... 4410.00 4474.00 EG
54 eg2509 20250728 4545.00 ... 4469.00 4529.00 EG
55 eg2510 20250728 4543.00 ... 4468.00 4528.00 EG
56 eg2511 20250728 4519.00 ... 4462.00 4531.00 EG
57 eg2512 20250728 4532.00 ... 4472.00 4533.00 EG
58 eg2601 20250728 4536.00 ... 4472.00 4529.00 EG
59 eg2602 20250728 4516.00 ... 4488.00 4528.00 EG
60 eg2603 20250728 4469.00 ... 4471.00 4530.00 EG
61 eg2604 20250728 0.00 ... 4534.00 4534.00 EG
62 eg2605 20250728 4540.00 ... 4499.00 4556.00 EG
63 eg2606 20250728 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250728 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250728 1272.50 ... 1274.00 1277.50 FB
66 fb2510 20250728 1313.50 ... 1312.00 1313.50 FB
67 fb2511 20250728 1314.00 ... 1316.00 1313.00 FB
68 fb2512 20250728 1313.00 ... 1316.50 1312.00 FB
69 fb2601 20250728 1306.00 ... 1319.00 1310.50 FB
70 fb2602 20250728 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250728 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250728 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250728 1330.50 ... 1327.50 1302.50 FB
74 fb2606 20250728 1326.50 ... 1326.50 1297.00 FB
75 fb2607 20250728 0.00 ... 1295.00 1295.00 FB
76 i2508 20250728 805.00 ... 791.50 801.00 I
77 i2509 20250728 802.50 ... 793.00 800.00 I
78 i2510 20250728 795.50 ... 788.00 795.50 I
79 i2511 20250728 789.50 ... 781.50 789.50 I
80 i2512 20250728 781.50 ... 775.00 783.50 I
81 i2601 20250728 773.00 ... 765.50 772.50 I
82 i2602 20250728 765.50 ... 762.00 769.00 I
83 i2603 20250728 761.50 ... 758.50 767.00 I
84 i2604 20250728 757.50 ... 755.00 761.50 I
85 i2605 20250728 753.00 ... 745.00 751.50 I
86 i2606 20250728 744.50 ... 739.50 747.50 I
87 i2607 20250728 740.00 ... 733.50 741.00 I
88 j2508 20250728 1599.00 ... 1601.00 1681.50 J
89 j2509 20250728 1748.50 ... 1677.00 1748.00 J
90 j2510 20250728 1769.00 ... 1682.00 1757.00 J
91 j2511 20250728 1764.50 ... 1684.50 1777.50 J
92 j2512 20250728 1707.00 ... 1685.50 1789.50 J
93 j2601 20250728 1800.00 ... 1719.50 1794.00 J
94 j2602 20250728 1801.50 ... 1727.00 1808.00 J
95 j2603 20250728 1788.00 ... 1733.00 1827.00 J
96 j2604 20250728 1749.50 ... 1738.50 1850.00 J
97 j2605 20250728 1840.00 ... 1741.00 1822.00 J
98 j2606 20250728 1812.00 ... 1741.50 1814.00 J
99 j2607 20250728 0.00 ... 1780.50 1854.50 J
100 jd2507 20250728 0.00 ... 2917.00 3160.00 JD
101 jd2508 20250728 3422.00 ... 3378.00 3526.00 JD
102 jd2509 20250728 3598.00 ... 3587.00 3630.00 JD
103 jd2510 20250728 3394.00 ... 3398.00 3404.00 JD
104 jd2511 20250728 3400.00 ... 3409.00 3411.00 JD
105 jd2512 20250728 3571.00 ... 3565.00 3571.00 JD
106 jd2601 20250728 3651.00 ... 3653.00 3664.00 JD
107 jd2602 20250728 3226.00 ... 3219.00 3226.00 JD
108 jd2603 20250728 3231.00 ... 3221.00 3227.00 JD
109 jd2604 20250728 3376.00 ... 3375.00 3378.00 JD
110 jd2605 20250728 3491.00 ... 3481.00 3471.00 JD
111 jd2606 20250728 3286.00 ... 3296.00 3285.00 JD
