=========================================================================
2025-07-14 20:55:59 Mon START TASK.01 future_1d future_daily
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2025-07-14 20:56:01,641 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250704 508.3 509.2 ... 6845017.9 506.4 503.7 SC
1 SC2509 20250704 503.3 503.6 ... 1304782.79 501.1 498.1 SC
2 SC2510 20250704 496.6 496.6 ... 274692.18 494.8 492.4 SC
3 SC2511 20250704 489.6 490.9 ... 32988 489.4 487.2 SC
4 SC2512 20250704 486.2 487.3 ... 23766.61 486 484 SC
5 SC2601 20250704 482.1 484.3 ... 14484.42 482.8 481.6 SC
6 SC2602 20250704 481.6 481.9 ... 15616.73 480.5 480.4 SC
7 SC2603 20250704 479 479 ... 2244.09 477.4 478 SC
8 SC2604 20250704 477.3 478 ... 142.98 476.6 476.8 SC
9 SC2605 20250704 473.1 473.1 ... 94.62 473.1 475.7 SC
10 SC2606 20250704 474 474.5 ... 663.31 473.7 475.7 SC
11 SC2607 20250704 485.5 485.5 ... 190.39 475.9 470.9 SC
12 SC2609 20250704 471 472 ... 94.3 471.5 474.2 SC
13 SC2612 20250704 ... 0 465.1 465.1 SC
14 SC2703 20250704 468 468 ... 140.29 467.6 465 SC
15 SC2706 20250704 ... 0 464.2 464.2 SC
16 SC2709 20250704 ... 0 464 464 SC
17 SC2712 20250704 ... 0 465.8 465.8 SC
18 SC2803 20250704 ... 0 464.7 464.7 SC
19 SC2806 20250704 463 464.3 ... 139.16 463.8 464.6 SC
21 LU2508 20250704 3660 3664 ... 13030.825 3643 3622 LU
22 LU2509 20250704 3641 3661 ... 243761.453 3636 3616 LU
23 LU2510 20250704 3625 3628 ... 94898.205 3605 3593 LU
24 LU2511 20250704 3587 3592 ... 2535.595 3571 3568 LU
25 LU2512 20250704 3557 3558 ... 434.487 3532 3546 LU
26 LU2601 20250704 3540 3541 ... 222.219 3527 3526 LU
27 LU2602 20250704 3521 3521 ... 17.594 3518 3503 LU
28 LU2603 20250704 3502 3502 ... 24.423 3489 3499 LU
29 LU2604 20250704 3475 3475 ... 10.377 3459 3495 LU
30 LU2605 20250704 3459 3459 ... 27.583 3447 3476 LU
31 LU2606 20250704 3453 3463 ... 34.441 3444 3461 LU
32 LU2607 20250704 3429 3429 ... 10.275 3425 3442 LU
34 NR2507 20250704 12160 12200 ... 4980.05 12145 12140 NR
35 NR2508 20250704 12120 12250 ... 847072.545 12180 12145 NR
36 NR2509 20250704 12140 12225 ... 469990.8 12160 12135 NR
37 NR2510 20250704 12105 12220 ... 42293.865 12155 12125 NR
38 NR2511 20250704 12155 12220 ... 2725.645 12165 12120 NR
39 NR2512 20250704 12180 12230 ... 134.175 12195 12135 NR
40 NR2601 20250704 12145 12230 ... 1754.815 12185 12155 NR
41 NR2602 20250704 12235 12235 ... 24.47 12235 12245 NR
42 NR2603 20250704 12205 12205 ... 24.395 12195 12090 NR
43 NR2604 20250704 ... 0 12195 12195 NR
44 NR2605 20250704 12195 12270 ... 24.465 12230 12215 NR
45 NR2606 20250704 ... 0 12260 12260 NR
47 BC2507 20250704 ... 0 71300 71480 BC
48 BC2508 20250704 71640 71940 ... 192088.51 71430 71970 BC
49 BC2509 20250704 71540 71790 ... 12957.175 71380 71740 BC
50 BC2510 20250704 71250 71250 ... 35.625 71250 71400 BC
51 BC2511 20250704 ... 0 71800 71800 BC
52 BC2512 20250704 ... 0 70950 70950 BC
53 BC2601 20250704 ... 0 71130 71390 BC
54 BC2602 20250704 ... 0 69410 69410 BC
55 BC2603 20250704 ... 0 69290 69290 BC
56 BC2604 20250704 ... 0 71340 71360 BC
57 BC2605 20250704 ... 0 71340 71400 BC
58 BC2606 20250704 69700 69700 ... 34.85 69700 71590 BC
60 EC2508 20250704 1889 1946 ... 451980.7905 1892.3 1882.1 EC
61 EC2510 20250704 1362.6 1392 ... 123740.117 1362.4 1366.8 EC
62 EC2512 20250704 1540.7 1564 ... 17473.25 1526.7 1531.6 EC
63 EC2602 20250704 1338.7 1355 ... 4026.0895 1326.5 1332.6 EC
64 EC2604 20250704 1175 1183 ... 5668.9265 1165.2 1167.8 EC
65 EC2606 20250704 1324 1328 ... 885.947 1312.5 1316.1 EC
68 SC_TAS2508 20250704 ... SC_TAS
69 SC_TAS2509 20250704 ... SC_TAS
70 SC_TAS2510 20250704 ... SC_TAS
71 SC_TAS2511 20250704 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:01,869 - future_1d - INFO - ak.get_ine_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 a2507 20250704 4190.00 ... 4190.00 4205.00 A
1 a2509 20250704 4147.00 ... 4133.00 4148.00 A
2 a2511 20250704 4073.00 ... 4067.00 4077.00 A
3 a2601 20250704 4055.00 ... 4048.00 4059.00 A
4 a2603 20250704 4044.00 ... 4036.00 4049.00 A
5 a2605 20250704 4084.00 ... 4072.00 4085.00 A
6 b2507 20250704 0.00 ... 3550.00 3550.00 B
7 b2508 20250704 3572.00 ... 3555.00 3565.00 B
8 b2509 20250704 3618.00 ... 3603.00 3616.00 B
9 b2510 20250704 3675.00 ... 3655.00 3664.00 B
10 b2511 20250704 3684.00 ... 3670.00 3674.00 B
11 b2512 20250704 3704.00 ... 3689.00 3693.00 B
12 b2601 20250704 3682.00 ... 3674.00 3675.00 B
13 b2602 20250704 3649.00 ... 3652.00 3645.00 B
14 b2603 20250704 3564.00 ... 3567.00 3556.00 B
15 b2604 20250704 3463.00 ... 3465.00 3452.00 B
16 b2605 20250704 3393.00 ... 3391.00 3383.00 B
17 b2606 20250704 3388.00 ... 3386.00 3385.00 B
18 bb2509 20250704 154.00 ... 153.20 153.45 BB
19 bb2511 20250704 154.85 ... 154.90 154.35 BB
20 bb2601 20250704 156.10 ... 155.25 162.00 BB
21 bb2603 20250704 0.00 ... 164.70 171.85 BB
22 bb2605 20250704 0.00 ... 164.70 171.85 BB
23 c2507 20250704 2350.00 ... 2337.00 2347.00 C
24 c2509 20250704 2363.00 ... 2358.00 2364.00 C
25 c2511 20250704 2307.00 ... 2304.00 2307.00 C
26 c2601 20250704 2265.00 ... 2264.00 2264.00 C
27 c2603 20250704 2258.00 ... 2259.00 2260.00 C
28 c2605 20250704 2294.00 ... 2294.00 2294.00 C
29 cs2507 20250704 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250704 2731.00 ... 2727.00 2731.00 CS
31 cs2511 20250704 2671.00 ... 2666.00 2670.00 CS
32 cs2601 20250704 2667.00 ... 2663.00 2667.00 CS
33 cs2603 20250704 2651.00 ... 2648.00 2649.00 CS
34 cs2605 20250704 2683.00 ... 2684.00 2684.00 CS
35 eb2507 20250704 7465.00 ... 7539.00 7422.00 EB
36 eb2508 20250704 7308.00 ... 7357.00 7288.00 EB
37 eb2509 20250704 7226.00 ... 7273.00 7209.00 EB
38 eb2510 20250704 7143.00 ... 7190.00 7130.00 EB
39 eb2511 20250704 7067.00 ... 7113.00 7062.00 EB
40 eb2512 20250704 7040.00 ... 7082.00 7035.00 EB
41 eb2601 20250704 7046.00 ... 7085.00 7037.00 EB
42 eb2602 20250704 7086.00 ... 7106.00 7058.00 EB
43 eb2603 20250704 7075.00 ... 7131.00 7077.00 EB
44 eb2604 20250704 7121.00 ... 7122.00 7066.00 EB
45 eb2605 20250704 7063.00 ... 7111.00 7057.00 EB
46 eb2606 20250704 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250704 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250704 4271.00 ... 4274.00 4275.00 EG
49 eg2509 20250704 4290.00 ... 4293.00 4295.00 EG
50 eg2510 20250704 4310.00 ... 4305.00 4311.00 EG
51 eg2511 20250704 4326.00 ... 4321.00 4325.00 EG
52 eg2512 20250704 4332.00 ... 4327.00 4327.00 EG
53 eg2601 20250704 4317.00 ... 4325.00 4329.00 EG
54 eg2602 20250704 4341.00 ... 4337.00 4337.00 EG
55 eg2603 20250704 4326.00 ... 4326.00 4311.00 EG
56 eg2604 20250704 4330.00 ... 4330.00 4367.00 EG
57 eg2605 20250704 4346.00 ... 4352.00 4342.00 EG
58 eg2606 20250704 4352.00 ... 4357.00 4378.00 EG
59 fb2507 20250704 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250704 1328.50 ... 1331.50 1329.50 FB
61 fb2509 20250704 1309.00 ... 1312.50 1313.00 FB
62 fb2510 20250704 1326.00 ... 1326.00 1327.50 FB
63 fb2511 20250704 1324.50 ... 1324.50 1325.00 FB
64 fb2512 20250704 1326.00 ... 1326.50 1324.50 FB
65 fb2601 20250704 1311.00 ... 1312.00 1312.50 FB
66 fb2602 20250704 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250704 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250704 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250704 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250704 0.00 ... 1292.50 1292.50 FB
71 i2507 20250704 750.00 ... 768.00 722.50 I
72 i2508 20250704 737.50 ... 740.50 734.50 I
73 i2509 20250704 731.00 ... 736.00 728.00 I
74 i2510 20250704 726.00 ... 729.00 722.00 I
75 i2511 20250704 720.00 ... 723.00 715.00 I
76 i2512 20250704 714.00 ... 717.00 709.00 I
77 i2601 20250704 708.50 ... 710.00 702.50 I
78 i2602 20250704 704.50 ... 708.00 699.50 I
79 i2603 20250704 700.50 ... 704.50 697.50 I
80 i2604 20250704 695.50 ... 699.50 692.00 I
81 i2605 20250704 688.50 ... 692.50 685.50 I
82 i2606 20250704 684.00 ... 687.00 679.00 I
83 j2507 20250704 0.00 ... 1304.50 1304.50 J
84 j2508 20250704 1406.00 ... 1405.50 1404.50 J
85 j2509 20250704 1435.00 ... 1436.00 1439.00 J
86 j2510 20250704 1456.00 ... 1454.50 1457.00 J
87 j2511 20250704 1465.00 ... 1464.50 1466.50 J
88 j2512 20250704 1466.00 ... 1473.50 1476.00 J
89 j2601 20250704 1488.00 ... 1479.00 1481.50 J
90 j2602 20250704 1485.50 ... 1481.50 1484.00 J
91 j2603 20250704 0.00 ... 1522.50 1522.50 J
92 j2604 20250704 0.00 ... 1499.50 1499.50 J
93 j2605 20250704 1523.00 ... 1521.50 1519.50 J
94 j2606 20250704 0.00 ... 1528.00 1528.00 J
95 jd2507 20250704 2860.00 ... 2872.00 2859.00 JD
96 jd2508 20250704 3577.00 ... 3583.00 3558.00 JD
97 jd2509 20250704 3698.00 ... 3697.00 3685.00 JD
98 jd2510 20250704 3420.00 ... 3422.00 3405.00 JD
99 jd2511 20250704 3430.00 ... 3428.00 3413.00 JD
100 jd2512 20250704 3588.00 ... 3583.00 3581.00 JD
101 jd2601 20250704 3644.00 ... 3634.00 3636.00 JD
102 jd2602 20250704 3209.00 ... 3204.00 3205.00 JD
103 jd2603 20250704 3211.00 ... 3208.00 3205.00 JD
104 jd2604 20250704 3341.00 ... 3332.00 3332.00 JD
105 jd2605 20250704 3410.00 ... 3405.00 3406.00 JD
106 jd2606 20250704 3260.00 ... 3260.00 3256.00 JD
107 jm2507 20250704 813.00 ... 841.00 814.00 JM
108 jm2508 20250704 808.00 ... 805.00 801.50 JM
109 jm2509 20250704 852.50 ... 850.00 848.50 JM
110 jm2510 20250704 869.00 ... 867.50 864.00 JM
111 jm2511 20250704 883.00 ... 881.00 874.50 JM
112 jm2512 20250704 900.50 ... 894.00 887.00 JM
113 jm2601 20250704 920.00 ... 905.00 901.00 JM
114 jm2602 20250704 920.00 ... 913.00 907.00 JM
115 jm2603 20250704 921.00 ... 913.50 916.50 JM
116 jm2604 20250704 917.00 ... 924.00 917.00 JM
117 jm2605 20250704 940.00 ... 934.00 927.00 JM
118 jm2606 20250704 947.50 ... 940.50 940.50 JM
119 l2507 20250704 7311.00 ... 7328.00 7298.00 L
120 l2508 20250704 7290.00 ... 7313.00 7295.00 L
121 l2509 20250704 7298.00 ... 7308.00 7293.00 L
122 l2510 20250704 7285.00 ... 7296.00 7287.00 L
123 l2511 20250704 7282.00 ... 7296.00 7283.00 L
124 l2512 20250704 7289.00 ... 7289.00 7281.00 L
125 l2601 20250704 7262.00 ... 7272.00 7269.00 L
126 l2602 20250704 7279.00 ... 7245.00 7253.00 L
127 l2603 20250704 7282.00 ... 7271.00 7224.00 L
128 l2604 20250704 7275.00 ... 7291.00 7263.00 L
129 l2605 20250704 7265.00 ... 7266.00 7245.00 L
130 l2606 20250704 7247.00 ... 7265.00 7242.00 L
131 lg2507 20250704 828.00 ... 828.50 822.00 LG
132 lg2509 20250704 796.00 ... 794.00 795.00 LG
133 lg2511 20250704 787.50 ... 787.00 788.50 LG
134 lg2601 20250704 785.50 ... 786.00 785.50 LG
135 lg2603 20250704 788.00 ... 787.00 786.50 LG
136 lg2605 20250704 793.50 ... 790.50 793.50 LG
137 lh2507 20250704 13915.00 ... 13935.00 13920.00 LH
138 lh2509 20250704 14310.00 ... 14340.00 14315.00 LH
139 lh2511 20250704 13655.00 ... 13730.00 13585.00 LH
140 lh2601 20250704 13835.00 ... 13820.00 13685.00 LH
141 lh2603 20250704 12940.00 ... 13010.00 12940.00 LH
142 lh2605 20250704 13070.00 ... 13165.00 13085.00 LH
143 m2507 20250704 2800.00 ... 2806.00 2799.00 M
144 m2508 20250704 2949.00 ... 2942.00 2941.00 M
145 m2509 20250704 2967.00 ... 2962.00 2960.00 M
146 m2511 20250704 3006.00 ... 3000.00 3000.00 M
147 m2512 20250704 3036.00 ... 3030.00 3027.00 M
148 m2601 20250704 3019.00 ... 3012.00 3008.00 M
149 m2603 20250704 2867.00 ... 2865.00 2855.00 M
150 m2605 20250704 2720.00 ... 2718.00 2711.00 M
151 p2507 20250704 8452.00 ... 8468.00 8452.00 P
152 p2508 20250704 8540.00 ... 8502.00 8516.00 P
153 p2509 20250704 8498.00 ... 8492.00 8478.00 P
154 p2510 20250704 8516.00 ... 8500.00 8486.00 P
155 p2511 20250704 8512.00 ... 8498.00 8482.00 P
156 p2512 20250704 8502.00 ... 8494.00 8484.00 P
157 p2601 20250704 8498.00 ... 8498.00 8482.00 P
158 p2602 20250704 8490.00 ... 8490.00 8458.00 P
159 p2603 20250704 8452.00 ... 8430.00 8416.00 P
160 p2604 20250704 8398.00 ... 8384.00 8372.00 P
161 p2605 20250704 8348.00 ... 8360.00 8336.00 P
162 p2606 20250704 8340.00 ... 8334.00 8312.00 P
163 pg2507 20250704 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250704 4229.00 ... 4215.00 4219.00 PG
165 pg2509 20250704 4123.00 ... 4108.00 4115.00 PG
166 pg2510 20250704 4494.00 ... 4489.00 4494.00 PG
167 pg2511 20250704 4409.00 ... 4403.00 4408.00 PG
168 pg2512 20250704 4336.00 ... 4331.00 4330.00 PG
169 pg2601 20250704 4259.00 ... 4252.00 4256.00 PG
170 pg2602 20250704 4173.00 ... 4177.00 4170.00 PG
171 pg2603 20250704 4097.00 ... 4096.00 4097.00 PG
172 pg2604 20250704 4399.00 ... 4383.00 4389.00 PG
173 pg2605 20250704 4295.00 ... 4274.00 4282.00 PG
174 pg2606 20250704 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250704 7080.00 ... 7080.00 7085.00 PP
176 pp2508 20250704 7075.00 ... 7089.00 7086.00 PP
177 pp2509 20250704 7088.00 ... 7091.00 7084.00 PP
178 pp2510 20250704 7048.00 ... 7065.00 7046.00 PP
179 pp2511 20250704 7045.00 ... 7059.00 7044.00 PP
180 pp2512 20250704 7047.00 ... 7057.00 7042.00 PP
181 pp2601 20250704 7044.00 ... 7053.00 7043.00 PP
182 pp2602 20250704 7034.00 ... 7034.00 7024.00 PP
183 pp2603 20250704 7032.00 ... 7032.00 7008.00 PP
184 pp2604 20250704 7051.00 ... 7051.00 6989.00 PP
185 pp2605 20250704 7040.00 ... 7043.00 7035.00 PP
186 pp2606 20250704 7033.00 ... 7036.00 7007.00 PP
187 rr2507 20250704 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250704 3529.00 ... 3552.00 3539.00 RR
189 rr2509 20250704 3595.00 ... 3601.00 3595.00 RR
190 rr2510 20250704 3605.00 ... 3602.00 3602.00 RR
191 rr2511 20250704 3602.00 ... 3600.00 3603.00 RR
192 rr2512 20250704 3601.00 ... 3599.00 3598.00 RR
193 rr2601 20250704 3598.00 ... 3602.00 3587.00 RR
194 rr2602 20250704 3614.00 ... 3609.00 3606.00 RR
195 rr2603 20250704 3615.00 ... 3612.00 3608.00 RR
196 rr2604 20250704 3612.00 ... 3614.00 3615.00 RR
197 rr2605 20250704 3606.00 ... 3613.00 3605.00 RR
198 rr2606 20250704 3606.00 ... 3606.00 3608.00 RR
199 v2507 20250704 4848.00 ... 4849.00 4820.00 V
200 v2508 20250704 4875.00 ... 4880.00 4871.00 V
201 v2509 20250704 4907.00 ... 4919.00 4907.00 V
202 v2510 20250704 4939.00 ... 4947.00 4932.00 V
203 v2511 20250704 4972.00 ... 4967.00 4963.00 V
204 v2512 20250704 4991.00 ... 5002.00 4995.00 V
205 v2601 20250704 5020.00 ... 5024.00 5014.00 V
206 v2602 20250704 5044.00 ... 5040.00 5030.00 V
207 v2603 20250704 5066.00 ... 5064.00 5048.00 V
208 v2604 20250704 5162.00 ... 5192.00 5169.00 V
209 v2605 20250704 5192.00 ... 5211.00 5192.00 V
210 v2606 20250704 5204.00 ... 5213.00 5194.00 V
211 y2507 20250704 0.00 ... 8038.00 8038.00 Y
212 y2508 20250704 8002.00 ... 7964.00 8028.00 Y
213 y2509 20250704 8010.00 ... 7968.00 8020.00 Y
214 y2511 20250704 8018.00 ... 7990.00 8030.00 Y
215 y2512 20250704 8030.00 ... 8014.00 8066.00 Y
216 y2601 20250704 7994.00 ... 7958.00 7988.00 Y
217 y2603 20250704 7856.00 ... 7850.00 7856.00 Y
218 y2605 20250704 7654.00 ... 7640.00 7648.00 Y
[219 rows x 12 columns]
2025-07-14 20:56:02,471 - future_1d - INFO - ak.get_dce_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 PS2507 20250704 35130.0 ... 35390.0 35130.0 PS
