45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-21 18:26:31,110 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
2025-08-21 18:26:32,841 - future_1d - INFO - save future_daily 2025-08-19 completed
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-21 18:26:36,580 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-21 18:26:36,712 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-21 18:26:36,785 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-21 18:26:37,076 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-21 18:26:37,323 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-21 18:26:37,864 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
2025-08-21 18:26:39,596 - future_1d - INFO - save future_daily 2025-08-20 completed
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-21 18:26:43,596 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-21 18:26:43,752 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-21 18:26:43,842 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-21 18:26:44,119 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-21 18:26:44,410 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-21 18:26:45,003 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
2025-08-21 18:26:46,751 - future_1d - INFO - save future_daily 2025-08-21 completed