112 jm2508 20250728 1127.00 ... 1092.50 1120.50 JM
113 jm2509 20250728 1264.50 ... 1200.00 1236.50 JM
114 jm2510 20250728 1270.00 ... 1206.50 1252.50 JM
115 jm2511 20250728 1289.00 ... 1205.50 1262.00 JM
116 jm2512 20250728 1295.50 ... 1217.50 1267.50 JM
117 jm2601 20250728 1305.00 ... 1232.50 1282.50 JM
118 jm2602 20250728 1324.00 ... 1238.00 1301.50 JM
119 jm2603 20250728 1328.00 ... 1244.00 1293.00 JM
120 jm2604 20250728 1328.50 ... 1228.00 1296.00 JM
121 jm2605 20250728 1302.50 ... 1223.50 1287.50 JM
122 jm2606 20250728 1321.00 ... 1227.00 1302.00 JM
123 jm2607 20250728 1317.00 ... 1249.50 1321.50 JM
124 l2508 20250728 7389.00 ... 7327.00 7403.00 L
125 l2509 20250728 7456.00 ... 7367.00 7439.00 L
126 l2510 20250728 7477.00 ... 7388.00 7467.00 L
127 l2511 20250728 7483.00 ... 7405.00 7467.00 L
128 l2512 20250728 7491.00 ... 7429.00 7486.00 L
129 l2601 20250728 7494.00 ... 7423.00 7484.00 L
130 l2602 20250728 7443.00 ... 7414.00 7467.00 L
131 l2603 20250728 7394.00 ... 7403.00 7470.00 L
132 l2604 20250728 7419.00 ... 7407.00 7493.00 L
133 l2605 20250728 7490.00 ... 7416.00 7476.00 L
134 l2606 20250728 7455.00 ... 7427.00 7468.00 L
135 l2607 20250728 7474.00 ... 7417.00 7497.00 L
136 lg2507 20250728 791.00 ... 808.50 807.00 LG
137 lg2509 20250728 820.50 ... 829.00 827.50 LG
138 lg2511 20250728 831.00 ... 835.50 834.50 LG
139 lg2601 20250728 833.50 ... 836.50 837.00 LG
140 lg2603 20250728 835.00 ... 836.50 838.50 LG
141 lg2605 20250728 841.00 ... 841.50 843.00 LG
142 lh2507 20250728 0.00 ... 14000.00 14010.00 LH
143 lh2509 20250728 14180.00 ... 14220.00 14435.00 LH
144 lh2511 20250728 14250.00 ... 14305.00 14380.00 LH
145 lh2601 20250728 14410.00 ... 14585.00 14705.00 LH
146 lh2603 20250728 13605.00 ... 13655.00 13815.00 LH
147 lh2605 20250728 13980.00 ... 14100.00 14305.00 LH
148 m2508 20250728 3004.00 ... 2988.00 3013.00 M
149 m2509 20250728 3017.00 ... 3001.00 3025.00 M
150 m2511 20250728 3050.00 ... 3035.00 3061.00 M
151 m2512 20250728 3085.00 ... 3071.00 3092.00 M
152 m2601 20250728 3055.00 ... 3045.00 3061.00 M
153 m2603 20250728 2927.00 ... 2919.00 2922.00 M
154 m2605 20250728 2754.00 ... 2750.00 2755.00 M
155 m2607 20250728 2742.00 ... 2735.00 2736.00 M
156 p2508 20250728 8834.00 ... 8828.00 8894.00 P
157 p2509 20250728 8936.00 ... 8916.00 8984.00 P
158 p2510 20250728 8956.00 ... 8918.00 8990.00 P
159 p2511 20250728 8932.00 ... 8908.00 8952.00 P
160 p2512 20250728 8936.00 ... 8904.00 8982.00 P
161 p2601 20250728 8940.00 ... 8900.00 8972.00 P
162 p2602 20250728 8870.00 ... 8878.00 8930.00 P
163 p2603 20250728 8808.00 ... 8810.00 8858.00 P
164 p2604 20250728 8686.00 ... 8744.00 8750.00 P
165 p2605 20250728 8670.00 ... 8670.00 8682.00 P
166 p2606 20250728 8572.00 ... 8572.00 8600.00 P
167 p2607 20250728 8612.00 ... 8596.00 8602.00 P
168 pg2507 20250728 4060.00 ... 4051.00 4058.00 PG
169 pg2508 20250728 4054.00 ... 3983.00 4054.00 PG