1 PS2508 20250704 35880.0 ... 35500.0 35270.0 PS
2 PS2509 20250704 35060.0 ... 34925.0 34670.0 PS
3 PS2510 20250704 34570.0 ... 34760.0 34460.0 PS
4 PS2511 20250704 34900.0 ... 34590.0 34260.0 PS
5 PS2512 20250704 36235.0 ... 36615.0 36235.0 PS
6 PS2601 20250704 36180.0 ... 36455.0 36035.0 PS
7 PS2602 20250704 36450.0 ... 36290.0 35925.0 PS
8 PS2603 20250704 36305.0 ... 36245.0 35820.0 PS
9 PS2604 20250704 36285.0 ... 36210.0 35765.0 PS
10 PS2605 20250704 36000.0 ... 36160.0 35535.0 PS
11 PS2606 20250704 37495.0 ... 37345.0 37040.0 PS
13 SI2507 20250704 8130.0 ... 8095.0 8055.0 SI
14 SI2508 20250704 8050.0 ... 8000.0 8050.0 SI
15 SI2509 20250704 8060.0 ... 7990.0 8035.0 SI
16 SI2510 20250704 8015.0 ... 7965.0 8015.0 SI
17 SI2511 20250704 8020.0 ... 7935.0 7975.0 SI
18 SI2512 20250704 8290.0 ... 8260.0 8300.0 SI
19 SI2601 20250704 8215.0 ... 8220.0 8260.0 SI
20 SI2602 20250704 8320.0 ... 8215.0 8240.0 SI
21 SI2603 20250704 8310.0 ... 8220.0 8255.0 SI
22 SI2604 20250704 8340.0 ... 8245.0 8260.0 SI
23 SI2605 20250704 8240.0 ... 8215.0 8235.0 SI
24 SI2606 20250704 8255.0 ... 8220.0 8250.0 SI
27 LC2507 20250704 64300.0 ... 63920.0 63920.0 LC
28 LC2508 20250704 63960.0 ... 63780.0 63940.0 LC
29 LC2509 20250704 64100.0 ... 63660.0 63760.0 LC
30 LC2510 20250704 63960.0 ... 63420.0 63620.0 LC
31 LC2511 20250704 63840.0 ... 63300.0 63420.0 LC
32 LC2512 20250704 64300.0 ... 63580.0 63700.0 LC
33 LC2601 20250704 64300.0 ... 63780.0 63840.0 LC
34 LC2602 20250704 64500.0 ... 63860.0 63860.0 LC
35 LC2603 20250704 64220.0 ... 63700.0 63760.0 LC
36 LC2604 20250704 64600.0 ... 64180.0 64260.0 LC
37 LC2605 20250704 64620.0 ... 64200.0 64380.0 LC
38 LC2606 20250704 64920.0 ... 64240.0 64460.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:02,701 - future_1d - INFO - ak.get_gfex_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 IC2507 20250704 5866.000 ... 5870.000 5874.600 IC
1 IC2508 20250704 5819.800 ... 5812.400 5821.400 IC
2 IC2509 20250704 5761.800 ... 5760.000 5770.200 IC
3 IC2512 20250704 5639.600 ... 5635.000 5644.600 IC
4 IF2507 20250704 3938.400 ... 3957.400 3946.400 IF
5 IF2508 20250704 3922.400 ... 3938.000 3929.000 IF
6 IF2509 20250704 3918.200 ... 3930.000 3917.800 IF
7 IF2512 20250704 3878.000 ... 3892.200 3880.800 IF
8 IH2507 20250704 2705.000 ... 2717.400 2706.600 IH
9 IH2508 20250704 2698.800 ... 2710.600 2701.600 IH
10 IH2509 20250704 2699.800 ... 2711.200 2700.400 IH
11 IH2512 20250704 2699.600 ... 2709.400 2699.200 IH
12 IM2507 20250704 6279.600 ... 6259.200 6280.200 IM
13 IM2508 20250704 6205.000 ... 6184.400 6209.000 IM
14 IM2509 20250704 6130.000 ... 6107.200 6138.600 IM
15 IM2512 20250704 5953.800 ... 5929.600 5960.400 IM
16 T2509 20250704 109.090 ... 109.110 109.070 T
17 T2512 20250704 109.130 ... 109.195 109.155 T
18 T2603 20250704 109.165 ... 109.170 109.130 T
19 TF2509 20250704 106.230 ... 106.250 106.230 TF
20 TF2512 20250704 106.355 ... 106.335 106.335 TF
21 TF2603 20250704 106.385 ... 106.380 106.375 TF
22 TL2509 20250704 121.110 ... 121.200 121.070 TL
23 TL2512 20250704 121.050 ... 121.070 120.940 TL
24 TL2603 20250704 120.860 ... 120.880 120.780 TL
25 TS2509 20250704 102.510 ... 102.508 102.506 TS
26 TS2512 20250704 102.644 ... 102.632 102.636 TS
27 TS2603 20250704 102.746 ... 102.742 102.744 TS
[28 rows x 12 columns]
2025-07-14 20:56:02,922 - future_1d - INFO - ak.get_cffex_daily('2025-07-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250704 7774.0 7835.0 ... 485163.28 7776.0 7747.0 AP
1 AP511 20250704 7651.0 7663.0 ... 1126.37 7611.0 7581.0 AP
2 AP512 20250704 7668.0 7688.0 ... 282.48 7634.0 7613.0 AP
3 AP601 20250704 7665.0 7731.0 ... 15887.37 7664.0 7649.0 AP
4 AP603 20250704 7725.0 7725.0 ... 314.28 7665.0 7653.0 AP
5 AP604 20250704 7771.0 7771.0 ... 69.42 7714.0 7703.0 AP
6 AP605 20250704 7789.0 7789.0 ... 217.11 7754.0 7762.0 AP
7 CF507 20250704 13565.0 13600.0 ... 25372.20 13585.0 13555.0 CF
8 CF509 20250704 13785.0 13830.0 ... 816508.67 13790.0 13790.0 CF
9 CF511 20250704 13705.0 13730.0 ... 113330.61 13695.0 13710.0 CF
10 CF601 20250704 13795.0 13815.0 ... 214873.44 13780.0 13790.0 CF
11 CF603 20250704 13755.0 13785.0 ... 742.65 13755.0 13760.0 CF
12 CF605 20250704 13770.0 13800.0 ... 4784.35 13770.0 13775.0 CF
13 CJ507 20250704 9450.0 9450.0 ... 23.63 9450.0 9660.0 CJ
14 CJ509 20250704 9675.0 9720.0 ... 642524.98 9530.0 9675.0 CJ
15 CJ512 20250704 10810.0 10825.0 ... 31179.50 10475.0 10785.0 CJ
16 CJ601 20250704 10955.0 10990.0 ... 2223923.43 10615.0 10940.0 CJ
17 CJ603 20250704 11150.0 11195.0 ... 46555.32 10745.0 11160.0 CJ
18 CJ605 20250704 11410.0 11500.0 ... 244248.07 11040.0 11465.0 CJ
19 CY507 20250704 0.0 0.0 ... 0.00 19920.0 19950.0 CY
20 CY508 20250704 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250704 20035.0 20080.0 ... 76790.18 20030.0 20060.0 CY
22 CY510 20250704 0.0 0.0 ... 0.00 19650.0 19680.0 CY
23 CY511 20250704 0.0 0.0 ... 0.00 20090.0 20090.0 CY
24 CY512 20250704 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250704 0.0 0.0 ... 0.00 20010.0 20040.0 CY
26 CY602 20250704 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250704 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250704 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250704 0.0 0.0 ... 0.00 20070.0 20070.0 CY
30 CY606 20250704 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250704 959.0 959.0 ... 3.84 959.0 951.0 FG
32 FG508 20250704 1038.0 1057.0 ... 32311.18 1045.0 1051.0 FG
33 FG509 20250704 1029.0 1044.0 ... 4612467.69 1031.0 1042.0 FG
34 FG510 20250704 1080.0 1093.0 ... 21896.58 1083.0 1089.0 FG
35 FG511 20250704 1070.0 1085.0 ... 35672.04 1072.0 1081.0 FG
36 FG512 20250704 1134.0 1150.0 ... 17461.46 1136.0 1143.0 FG
37 FG601 20250704 1121.0 1140.0 ... 432831.81 1126.0 1130.0 FG
38 FG602 20250704 1157.0 1175.0 ... 859.29 1161.0 1163.0 FG
39 FG603 20250704 1156.0 1172.0 ... 937.49 1160.0 1161.0 FG
40 FG604 20250704 1185.0 1208.0 ... 771.52 1194.0 1190.0 FG
41 FG605 20250704 1179.0 1205.0 ... 12056.28 1191.0 1187.0 FG
42 FG606 20250704 1195.0 1220.0 ... 376.41 1206.0 1200.0 FG
43 JR507 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250704 2419.0 2419.0 ... 45.78 2409.0 2418.0 MA
54 MA508 20250704 2436.0 2457.0 ... 11984.30 2436.0 2436.0 MA
55 MA509 20250704 2415.0 2432.0 ... 1701498.65 2415.0 2408.0 MA
56 MA510 20250704 2425.0 2440.0 ... 82042.41 2420.0 2416.0 MA
57 MA511 20250704 2433.0 2447.0 ... 70700.63 2426.0 2424.0 MA
58 MA512 20250704 2452.0 2461.0 ... 18231.02 2443.0 2442.0 MA
59 MA601 20250704 2457.0 2464.0 ... 124510.92 2450.0 2444.0 MA
60 MA602 20250704 2441.0 2443.0 ... 68.13 2433.0 2425.0 MA
61 MA603 20250704 2434.0 2438.0 ... 55.88 2429.0 2420.0 MA
62 MA604 20250704 2410.0 2410.0 ... 23.97 2397.0 2395.0 MA
63 MA605 20250704 2369.0 2378.0 ... 2796.55 2364.0 2360.0 MA
64 MA606 20250704 2378.0 2378.0 ... 37.87 2367.0 2362.0 MA
65 OI507 20250704 9913.0 9913.0 ... 9.91 9913.0 9719.0 OI
66 OI509 20250704 9638.0 9642.0 ... 2071615.91 9614.0 9641.0 OI
67 OI511 20250704 9627.0 9634.0 ... 100659.85 9603.0 9629.0 OI
68 OI601 20250704 9567.0 9577.0 ... 234035.79 9547.0 9569.0 OI
69 OI603 20250704 9490.0 9508.0 ... 1071.29 9480.0 9500.0 OI
70 OI605 20250704 9388.0 9397.0 ... 1415.29 9373.0 9402.0 OI
71 PF507 20250704 6700.0 6700.0 ... 453.78 6674.0 6700.0 PF
72 PF508 20250704 6564.0 6588.0 ... 351323.27 6550.0 6594.0 PF
73 PF509 20250704 6444.0 6466.0 ... 173517.06 6434.0 6472.0 PF
74 PF510 20250704 6434.0 6470.0 ... 65954.13 6432.0 6458.0 PF
75 PF511 20250704 6406.0 6440.0 ... 39119.55 6400.0 6422.0 PF
76 PF512 20250704 6378.0 6412.0 ... 8302.61 6378.0 6398.0 PF
77 PF601 20250704 6392.0 6420.0 ... 849.61 6388.0 6410.0 PF
78 PF602 20250704 6404.0 6404.0 ... 6.38 6380.0 6418.0 PF
79 PF603 20250704 0.0 0.0 ... 0.00 6384.0 6412.0 PF
80 PF604 20250704 6402.0 6402.0 ... 3.20 6402.0 6410.0 PF
81 PF605 20250704 6392.0 6432.0 ... 12.81 6406.0 6412.0 PF
82 PF606 20250704 6372.0 6372.0 ... 3.19 6372.0 6390.0 PF
83 PK510 20250704 8260.0 8274.0 ... 188400.09 8218.0 8262.0 PK
84 PK511 20250704 7990.0 7998.0 ... 64715.80 7944.0 7994.0 PK
85 PK512 20250704 7964.0 7966.0 ... 888.66 7934.0 7982.0 PK
86 PK601 20250704 7982.0 7984.0 ... 6718.98 7938.0 7980.0 PK
87 PK603 20250704 7956.0 7956.0 ... 131.03 7942.0 7980.0 PK
88 PK604 20250704 7974.0 7974.0 ... 35.83 7964.0 7982.0 PK
89 PK605 20250704 7978.0 7980.0 ... 401.58 7952.0 7976.0 PK
90 PM507 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250704 5960.0 5960.0 ... 125.15 5960.0 5968.0 PR
97 PR508 20250704 5954.0 5972.0 ... 23740.43 5938.0 5958.0 PR
98 PR509 20250704 5906.0 5926.0 ... 456941.35 5894.0 5916.0 PR
99 PR510 20250704 5876.0 5912.0 ... 213618.41 5880.0 5892.0 PR
100 PR511 20250704 5862.0 5892.0 ... 44122.20 5858.0 5874.0 PR
101 PR512 20250704 5848.0 5872.0 ... 105.07 5838.0 5866.0 PR
102 PR601 20250704 5858.0 5866.0 ... 455.70 5842.0 5854.0 PR
103 PR602 20250704 5858.0 5858.0 ... 8.79 5858.0 5900.0 PR
104 PR603 20250704 0.0 0.0 ... 0.00 5874.0 5904.0 PR
105 PR604 20250704 0.0 0.0 ... 0.00 5882.0 5904.0 PR
106 PR605 20250704 0.0 0.0 ... 0.00 5882.0 5898.0 PR
107 PR606 20250704 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250704 6922.0 6922.0 ... 10.38 6922.0 6922.0 PX
109 PX508 20250704 6818.0 6856.0 ... 4283.99 6800.0 6822.0 PX
110 PX509 20250704 6744.0 6786.0 ... 810776.54 6726.0 6748.0 PX
111 PX510 20250704 6710.0 6766.0 ... 93427.25 6698.0 6706.0 PX
112 PX511 20250704 6668.0 6722.0 ... 153399.84 6662.0 6664.0 PX
113 PX512 20250704 6700.0 6700.0 ... 11440.22 6636.0 6644.0 PX
114 PX601 20250704 6640.0 6666.0 ... 51714.14 6622.0 6632.0 PX
115 PX602 20250704 0.0 0.0 ... 0.00 6578.0 6618.0 PX
116 PX603 20250704 6642.0 6642.0 ... 6.64 6642.0 6616.0 PX
117 PX604 20250704 6584.0 6626.0 ... 9.92 6612.0 6568.0 PX
118 PX605 20250704 6594.0 6602.0 ... 68.99 6570.0 6588.0 PX
119 PX606 20250704 6548.0 6548.0 ... 3.27 6548.0 6558.0 PX
120 RI507 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250704 2468.0 2481.0 ... 1379.21 2463.0 2468.0 RM
127 RM508 20250704 2612.0 2624.0 ... 15179.33 2606.0 2610.0 RM
128 RM509 20250704 2607.0 2622.0 ... 775359.77 2607.0 2601.0 RM
129 RM511 20250704 2431.0 2439.0 ... 2386.31 2428.0 2421.0 RM
130 RM601 20250704 2328.0 2337.0 ... 149395.45 2329.0 2318.0 RM
131 RM603 20250704 2303.0 2315.0 ... 10071.29 2307.0 2299.0 RM
132 RM605 20250704 2332.0 2339.0 ... 12657.69 2331.0 2327.0 RM
133 RS507 20250704 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250704 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250704 5077.0 5099.0 ... 273.92 5073.0 5061.0 RS
136 RS511 20250704 0.0 0.0 ... 0.00 5109.0 5131.0 RS
137 SA507 20250704 1165.0 1165.0 ... 679.74 1152.0 1166.0 SA
138 SA508 20250704 1179.0 1201.0 ... 26220.77 1182.0 1188.0 SA
139 SA509 20250704 1175.0 1201.0 ... 5045284.33 1184.0 1188.0 SA
140 SA510 20250704 1188.0 1211.0 ... 60681.61 1194.0 1199.0 SA
141 SA511 20250704 1190.0 1212.0 ... 103839.37 1194.0 1200.0 SA
142 SA512 20250704 1208.0 1230.0 ... 61873.03 1213.0 1215.0 SA
143 SA601 20250704 1205.0 1231.0 ... 898039.41 1215.0 1213.0 SA
144 SA602 20250704 1216.0 1237.0 ... 6911.66 1225.0 1224.0 SA
145 SA603 20250704 1214.0 1239.0 ... 6179.11 1226.0 1221.0 SA
146 SA604 20250704 1233.0 1248.0 ... 1498.29 1238.0 1235.0 SA
147 SA605 20250704 1226.0 1248.0 ... 27464.50 1237.0 1233.0 SA
148 SA606 20250704 1235.0 1255.0 ... 898.29 1244.0 1242.0 SA
149 SF507 20250704 5550.0 5550.0 ... 154.74 5528.0 5496.0 SF
150 SF508 20250704 5420.0 5472.0 ... 9965.90 5408.0 5404.0 SF
151 SF509 20250704 5400.0 5462.0 ... 384091.66 5404.0 5400.0 SF
152 SF510 20250704 5330.0 5382.0 ... 68973.85 5326.0 5318.0 SF
153 SF511 20250704 5444.0 5518.0 ... 104407.47 5464.0 5446.0 SF
154 SF512 20250704 5430.0 5480.0 ... 19212.81 5430.0 5410.0 SF
155 SF601 20250704 5402.0 5452.0 ... 8047.42 5398.0 5382.0 SF
156 SF602 20250704 5338.0 5380.0 ... 638.38 5342.0 5310.0 SF
157 SF603 20250704 5482.0 5516.0 ... 475.20 5462.0 5440.0 SF
158 SF604 20250704 5490.0 5490.0 ... 5.46 5462.0 5444.0 SF
159 SF605 20250704 5466.0 5492.0 ... 453.83 5436.0 5414.0 SF
160 SF606 20250704 5368.0 5368.0 ... 16.09 5366.0 5370.0 SF
161 SH507 20250704 2330.0 2330.0 ... 244.65 2330.0 2349.0 SH
162 SH508 20250704 2360.0 2400.0 ... 240104.58 2375.0 2371.0 SH
163 SH509 20250704 2377.0 2407.0 ... 3604654.17 2384.0 2382.0 SH
164 SH510 20250704 2410.0 2442.0 ... 301620.55 2419.0 2418.0 SH
165 SH511 20250704 2399.0 2427.0 ... 219344.33 2400.0 2404.0 SH
166 SH512 20250704 2405.0 2430.0 ... 60394.41 2405.0 2409.0 SH
167 SH601 20250704 2377.0 2398.0 ... 72912.11 2380.0 2379.0 SH
168 SH602 20250704 2388.0 2413.0 ... 230.07 2397.0 2392.0 SH
169 SH603 20250704 2393.0 2410.0 ... 100.72 2398.0 2402.0 SH
170 SH604 20250704 2434.0 2445.0 ... 36.56 2438.0 2446.0 SH
171 SH605 20250704 2420.0 2453.0 ... 1454.72 2437.0 2437.0 SH
172 SH606 20250704 2455.0 2455.0 ... 22.06 2451.0 2451.0 SH
173 SM507 20250704 5706.0 5706.0 ... 350.14 5648.0 5670.0 SM
174 SM508 20250704 5698.0 5734.0 ... 15140.00 5672.0 5698.0 SM
175 SM509 20250704 5712.0 5746.0 ... 585074.28 5690.0 5706.0 SM
176 SM510 20250704 5710.0 5720.0 ... 43335.50 5672.0 5676.0 SM
177 SM511 20250704 5766.0 5798.0 ... 76139.45 5748.0 5764.0 SM
178 SM512 20250704 5746.0 5780.0 ... 15587.83 5738.0 5746.0 SM
179 SM601 20250704 5756.0 5784.0 ... 41792.12 5734.0 5746.0 SM
180 SM602 20250704 5728.0 5788.0 ... 166.32 5736.0 5728.0 SM
181 SM603 20250704 5798.0 5798.0 ... 71.87 5750.0 5774.0 SM
182 SM604 20250704 5800.0 5802.0 ... 23.12 5780.0 5778.0 SM
183 SM605 20250704 5806.0 5814.0 ... 470.29 5770.0 5780.0 SM
184 SM606 20250704 5800.0 5800.0 ... 2.90 5800.0 5784.0 SM
185 SR507 20250704 5800.0 5808.0 ... 2761.02 5788.0 5779.0 SR
186 SR509 20250704 5792.0 5810.0 ... 1173939.01 5790.0 5763.0 SR
187 SR511 20250704 5669.0 5673.0 ... 139592.16 5658.0 5632.0 SR
188 SR601 20250704 5601.0 5619.0 ... 186726.95 5608.0 5577.0 SR
189 SR603 20250704 5576.0 5589.0 ... 4848.61 5580.0 5548.0 SR
190 SR605 20250704 5551.0 5569.0 ... 6726.71 5555.0 5522.0 SR
191 TA507 20250704 4864.0 4882.0 ... 10826.34 4828.0 4878.0 TA
192 TA508 20250704 4802.0 4828.0 ... 60722.79 4782.0 4820.0 TA
193 TA509 20250704 4744.0 4780.0 ... 2503382.54 4738.0 4762.0 TA
194 TA510 20250704 4704.0 4742.0 ... 84392.60 4704.0 4720.0 TA
195 TA511 20250704 4698.0 4726.0 ... 52859.38 4690.0 4704.0 TA
196 TA512 20250704 4682.0 4712.0 ... 6578.22 4682.0 4690.0 TA
197 TA601 20250704 4670.0 4698.0 ... 346543.56 4664.0 4678.0 TA
198 TA602 20250704 4682.0 4694.0 ... 25.71 4674.0 4678.0 TA
199 TA603 20250704 4680.0 4688.0 ... 35.07 4676.0 4678.0 TA
200 TA604 20250704 4684.0 4702.0 ... 25.76 4684.0 4688.0 TA
201 TA605 20250704 4686.0 4712.0 ... 2509.16 4686.0 4688.0 TA
202 TA606 20250704 4688.0 4688.0 ... 11.69 4678.0 4672.0 TA
203 UR507 20250704 1744.0 1761.0 ... 1564.12 1753.0 1744.0 UR
204 UR508 20250704 1753.0 1779.0 ... 3069.42 1764.0 1740.0 UR
205 UR509 20250704 1740.0 1775.0 ... 1286912.07 1754.0 1733.0 UR
206 UR510 20250704 1726.0 1758.0 ... 24065.27 1739.0 1719.0 UR
207 UR511 20250704 1736.0 1762.0 ... 19302.52 1743.0 1728.0 UR
208 UR512 20250704 1719.0 1737.0 ... 96.91 1731.0 1715.0 UR
209 UR601 20250704 1698.0 1724.0 ... 112387.59 1712.0 1697.0 UR
210 UR602 20250704 1704.0 1717.0 ... 799.50 1708.0 1691.0 UR
211 UR603 20250704 1731.0 1740.0 ... 343.18 1733.0 1720.0 UR
212 UR604 20250704 1722.0 1732.0 ... 141.50 1726.0 1715.0 UR
213 UR605 20250704 1716.0 1726.0 ... 6027.13 1717.0 1708.0 UR
214 UR606 20250704 1714.0 1722.0 ... 370.48 1715.0 1703.0 UR
215 WH507 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:03,259 - future_1d - INFO - ak.get_czce_daily('2025-07-04') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250704 ... 80370 80910 CU
1 1 CU2508 20250704 ... 80170 80760 CU
2 2 CU2509 20250704 ... 79970 80560 CU
3 3 CU2510 20250704 ... 79670 80300 CU
4 4 CU2511 20250704 ... 79430 80040 CU
5 5 CU2512 20250704 ... 79180 79900 CU
6 6 CU2601 20250704 ... 79130 79680 CU
7 7 CU2602 20250704 ... 78880 79620 CU
8 8 CU2603 20250704 ... 78830 79580 CU
9 9 CU2604 20250704 ... 78880 79470 CU
10 10 CU2605 20250704 ... 78930 79470 CU
11 11 CU2606 20250704 ... 78810 79420 CU
12 12 BC2507 20250704 ... 71300 71480 BC
13 13 BC2508 20250704 ... 71430 71970 BC
14 14 BC2509 20250704 ... 71380 71740 BC
15 15 BC2510 20250704 ... 71250 71400 BC
16 16 BC2511 20250704 ... 71800 71800 BC
17 17 BC2512 20250704 ... 70950 70950 BC
18 18 BC2601 20250704 ... 71130 71390 BC
19 19 BC2602 20250704 ... 69410 69410 BC
20 20 BC2603 20250704 ... 69290 69290 BC
21 21 BC2604 20250704 ... 71340 71360 BC
22 22 BC2605 20250704 ... 71340 71400 BC
23 23 BC2606 20250704 ... 69700 71590 BC
24 24 AL2507 20250704 ... 20800 20870 AL
25 25 AL2508 20250704 ... 20640 20685 AL
26 26 AL2509 20250704 ... 20585 20620 AL
27 27 AL2510 20250704 ... 20510 20530 AL
28 28 AL2511 20250704 ... 20420 20435 AL
29 29 AL2512 20250704 ... 20335 20370 AL
30 30 AL2601 20250704 ... 20290 20320 AL
31 31 AL2602 20250704 ... 20285 20315 AL
32 32 AL2603 20250704 ... 20290 20300 AL
33 33 AL2604 20250704 ... 20305 20325 AL
34 34 AL2605 20250704 ... 20280 20335 AL
35 35 AL2606 20250704 ... 20285 20315 AL
36 36 ZN2507 20250704 ... 22395 22390 ZN
37 37 ZN2508 20250704 ... 22350 22335 ZN
38 38 ZN2509 20250704 ... 22290 22275 ZN
39 39 ZN2510 20250704 ... 22230 22225 ZN
40 40 ZN2511 20250704 ... 22175 22200 ZN
41 41 ZN2512 20250704 ... 22120 22135 ZN
42 42 ZN2601 20250704 ... 22060 22080 ZN
43 43 ZN2602 20250704 ... 22050 22060 ZN
44 44 ZN2603 20250704 ... 22055 22050 ZN
45 45 ZN2604 20250704 ... 22030 22065 ZN
46 46 ZN2605 20250704 ... 22020 22025 ZN
47 47 ZN2606 20250704 ... 22000 22020 ZN
48 48 PB2507 20250704 ... 17230 17220 PB
49 49 PB2508 20250704 ... 17270 17260 PB
50 50 PB2509 20250704 ... 17290 17275 PB
51 51 PB2510 20250704 ... 17285 17260 PB
52 52 PB2511 20250704 ... 17280 17260 PB
53 53 PB2512 20250704 ... 17260 17265 PB
54 54 PB2601 20250704 ... 17265 17245 PB
55 55 PB2602 20250704 ... 17255 17245 PB
56 56 PB2603 20250704 ... 17240 17255 PB
57 57 PB2604 20250704 ... 17240 17160 PB
58 58 PB2605 20250704 ... 17155 17155 PB
59 59 PB2606 20250704 ... 17275 17235 PB
60 60 NI2507 20250704 ... 122320 121410 NI
61 61 NI2508 20250704 ... 122480 121490 NI
62 62 NI2509 20250704 ... 122580 121620 NI
63 63 NI2510 20250704 ... 122700 121780 NI
64 64 NI2511 20250704 ... 122930 121940 NI
65 65 NI2512 20250704 ... 123060 122160 NI
66 66 NI2601 20250704 ... 123270 122330 NI
67 67 NI2602 20250704 ... 123280 122610 NI
68 68 NI2603 20250704 ... 123590 122760 NI
69 69 NI2604 20250704 ... 123810 122880 NI
70 70 NI2605 20250704 ... 123930 123150 NI
71 71 NI2606 20250704 ... 123740 123310 NI
72 72 SN2507 20250704 ... 268030 268540 SN
73 73 SN2508 20250704 ... 268980 269010 SN
74 74 SN2509 20250704 ... 268820 269000 SN
75 75 SN2510 20250704 ... 268840 268890 SN
76 76 SN2511 20250704 ... 268220 268190 SN
77 77 SN2512 20250704 ... 267490 268110 SN
78 78 SN2601 20250704 ... 267640 267660 SN
79 79 SN2602 20250704 ... 267100 267970 SN
80 80 SN2603 20250704 ... 268070 267790 SN
81 81 SN2604 20250704 ... 267020 266950 SN
82 82 SN2605 20250704 ... 266910 267460 SN
83 83 SN2606 20250704 ... 268060 266880 SN
84 84 AO2507 20250704 ... 3160 3152 AO
85 85 AO2508 20250704 ... 3071 3078 AO
86 86 AO2509 20250704 ... 3036 3042 AO
87 87 AO2510 20250704 ... 3009 3016 AO
88 88 AO2511 20250704 ... 2998 3004 AO
89 89 AO2512 20250704 ... 2990 2993 AO
90 90 AO2601 20250704 ... 2981 2988 AO
91 91 AO2602 20250704 ... 2975 2987 AO
92 92 AO2603 20250704 ... 2970 2971 AO
93 93 AO2604 20250704 ... 2971 2970 AO
94 94 AO2605 20250704 ... 2965 2961 AO
95 95 AO2606 20250704 ... 2967 2962 AO
96 96 AD2511 20250704 ... 19905 19935 AD
97 97 AD2512 20250704 ... 19820 19845 AD
98 98 AD2601 20250704 ... 19780 19775 AD
99 99 AD2602 20250704 ... 19725 19725 AD
100 100 AD2603 20250704 ... 19690 19690 AD
101 101 AD2604 20250704 ... 19670 19670 AD
102 102 AD2605 20250704 ... 19570 19620 AD
103 103 AD2606 20250704 ... 19495 19495 AD
104 104 AU2507 20250704 ... 771.62 774.52 AU
105 105 AU2508 20250704 ... 773.28 776.62 AU
106 106 AU2509 20250704 ... 774.44 778.12 AU
107 107 AU2510 20250704 ... 775.52 778.78 AU
108 108 AU2512 20250704 ... 777.5 780.88 AU
109 109 AU2602 20250704 ... 779.54 782.84 AU
110 110 AU2604 20250704 ... 781.36 785.02 AU
111 111 AU2606 20250704 ... 783.5 787.34 AU
112 112 AG2507 20250704 ... 8909 8843 AG
113 113 AG2508 20250704 ... 8917 8867 AG
114 114 AG2509 20250704 ... 8930 8881 AG
115 115 AG2510 20250704 ... 8944 8893 AG
116 116 AG2511 20250704 ... 8952 8903 AG
117 117 AG2512 20250704 ... 8961 8931 AG
118 118 AG2601 20250704 ... 8973 8933 AG
119 119 AG2602 20250704 ... 8984 8945 AG
120 120 AG2603 20250704 ... 8995 8963 AG
121 121 AG2604 20250704 ... 9007 8985 AG
122 122 AG2605 20250704 ... 9017 8983 AG
123 123 AG2606 20250704 ... 9031 8996 AG
124 124 RB2507 20250704 ... 3078 3049 RB
125 125 RB2508 20250704 ... 3042 3031 RB
126 126 RB2509 20250704 ... 3048 3032 RB
127 127 RB2510 20250704 ... 3082 3065 RB
128 128 RB2511 20250704 ... 3094 3072 RB
129 129 RB2512 20250704 ... 3106 3085 RB
130 130 RB2601 20250704 ... 3100 3083 RB
131 131 RB2602 20250704 ... 3087 3068 RB
132 132 RB2603 20250704 ... 3090 3068 RB
133 133 RB2604 20250704 ... 3097 3083 RB
134 134 RB2605 20250704 ... 3109 3090 RB
135 135 RB2606 20250704 ... 3114 3093 RB
136 136 WR2507 20250704 ... 3356 3356 WR
137 137 WR2508 20250704 ... 3378 3378 WR
138 138 WR2509 20250704 ... 3251 3297 WR
139 139 WR2510 20250704 ... 3343 3328 WR
140 140 WR2511 20250704 ... 3365 3365 WR
141 141 WR2512 20250704 ... 3362 3362 WR
142 142 WR2601 20250704 ... 3329 3368 WR
143 143 WR2602 20250704 ... 3396 3396 WR
144 144 WR2603 20250704 ... 3387 3387 WR
145 145 WR2604 20250704 ... 3392 3392 WR
146 146 WR2605 20250704 ... 3370 3370 WR
147 147 WR2606 20250704 ... 3352 3392 WR
148 148 HC2507 20250704 ... 3195 3195 HC
149 149 HC2508 20250704 ... 3222 3209 HC
150 150 HC2509 20250704 ... 3220 3205 HC
151 151 HC2510 20250704 ... 3211 3193 HC
152 152 HC2511 20250704 ... 3215 3195 HC
153 153 HC2512 20250704 ... 3219 3196 HC
154 154 HC2601 20250704 ... 3219 3196 HC
155 155 HC2602 20250704 ... 3222 3199 HC
156 156 HC2603 20250704 ... 3225 3195 HC
157 157 HC2604 20250704 ... 3233 3211 HC
158 158 HC2605 20250704 ... 3221 3195 HC
159 159 HC2606 20250704 ... 3229 3207 HC
160 160 SS2507 20250704 ... 12640 12575 SS
161 161 SS2508 20250704 ... 12760 12680 SS
162 162 SS2509 20250704 ... 12705 12640 SS
163 163 SS2510 20250704 ... 12685 12625 SS
164 164 SS2511 20250704 ... 12705 12625 SS
165 165 SS2512 20250704 ... 12725 12670 SS
166 166 SS2601 20250704 ... 12765 12705 SS
167 167 SS2602 20250704 ... 12775 12735 SS
168 168 SS2603 20250704 ... 12830 12755 SS
169 169 SS2604 20250704 ... 12865 12800 SS
170 170 SS2605 20250704 ... 12905 12830 SS
171 171 SS2606 20250704 ... 12930 12880 SS
172 172 SC2508 20250704 ... 506.4 503.7 SC
173 173 SC2509 20250704 ... 501.1 498.1 SC
174 174 SC2510 20250704 ... 494.8 492.4 SC
175 175 SC2511 20250704 ... 489.4 487.2 SC
176 176 SC2512 20250704 ... 486 484 SC
177 177 SC2601 20250704 ... 482.8 481.6 SC
178 178 SC2602 20250704 ... 480.5 480.4 SC
179 179 SC2603 20250704 ... 477.4 478 SC
180 180 SC2604 20250704 ... 476.6 476.8 SC
181 181 SC2605 20250704 ... 473.1 475.7 SC
182 182 SC2606 20250704 ... 473.7 475.7 SC
183 183 SC2607 20250704 ... 475.9 470.9 SC
184 184 SC2609 20250704 ... 471.5 474.2 SC
185 185 SC2612 20250704 ... 465.1 465.1 SC
186 186 SC2703 20250704 ... 467.6 465 SC
187 187 SC2706 20250704 ... 464.2 464.2 SC
188 188 SC2709 20250704 ... 464 464 SC
189 189 SC2712 20250704 ... 465.8 465.8 SC
190 190 SC2803 20250704 ... 464.7 464.7 SC
191 191 SC2806 20250704 ... 463.8 464.6 SC
192 192 LU2508 20250704 ... 3643 3622 LU
193 193 LU2509 20250704 ... 3636 3616 LU
194 194 LU2510 20250704 ... 3605 3593 LU
195 195 LU2511 20250704 ... 3571 3568 LU
196 196 LU2512 20250704 ... 3532 3546 LU
197 197 LU2601 20250704 ... 3527 3526 LU
198 198 LU2602 20250704 ... 3518 3503 LU
199 199 LU2603 20250704 ... 3489 3499 LU
200 200 LU2604 20250704 ... 3459 3495 LU
201 201 LU2605 20250704 ... 3447 3476 LU
202 202 LU2606 20250704 ... 3444 3461 LU
203 203 LU2607 20250704 ... 3425 3442 LU
204 204 FU2508 20250704 ... 2939 2950 FU
205 205 FU2509 20250704 ... 2977 2982 FU
206 206 FU2510 20250704 ... 2936 2938 FU
207 207 FU2511 20250704 ... 2907 2905 FU
208 208 FU2512 20250704 ... 2872 2875 FU
209 209 FU2601 20250704 ... 2864 2868 FU
210 210 FU2602 20250704 ... 2852 2853 FU
211 211 FU2603 20250704 ... 2837 2842 FU
212 212 FU2604 20250704 ... 2822 2830 FU
213 213 FU2605 20250704 ... 2809 2814 FU
214 214 FU2606 20250704 ... 2797 2800 FU
215 215 FU2607 20250704 ... 2785 2790 FU
216 216 BU2507 20250704 ... 3628 3612 BU
217 217 BU2508 20250704 ... 3608 3600 BU
218 218 BU2509 20250704 ... 3588 3580 BU
219 219 BU2510 20250704 ... 3536 3529 BU
220 220 BU2511 20250704 ... 3470 3464 BU
221 221 BU2512 20250704 ... 3391 3388 BU
222 222 BU2601 20250704 ... 3351 3359 BU
223 223 BU2602 20250704 ... 3322 3322 BU
224 224 BU2603 20250704 ... 3333 3320 BU
225 225 BU2604 20250704 ... 3313 3315 BU
226 226 BU2605 20250704 ... 3305 3305 BU
227 227 BU2606 20250704 ... 3292 3285 BU
228 228 BU2609 20250704 ... 3270 3268 BU
229 229 BU2612 20250704 ... 3235 3234 BU
230 230 BU2703 20250704 ... 3235 3243 BU
231 231 BU2706 20250704 ... 3227 3242 BU
232 232 BR2507 20250704 ... 11350 11395 BR
233 233 BR2508 20250704 ... 11270 11270 BR
234 234 BR2509 20250704 ... 11185 11175 BR
235 235 BR2510 20250704 ... 11150 11130 BR
236 236 BR2511 20250704 ... 11140 11100 BR
237 237 BR2512 20250704 ... 11140 11080 BR
238 238 BR2601 20250704 ... 11125 11100 BR
239 239 BR2602 20250704 ... 11115 11100 BR
240 240 BR2603 20250704 ... 11095 11140 BR
241 241 BR2604 20250704 ... 11150 11065 BR
242 242 BR2605 20250704 ... 11125 11105 BR
243 243 BR2606 20250704 ... 11155 11110 BR
244 244 RU2507 20250704 ... 13985 13945 RU
245 245 RU2508 20250704 ... 14045 13985 RU
246 246 RU2509 20250704 ... 14075 14055 RU
247 247 RU2510 20250704 ... 14095 14130 RU
248 248 RU2511 20250704 ... 14075 14045 RU
249 249 RU2601 20250704 ... 14935 14910 RU
250 250 RU2603 20250704 ... 14935 14910 RU
251 251 RU2604 20250704 ... 14975 14875 RU
252 252 RU2605 20250704 ... 15005 14980 RU
253 253 RU2606 20250704 ... 14950 14950 RU
254 254 NR2507 20250704 ... 12145 12140 NR
255 255 NR2508 20250704 ... 12180 12145 NR
256 256 NR2509 20250704 ... 12160 12135 NR
257 257 NR2510 20250704 ... 12155 12125 NR
258 258 NR2511 20250704 ... 12165 12120 NR
259 259 NR2512 20250704 ... 12195 12135 NR
260 260 NR2601 20250704 ... 12185 12155 NR
261 261 NR2602 20250704 ... 12235 12245 NR
262 262 NR2603 20250704 ... 12195 12090 NR
263 263 NR2604 20250704 ... 12195 12195 NR
264 264 NR2605 20250704 ... 12230 12215 NR
265 265 NR2606 20250704 ... 12260 12260 NR
266 266 SP2507 20250704 ... 5060 5060 SP
267 267 SP2508 20250704 ... 5068 5076 SP
268 268 SP2509 20250704 ... 5080 5086 SP
269 269 SP2510 20250704 ... 5090 5090 SP
270 270 SP2511 20250704 ... 5078 5080 SP
271 271 SP2512 20250704 ... 5072 5072 SP
272 272 SP2601 20250704 ... 5294 5292 SP
273 273 SP2602 20250704 ... 5220 5228 SP
274 274 SP2603 20250704 ... 5232 5232 SP
275 275 SP2604 20250704 ... 5224 5228 SP
276 276 SP2605 20250704 ... 5244 5238 SP
277 277 SP2606 20250704 ... 5226 5240 SP
278 278 EC2508 20250704 ... 1892.3 1882.1 EC
279 279 EC2510 20250704 ... 1362.4 1366.8 EC
280 280 EC2512 20250704 ... 1526.7 1531.6 EC
281 281 EC2602 20250704 ... 1326.5 1332.6 EC
282 282 EC2604 20250704 ... 1165.2 1167.8 EC
283 283 EC2606 20250704 ... 1312.5 1316.1 EC
284 284 SC_TAS2508 20250704 ... SC_TAS
285 285 SC_TAS2509 20250704 ... SC_TAS
286 286 SC_TAS2510 20250704 ... SC_TAS
287 287 SC_TAS2511 20250704 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:03,368 - future_1d - INFO - ak.get_shfe_daily('2025-07-04') done
2025-07-14 20:56:05,806 - future_1d - INFO - save future_daily 2025-07-04 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250707 501.6 505.6 ... 6692519.93 501.3 506.4 SC
1 SC2509 20250707 497.4 500.9 ... 1209278.78 496.9 501.1 SC
2 SC2510 20250707 491.8 494.6 ... 187003.4 490.6 494.8 SC
3 SC2511 20250707 486.6 489.3 ... 22644.28 485.9 489.4 SC
4 SC2512 20250707 483.7 485.8 ... 12595 482.5 486 SC
5 SC2601 20250707 482 482.8 ... 8264.69 480.5 482.8 SC
6 SC2602 20250707 478.8 480.9 ... 5694.36 478.5 480.5 SC
7 SC2603 20250707 472.2 475.4 ... 2562.08 474.4 477.4 SC
8 SC2604 20250707 473.6 473.6 ... 236.7 473.4 476.6 SC
9 SC2605 20250707 ... 0 473.1 473.1 SC
10 SC2606 20250707 472.1 472.2 ... 565.19 470.9 473.7 SC
11 SC2607 20250707 ... 0 471.9 475.9 SC
12 SC2609 20250707 469.3 469.3 ... 140.4 468 471.5 SC
13 SC2612 20250707 ... 0 465.1 465.1 SC
14 SC2703 20250707 468 468 ... 233.14 466.2 467.6 SC
15 SC2706 20250707 463.6 467 ... 185.75 464.3 464.2 SC
16 SC2709 20250707 ... 0 464 464 SC
17 SC2712 20250707 461 461 ... 46.1 461 465.8 SC
18 SC2803 20250707 461.4 461.7 ... 138.45 461.5 464.7 SC
19 SC2806 20250707 462.8 462.8 ... 276.78 461.3 463.8 SC
21 LU2508 20250707 3626 3640 ... 10808.435 3617 3643 LU
22 LU2509 20250707 3599 3627 ... 231604.198 3602 3636 LU
23 LU2510 20250707 3578 3597 ... 72674.591 3573 3605 LU
24 LU2511 20250707 3544 3565 ... 3382.013 3545 3571 LU
25 LU2512 20250707 3523 3523 ... 73.539 3501 3532 LU
26 LU2601 20250707 3501 3505 ... 132.551 3488 3527 LU
27 LU2602 20250707 3469 3482 ... 6.951 3475 3518 LU
28 LU2603 20250707 ... 0 3475 3489 LU
29 LU2604 20250707 3424 3426 ... 6.85 3425 3459 LU
30 LU2605 20250707 3412 3426 ... 27.31 3413 3447 LU
31 LU2606 20250707 3398 3398 ... 3.398 3398 3444 LU
32 LU2607 20250707 3405 3405 ... 10.211 3403 3425 LU
34 NR2507 20250707 12010 12090 ... 7176.75 11960 12145 NR
35 NR2508 20250707 12085 12095 ... 846431.395 12005 12180 NR
36 NR2509 20250707 12070 12085 ... 504155.71 11995 12160 NR