170 pg2509 20250728 4050.00 ... 3997.00 4037.00 PG
171 pg2510 20250728 4461.00 ... 4409.00 4456.00 PG
172 pg2511 20250728 4403.00 ... 4349.00 4390.00 PG
173 pg2512 20250728 4337.00 ... 4288.00 4323.00 PG
174 pg2601 20250728 4267.00 ... 4223.00 4253.00 PG
175 pg2602 20250728 4172.00 ... 4152.00 4169.00 PG
176 pg2603 20250728 4094.00 ... 4066.00 4085.00 PG
177 pg2604 20250728 4360.00 ... 4352.00 4379.00 PG
178 pg2605 20250728 4252.00 ... 4254.00 4290.00 PG
179 pg2606 20250728 4182.00 ... 4182.00 4218.00 PG
180 pp2508 20250728 7144.00 ... 7092.00 7164.00 PP
181 pp2509 20250728 7240.00 ... 7147.00 7205.00 PP
182 pp2510 20250728 7219.00 ... 7137.00 7202.00 PP
183 pp2511 20250728 7223.00 ... 7146.00 7208.00 PP
184 pp2512 20250728 7233.00 ... 7151.00 7211.00 PP
185 pp2601 20250728 7236.00 ... 7155.00 7221.00 PP
186 pp2602 20250728 7120.00 ... 7117.00 7195.00 PP
187 pp2603 20250728 7174.00 ... 7170.00 7200.00 PP
188 pp2604 20250728 7204.00 ... 7144.00 7208.00 PP
189 pp2605 20250728 7211.00 ... 7158.00 7208.00 PP
190 pp2606 20250728 7142.00 ... 7111.00 7180.00 PP
191 pp2607 20250728 7150.00 ... 7150.00 7162.00 PP
192 rr2508 20250728 3591.00 ... 3591.00 3594.00 RR
193 rr2509 20250728 3607.00 ... 3606.00 3605.00 RR
194 rr2510 20250728 3630.00 ... 3630.00 3629.00 RR
195 rr2511 20250728 3621.00 ... 3620.00 3622.00 RR
196 rr2512 20250728 0.00 ... 3629.00 3630.00 RR
197 rr2601 20250728 3623.00 ... 3622.00 3628.00 RR
198 rr2602 20250728 3625.00 ... 3627.00 3627.00 RR
199 rr2603 20250728 0.00 ... 3633.00 3633.00 RR
200 rr2604 20250728 3634.00 ... 3634.00 3633.00 RR
201 rr2605 20250728 3630.00 ... 3630.00 3633.00 RR
202 rr2606 20250728 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250728 0.00 ... 3617.00 3617.00 RR
204 v2508 20250728 5266.00 ... 5223.00 5241.00 V
205 v2509 20250728 5373.00 ... 5232.00 5291.00 V
206 v2510 20250728 5393.00 ... 5269.00 5325.00 V
207 v2511 20250728 5413.00 ... 5298.00 5345.00 V
208 v2512 20250728 5439.00 ... 5312.00 5367.00 V
209 v2601 20250728 5439.00 ... 5358.00 5408.00 V
210 v2602 20250728 5488.00 ... 5353.00 5444.00 V
211 v2603 20250728 5512.00 ... 5375.00 5469.00 V
212 v2604 20250728 5657.00 ... 5576.00 5623.00 V
213 v2605 20250728 5659.00 ... 5585.00 5623.00 V
214 v2606 20250728 5677.00 ... 5611.00 5609.00 V
215 v2607 20250728 5658.00 ... 5595.00 5661.00 V
216 y2508 20250728 8232.00 ... 8214.00 8232.00 Y
217 y2509 20250728 8160.00 ... 8114.00 8160.00 Y
218 y2511 20250728 8160.00 ... 8120.00 8160.00 Y
219 y2512 20250728 8164.00 ... 8112.00 8166.00 Y
220 y2601 20250728 8104.00 ... 8068.00 8114.00 Y
221 y2603 20250728 7982.00 ... 7958.00 7982.00 Y
222 y2605 20250728 7736.00 ... 7720.00 7746.00 Y
223 y2607 20250728 7732.00 ... 7700.00 7738.00 Y
[224 rows x 12 columns]
2025-07-28 18:26:53,478 - future_1d - INFO - ak.get_dce_daily('2025-07-28') done
2025-07-28 18:26:55,344 - future_1d - INFO - save future_daily 2025-07-28 completed