37 NR2510 20250707 12070 12090 ... 68792.105 12005 12155 NR
38 NR2511 20250707 12040 12090 ... 4983.63 12005 12165 NR
39 NR2512 20250707 12025 12100 ... 1672.25 12030 12195 NR
40 NR2601 20250707 12070 12125 ... 9210.315 12055 12185 NR
41 NR2602 20250707 12085 12085 ... 36.235 12075 12235 NR
42 NR2603 20250707 12060 12085 ... 84.49 12070 12195 NR
43 NR2604 20250707 12065 12075 ... 48.27 12065 12195 NR
44 NR2605 20250707 12150 12150 ... 84.74 12105 12230 NR
45 NR2606 20250707 ... 0 12260 12260 NR
47 BC2507 20250707 ... 0 70600 71300 BC
48 BC2508 20250707 71060 71170 ... 130500.34 70770 71430 BC
49 BC2509 20250707 70930 71030 ... 8577.72 70590 71380 BC
50 BC2510 20250707 70980 70980 ... 35.49 70980 71250 BC
51 BC2511 20250707 ... 0 71800 71800 BC
52 BC2512 20250707 ... 0 70700 70950 BC
53 BC2601 20250707 ... 0 71130 71130 BC
54 BC2602 20250707 ... 0 69410 69410 BC
55 BC2603 20250707 ... 0 69290 69290 BC
56 BC2604 20250707 ... 0 70800 71340 BC
57 BC2605 20250707 ... 0 70970 71340 BC
58 BC2606 20250707 70490 70490 ... 35.245 70490 69700 BC
60 EC2508 20250707 1860 1896 ... 197359.7185 1872.2 1892.3 EC
61 EC2510 20250707 1313 1353 ... 50665.5525 1341.2 1362.4 EC
62 EC2512 20250707 1540 1540 ... 8855.7095 1518.9 1526.7 EC
63 EC2602 20250707 1310.3 1340 ... 2393.9695 1326.2 1326.5 EC
64 EC2604 20250707 1166.5 1170 ... 2955.0315 1163.3 1165.2 EC
65 EC2606 20250707 1301.1 1321 ... 440.4575 1314.7 1312.5 EC
68 SC_TAS2508 20250707 ... SC_TAS
69 SC_TAS2509 20250707 ... SC_TAS
70 SC_TAS2510 20250707 ... SC_TAS
71 SC_TAS2511 20250707 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:09,426 - future_1d - INFO - ak.get_ine_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 a2507 20250707 4170.00 ... 4156.00 4190.00 A
1 a2509 20250707 4103.00 ... 4091.00 4133.00 A
2 a2511 20250707 4050.00 ... 4040.00 4067.00 A
3 a2601 20250707 4039.00 ... 4022.00 4048.00 A
4 a2603 20250707 4031.00 ... 4014.00 4036.00 A
5 a2605 20250707 4053.00 ... 4049.00 4072.00 A
6 b2507 20250707 0.00 ... 3550.00 3550.00 B
7 b2508 20250707 3536.00 ... 3533.00 3555.00 B
8 b2509 20250707 3591.00 ... 3579.00 3603.00 B
9 b2510 20250707 3646.00 ... 3626.00 3655.00 B
10 b2511 20250707 3659.00 ... 3642.00 3670.00 B
11 b2512 20250707 3683.00 ... 3670.00 3689.00 B
12 b2601 20250707 3663.00 ... 3655.00 3674.00 B
13 b2602 20250707 3631.00 ... 3628.00 3652.00 B
14 b2603 20250707 3545.00 ... 3543.00 3567.00 B
15 b2604 20250707 3450.00 ... 3449.00 3465.00 B
16 b2605 20250707 3383.00 ... 3382.00 3391.00 B
17 b2606 20250707 3380.00 ... 3380.00 3386.00 B
18 bb2509 20250707 153.30 ... 153.70 153.20 BB
19 bb2511 20250707 154.60 ... 156.65 154.90 BB
20 bb2601 20250707 155.55 ... 155.35 155.25 BB
21 bb2603 20250707 0.00 ... 164.80 164.70 BB
22 bb2605 20250707 0.00 ... 164.80 164.70 BB
23 c2507 20250707 2337.00 ... 2335.00 2337.00 C
24 c2509 20250707 2351.00 ... 2337.00 2358.00 C
25 c2511 20250707 2301.00 ... 2292.00 2304.00 C
26 c2601 20250707 2261.00 ... 2257.00 2264.00 C
27 c2603 20250707 2260.00 ... 2255.00 2259.00 C
28 c2605 20250707 2294.00 ... 2289.00 2294.00 C
29 cs2507 20250707 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250707 2717.00 ... 2692.00 2727.00 CS
31 cs2511 20250707 2658.00 ... 2642.00 2666.00 CS
32 cs2601 20250707 2656.00 ... 2642.00 2663.00 CS
33 cs2603 20250707 2641.00 ... 2627.00 2648.00 CS
34 cs2605 20250707 2675.00 ... 2669.00 2684.00 CS
35 eb2507 20250707 0.00 ... 7539.00 7539.00 EB
36 eb2508 20250707 7335.00 ... 7354.00 7357.00 EB
37 eb2509 20250707 7233.00 ... 7262.00 7273.00 EB
38 eb2510 20250707 7153.00 ... 7178.00 7190.00 EB
39 eb2511 20250707 7093.00 ... 7103.00 7113.00 EB
40 eb2512 20250707 7066.00 ... 7064.00 7082.00 EB
41 eb2601 20250707 7052.00 ... 7061.00 7085.00 EB
42 eb2602 20250707 7081.00 ... 7088.00 7106.00 EB
43 eb2603 20250707 7116.00 ... 7102.00 7131.00 EB
44 eb2604 20250707 7103.00 ... 7082.00 7122.00 EB
45 eb2605 20250707 7093.00 ... 7088.00 7111.00 EB
46 eb2606 20250707 7103.00 ... 7080.00 7037.00 EB
47 eg2507 20250707 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250707 4263.00 ... 4266.00 4274.00 EG
49 eg2509 20250707 4288.00 ... 4282.00 4293.00 EG
50 eg2510 20250707 4294.00 ... 4290.00 4305.00 EG
51 eg2511 20250707 4300.00 ... 4298.00 4321.00 EG
52 eg2512 20250707 4318.00 ... 4308.00 4327.00 EG
53 eg2601 20250707 4319.00 ... 4314.00 4325.00 EG
54 eg2602 20250707 4328.00 ... 4319.00 4337.00 EG
55 eg2603 20250707 4319.00 ... 4318.00 4326.00 EG
56 eg2604 20250707 0.00 ... 4330.00 4330.00 EG
57 eg2605 20250707 4326.00 ... 4325.00 4352.00 EG
58 eg2606 20250707 0.00 ... 4357.00 4357.00 EG
59 fb2507 20250707 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250707 1331.50 ... 1331.00 1331.50 FB
61 fb2509 20250707 1308.50 ... 1309.00 1312.50 FB
62 fb2510 20250707 1327.50 ... 1327.50 1326.00 FB
63 fb2511 20250707 1327.50 ... 1325.00 1324.50 FB
64 fb2512 20250707 1326.50 ... 1324.00 1326.50 FB
65 fb2601 20250707 1306.00 ... 1306.00 1312.00 FB
66 fb2602 20250707 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250707 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250707 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250707 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250707 0.00 ... 1292.50 1292.50 FB
71 i2507 20250707 720.00 ... 729.50 768.00 I
72 i2508 20250707 735.50 ... 737.00 740.50 I
73 i2509 20250707 732.00 ... 732.00 736.00 I
74 i2510 20250707 726.50 ... 725.50 729.00 I
75 i2511 20250707 719.50 ... 720.00 723.00 I
76 i2512 20250707 714.50 ... 713.00 717.00 I
77 i2601 20250707 705.00 ... 706.50 710.00 I
78 i2602 20250707 705.50 ... 704.50 708.00 I
79 i2603 20250707 702.00 ... 700.50 704.50 I
80 i2604 20250707 695.50 ... 696.50 699.50 I
81 i2605 20250707 689.50 ... 688.50 692.50 I
82 i2606 20250707 685.00 ... 683.50 687.00 I
83 j2507 20250707 0.00 ... 1304.50 1304.50 J
84 j2508 20250707 1395.00 ... 1391.00 1405.50 J
85 j2509 20250707 1433.00 ... 1422.50 1436.00 J
86 j2510 20250707 1448.00 ... 1440.50 1454.50 J
87 j2511 20250707 1447.00 ... 1450.00 1464.50 J
88 j2512 20250707 1452.00 ... 1452.00 1473.50 J
89 j2601 20250707 1466.50 ... 1464.00 1479.00 J
90 j2602 20250707 0.00 ... 1481.50 1481.50 J
91 j2603 20250707 0.00 ... 1522.50 1522.50 J
92 j2604 20250707 0.00 ... 1499.50 1499.50 J
93 j2605 20250707 1509.50 ... 1504.50 1521.50 J
94 j2606 20250707 0.00 ... 1528.00 1528.00 J
95 jd2507 20250707 2828.00 ... 2814.00 2872.00 JD
96 jd2508 20250707 3532.00 ... 3491.00 3583.00 JD
97 jd2509 20250707 3636.00 ... 3609.00 3697.00 JD
98 jd2510 20250707 3400.00 ... 3375.00 3422.00 JD
99 jd2511 20250707 3408.00 ... 3420.00 3428.00 JD
100 jd2512 20250707 3577.00 ... 3575.00 3583.00 JD
101 jd2601 20250707 3645.00 ... 3629.00 3634.00 JD
102 jd2602 20250707 3198.00 ... 3197.00 3204.00 JD
103 jd2603 20250707 3207.00 ... 3203.00 3208.00 JD
104 jd2604 20250707 3330.00 ... 3336.00 3332.00 JD
105 jd2605 20250707 3405.00 ... 3404.00 3405.00 JD
106 jd2606 20250707 3250.00 ... 3258.00 3260.00 JD
107 jm2507 20250707 800.00 ... 800.00 841.00 JM
108 jm2508 20250707 794.00 ... 793.50 805.00 JM
109 jm2509 20250707 836.00 ... 836.50 850.00 JM
110 jm2510 20250707 855.50 ... 854.50 867.50 JM
111 jm2511 20250707 868.00 ... 866.50 881.00 JM
112 jm2512 20250707 881.50 ... 878.50 894.00 JM
113 jm2601 20250707 883.00 ... 885.50 905.00 JM
114 jm2602 20250707 901.00 ... 896.00 913.00 JM
115 jm2603 20250707 898.50 ... 897.00 913.50 JM
116 jm2604 20250707 908.00 ... 908.50 924.00 JM
117 jm2605 20250707 916.50 ... 917.00 934.00 JM
118 jm2606 20250707 924.50 ... 926.50 940.50 JM
119 l2507 20250707 7270.00 ... 7291.00 7328.00 L
120 l2508 20250707 7297.00 ... 7257.00 7313.00 L
121 l2509 20250707 7272.00 ... 7250.00 7308.00 L
122 l2510 20250707 7262.00 ... 7241.00 7296.00 L
123 l2511 20250707 7256.00 ... 7240.00 7296.00 L
124 l2512 20250707 7264.00 ... 7233.00 7289.00 L
125 l2601 20250707 7232.00 ... 7220.00 7272.00 L
126 l2602 20250707 7219.00 ... 7210.00 7245.00 L
127 l2603 20250707 7219.00 ... 7214.00 7271.00 L
128 l2604 20250707 0.00 ... 7291.00 7291.00 L
129 l2605 20250707 7219.00 ... 7201.00 7266.00 L
130 l2606 20250707 7274.00 ... 7215.00 7265.00 L
131 lg2507 20250707 821.00 ... 823.00 828.50 LG
132 lg2509 20250707 791.00 ... 788.50 794.00 LG
133 lg2511 20250707 786.00 ... 784.00 787.00 LG
134 lg2601 20250707 786.50 ... 784.00 786.00 LG
135 lg2603 20250707 787.50 ... 786.50 787.00 LG
136 lg2605 20250707 789.50 ... 787.50 790.50 LG
137 lh2507 20250707 13925.00 ... 13970.00 13935.00 LH
138 lh2509 20250707 14250.00 ... 14255.00 14340.00 LH
139 lh2511 20250707 13655.00 ... 13720.00 13730.00 LH
140 lh2601 20250707 13750.00 ... 13800.00 13820.00 LH
141 lh2603 20250707 12980.00 ... 13000.00 13010.00 LH
142 lh2605 20250707 13145.00 ... 13180.00 13165.00 LH
143 m2507 20250707 2820.00 ... 2808.00 2806.00 M
144 m2508 20250707 2934.00 ... 2929.00 2942.00 M
145 m2509 20250707 2954.00 ... 2948.00 2962.00 M
146 m2511 20250707 2992.00 ... 2984.00 3000.00 M
147 m2512 20250707 3023.00 ... 3021.00 3030.00 M
148 m2601 20250707 3007.00 ... 3002.00 3012.00 M
149 m2603 20250707 2864.00 ... 2861.00 2865.00 M
150 m2605 20250707 2711.00 ... 2710.00 2718.00 M
151 p2507 20250707 0.00 ... 8468.00 8468.00 P
152 p2508 20250707 8464.00 ... 8470.00 8502.00 P
153 p2509 20250707 8450.00 ... 8446.00 8492.00 P
154 p2510 20250707 8466.00 ... 8452.00 8500.00 P
155 p2511 20250707 8462.00 ... 8450.00 8498.00 P
156 p2512 20250707 8460.00 ... 8450.00 8494.00 P
157 p2601 20250707 8452.00 ... 8454.00 8498.00 P
158 p2602 20250707 8418.00 ... 8446.00 8490.00 P
159 p2603 20250707 8394.00 ... 8416.00 8430.00 P
160 p2604 20250707 8366.00 ... 8374.00 8384.00 P
161 p2605 20250707 8312.00 ... 8324.00 8360.00 P
162 p2606 20250707 8300.00 ... 8312.00 8334.00 P
163 pg2507 20250707 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250707 4176.00 ... 4179.00 4215.00 PG
165 pg2509 20250707 4089.00 ... 4078.00 4108.00 PG
166 pg2510 20250707 4472.00 ... 4477.00 4489.00 PG
167 pg2511 20250707 4391.00 ... 4393.00 4403.00 PG
168 pg2512 20250707 4328.00 ... 4315.00 4331.00 PG
169 pg2601 20250707 4237.00 ... 4232.00 4252.00 PG
170 pg2602 20250707 4156.00 ... 4158.00 4177.00 PG
171 pg2603 20250707 4081.00 ... 4072.00 4096.00 PG
172 pg2604 20250707 4374.00 ... 4369.00 4383.00 PG
173 pg2605 20250707 4269.00 ... 4267.00 4274.00 PG
174 pg2606 20250707 4204.00 ... 4205.00 4204.00 PG
175 pp2507 20250707 7050.00 ... 7051.00 7080.00 PP
176 pp2508 20250707 7058.00 ... 7057.00 7089.00 PP
177 pp2509 20250707 7074.00 ... 7059.00 7091.00 PP
178 pp2510 20250707 7059.00 ... 7030.00 7065.00 PP
179 pp2511 20250707 7055.00 ... 7028.00 7059.00 PP
180 pp2512 20250707 7052.00 ... 7030.00 7057.00 PP
181 pp2601 20250707 7042.00 ... 7023.00 7053.00 PP
182 pp2602 20250707 7020.00 ... 7015.00 7034.00 PP
183 pp2603 20250707 7018.00 ... 7004.00 7032.00 PP
184 pp2604 20250707 7019.00 ... 7015.00 7051.00 PP
185 pp2605 20250707 7016.00 ... 7009.00 7043.00 PP
186 pp2606 20250707 0.00 ... 7011.00 7036.00 PP
187 rr2507 20250707 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250707 3582.00 ... 3585.00 3552.00 RR
189 rr2509 20250707 3602.00 ... 3598.00 3601.00 RR
190 rr2510 20250707 3609.00 ... 3611.00 3602.00 RR
191 rr2511 20250707 3610.00 ... 3606.00 3600.00 RR
192 rr2512 20250707 0.00 ... 3604.00 3599.00 RR
193 rr2601 20250707 3602.00 ... 3604.00 3602.00 RR
194 rr2602 20250707 3609.00 ... 3614.00 3609.00 RR
195 rr2603 20250707 3612.00 ... 3614.00 3612.00 RR
196 rr2604 20250707 3616.00 ... 3619.00 3614.00 RR
197 rr2605 20250707 3610.00 ... 3617.00 3613.00 RR
198 rr2606 20250707 3604.00 ... 3609.00 3606.00 RR
199 v2507 20250707 4837.00 ... 4818.00 4849.00 V
200 v2508 20250707 4872.00 ... 4855.00 4880.00 V
201 v2509 20250707 4905.00 ... 4891.00 4919.00 V
202 v2510 20250707 4936.00 ... 4917.00 4947.00 V
203 v2511 20250707 4954.00 ... 4948.00 4967.00 V
204 v2512 20250707 4981.00 ... 4978.00 5002.00 V
205 v2601 20250707 5000.00 ... 4989.00 5024.00 V
206 v2602 20250707 5018.00 ... 5004.00 5040.00 V
207 v2603 20250707 5032.00 ... 5029.00 5064.00 V
208 v2604 20250707 5186.00 ... 5169.00 5192.00 V
209 v2605 20250707 5184.00 ... 5190.00 5211.00 V
210 v2606 20250707 5212.00 ... 5199.00 5213.00 V
211 y2507 20250707 0.00 ... 8038.00 8038.00 Y
212 y2508 20250707 7920.00 ... 7894.00 7964.00 Y
213 y2509 20250707 7936.00 ... 7896.00 7968.00 Y
214 y2511 20250707 7958.00 ... 7920.00 7990.00 Y
215 y2512 20250707 7972.00 ... 7956.00 8014.00 Y
216 y2601 20250707 7930.00 ... 7896.00 7958.00 Y
217 y2603 20250707 7812.00 ... 7800.00 7850.00 Y
218 y2605 20250707 7628.00 ... 7602.00 7640.00 Y
[219 rows x 12 columns]
2025-07-14 20:56:10,011 - future_1d - INFO - ak.get_dce_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 PS2507 20250707 0.0 ... 36475.0 35390.0 PS
1 PS2508 20250707 35100.0 ... 35875.0 35500.0 PS
2 PS2509 20250707 34950.0 ... 35645.0 34925.0 PS
3 PS2510 20250707 34730.0 ... 35500.0 34760.0 PS
4 PS2511 20250707 34450.0 ... 35430.0 34590.0 PS
5 PS2512 20250707 36895.0 ... 37900.0 36615.0 PS
6 PS2601 20250707 36220.0 ... 37710.0 36455.0 PS
7 PS2602 20250707 36620.0 ... 37740.0 36290.0 PS
8 PS2603 20250707 36340.0 ... 37710.0 36245.0 PS
9 PS2604 20250707 36020.0 ... 37245.0 36210.0 PS
10 PS2605 20250707 37000.0 ... 37265.0 36160.0 PS
11 PS2606 20250707 37355.0 ... 38355.0 37345.0 PS
13 SI2507 20250707 8080.0 ... 8010.0 8095.0 SI
14 SI2508 20250707 7870.0 ... 8000.0 8000.0 SI
15 SI2509 20250707 7980.0 ... 7990.0 7990.0 SI
16 SI2510 20250707 8030.0 ... 7965.0 7965.0 SI
17 SI2511 20250707 7915.0 ... 7925.0 7935.0 SI
18 SI2512 20250707 8250.0 ... 8240.0 8260.0 SI
19 SI2601 20250707 8220.0 ... 8200.0 8220.0 SI
20 SI2602 20250707 8195.0 ... 8215.0 8215.0 SI
21 SI2603 20250707 8170.0 ... 8210.0 8220.0 SI
22 SI2604 20250707 8110.0 ... 8180.0 8245.0 SI
23 SI2605 20250707 8120.0 ... 8190.0 8215.0 SI
24 SI2606 20250707 8150.0 ... 8205.0 8220.0 SI
27 LC2507 20250707 64000.0 ... 63820.0 63920.0 LC
28 LC2508 20250707 63760.0 ... 63700.0 63780.0 LC
29 LC2509 20250707 63200.0 ... 63440.0 63660.0 LC
30 LC2510 20250707 63020.0 ... 63300.0 63420.0 LC
31 LC2511 20250707 63200.0 ... 63160.0 63300.0 LC
32 LC2512 20250707 63060.0 ... 63340.0 63580.0 LC
33 LC2601 20250707 63500.0 ... 63480.0 63780.0 LC
34 LC2602 20250707 63420.0 ... 63480.0 63860.0 LC
35 LC2603 20250707 63320.0 ... 63500.0 63700.0 LC
36 LC2604 20250707 63420.0 ... 63860.0 64180.0 LC
37 LC2605 20250707 63620.0 ... 63960.0 64200.0 LC
38 LC2606 20250707 63560.0 ... 63920.0 64240.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:10,371 - future_1d - INFO - ak.get_gfex_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 IC2507 20250707 5870.200 ... 5862.800 5870.000 IC
1 IC2508 20250707 5817.000 ... 5805.800 5812.400 IC
2 IC2509 20250707 5757.000 ... 5751.400 5760.000 IC
3 IC2512 20250707 5638.000 ... 5625.200 5635.000 IC
4 IF2507 20250707 3963.000 ... 3946.400 3957.400 IF
5 IF2508 20250707 3940.400 ... 3929.000 3938.000 IF
6 IF2509 20250707 3932.200 ... 3919.400 3930.000 IF
7 IF2512 20250707 3889.800 ... 3883.200 3892.200 IF
8 IH2507 20250707 2719.000 ... 2714.800 2717.400 IH
9 IH2508 20250707 2710.800 ... 2709.600 2710.600 IH
10 IH2509 20250707 2712.000 ... 2709.000 2711.200 IH
11 IH2512 20250707 2714.000 ... 2708.800 2709.400 IH
12 IM2507 20250707 6264.000 ... 6269.200 6259.200 IM
13 IM2508 20250707 6173.200 ... 6191.200 6184.400 IM
14 IM2509 20250707 6100.000 ... 6112.800 6107.200 IM
15 IM2512 20250707 5928.000 ... 5926.800 5929.600 IM
16 T2509 20250707 109.125 ... 109.105 109.110 T
17 T2512 20250707 109.210 ... 109.190 109.195 T
18 T2603 20250707 109.190 ... 109.155 109.170 T
19 TF2509 20250707 106.270 ... 106.220 106.250 TF
20 TF2512 20250707 106.335 ... 106.305 106.335 TF
21 TF2603 20250707 106.420 ... 106.340 106.380 TF
22 TL2509 20250707 121.250 ... 121.190 121.200 TL
23 TL2512 20250707 121.060 ... 121.070 121.070 TL
24 TL2603 20250707 120.950 ... 120.880 120.880 TL
25 TS2509 20250707 102.512 ... 102.496 102.508 TS
26 TS2512 20250707 102.640 ... 102.618 102.632 TS
27 TS2603 20250707 102.740 ... 102.728 102.742 TS
[28 rows x 12 columns]
2025-07-14 20:56:10,569 - future_1d - INFO - ak.get_cffex_daily('2025-07-07') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250707 7736.0 7750.0 ... 295800.71 7723.0 7776.0 AP
1 AP511 20250707 7569.0 7583.0 ... 960.37 7562.0 7611.0 AP
2 AP512 20250707 7584.0 7606.0 ... 75.82 7582.0 7634.0 AP
3 AP601 20250707 7628.0 7652.0 ... 9709.30 7627.0 7664.0 AP
4 AP603 20250707 7604.0 7637.0 ... 45.72 7621.0 7665.0 AP
5 AP604 20250707 7665.0 7690.0 ... 30.70 7676.0 7714.0 AP
6 AP605 20250707 7727.0 7730.0 ... 208.51 7723.0 7754.0 AP
7 CF507 20250707 13585.0 13600.0 ... 7692.53 13570.0 13585.0 CF
8 CF509 20250707 13770.0 13875.0 ... 1342565.81 13795.0 13790.0 CF
9 CF511 20250707 13690.0 13775.0 ... 163909.80 13710.0 13695.0 CF
10 CF601 20250707 13770.0 13850.0 ... 288021.22 13790.0 13780.0 CF
11 CF603 20250707 13750.0 13820.0 ... 833.14 13770.0 13755.0 CF
12 CF605 20250707 13765.0 13835.0 ... 4806.12 13770.0 13770.0 CF
13 CJ507 20250707 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250707 9480.0 9535.0 ... 238293.74 9450.0 9530.0 CJ
15 CJ512 20250707 10345.0 10465.0 ... 14007.26 10365.0 10475.0 CJ
16 CJ601 20250707 10520.0 10590.0 ... 1007981.53 10495.0 10615.0 CJ
17 CJ603 20250707 10650.0 10715.0 ... 18983.84 10570.0 10745.0 CJ
18 CJ605 20250707 10855.0 11010.0 ... 109445.94 10860.0 11040.0 CJ
19 CY507 20250707 0.0 0.0 ... 0.00 19910.0 19920.0 CY
20 CY508 20250707 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250707 19995.0 20090.0 ... 67880.59 20020.0 20030.0 CY
22 CY510 20250707 0.0 0.0 ... 0.00 19640.0 19650.0 CY
23 CY511 20250707 0.0 0.0 ... 0.00 20060.0 20090.0 CY
24 CY512 20250707 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250707 20070.0 20070.0 ... 259.18 19935.0 20010.0 CY
26 CY602 20250707 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250707 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250707 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250707 0.0 0.0 ... 0.00 20025.0 20070.0 CY
30 CY606 20250707 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250707 947.0 960.0 ... 522.83 954.0 959.0 FG
32 FG508 20250707 1042.0 1048.0 ... 17716.37 1040.0 1045.0 FG
33 FG509 20250707 1024.0 1035.0 ... 2832555.17 1025.0 1031.0 FG
34 FG510 20250707 1080.0 1085.0 ... 14946.93 1075.0 1083.0 FG
35 FG511 20250707 1066.0 1072.0 ... 22484.89 1062.0 1072.0 FG
36 FG512 20250707 1130.0 1136.0 ... 8026.04 1127.0 1136.0 FG
37 FG601 20250707 1118.0 1126.0 ... 298495.09 1117.0 1126.0 FG
38 FG602 20250707 1156.0 1163.0 ... 593.17 1154.0 1161.0 FG
39 FG603 20250707 1153.0 1161.0 ... 608.67 1153.0 1160.0 FG
40 FG604 20250707 1190.0 1199.0 ... 479.26 1192.0 1194.0 FG
41 FG605 20250707 1183.0 1196.0 ... 4590.62 1189.0 1191.0 FG
42 FG606 20250707 1200.0 1207.0 ... 127.49 1203.0 1206.0 FG
43 JR507 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250707 2399.0 2399.0 ... 97.31 2373.0 2409.0 MA
54 MA508 20250707 2414.0 2427.0 ... 14327.98 2407.0 2436.0 MA
55 MA509 20250707 2390.0 2404.0 ... 1309483.88 2393.0 2415.0 MA
56 MA510 20250707 2406.0 2412.0 ... 57181.11 2402.0 2420.0 MA
57 MA511 20250707 2411.0 2421.0 ... 63287.28 2411.0 2426.0 MA
58 MA512 20250707 2430.0 2441.0 ... 23646.21 2430.0 2443.0 MA
59 MA601 20250707 2433.0 2443.0 ... 116718.00 2433.0 2450.0 MA
60 MA602 20250707 2420.0 2424.0 ... 65.28 2418.0 2433.0 MA
61 MA603 20250707 2414.0 2425.0 ... 207.77 2416.0 2429.0 MA
62 MA604 20250707 2389.0 2394.0 ... 21.50 2389.0 2397.0 MA
63 MA605 20250707 2354.0 2367.0 ... 2564.89 2357.0 2364.0 MA
64 MA606 20250707 2364.0 2371.0 ... 11.84 2369.0 2367.0 MA
65 OI507 20250707 9550.0 9550.0 ... 9.55 9550.0 9913.0 OI
66 OI509 20250707 9590.0 9608.0 ... 2534887.64 9558.0 9614.0 OI
67 OI511 20250707 9586.0 9597.0 ... 114648.36 9547.0 9603.0 OI
68 OI601 20250707 9522.0 9549.0 ... 343837.72 9500.0 9547.0 OI
69 OI603 20250707 9446.0 9482.0 ... 2055.87 9431.0 9480.0 OI
70 OI605 20250707 9336.0 9369.0 ... 1669.44 9326.0 9373.0 OI
71 PF507 20250707 6626.0 6626.0 ... 46.38 6626.0 6674.0 PF
72 PF508 20250707 6506.0 6560.0 ... 279885.34 6530.0 6550.0 PF
73 PF509 20250707 6392.0 6424.0 ... 143673.73 6402.0 6434.0 PF
74 PF510 20250707 6394.0 6408.0 ... 54243.15 6394.0 6432.0 PF
75 PF511 20250707 6366.0 6380.0 ... 26725.54 6366.0 6400.0 PF
76 PF512 20250707 6338.0 6354.0 ... 7489.81 6340.0 6378.0 PF
77 PF601 20250707 6350.0 6360.0 ... 1021.54 6346.0 6388.0 PF
78 PF602 20250707 6310.0 6348.0 ... 12.67 6334.0 6380.0 PF
79 PF603 20250707 6314.0 6372.0 ... 28.60 6356.0 6384.0 PF
80 PF604 20250707 6366.0 6380.0 ... 31.88 6376.0 6402.0 PF
81 PF605 20250707 6362.0 6362.0 ... 3.18 6362.0 6406.0 PF
82 PF606 20250707 0.0 0.0 ... 0.00 6370.0 6372.0 PF
83 PK510 20250707 8154.0 8156.0 ... 298398.11 8106.0 8218.0 PK
84 PK511 20250707 7900.0 7922.0 ... 78503.02 7894.0 7944.0 PK
85 PK512 20250707 7900.0 7924.0 ... 1491.93 7894.0 7934.0 PK
86 PK601 20250707 7902.0 7920.0 ... 6220.06 7898.0 7938.0 PK
87 PK603 20250707 7896.0 7916.0 ... 98.82 7906.0 7942.0 PK
88 PK604 20250707 7916.0 7924.0 ... 11.88 7918.0 7964.0 PK
89 PK605 20250707 7930.0 7942.0 ... 202.10 7926.0 7952.0 PK
90 PM507 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250707 0.0 0.0 ... 0.00 5960.0 5960.0 PR
97 PR508 20250707 5904.0 5928.0 ... 13252.17 5910.0 5938.0 PR
98 PR509 20250707 5864.0 5882.0 ... 337274.04 5868.0 5894.0 PR
99 PR510 20250707 5846.0 5864.0 ... 163586.09 5850.0 5880.0 PR
100 PR511 20250707 5830.0 5848.0 ... 36290.51 5828.0 5858.0 PR
101 PR512 20250707 5834.0 5834.0 ... 17.48 5826.0 5838.0 PR
102 PR601 20250707 5812.0 5838.0 ... 419.30 5824.0 5842.0 PR
103 PR602 20250707 5894.0 5894.0 ... 17.66 5888.0 5858.0 PR
104 PR603 20250707 5906.0 5906.0 ... 17.69 5898.0 5874.0 PR
105 PR604 20250707 0.0 0.0 ... 0.00 5882.0 5882.0 PR
106 PR605 20250707 5876.0 5878.0 ... 35.26 5876.0 5882.0 PR
107 PR606 20250707 5860.0 5860.0 ... 17.57 5858.0 5860.0 PR
108 PX507 20250707 0.0 0.0 ... 0.00 6868.0 6922.0 PX
109 PX508 20250707 6726.0 6732.0 ... 4400.72 6704.0 6800.0 PX
110 PX509 20250707 6662.0 6704.0 ... 538155.45 6674.0 6726.0 PX
111 PX510 20250707 6644.0 6672.0 ... 55412.39 6648.0 6698.0 PX
112 PX511 20250707 6620.0 6632.0 ... 90476.33 6610.0 6662.0 PX
113 PX512 20250707 6600.0 6616.0 ... 8295.73 6590.0 6636.0 PX
114 PX601 20250707 6584.0 6592.0 ... 33634.30 6564.0 6622.0 PX
115 PX602 20250707 0.0 0.0 ... 0.00 6570.0 6578.0 PX
116 PX603 20250707 6546.0 6546.0 ... 6.55 6546.0 6642.0 PX
117 PX604 20250707 6552.0 6552.0 ... 6.55 6552.0 6612.0 PX
118 PX605 20250707 6540.0 6552.0 ... 134.20 6546.0 6570.0 PX
119 PX606 20250707 0.0 0.0 ... 0.00 6548.0 6548.0 PX
120 RI507 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250707 2463.0 2471.0 ... 1819.92 2459.0 2463.0 RM
127 RM508 20250707 2601.0 2624.0 ... 17549.20 2601.0 2606.0 RM
128 RM509 20250707 2597.0 2621.0 ... 866651.19 2600.0 2607.0 RM
129 RM511 20250707 2424.0 2439.0 ... 2693.98 2425.0 2428.0 RM
130 RM601 20250707 2326.0 2343.0 ... 169696.47 2327.0 2329.0 RM
131 RM603 20250707 2304.0 2315.0 ... 17000.17 2303.0 2307.0 RM
132 RM605 20250707 2328.0 2346.0 ... 27412.63 2327.0 2331.0 RM
133 RS507 20250707 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250707 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250707 5021.0 5058.0 ... 211.16 5028.0 5073.0 RS
136 RS511 20250707 0.0 0.0 ... 0.00 5103.0 5109.0 RS
137 SA507 20250707 1145.0 1145.0 ... 516.81 1133.0 1152.0 SA
138 SA508 20250707 1170.0 1174.0 ... 14346.09 1167.0 1182.0 SA
139 SA509 20250707 1170.0 1177.0 ... 2699801.84 1171.0 1184.0 SA
140 SA510 20250707 1183.0 1192.0 ... 72683.84 1187.0 1194.0 SA
141 SA511 20250707 1188.0 1194.0 ... 93553.44 1189.0 1194.0 SA
142 SA512 20250707 1208.0 1215.0 ... 26825.45 1208.0 1213.0 SA
143 SA601 20250707 1203.0 1215.0 ... 511144.59 1207.0 1215.0 SA
144 SA602 20250707 1220.0 1224.0 ... 1029.23 1219.0 1225.0 SA
145 SA603 20250707 1219.0 1226.0 ... 1945.23 1222.0 1226.0 SA
146 SA604 20250707 1231.0 1240.0 ... 2289.35 1235.0 1238.0 SA
147 SA605 20250707 1226.0 1240.0 ... 15579.77 1235.0 1237.0 SA
148 SA606 20250707 1238.0 1247.0 ... 757.66 1242.0 1244.0 SA
149 SF507 20250707 5482.0 5490.0 ... 1688.53 5456.0 5528.0 SF
150 SF508 20250707 5382.0 5412.0 ... 13771.74 5380.0 5408.0 SF
151 SF509 20250707 5372.0 5404.0 ... 263498.48 5374.0 5404.0 SF
152 SF510 20250707 5314.0 5342.0 ... 50767.07 5308.0 5326.0 SF
153 SF511 20250707 5418.0 5470.0 ... 77218.27 5438.0 5464.0 SF
154 SF512 20250707 5404.0 5432.0 ... 16066.21 5406.0 5430.0 SF
155 SF601 20250707 5366.0 5408.0 ... 6433.03 5374.0 5398.0 SF
156 SF602 20250707 5318.0 5340.0 ... 201.75 5310.0 5342.0 SF
157 SF603 20250707 5454.0 5468.0 ... 19.07 5450.0 5462.0 SF
158 SF604 20250707 5392.0 5392.0 ... 8.09 5392.0 5462.0 SF
159 SF605 20250707 5410.0 5432.0 ... 51.46 5418.0 5436.0 SF
160 SF606 20250707 5374.0 5374.0 ... 2.69 5374.0 5366.0 SF
161 SH507 20250707 0.0 0.0 ... 0.00 2380.0 2330.0 SH
162 SH508 20250707 2378.0 2446.0 ... 202969.48 2415.0 2375.0 SH
163 SH509 20250707 2376.0 2416.0 ... 3653001.47 2395.0 2384.0 SH
164 SH510 20250707 2410.0 2422.0 ... 386334.43 2411.0 2419.0 SH
165 SH511 20250707 2371.0 2395.0 ... 195862.33 2384.0 2400.0 SH
166 SH512 20250707 2393.0 2408.0 ... 29589.02 2396.0 2405.0 SH
167 SH601 20250707 2370.0 2384.0 ... 86386.57 2375.0 2380.0 SH
168 SH602 20250707 2392.0 2432.0 ... 1008.44 2401.0 2397.0 SH
169 SH603 20250707 2390.0 2409.0 ... 669.48 2400.0 2398.0 SH
170 SH604 20250707 2435.0 2451.0 ... 335.87 2434.0 2438.0 SH
171 SH605 20250707 2430.0 2434.0 ... 4241.15 2421.0 2437.0 SH
172 SH606 20250707 2445.0 2449.0 ... 51.28 2442.0 2451.0 SH
173 SM507 20250707 5624.0 5624.0 ... 252.12 5604.0 5648.0 SM
174 SM508 20250707 5636.0 5672.0 ... 9232.58 5634.0 5672.0 SM
175 SM509 20250707 5654.0 5682.0 ... 430362.77 5648.0 5690.0 SM
176 SM510 20250707 5660.0 5666.0 ... 40079.73 5638.0 5672.0 SM
177 SM511 20250707 5728.0 5744.0 ... 70547.82 5716.0 5748.0 SM
178 SM512 20250707 5722.0 5730.0 ... 8850.41 5704.0 5738.0 SM
179 SM601 20250707 5698.0 5724.0 ... 17761.44 5696.0 5734.0 SM
180 SM602 20250707 5714.0 5720.0 ... 225.30 5704.0 5736.0 SM
181 SM603 20250707 5738.0 5738.0 ... 185.51 5708.0 5750.0 SM
182 SM604 20250707 5740.0 5740.0 ... 34.32 5720.0 5780.0 SM
183 SM605 20250707 5756.0 5766.0 ... 430.03 5734.0 5770.0 SM
184 SM606 20250707 5748.0 5748.0 ... 2.87 5748.0 5800.0 SM
185 SR507 20250707 5771.0 5788.0 ... 1309.54 5769.0 5788.0 SR
186 SR509 20250707 5764.0 5785.0 ... 856237.72 5758.0 5790.0 SR
187 SR511 20250707 5648.0 5673.0 ... 105939.28 5651.0 5658.0 SR
188 SR601 20250707 5603.0 5615.0 ... 98023.92 5598.0 5608.0 SR
189 SR603 20250707 5573.0 5585.0 ... 1292.37 5571.0 5580.0 SR
190 SR605 20250707 5542.0 5562.0 ... 5820.87 5549.0 5555.0 SR
191 TA507 20250707 4772.0 4816.0 ... 9405.99 4778.0 4828.0 TA
192 TA508 20250707 4756.0 4770.0 ... 53850.79 4750.0 4782.0 TA
193 TA509 20250707 4696.0 4722.0 ... 2030700.87 4704.0 4738.0 TA
194 TA510 20250707 4672.0 4688.0 ... 70711.02 4676.0 4704.0 TA
195 TA511 20250707 4652.0 4674.0 ... 53810.87 4662.0 4690.0 TA
196 TA512 20250707 4650.0 4662.0 ... 8860.90 4648.0 4682.0 TA
197 TA601 20250707 4650.0 4652.0 ... 393147.12 4632.0 4664.0 TA
198 TA602 20250707 4630.0 4640.0 ... 27.80 4634.0 4674.0 TA
199 TA603 20250707 4638.0 4646.0 ... 60.29 4638.0 4676.0 TA
200 TA604 20250707 4646.0 4648.0 ... 13.92 4638.0 4684.0 TA
201 TA605 20250707 4664.0 4666.0 ... 1749.22 4646.0 4686.0 TA
202 TA606 20250707 4648.0 4654.0 ... 39.50 4648.0 4678.0 TA
203 UR507 20250707 1736.0 1744.0 ... 353.82 1734.0 1753.0 UR
204 UR508 20250707 1750.0 1753.0 ... 1201.04 1746.0 1764.0 UR
205 UR509 20250707 1739.0 1755.0 ... 493610.64 1746.0 1754.0 UR
206 UR510 20250707 1731.0 1742.0 ... 13722.03 1733.0 1739.0 UR
207 UR511 20250707 1729.0 1746.0 ... 17833.24 1737.0 1743.0 UR
208 UR512 20250707 1722.0 1730.0 ... 55.13 1723.0 1731.0 UR
209 UR601 20250707 1702.0 1719.0 ... 50835.61 1710.0 1712.0 UR
210 UR602 20250707 1709.0 1712.0 ... 382.31 1707.0 1708.0 UR
211 UR603 20250707 1724.0 1731.0 ... 165.84 1727.0 1733.0 UR
212 UR604 20250707 1719.0 1727.0 ... 61.98 1722.0 1726.0 UR
213 UR605 20250707 1713.0 1724.0 ... 2135.96 1714.0 1717.0 UR
214 UR606 20250707 1705.0 1713.0 ... 102.66 1711.0 1715.0 UR
215 WH507 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:10,933 - future_1d - INFO - ak.get_czce_daily('2025-07-07') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250707 ... 79720 80370 CU
1 1 CU2508 20250707 ... 79510 80170 CU
2 2 CU2509 20250707 ... 79290 79970 CU
3 3 CU2510 20250707 ... 79040 79670 CU
4 4 CU2511 20250707 ... 78820 79430 CU
5 5 CU2512 20250707 ... 78640 79180 CU
6 6 CU2601 20250707 ... 78480 79130 CU
7 7 CU2602 20250707 ... 78430 78880 CU
8 8 CU2603 20250707 ... 78350 78830 CU
9 9 CU2604 20250707 ... 78330 78880 CU
10 10 CU2605 20250707 ... 78370 78930 CU
11 11 CU2606 20250707 ... 78230 78810 CU
12 12 BC2507 20250707 ... 70600 71300 BC
13 13 BC2508 20250707 ... 70770 71430 BC
14 14 BC2509 20250707 ... 70590 71380 BC
15 15 BC2510 20250707 ... 70980 71250 BC
16 16 BC2511 20250707 ... 71800 71800 BC
17 17 BC2512 20250707 ... 70700 70950 BC
18 18 BC2601 20250707 ... 71130 71130 BC
19 19 BC2602 20250707 ... 69410 69410 BC
20 20 BC2603 20250707 ... 69290 69290 BC
21 21 BC2604 20250707 ... 70800 71340 BC
22 22 BC2605 20250707 ... 70970 71340 BC
23 23 BC2606 20250707 ... 70490 69700 BC
24 24 AL2507 20250707 ... 20670 20800 AL
25 25 AL2508 20250707 ... 20500 20640 AL
26 26 AL2509 20250707 ... 20425 20585 AL
27 27 AL2510 20250707 ... 20335 20510 AL
28 28 AL2511 20250707 ... 20225 20420 AL
29 29 AL2512 20250707 ... 20160 20335 AL
30 30 AL2601 20250707 ... 20075 20290 AL
31 31 AL2602 20250707 ... 20055 20285 AL
32 32 AL2603 20250707 ... 20055 20290 AL
33 33 AL2604 20250707 ... 20080 20305 AL
34 34 AL2605 20250707 ... 20095 20280 AL
35 35 AL2606 20250707 ... 20105 20285 AL
36 36 ZN2507 20250707 ... 22185 22395 ZN
37 37 ZN2508 20250707 ... 22185 22350 ZN
38 38 ZN2509 20250707 ... 22115 22290 ZN
39 39 ZN2510 20250707 ... 22050 22230 ZN
40 40 ZN2511 20250707 ... 21980 22175 ZN
41 41 ZN2512 20250707 ... 22020 22120 ZN
42 42 ZN2601 20250707 ... 21865 22060 ZN
43 43 ZN2602 20250707 ... 21975 22050 ZN
44 44 ZN2603 20250707 ... 21835 22055 ZN
45 45 ZN2604 20250707 ... 21780 22030 ZN
46 46 ZN2605 20250707 ... 21830 22020 ZN
47 47 ZN2606 20250707 ... 21800 22000 ZN
48 48 PB2507 20250707 ... 17140 17230 PB
49 49 PB2508 20250707 ... 17210 17270 PB
50 50 PB2509 20250707 ... 17220 17290 PB
51 51 PB2510 20250707 ... 17215 17285 PB
52 52 PB2511 20250707 ... 17205 17280 PB
53 53 PB2512 20250707 ... 17205 17260 PB
54 54 PB2601 20250707 ... 17160 17265 PB
55 55 PB2602 20250707 ... 17235 17255 PB
56 56 PB2603 20250707 ... 17190 17240 PB
57 57 PB2604 20250707 ... 17240 17240 PB
58 58 PB2605 20250707 ... 17230 17155 PB
59 59 PB2606 20250707 ... 17205 17275 PB
60 60 NI2507 20250707 ... 120990 122320 NI
61 61 NI2508 20250707 ... 121180 122480 NI
62 62 NI2509 20250707 ... 121230 122580 NI
63 63 NI2510 20250707 ... 121300 122700 NI
64 64 NI2511 20250707 ... 121490 122930 NI
65 65 NI2512 20250707 ... 121580 123060 NI
66 66 NI2601 20250707 ... 121800 123270 NI
67 67 NI2602 20250707 ... 121860 123280 NI
68 68 NI2603 20250707 ... 121940 123590 NI
69 69 NI2604 20250707 ... 122520 123810 NI
70 70 NI2605 20250707 ... 122830 123930 NI
71 71 NI2606 20250707 ... 122890 123740 NI
72 72 SN2507 20250707 ... 265940 268030 SN
73 73 SN2508 20250707 ... 265680 268980 SN
74 74 SN2509 20250707 ... 265560 268820 SN
75 75 SN2510 20250707 ... 265230 268840 SN
76 76 SN2511 20250707 ... 264030 268220 SN
77 77 SN2512 20250707 ... 263190 267490 SN
78 78 SN2601 20250707 ... 262930 267640 SN
79 79 SN2602 20250707 ... 262230 267100 SN
80 80 SN2603 20250707 ... 262980 268070 SN
81 81 SN2604 20250707 ... 262990 267020 SN
82 82 SN2605 20250707 ... 262960 266910 SN
83 83 SN2606 20250707 ... 265830 268060 SN
84 84 AO2507 20250707 ... 3187 3160 AO
85 85 AO2508 20250707 ... 3073 3071 AO
86 86 AO2509 20250707 ... 3026 3036 AO
87 87 AO2510 20250707 ... 2998 3009 AO
88 88 AO2511 20250707 ... 2988 2998 AO
89 89 AO2512 20250707 ... 2982 2990 AO
90 90 AO2601 20250707 ... 2971 2981 AO
91 91 AO2602 20250707 ... 2968 2975 AO
92 92 AO2603 20250707 ... 2962 2970 AO
93 93 AO2604 20250707 ... 2967 2971 AO
94 94 AO2605 20250707 ... 2958 2965 AO
95 95 AO2606 20250707 ... 2963 2967 AO
96 96 AD2511 20250707 ... 19760 19905 AD
97 97 AD2512 20250707 ... 19675 19820 AD
98 98 AD2601 20250707 ... 19615 19780 AD
99 99 AD2602 20250707 ... 19595 19725 AD
100 100 AD2603 20250707 ... 19465 19690 AD
101 101 AD2604 20250707 ... 19670 19670 AD
102 102 AD2605 20250707 ... 19455 19570 AD
103 103 AD2606 20250707 ... 19495 19495 AD
104 104 AU2507 20250707 ... 770.7 771.62 AU
105 105 AU2508 20250707 ... 770.94 773.28 AU
106 106 AU2509 20250707 ... 771.38 774.44 AU
107 107 AU2510 20250707 ... 772.92 775.52 AU
108 108 AU2512 20250707 ... 774.38 777.5 AU
109 109 AU2602 20250707 ... 776.44 779.54 AU
110 110 AU2604 20250707 ... 778.1 781.36 AU
111 111 AU2606 20250707 ... 780.28 783.5 AU
112 112 AG2507 20250707 ... 8881 8909 AG
113 113 AG2508 20250707 ... 8908 8917 AG
114 114 AG2509 20250707 ... 8917 8930 AG
115 115 AG2510 20250707 ... 8933 8944 AG
116 116 AG2511 20250707 ... 8939 8952 AG
117 117 AG2512 20250707 ... 8949 8961 AG
118 118 AG2601 20250707 ... 8963 8973 AG
119 119 AG2602 20250707 ... 8972 8984 AG
120 120 AG2603 20250707 ... 8979 8995 AG
121 121 AG2604 20250707 ... 8993 9007 AG
122 122 AG2605 20250707 ... 9001 9017 AG
123 123 AG2606 20250707 ... 9019 9031 AG
124 124 RB2507 20250707 ... 3082 3078 RB
125 125 RB2508 20250707 ... 3027 3042 RB
126 126 RB2509 20250707 ... 3032 3048 RB
127 127 RB2510 20250707 ... 3067 3082 RB
128 128 RB2511 20250707 ... 3080 3094 RB
129 129 RB2512 20250707 ... 3094 3106 RB
130 130 RB2601 20250707 ... 3086 3100 RB
131 131 RB2602 20250707 ... 3071 3087 RB
132 132 RB2603 20250707 ... 3077 3090 RB
133 133 RB2604 20250707 ... 3075 3097 RB
134 134 RB2605 20250707 ... 3094 3109 RB
135 135 RB2606 20250707 ... 3100 3114 RB
136 136 WR2507 20250707 ... 3356 3356 WR
137 137 WR2508 20250707 ... 3378 3378 WR
138 138 WR2509 20250707 ... 3251 3251 WR
139 139 WR2510 20250707 ... 3305 3343 WR
140 140 WR2511 20250707 ... 3365 3365 WR
141 141 WR2512 20250707 ... 3362 3362 WR
142 142 WR2601 20250707 ... 3245 3329 WR
143 143 WR2602 20250707 ... 3396 3396 WR
144 144 WR2603 20250707 ... 3387 3387 WR
145 145 WR2604 20250707 ... 3392 3392 WR
146 146 WR2605 20250707 ... 3370 3370 WR
147 147 WR2606 20250707 ... 3268 3352 WR
148 148 HC2507 20250707 ... 3195 3195 HC
149 149 HC2508 20250707 ... 3202 3222 HC
150 150 HC2509 20250707 ... 3205 3220 HC
151 151 HC2510 20250707 ... 3193 3211 HC
152 152 HC2511 20250707 ... 3198 3215 HC
153 153 HC2512 20250707 ... 3199 3219 HC
154 154 HC2601 20250707 ... 3201 3219 HC
155 155 HC2602 20250707 ... 3213 3222 HC
156 156 HC2603 20250707 ... 3210 3225 HC
157 157 HC2604 20250707 ... 3208 3233 HC
158 158 HC2605 20250707 ... 3203 3221 HC
159 159 HC2606 20250707 ... 3220 3229 HC
160 160 SS2507 20250707 ... 12525 12640 SS
161 161 SS2508 20250707 ... 12660 12760 SS
162 162 SS2509 20250707 ... 12610 12705 SS
163 163 SS2510 20250707 ... 12595 12685 SS
164 164 SS2511 20250707 ... 12620 12705 SS
165 165 SS2512 20250707 ... 12645 12725 SS
166 166 SS2601 20250707 ... 12685 12765 SS
167 167 SS2602 20250707 ... 12740 12775 SS
168 168 SS2603 20250707 ... 12770 12830 SS
169 169 SS2604 20250707 ... 12780 12865 SS
170 170 SS2605 20250707 ... 12820 12905 SS
171 171 SS2606 20250707 ... 12840 12930 SS
172 172 SC2508 20250707 ... 501.3 506.4 SC
173 173 SC2509 20250707 ... 496.9 501.1 SC
174 174 SC2510 20250707 ... 490.6 494.8 SC
175 175 SC2511 20250707 ... 485.9 489.4 SC
176 176 SC2512 20250707 ... 482.5 486 SC
177 177 SC2601 20250707 ... 480.5 482.8 SC
178 178 SC2602 20250707 ... 478.5 480.5 SC
179 179 SC2603 20250707 ... 474.4 477.4 SC
180 180 SC2604 20250707 ... 473.4 476.6 SC
181 181 SC2605 20250707 ... 473.1 473.1 SC
182 182 SC2606 20250707 ... 470.9 473.7 SC
183 183 SC2607 20250707 ... 471.9 475.9 SC
184 184 SC2609 20250707 ... 468 471.5 SC
185 185 SC2612 20250707 ... 465.1 465.1 SC
186 186 SC2703 20250707 ... 466.2 467.6 SC
187 187 SC2706 20250707 ... 464.3 464.2 SC
188 188 SC2709 20250707 ... 464 464 SC
189 189 SC2712 20250707 ... 461 465.8 SC
190 190 SC2803 20250707 ... 461.5 464.7 SC
191 191 SC2806 20250707 ... 461.3 463.8 SC
192 192 LU2508 20250707 ... 3617 3643 LU
193 193 LU2509 20250707 ... 3602 3636 LU
194 194 LU2510 20250707 ... 3573 3605 LU
195 195 LU2511 20250707 ... 3545 3571 LU
196 196 LU2512 20250707 ... 3501 3532 LU
197 197 LU2601 20250707 ... 3488 3527 LU
198 198 LU2602 20250707 ... 3475 3518 LU
199 199 LU2603 20250707 ... 3475 3489 LU
200 200 LU2604 20250707 ... 3425 3459 LU
201 201 LU2605 20250707 ... 3413 3447 LU
202 202 LU2606 20250707 ... 3398 3444 LU
203 203 LU2607 20250707 ... 3403 3425 LU
204 204 FU2508 20250707 ... 2906 2939 FU
205 205 FU2509 20250707 ... 2940 2977 FU
206 206 FU2510 20250707 ... 2907 2936 FU
207 207 FU2511 20250707 ... 2881 2907 FU
208 208 FU2512 20250707 ... 2848 2872 FU
209 209 FU2601 20250707 ... 2838 2864 FU
210 210 FU2602 20250707 ... 2829 2852 FU
211 211 FU2603 20250707 ... 2813 2837 FU
212 212 FU2604 20250707 ... 2797 2822 FU
213 213 FU2605 20250707 ... 2785 2809 FU
214 214 FU2606 20250707 ... 2775 2797 FU
215 215 FU2607 20250707 ... 2762 2785 FU
216 216 BU2507 20250707 ... 3615 3628 BU
217 217 BU2508 20250707 ... 3589 3608 BU
218 218 BU2509 20250707 ... 3562 3588 BU
219 219 BU2510 20250707 ... 3512 3536 BU
220 220 BU2511 20250707 ... 3444 3470 BU
221 221 BU2512 20250707 ... 3369 3391 BU
222 222 BU2601 20250707 ... 3328 3351 BU
223 223 BU2602 20250707 ... 3319 3322 BU
224 224 BU2603 20250707 ... 3305 3333 BU
225 225 BU2604 20250707 ... 3299 3313 BU
226 226 BU2605 20250707 ... 3288 3305 BU
227 227 BU2606 20250707 ... 3279 3292 BU
228 228 BU2609 20250707 ... 3270 3270 BU
229 229 BU2612 20250707 ... 3226 3235 BU
230 230 BU2703 20250707 ... 3223 3235 BU
231 231 BU2706 20250707 ... 3227 3227 BU
232 232 BR2507 20250707 ... 11160 11350 BR
233 233 BR2508 20250707 ... 11030 11270 BR
234 234 BR2509 20250707 ... 10965 11185 BR
235 235 BR2510 20250707 ... 10935 11150 BR
236 236 BR2511 20250707 ... 10920 11140 BR
237 237 BR2512 20250707 ... 10910 11140 BR
238 238 BR2601 20250707 ... 10920 11125 BR
239 239 BR2602 20250707 ... 10910 11115 BR
240 240 BR2603 20250707 ... 10900 11095 BR
241 241 BR2604 20250707 ... 10895 11150 BR
242 242 BR2605 20250707 ... 10925 11125 BR
243 243 BR2606 20250707 ... 10960 11155 BR
244 244 RU2507 20250707 ... 13845 13985 RU
245 245 RU2508 20250707 ... 13915 14045 RU
246 246 RU2509 20250707 ... 13935 14075 RU
247 247 RU2510 20250707 ... 13950 14095 RU
248 248 RU2511 20250707 ... 13955 14075 RU
249 249 RU2601 20250707 ... 14805 14935 RU
250 250 RU2603 20250707 ... 14820 14935 RU
251 251 RU2604 20250707 ... 14845 14975 RU
252 252 RU2605 20250707 ... 14870 15005 RU
253 253 RU2606 20250707 ... 14950 14950 RU
254 254 NR2507 20250707 ... 11960 12145 NR
255 255 NR2508 20250707 ... 12005 12180 NR
256 256 NR2509 20250707 ... 11995 12160 NR
257 257 NR2510 20250707 ... 12005 12155 NR
258 258 NR2511 20250707 ... 12005 12165 NR
259 259 NR2512 20250707 ... 12030 12195 NR
260 260 NR2601 20250707 ... 12055 12185 NR
261 261 NR2602 20250707 ... 12075 12235 NR
262 262 NR2603 20250707 ... 12070 12195 NR
263 263 NR2604 20250707 ... 12065 12195 NR
264 264 NR2605 20250707 ... 12105 12230 NR
265 265 NR2606 20250707 ... 12260 12260 NR
266 266 SP2507 20250707 ... 5044 5060 SP
267 267 SP2508 20250707 ... 5062 5068 SP
268 268 SP2509 20250707 ... 5080 5080 SP
269 269 SP2510 20250707 ... 5092 5090 SP
270 270 SP2511 20250707 ... 5080 5078 SP
271 271 SP2512 20250707 ... 5078 5072 SP
272 272 SP2601 20250707 ... 5284 5294 SP
273 273 SP2602 20250707 ... 5224 5220 SP
274 274 SP2603 20250707 ... 5222 5232 SP
275 275 SP2604 20250707 ... 5230 5224 SP
276 276 SP2605 20250707 ... 5226 5244 SP
277 277 SP2606 20250707 ... 5236 5226 SP
278 278 EC2508 20250707 ... 1872.2 1892.3 EC
279 279 EC2510 20250707 ... 1341.2 1362.4 EC
280 280 EC2512 20250707 ... 1518.9 1526.7 EC
281 281 EC2602 20250707 ... 1326.2 1326.5 EC
282 282 EC2604 20250707 ... 1163.3 1165.2 EC
283 283 EC2606 20250707 ... 1314.7 1312.5 EC
284 284 SC_TAS2508 20250707 ... SC_TAS
285 285 SC_TAS2509 20250707 ... SC_TAS
286 286 SC_TAS2510 20250707 ... SC_TAS
287 287 SC_TAS2511 20250707 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:11,074 - future_1d - INFO - ak.get_shfe_daily('2025-07-07') done
2025-07-14 20:56:12,886 - future_1d - INFO - save future_daily 2025-07-07 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250708 505.5 513.8 ... 7741069.04 509.9 501.3 SC
1 SC2509 20250708 502.7 508.4 ... 1711097.24 505 496.9 SC
2 SC2510 20250708 496 500.3 ... 366004.61 497.6 490.6 SC
3 SC2511 20250708 490.6 494.9 ... 50024.83 491.4 485.9 SC
4 SC2512 20250708 486.6 490.7 ... 50669.61 487.2 482.5 SC
5 SC2601 20250708 484.2 487.8 ... 26193.5 484.1 480.5 SC
6 SC2602 20250708 482.2 484.6 ... 13084.75 477.5 478.5 SC
7 SC2603 20250708 476.1 481.6 ... 1386.43 478 474.4 SC
8 SC2604 20250708 475.6 475.6 ... 95.12 475.6 473.4 SC
9 SC2605 20250708 ... 0 473.2 473.1 SC
10 SC2606 20250708 477 477 ... 664.64 474.7 470.9 SC
11 SC2607 20250708 ... 0 471.9 471.9 SC
12 SC2609 20250708 473.4 474.1 ... 141.74 472.4 468 SC
13 SC2612 20250708 468.3 473.8 ... 188.39 470.9 465.1 SC
14 SC2703 20250708 ... 0 466.9 466.2 SC
15 SC2706 20250708 473.5 473.5 ... 94.1 470.5 464.3 SC
16 SC2709 20250708 ... 0 464.9 464 SC
17 SC2712 20250708 466.5 466.5 ... 46.65 466.5 461 SC
18 SC2803 20250708 465.4 465.4 ... 139.6 465.3 461.5 SC
19 SC2806 20250708 463.8 463.9 ... 231.64 463.2 461.3 SC
21 LU2508 20250708 3663 3699 ... 8779.438 3678 3617 LU
22 LU2509 20250708 3637 3684 ... 309091.246 3662 3602 LU
23 LU2510 20250708 3610 3643 ... 92684.189 3625 3573 LU
24 LU2511 20250708 3578 3607 ... 3229.28 3588 3545 LU
25 LU2512 20250708 3547 3568 ... 191.752 3550 3501 LU
26 LU2601 20250708 3524 3537 ... 194.019 3527 3488 LU
27 LU2602 20250708 3503 3512 ... 10.519 3506 3475 LU
28 LU2603 20250708 3484 3498 ... 27.912 3489 3475 LU
29 LU2604 20250708 3485 3487 ... 13.944 3486 3425 LU
30 LU2605 20250708 3456 3470 ... 34.63 3463 3413 LU
31 LU2606 20250708 3450 3450 ... 17.247 3449 3398 LU
32 LU2607 20250708 3445 3445 ... 3.445 3445 3403 LU
34 NR2507 20250708 11980 12060 ... 2865.85 11940 11960 NR
35 NR2508 20250708 12030 12130 ... 671760.75 12045 12005 NR
36 NR2509 20250708 12055 12130 ... 394393.425 12050 11995 NR
37 NR2510 20250708 12045 12135 ... 71143.42 12055 12005 NR
38 NR2511 20250708 12050 12145 ... 10366.365 12080 12005 NR
39 NR2512 20250708 12110 12170 ... 5859.625 12105 12030 NR
40 NR2601 20250708 12120 12190 ... 10453.56 12125 12055 NR
41 NR2602 20250708 12170 12170 ... 24.34 12170 12075 NR
42 NR2603 20250708 12165 12165 ... 48.62 12155 12070 NR
43 NR2604 20250708 12155 12235 ... 60.875 12175 12065 NR
44 NR2605 20250708 12180 12255 ... 73.295 12215 12105 NR
45 NR2606 20250708 ... 0 12260 12260 NR
47 BC2507 20250708 70600 70600 ... 353 70600 70600 BC
48 BC2508 20250708 70660 70900 ... 102008.585 70690 70770 BC
49 BC2509 20250708 70490 70770 ... 7935.07 70530 70590 BC
50 BC2510 20250708 ... 0 70980 70980 BC
51 BC2511 20250708 ... 0 71800 71800 BC
52 BC2512 20250708 ... 0 70700 70700 BC
53 BC2601 20250708 ... 0 70900 71130 BC
54 BC2602 20250708 ... 0 69410 69410 BC
55 BC2603 20250708 ... 0 69290 69290 BC
56 BC2604 20250708 ... 0 70800 70800 BC
57 BC2605 20250708 ... 0 70970 70970 BC
58 BC2606 20250708 ... 0 70490 70490 BC
60 EC2508 20250708 1900 2038 ... 570605.501 1979 1872.2 EC
61 EC2510 20250708 1358 1414 ... 149230.498 1387.7 1341.2 EC
62 EC2512 20250708 1552.1 1611.3 ... 29338.399 1571.8 1518.9 EC
63 EC2602 20250708 1337.1 1380 ... 5019.276 1356.5 1326.2 EC
64 EC2604 20250708 1170 1195 ... 8057.382 1181.4 1163.3 EC
65 EC2606 20250708 1330 1344 ... 866.5095 1333 1314.7 EC
68 SC_TAS2508 20250708 ... SC_TAS
69 SC_TAS2509 20250708 ... SC_TAS
70 SC_TAS2510 20250708 ... SC_TAS
71 SC_TAS2511 20250708 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:22,830 - future_1d - INFO - ak.get_ine_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 a2507 20250708 4150.0 ... 4150.00 4156.00 A
1 a2509 20250708 4083.0 ... 4090.00 4091.00 A
2 a2511 20250708 4033.0 ... 4037.00 4040.00 A
3 a2601 20250708 4018.0 ... 4022.00 4022.00 A
4 a2603 20250708 4012.0 ... 4014.00 4014.00 A
5 a2605 20250708 4040.0 ... 4052.00 4049.00 A
6 b2507 20250708 0.0 ... 3550.00 3550.00 B
7 b2508 20250708 3507.0 ... 3515.00 3533.00 B
8 b2509 20250708 3568.0 ... 3571.00 3579.00 B
9 b2510 20250708 3615.0 ... 3614.00 3626.00 B
10 b2511 20250708 3624.0 ... 3635.00 3642.00 B
11 b2512 20250708 3660.0 ... 3656.00 3670.00 B
12 b2601 20250708 3645.0 ... 3643.00 3655.00 B
13 b2602 20250708 3617.0 ... 3619.00 3628.00 B
14 b2603 20250708 3541.0 ... 3540.00 3543.00 B
15 b2604 20250708 3443.0 ... 3445.00 3449.00 B
16 b2605 20250708 3380.0 ... 3377.00 3382.00 B
17 b2606 20250708 3377.0 ... 3373.00 3380.00 B
18 bb2509 20250708 153.4 ... 154.15 153.70 BB
19 bb2511 20250708 157.5 ... 158.00 156.65 BB
20 bb2601 20250708 156.5 ... 156.25 155.35 BB
21 bb2603 20250708 0.0 ... 165.75 164.80 BB
22 bb2605 20250708 0.0 ... 165.75 164.80 BB
23 bz2603 20250708 5900.0 ... 5922.00 5900.00 BZ
24 bz2604 20250708 5950.0 ... 5919.00 5900.00 BZ
25 bz2605 20250708 6050.0 ... 5924.00 5900.00 BZ
26 bz2606 20250708 5900.0 ... 5913.00 5900.00 BZ
27 c2507 20250708 2335.0 ... 2316.00 2335.00 C
28 c2509 20250708 2326.0 ... 2320.00 2337.00 C
29 c2511 20250708 2284.0 ... 2276.00 2292.00 C
30 c2601 20250708 2245.0 ... 2240.00 2257.00 C
31 c2603 20250708 2244.0 ... 2240.00 2255.00 C
32 c2605 20250708 2280.0 ... 2266.00 2289.00 C
33 cs2507 20250708 0.0 ... 2729.00 2729.00 CS
34 cs2509 20250708 2680.0 ... 2675.00 2692.00 CS
35 cs2511 20250708 2629.0 ... 2630.00 2642.00 CS
36 cs2601 20250708 2630.0 ... 2629.00 2642.00 CS
37 cs2603 20250708 2619.0 ... 2616.00 2627.00 CS
38 cs2605 20250708 2660.0 ... 2652.00 2669.00 CS
39 eb2507 20250708 0.0 ... 7499.00 7539.00 EB
40 eb2508 20250708 7356.0 ... 7334.00 7354.00 EB
41 eb2509 20250708 7275.0 ... 7241.00 7262.00 EB
42 eb2510 20250708 7191.0 ... 7157.00 7178.00 EB
43 eb2511 20250708 7107.0 ... 7087.00 7103.00 EB
44 eb2512 20250708 7069.0 ... 7050.00 7064.00 EB
45 eb2601 20250708 7061.0 ... 7048.00 7061.00 EB
46 eb2602 20250708 7099.0 ... 7062.00 7088.00 EB
47 eb2603 20250708 7093.0 ... 7082.00 7102.00 EB
48 eb2604 20250708 7085.0 ... 7069.00 7082.00 EB
49 eb2605 20250708 7081.0 ... 7056.00 7088.00 EB
50 eb2606 20250708 7080.0 ... 7060.00 7080.00 EB
51 eg2507 20250708 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250708 4262.0 ... 4257.00 4266.00 EG
53 eg2509 20250708 4285.0 ... 4273.00 4282.00 EG
54 eg2510 20250708 4292.0 ... 4284.00 4290.00 EG
55 eg2511 20250708 4305.0 ... 4291.00 4298.00 EG
56 eg2512 20250708 4297.0 ... 4285.00 4308.00 EG
57 eg2601 20250708 4319.0 ... 4300.00 4314.00 EG
58 eg2602 20250708 4298.0 ... 4299.00 4319.00 EG
59 eg2603 20250708 4334.0 ... 4334.00 4318.00 EG
60 eg2604 20250708 0.0 ... 4330.00 4330.00 EG
61 eg2605 20250708 4326.0 ... 4331.00 4325.00 EG
62 eg2606 20250708 4329.0 ... 4329.00 4357.00 EG
63 fb2507 20250708 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250708 1325.0 ... 1325.00 1331.00 FB
65 fb2509 20250708 1310.5 ... 1310.50 1309.00 FB
66 fb2510 20250708 1327.0 ... 1325.00 1327.50 FB
67 fb2511 20250708 1324.0 ... 1325.00 1325.00 FB
68 fb2512 20250708 1322.0 ... 1323.50 1324.00 FB
69 fb2601 20250708 1297.0 ... 1300.50 1306.00 FB
70 fb2602 20250708 0.0 ... 1290.50 1295.50 FB
71 fb2603 20250708 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250708 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250708 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250708 0.0 ... 1292.50 1292.50 FB
75 i2507 20250708 0.0 ... 748.00 729.50 I
76 i2508 20250708 736.0 ... 736.50 737.00 I
77 i2509 20250708 731.0 ... 731.50 732.00 I
78 i2510 20250708 724.5 ... 725.50 725.50 I
79 i2511 20250708 718.5 ... 719.00 720.00 I
80 i2512 20250708 711.0 ... 712.00 713.00 I
81 i2601 20250708 708.0 ... 705.00 706.50 I
82 i2602 20250708 703.0 ... 702.00 704.50 I
83 i2603 20250708 698.5 ... 699.00 700.50 I
84 i2604 20250708 695.5 ... 695.00 696.50 I
85 i2605 20250708 687.5 ... 688.50 688.50 I
86 i2606 20250708 680.5 ... 682.50 683.50 I
87 j2507 20250708 0.0 ... 1304.50 1304.50 J
88 j2508 20250708 1381.5 ... 1392.50 1391.00 J
89 j2509 20250708 1417.0 ... 1421.50 1422.50 J
90 j2510 20250708 1428.0 ... 1433.00 1440.50 J
91 j2511 20250708 0.0 ... 1450.00 1450.00 J
92 j2512 20250708 1459.0 ... 1464.00 1452.00 J
93 j2601 20250708 1468.0 ... 1466.50 1464.00 J
94 j2602 20250708 0.0 ... 1481.50 1481.50 J
95 j2603 20250708 1506.0 ... 1505.00 1522.50 J
96 j2604 20250708 0.0 ... 1499.50 1499.50 J
97 j2605 20250708 1504.0 ... 1509.00 1504.50 J
98 j2606 20250708 0.0 ... 1528.00 1528.00 J
99 jd2507 20250708 2820.0 ... 2778.00 2814.00 JD
100 jd2508 20250708 3450.0 ... 3447.00 3491.00 JD
101 jd2509 20250708 3566.0 ... 3577.00 3609.00 JD
102 jd2510 20250708 3362.0 ... 3369.00 3375.00 JD
103 jd2511 20250708 3411.0 ... 3413.00 3420.00 JD
104 jd2512 20250708 3570.0 ... 3568.00 3575.00 JD
105 jd2601 20250708 3620.0 ... 3628.00 3629.00 JD
106 jd2602 20250708 3196.0 ... 3199.00 3197.00 JD
107 jd2603 20250708 3200.0 ... 3203.00 3203.00 JD
108 jd2604 20250708 3344.0 ... 3340.00 3336.00 JD
109 jd2605 20250708 3410.0 ... 3412.00 3404.00 JD
110 jd2606 20250708 3253.0 ... 3266.00 3258.00 JD
111 jm2507 20250708 822.0 ... 830.00 800.00 JM
112 jm2508 20250708 795.5 ... 798.00 793.50 JM
113 jm2509 20250708 832.0 ... 839.50 836.50 JM
114 jm2510 20250708 852.5 ... 856.50 854.50 JM
115 jm2511 20250708 867.0 ... 869.50 866.50 JM
116 jm2512 20250708 878.0 ... 880.00 878.50 JM
117 jm2601 20250708 885.0 ... 887.50 885.50 JM
118 jm2602 20250708 896.5 ... 896.00 896.00 JM
119 jm2603 20250708 899.0 ... 900.50 897.00 JM
120 jm2604 20250708 916.0 ... 914.00 908.50 JM
121 jm2605 20250708 918.5 ... 918.00 917.00 JM
122 jm2606 20250708 923.5 ... 928.50 926.50 JM
123 l2507 20250708 0.0 ... 7291.00 7291.00 L
124 l2508 20250708 7257.0 ... 7256.00 7257.00 L
125 l2509 20250708 7255.0 ... 7250.00 7250.00 L
126 l2510 20250708 7247.0 ... 7245.00 7241.00 L
127 l2511 20250708 7244.0 ... 7242.00 7240.00 L
128 l2512 20250708 7241.0 ... 7236.00 7233.00 L
129 l2601 20250708 7223.0 ... 7229.00 7220.00 L
130 l2602 20250708 7197.0 ... 7199.00 7210.00 L
131 l2603 20250708 7199.0 ... 7194.00 7214.00 L
132 l2604 20250708 7221.0 ... 7215.00 7291.00 L
133 l2605 20250708 7199.0 ... 7205.00 7201.00 L
134 l2606 20250708 7209.0 ... 7210.00 7215.00 L
135 lg2507 20250708 820.0 ... 819.50 823.00 LG
136 lg2509 20250708 785.0 ... 787.00 788.50 LG
137 lg2511 20250708 784.0 ... 784.00 784.00 LG
138 lg2601 20250708 783.0 ... 783.00 784.00 LG
139 lg2603 20250708 783.5 ... 785.00 786.50 LG
140 lg2605 20250708 787.5 ... 790.50 787.50 LG
141 lh2507 20250708 0.0 ... 13970.00 13970.00 LH
142 lh2509 20250708 14240.0 ... 14270.00 14255.00 LH
143 lh2511 20250708 13700.0 ... 13680.00 13720.00 LH
144 lh2601 20250708 13810.0 ... 13730.00 13800.00 LH
145 lh2603 20250708 12990.0 ... 12995.00 13000.00 LH
146 lh2605 20250708 13200.0 ... 13180.00 13180.00 LH
147 m2507 20250708 2808.0 ... 2802.00 2808.00 M
148 m2508 20250708 2913.0 ... 2919.00 2929.00 M
149 m2509 20250708 2935.0 ... 2938.00 2948.00 M
150 m2511 20250708 2973.0 ... 2975.00 2984.00 M
151 m2512 20250708 3011.0 ... 3012.00 3021.00 M
152 m2601 20250708 2988.0 ... 2990.00 3002.00 M
153 m2603 20250708 2855.0 ... 2856.00 2861.00 M
154 m2605 20250708 2710.0 ... 2706.00 2710.00 M
155 p2507 20250708 0.0 ... 8468.00 8468.00 P
156 p2508 20250708 8496.0 ... 8588.00 8470.00 P
157 p2509 20250708 8476.0 ... 8554.00 8446.00 P
158 p2510 20250708 8482.0 ... 8576.00 8452.00 P
159 p2511 20250708 8492.0 ... 8556.00 8450.00 P
160 p2512 20250708 8486.0 ... 8568.00 8450.00 P
161 p2601 20250708 8480.0 ... 8564.00 8454.00 P
162 p2602 20250708 8466.0 ... 8572.00 8446.00 P
163 p2603 20250708 8434.0 ... 8518.00 8416.00 P
164 p2604 20250708 8394.0 ... 8482.00 8374.00 P
165 p2605 20250708 8350.0 ... 8414.00 8324.00 P
166 p2606 20250708 8328.0 ... 8402.00 8312.00 P
167 pg2507 20250708 0.0 ... 4205.00 4205.00 PG
168 pg2508 20250708 4199.0 ... 4184.00 4179.00 PG
169 pg2509 20250708 4089.0 ... 4078.00 4078.00 PG
170 pg2510 20250708 4494.0 ... 4484.00 4477.00 PG
171 pg2511 20250708 4406.0 ... 4399.00 4393.00 PG
172 pg2512 20250708 4328.0 ... 4319.00 4315.00 PG
173 pg2601 20250708 4248.0 ... 4244.00 4232.00 PG
174 pg2602 20250708 4164.0 ... 4164.00 4158.00 PG
175 pg2603 20250708 4075.0 ... 4083.00 4072.00 PG
176 pg2604 20250708 4370.0 ... 4379.00 4369.00 PG
177 pg2605 20250708 4265.0 ... 4274.00 4267.00 PG
178 pg2606 20250708 4204.0 ... 4204.00 4205.00 PG
179 pp2507 20250708 7068.0 ... 7068.00 7051.00 PP
180 pp2508 20250708 7056.0 ... 7051.00 7057.00 PP
181 pp2509 20250708 7066.0 ... 7054.00 7059.00 PP
182 pp2510 20250708 7033.0 ... 7017.00 7030.00 PP
183 pp2511 20250708 7028.0 ... 7014.00 7028.00 PP
184 pp2512 20250708 7034.0 ... 7017.00 7030.00 PP
185 pp2601 20250708 7026.0 ... 7014.00 7023.00 PP
186 pp2602 20250708 0.0 ... 7015.00 7015.00 PP
187 pp2603 20250708 0.0 ... 7004.00 7004.00 PP
188 pp2604 20250708 7006.0 ... 7006.00 7015.00 PP
189 pp2605 20250708 7016.0 ... 7001.00 7009.00 PP
190 pp2606 20250708 7000.0 ... 7005.00 7011.00 PP
191 rr2507 20250708 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250708 3594.0 ... 3587.00 3585.00 RR
193 rr2509 20250708 3597.0 ... 3595.00 3598.00 RR
194 rr2510 20250708 3610.0 ... 3608.00 3611.00 RR
195 rr2511 20250708 3605.0 ... 3605.00 3606.00 RR
196 rr2512 20250708 3596.0 ... 3596.00 3604.00 RR
197 rr2601 20250708 3603.0 ... 3598.00 3604.00 RR
198 rr2602 20250708 3617.0 ... 3610.00 3614.00 RR
199 rr2603 20250708 3611.0 ... 3611.00 3614.00 RR
200 rr2604 20250708 3625.0 ... 3622.00 3619.00 RR
201 rr2605 20250708 3615.0 ... 3614.00 3617.00 RR
202 rr2606 20250708 0.0 ... 3609.00 3609.00 RR
203 v2507 20250708 4821.0 ... 4812.00 4818.00 V
204 v2508 20250708 4856.0 ... 4848.00 4855.00 V
205 v2509 20250708 4882.0 ... 4886.00 4891.00 V
206 v2510 20250708 4919.0 ... 4915.00 4917.00 V
207 v2511 20250708 4950.0 ... 4944.00 4948.00 V
208 v2512 20250708 4966.0 ... 4969.00 4978.00 V
209 v2601 20250708 4995.0 ... 4991.00 4989.00 V
210 v2602 20250708 5003.0 ... 5013.00 5004.00 V
211 v2603 20250708 5035.0 ... 5035.00 5029.00 V
212 v2604 20250708 5181.0 ... 5177.00 5169.00 V
213 v2605 20250708 5190.0 ... 5198.00 5190.00 V
214 v2606 20250708 5204.0 ... 5209.00 5199.00 V
215 y2507 20250708 0.0 ... 8038.00 8038.00 Y
216 y2508 20250708 7884.0 ... 7884.00 7894.00 Y
217 y2509 20250708 7888.0 ... 7908.00 7896.00 Y
218 y2511 20250708 7920.0 ... 7930.00 7920.00 Y
219 y2512 20250708 7956.0 ... 7972.00 7956.00 Y
220 y2601 20250708 7902.0 ... 7910.00 7896.00 Y
221 y2603 20250708 7818.0 ... 7820.00 7800.00 Y
222 y2605 20250708 7604.0 ... 7612.00 7602.00 Y
[223 rows x 12 columns]
2025-07-14 20:56:23,452 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 PS2507 20250708 36465.0 ... 37535.0 36475.0 PS
1 PS2508 20250708 36505.0 ... 37390.0 35875.0 PS
2 PS2509 20250708 36395.0 ... 37220.0 35645.0 PS
3 PS2510 20250708 35855.0 ... 37130.0 35500.0 PS
4 PS2511 20250708 36100.0 ... 36950.0 35430.0 PS
5 PS2512 20250708 38600.0 ... 39675.0 37900.0 PS
6 PS2601 20250708 38310.0 ... 39670.0 37710.0 PS
7 PS2602 20250708 38025.0 ... 39890.0 37740.0 PS
8 PS2603 20250708 38010.0 ... 39660.0 37710.0 PS
9 PS2604 20250708 38020.0 ... 39050.0 37245.0 PS
10 PS2605 20250708 37955.0 ... 38930.0 37265.0 PS
11 PS2606 20250708 38950.0 ... 40130.0 38355.0 PS
13 SI2507 20250708 8010.0 ... 8035.0 8010.0 SI
14 SI2508 20250708 8050.0 ... 8170.0 8000.0 SI
15 SI2509 20250708 8060.0 ... 8195.0 7990.0 SI
16 SI2510 20250708 8025.0 ... 8195.0 7965.0 SI
17 SI2511 20250708 7990.0 ... 8130.0 7925.0 SI
18 SI2512 20250708 8270.0 ... 8460.0 8240.0 SI
19 SI2601 20250708 8235.0 ... 8415.0 8200.0 SI
20 SI2602 20250708 8245.0 ... 8425.0 8215.0 SI
21 SI2603 20250708 8210.0 ... 8440.0 8210.0 SI
22 SI2604 20250708 8235.0 ... 8450.0 8180.0 SI
23 SI2605 20250708 8270.0 ... 8390.0 8190.0 SI
24 SI2606 20250708 8240.0 ... 8365.0 8205.0 SI
27 LC2507 20250708 63820.0 ... 64320.0 63820.0 LC
28 LC2508 20250708 64280.0 ... 64600.0 63700.0 LC
29 LC2509 20250708 63860.0 ... 64300.0 63440.0 LC
30 LC2510 20250708 63620.0 ... 64180.0 63300.0 LC
31 LC2511 20250708 63480.0 ... 63940.0 63160.0 LC
32 LC2512 20250708 63740.0 ... 64160.0 63340.0 LC
33 LC2601 20250708 63500.0 ... 64200.0 63480.0 LC
34 LC2602 20250708 63760.0 ... 64200.0 63480.0 LC
35 LC2603 20250708 63780.0 ... 64200.0 63500.0 LC
36 LC2604 20250708 64220.0 ... 64540.0 63860.0 LC
37 LC2605 20250708 64120.0 ... 64600.0 63960.0 LC
38 LC2606 20250708 64260.0 ... 64620.0 63920.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:23,721 - future_1d - INFO - ak.get_gfex_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 IC2507 20250708 5863.600 ... 5952.600 5862.800 IC
1 IC2508 20250708 5804.400 ... 5897.200 5805.800 IC
2 IC2509 20250708 5743.200 ... 5848.000 5751.400 IC
3 IC2512 20250708 5634.000 ... 5726.000 5625.200 IC
4 IF2507 20250708 3942.000 ... 3983.000 3946.400 IF
5 IF2508 20250708 3927.400 ... 3966.200 3929.000 IF
6 IF2509 20250708 3921.200 ... 3959.200 3919.400 IF
7 IF2512 20250708 3884.000 ... 3923.400 3883.200 IF
8 IH2507 20250708 2715.800 ... 2733.400 2714.800 IH
9 IH2508 20250708 2708.400 ... 2729.400 2709.600 IH
10 IH2509 20250708 2710.600 ... 2728.800 2709.000 IH
11 IH2512 20250708 2710.200 ... 2728.600 2708.800 IH
12 IM2507 20250708 6265.000 ... 6369.800 6269.200 IM
13 IM2508 20250708 6190.400 ... 6297.800 6191.200 IM
14 IM2509 20250708 6114.200 ... 6226.200 6112.800 IM
15 IM2512 20250708 5931.200 ... 6040.200 5926.800 IM
16 T2509 20250708 109.105 ... 108.995 109.105 T
17 T2512 20250708 109.180 ... 109.075 109.190 T
18 T2603 20250708 109.125 ... 109.045 109.155 T
19 TF2509 20250708 106.210 ... 106.125 106.220 TF
20 TF2512 20250708 106.295 ... 106.225 106.305 TF
21 TF2603 20250708 106.355 ... 106.270 106.340 TF
22 TL2509 20250708 121.070 ... 120.860 121.190 TL
23 TL2512 20250708 120.940 ... 120.740 121.070 TL
24 TL2603 20250708 120.710 ... 120.560 120.880 TL
25 TS2509 20250708 102.492 ... 102.466 102.496 TS
26 TS2512 20250708 102.610 ... 102.582 102.618 TS
27 TS2603 20250708 102.720 ... 102.690 102.728 TS
[28 rows x 12 columns]
2025-07-14 20:56:23,933 - future_1d - INFO - ak.get_cffex_daily('2025-07-08') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250708 7726.0 7730.0 ... 548642.10 7666.0 7723.0 AP
1 AP511 20250708 7546.0 7553.0 ... 2274.27 7506.0 7562.0 AP
2 AP512 20250708 7575.0 7575.0 ... 173.62 7549.0 7582.0 AP
3 AP601 20250708 7645.0 7645.0 ... 18624.44 7574.0 7627.0 AP
4 AP603 20250708 7600.0 7600.0 ... 83.12 7556.0 7621.0 AP
5 AP604 20250708 7648.0 7648.0 ... 61.11 7638.0 7676.0 AP
6 AP605 20250708 7709.0 7720.0 ... 307.33 7683.0 7723.0 AP
7 CF507 20250708 13545.0 13580.0 ... 1910.57 13550.0 13570.0 CF
8 CF509 20250708 13740.0 13830.0 ... 1095629.92 13760.0 13795.0 CF
9 CF511 20250708 13655.0 13735.0 ... 126299.52 13670.0 13710.0 CF
10 CF601 20250708 13740.0 13795.0 ... 294997.83 13735.0 13790.0 CF
11 CF603 20250708 13710.0 13770.0 ... 739.87 13700.0 13770.0 CF
12 CF605 20250708 13745.0 13780.0 ... 3801.19 13725.0 13770.0 CF
13 CJ507 20250708 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250708 9420.0 9515.0 ... 166933.87 9460.0 9450.0 CJ
15 CJ512 20250708 10295.0 10410.0 ... 9394.90 10330.0 10365.0 CJ
16 CJ601 20250708 10455.0 10555.0 ... 702720.34 10470.0 10495.0 CJ
17 CJ603 20250708 10560.0 10645.0 ... 12623.52 10580.0 10570.0 CJ
18 CJ605 20250708 10810.0 10940.0 ... 79152.98 10855.0 10860.0 CJ
19 CY507 20250708 0.0 0.0 ... 0.00 19840.0 19910.0 CY
20 CY508 20250708 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250708 19925.0 20020.0 ... 64012.77 19950.0 20020.0 CY
22 CY510 20250708 0.0 0.0 ... 0.00 19570.0 19640.0 CY
23 CY511 20250708 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250708 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250708 0.0 0.0 ... 0.00 19935.0 19935.0 CY
26 CY602 20250708 0.0 0.0 ... 0.00 19830.0 19810.0 CY
27 CY603 20250708 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250708 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250708 0.0 0.0 ... 0.00 20025.0 20025.0 CY
30 CY606 20250708 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250708 956.0 969.0 ... 184.35 960.0 954.0 FG
32 FG508 20250708 1036.0 1051.0 ... 20509.53 1041.0 1040.0 FG
33 FG509 20250708 1017.0 1034.0 ... 2314344.48 1024.0 1025.0 FG
34 FG510 20250708 1075.0 1083.0 ... 12415.79 1075.0 1075.0 FG
35 FG511 20250708 1058.0 1072.0 ... 22652.93 1063.0 1062.0 FG
36 FG512 20250708 1123.0 1139.0 ... 7304.73 1129.0 1127.0 FG
37 FG601 20250708 1112.0 1131.0 ... 279669.86 1120.0 1117.0 FG
38 FG602 20250708 1153.0 1169.0 ... 387.35 1160.0 1154.0 FG
39 FG603 20250708 1152.0 1166.0 ... 418.59 1156.0 1153.0 FG
40 FG604 20250708 1190.0 1205.0 ... 296.32 1195.0 1192.0 FG
41 FG605 20250708 1189.0 1202.0 ... 7420.52 1191.0 1189.0 FG
42 FG606 20250708 1204.0 1216.0 ... 272.91 1208.0 1203.0 FG
43 JR507 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250708 2353.0 2353.0 ... 2.35 2353.0 2373.0 MA
54 MA508 20250708 2407.0 2407.0 ... 16355.86 2391.0 2407.0 MA
55 MA509 20250708 2396.0 2400.0 ... 1484213.38 2382.0 2393.0 MA
56 MA510 20250708 2402.0 2410.0 ... 55405.27 2394.0 2402.0 MA
57 MA511 20250708 2415.0 2419.0 ... 57345.39 2404.0 2411.0 MA
58 MA512 20250708 2437.0 2440.0 ... 14147.85 2426.0 2430.0 MA
59 MA601 20250708 2437.0 2443.0 ... 133765.05 2428.0 2433.0 MA
60 MA602 20250708 2420.0 2420.0 ... 31.39 2415.0 2418.0 MA
61 MA603 20250708 2423.0 2424.0 ... 48.27 2414.0 2416.0 MA
62 MA604 20250708 2399.0 2400.0 ... 28.72 2393.0 2389.0 MA
63 MA605 20250708 2363.0 2369.0 ... 3066.75 2359.0 2357.0 MA
64 MA606 20250708 2360.0 2360.0 ... 2.36 2360.0 2369.0 MA
65 OI507 20250708 0.0 0.0 ... 0.00 9600.0 9550.0 OI
66 OI509 20250708 9545.0 9617.0 ... 3136464.64 9535.0 9558.0 OI
67 OI511 20250708 9529.0 9609.0 ... 142754.23 9528.0 9547.0 OI
68 OI601 20250708 9481.0 9562.0 ... 479878.54 9484.0 9500.0 OI
69 OI603 20250708 9432.0 9509.0 ... 2467.01 9452.0 9431.0 OI
70 OI605 20250708 9331.0 9400.0 ... 1681.07 9339.0 9326.0 OI
71 PF507 20250708 0.0 0.0 ... 0.00 6626.0 6626.0 PF
72 PF508 20250708 6528.0 6538.0 ... 293314.15 6520.0 6530.0 PF
73 PF509 20250708 6402.0 6418.0 ... 160759.15 6398.0 6402.0 PF
74 PF510 20250708 6394.0 6404.0 ... 44740.19 6388.0 6394.0 PF
75 PF511 20250708 6362.0 6374.0 ... 24942.24 6358.0 6366.0 PF
76 PF512 20250708 6354.0 6358.0 ... 7016.95 6340.0 6340.0 PF
77 PF601 20250708 6340.0 6370.0 ... 1924.31 6352.0 6346.0 PF
78 PF602 20250708 0.0 0.0 ... 0.00 6356.0 6334.0 PF
79 PF603 20250708 6366.0 6366.0 ... 6.37 6366.0 6356.0 PF
80 PF604 20250708 6362.0 6378.0 ... 25.49 6372.0 6376.0 PF
81 PF605 20250708 6364.0 6372.0 ... 19.10 6366.0 6362.0 PF
82 PF606 20250708 6366.0 6366.0 ... 6.37 6366.0 6370.0 PF
83 PK510 20250708 8098.0 8128.0 ... 166387.53 8106.0 8106.0 PK
84 PK511 20250708 7910.0 7934.0 ... 44778.86 7914.0 7894.0 PK
85 PK512 20250708 7906.0 7928.0 ... 173.95 7908.0 7894.0 PK
86 PK601 20250708 7916.0 7926.0 ... 2571.97 7914.0 7898.0 PK
87 PK603 20250708 7912.0 7920.0 ... 106.81 7912.0 7906.0 PK
88 PK604 20250708 7908.0 7932.0 ... 47.55 7924.0 7918.0 PK
89 PK605 20250708 7920.0 7954.0 ... 293.70 7938.0 7926.0 PK
90 PM507 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250708 5922.0 5922.0 ... 88.83 5922.0 5960.0 PR
97 PR508 20250708 5924.0 5928.0 ... 13094.31 5898.0 5910.0 PR
98 PR509 20250708 5884.0 5894.0 ... 288298.09 5870.0 5868.0 PR
99 PR510 20250708 5864.0 5874.0 ... 114788.21 5856.0 5850.0 PR
100 PR511 20250708 5854.0 5860.0 ... 39434.75 5842.0 5828.0 PR
101 PR512 20250708 5850.0 5854.0 ... 43.78 5838.0 5826.0 PR
102 PR601 20250708 5850.0 5856.0 ... 192.72 5840.0 5824.0 PR
103 PR602 20250708 5878.0 5878.0 ... 17.63 5878.0 5888.0 PR
104 PR603 20250708 5882.0 5886.0 ... 35.31 5886.0 5898.0 PR
105 PR604 20250708 5882.0 5882.0 ... 8.82 5882.0 5882.0 PR
106 PR605 20250708 5882.0 5882.0 ... 26.45 5878.0 5876.0 PR
107 PR606 20250708 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250708 0.0 0.0 ... 0.00 6868.0 6868.0 PX
109 PX508 20250708 6726.0 6752.0 ... 2261.81 6722.0 6704.0 PX
110 PX509 20250708 6698.0 6724.0 ... 602715.95 6696.0 6674.0 PX
111 PX510 20250708 6682.0 6704.0 ... 81425.26 6676.0 6648.0 PX
112 PX511 20250708 6636.0 6672.0 ... 110832.43 6642.0 6610.0 PX
113 PX512 20250708 6610.0 6652.0 ... 13238.85 6624.0 6590.0 PX
114 PX601 20250708 6588.0 6632.0 ... 31953.81 6604.0 6564.0 PX
115 PX602 20250708 6566.0 6566.0 ... 3.28 6566.0 6570.0 PX
116 PX603 20250708 6600.0 6600.0 ... 16.45 6578.0 6546.0 PX
117 PX604 20250708 6576.0 6584.0 ... 45.94 6562.0 6552.0 PX
118 PX605 20250708 6566.0 6580.0 ... 347.63 6560.0 6546.0 PX
119 PX606 20250708 6564.0 6564.0 ... 16.36 6544.0 6548.0 PX
120 RI507 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250708 2460.0 2471.0 ... 974.76 2455.0 2459.0 RM
127 RM508 20250708 2584.0 2591.0 ... 23671.60 2577.0 2601.0 RM
128 RM509 20250708 2585.0 2592.0 ... 634831.45 2581.0 2600.0 RM
129 RM511 20250708 2412.0 2418.0 ... 1968.22 2412.0 2425.0 RM
130 RM601 20250708 2320.0 2322.0 ... 109321.25 2312.0 2327.0 RM
131 RM603 20250708 2298.0 2303.0 ... 12043.91 2294.0 2303.0 RM
132 RM605 20250708 2318.0 2318.0 ... 11464.67 2312.0 2327.0 RM
133 RS507 20250708 0.0 0.0 ... 0.00 4961.0 4950.0 RS
134 RS508 20250708 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250708 5030.0 5048.0 ... 40.31 5039.0 5028.0 RS
136 RS511 20250708 5029.0 5073.0 ... 20.20 5049.0 5103.0 RS
137 SA507 20250708 1133.0 1139.0 ... 2514.14 1136.0 1133.0 SA
138 SA508 20250708 1160.0 1184.0 ... 24600.14 1174.0 1167.0 SA
139 SA509 20250708 1166.0 1188.0 ... 3082677.17 1177.0 1171.0 SA
140 SA510 20250708 1185.0 1204.0 ... 108192.01 1192.0 1187.0 SA
141 SA511 20250708 1188.0 1207.0 ... 136259.45 1195.0 1189.0 SA
142 SA512 20250708 1208.0 1225.0 ... 25407.26 1216.0 1208.0 SA
143 SA601 20250708 1206.0 1228.0 ... 655391.48 1215.0 1207.0 SA
144 SA602 20250708 1220.0 1237.0 ... 3446.95 1228.0 1219.0 SA
145 SA603 20250708 1222.0 1239.0 ... 3153.84 1228.0 1222.0 SA
146 SA604 20250708 1236.0 1252.0 ... 1243.48 1243.0 1235.0 SA
147 SA605 20250708 1235.0 1254.0 ... 15598.39 1244.0 1235.0 SA
148 SA606 20250708 1245.0 1260.0 ... 1131.98 1255.0 1242.0 SA
149 SF507 20250708 5456.0 5468.0 ... 3621.57 5430.0 5456.0 SF
150 SF508 20250708 5360.0 5398.0 ... 14838.51 5346.0 5380.0 SF
151 SF509 20250708 5360.0 5402.0 ... 329390.50 5352.0 5374.0 SF
152 SF510 20250708 5288.0 5348.0 ... 61128.01 5288.0 5308.0 SF
153 SF511 20250708 5396.0 5478.0 ... 97969.54 5420.0 5438.0 SF
154 SF512 20250708 5384.0 5450.0 ... 17012.16 5400.0 5406.0 SF
155 SF601 20250708 5356.0 5418.0 ... 8907.52 5362.0 5374.0 SF
156 SF602 20250708 5274.0 5350.0 ... 198.74 5300.0 5310.0 SF
157 SF603 20250708 5410.0 5460.0 ... 10.85 5424.0 5450.0 SF
158 SF604 20250708 5388.0 5434.0 ... 5.41 5412.0 5392.0 SF
159 SF605 20250708 5386.0 5450.0 ... 70.34 5412.0 5418.0 SF
160 SF606 20250708 5326.0 5386.0 ... 5.36 5356.0 5374.0 SF
161 SH507 20250708 0.0 0.0 ... 0.00 2380.0 2380.0 SH
162 SH508 20250708 2437.0 2461.0 ... 142520.27 2442.0 2415.0 SH
163 SH509 20250708 2411.0 2439.0 ... 3977284.21 2418.0 2395.0 SH
164 SH510 20250708 2415.0 2455.0 ... 274815.13 2427.0 2411.0 SH
165 SH511 20250708 2387.0 2427.0 ... 181384.84 2403.0 2384.0 SH
166 SH512 20250708 2399.0 2428.0 ... 29380.58 2410.0 2396.0 SH
167 SH601 20250708 2378.0 2401.0 ... 89735.81 2389.0 2375.0 SH
168 SH602 20250708 2405.0 2420.0 ... 1200.22 2410.0 2401.0 SH
169 SH603 20250708 2402.0 2424.0 ... 644.18 2413.0 2400.0 SH
170 SH604 20250708 2431.0 2453.0 ... 285.57 2441.0 2434.0 SH
171 SH605 20250708 2417.0 2442.0 ... 7064.79 2428.0 2421.0 SH
172 SH606 20250708 0.0 0.0 ... 0.00 2446.0 2442.0 SH
173 SM507 20250708 5598.0 5650.0 ... 939.77 5612.0 5604.0 SM
174 SM508 20250708 5640.0 5684.0 ... 14913.18 5644.0 5634.0 SM
175 SM509 20250708 5640.0 5686.0 ... 454696.44 5646.0 5648.0 SM
176 SM510 20250708 5626.0 5670.0 ... 36405.61 5632.0 5638.0 SM
177 SM511 20250708 5704.0 5748.0 ... 77016.53 5716.0 5716.0 SM
178 SM512 20250708 5710.0 5736.0 ... 8856.10 5704.0 5704.0 SM
179 SM601 20250708 5686.0 5730.0 ... 21102.79 5694.0 5696.0 SM
180 SM602 20250708 5692.0 5716.0 ... 22.85 5714.0 5704.0 SM
181 SM603 20250708 5738.0 5738.0 ... 8.59 5728.0 5708.0 SM
182 SM604 20250708 5736.0 5736.0 ... 2.87 5736.0 5720.0 SM
183 SM605 20250708 5722.0 5760.0 ... 263.57 5730.0 5734.0 SM
184 SM606 20250708 5766.0 5766.0 ... 5.76 5764.0 5748.0 SM
185 SR507 20250708 5772.0 5772.0 ... 431.58 5754.0 5769.0 SR
186 SR509 20250708 5764.0 5766.0 ... 789553.08 5744.0 5758.0 SR
187 SR511 20250708 5654.0 5661.0 ... 121185.10 5639.0 5651.0 SR
188 SR601 20250708 5610.0 5610.0 ... 90513.53 5589.0 5598.0 SR
189 SR603 20250708 5574.0 5581.0 ... 962.23 5562.0 5571.0 SR
190 SR605 20250708 5554.0 5559.0 ... 7462.91 5545.0 5549.0 SR
191 TA507 20250708 4800.0 4808.0 ... 3713.95 4786.0 4778.0 TA
192 TA508 20250708 4758.0 4766.0 ... 44175.25 4744.0 4750.0 TA
193 TA509 20250708 4720.0 4730.0 ... 2002040.93 4710.0 4704.0 TA
194 TA510 20250708 4692.0 4706.0 ... 67439.18 4688.0 4676.0 TA
195 TA511 20250708 4676.0 4694.0 ... 49846.13 4678.0 4662.0 TA
196 TA512 20250708 4664.0 4684.0 ... 8862.62 4670.0 4648.0 TA
197 TA601 20250708 4654.0 4678.0 ... 346084.03 4658.0 4632.0 TA
198 TA602 20250708 4660.0 4676.0 ... 46.62 4662.0 4634.0 TA
199 TA603 20250708 4664.0 4668.0 ... 93.12 4656.0 4638.0 TA
200 TA604 20250708 4666.0 4682.0 ... 28.01 4670.0 4638.0 TA
201 TA605 20250708 4662.0 4694.0 ... 3616.90 4670.0 4646.0 TA
202 TA606 20250708 4670.0 4688.0 ... 9.36 4680.0 4648.0 TA
203 UR507 20250708 1744.0 1754.0 ... 52.52 1751.0 1734.0 UR
204 UR508 20250708 1738.0 1761.0 ... 1819.29 1749.0 1746.0 UR
205 UR509 20250708 1745.0 1769.0 ... 678928.14 1755.0 1746.0 UR
206 UR510 20250708 1732.0 1755.0 ... 20017.08 1744.0 1733.0 UR
207 UR511 20250708 1738.0 1756.0 ... 22811.05 1747.0 1737.0 UR
208 UR512 20250708 1729.0 1739.0 ... 287.18 1730.0 1723.0 UR
209 UR601 20250708 1707.0 1729.0 ... 66183.29 1718.0 1710.0 UR
210 UR602 20250708 1702.0 1722.0 ... 367.03 1715.0 1707.0 UR
211 UR603 20250708 1732.0 1742.0 ... 83.40 1737.0 1727.0 UR
212 UR604 20250708 1729.0 1733.0 ... 62.35 1732.0 1722.0 UR
213 UR605 20250708 1711.0 1730.0 ... 2853.76 1721.0 1714.0 UR
214 UR606 20250708 1708.0 1722.0 ... 75.56 1717.0 1711.0 UR
215 WH507 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:24,394 - future_1d - INFO - ak.get_czce_daily('2025-07-08') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250708 ... 79720 79720 CU
1 1 CU2508 20250708 ... 79480 79510 CU
2 2 CU2509 20250708 ... 79310 79290 CU
3 3 CU2510 20250708 ... 79040 79040 CU
4 4 CU2511 20250708 ... 78800 78820 CU
5 5 CU2512 20250708 ... 78630 78640 CU
6 6 CU2601 20250708 ... 78520 78480 CU
7 7 CU2602 20250708 ... 78360 78430 CU
8 8 CU2603 20250708 ... 78250 78350 CU
9 9 CU2604 20250708 ... 78280 78330 CU
10 10 CU2605 20250708 ... 78300 78370 CU
11 11 CU2606 20250708 ... 78440 78230 CU
12 12 BC2507 20250708 ... 70600 70600 BC
13 13 BC2508 20250708 ... 70690 70770 BC
14 14 BC2509 20250708 ... 70530 70590 BC
15 15 BC2510 20250708 ... 70980 70980 BC
16 16 BC2511 20250708 ... 71800 71800 BC
17 17 BC2512 20250708 ... 70700 70700 BC
18 18 BC2601 20250708 ... 70900 71130 BC
19 19 BC2602 20250708 ... 69410 69410 BC
20 20 BC2603 20250708 ... 69290 69290 BC
21 21 BC2604 20250708 ... 70800 70800 BC
22 22 BC2605 20250708 ... 70970 70970 BC
23 23 BC2606 20250708 ... 70490 70490 BC
24 24 AL2507 20250708 ... 20670 20670 AL
25 25 AL2508 20250708 ... 20495 20500 AL
26 26 AL2509 20250708 ... 20435 20425 AL
27 27 AL2510 20250708 ... 20360 20335 AL
28 28 AL2511 20250708 ... 20275 20225 AL
29 29 AL2512 20250708 ... 20185 20160 AL
30 30 AL2601 20250708 ... 20130 20075 AL
31 31 AL2602 20250708 ... 20125 20055 AL
32 32 AL2603 20250708 ... 20145 20055 AL
33 33 AL2604 20250708 ... 20140 20080 AL
34 34 AL2605 20250708 ... 20160 20095 AL
35 35 AL2606 20250708 ... 20165 20105 AL
36 36 ZN2507 20250708 ... 22020 22185 ZN
37 37 ZN2508 20250708 ... 22005 22185 ZN
38 38 ZN2509 20250708 ... 21910 22115 ZN
39 39 ZN2510 20250708 ... 21845 22050 ZN
40 40 ZN2511 20250708 ... 21785 21980 ZN
41 41 ZN2512 20250708 ... 21745 22020 ZN
42 42 ZN2601 20250708 ... 21710 21865 ZN
43 43 ZN2602 20250708 ... 21685 21975 ZN
44 44 ZN2603 20250708 ... 21705 21835 ZN
45 45 ZN2604 20250708 ... 21675 21780 ZN
46 46 ZN2605 20250708 ... 21660 21830 ZN
47 47 ZN2606 20250708 ... 21640 21800 ZN
48 48 PB2507 20250708 ... 17065 17140 PB
49 49 PB2508 20250708 ... 17115 17210 PB
50 50 PB2509 20250708 ... 17135 17220 PB
51 51 PB2510 20250708 ... 17130 17215 PB
52 52 PB2511 20250708 ... 17135 17205 PB
53 53 PB2512 20250708 ... 17150 17205 PB
54 54 PB2601 20250708 ... 17160 17160 PB
55 55 PB2602 20250708 ... 17140 17235 PB
56 56 PB2603 20250708 ... 17125 17190 PB
57 57 PB2604 20250708 ... 17140 17240 PB
58 58 PB2605 20250708 ... 17120 17230 PB
59 59 PB2606 20250708 ... 17115 17205 PB
60 60 NI2507 20250708 ... 120260 120990 NI
61 61 NI2508 20250708 ... 120590 121180 NI
62 62 NI2509 20250708 ... 120670 121230 NI
63 63 NI2510 20250708 ... 120790 121300 NI
64 64 NI2511 20250708 ... 121000 121490 NI
65 65 NI2512 20250708 ... 121160 121580 NI
66 66 NI2601 20250708 ... 121290 121800 NI
67 67 NI2602 20250708 ... 121530 121860 NI
68 68 NI2603 20250708 ... 121700 121940 NI
69 69 NI2604 20250708 ... 121890 122520 NI
70 70 NI2605 20250708 ... 122350 122830 NI
71 71 NI2606 20250708 ... 122370 122890 NI
72 72 SN2507 20250708 ... 264710 265940 SN
73 73 SN2508 20250708 ... 264240 265680 SN
74 74 SN2509 20250708 ... 264440 265560 SN
75 75 SN2510 20250708 ... 264220 265230 SN
76 76 SN2511 20250708 ... 264030 264030 SN
77 77 SN2512 20250708 ... 263910 263190 SN
78 78 SN2601 20250708 ... 263970 262930 SN
79 79 SN2602 20250708 ... 263730 262230 SN
80 80 SN2603 20250708 ... 264130 262980 SN
81 81 SN2604 20250708 ... 263550 262990 SN
82 82 SN2605 20250708 ... 263190 262960 SN
83 83 SN2606 20250708 ... 262100 265830 SN
84 84 AO2507 20250708 ... 3340 3187 AO
85 85 AO2508 20250708 ... 3143 3073 AO
86 86 AO2509 20250708 ... 3064 3026 AO
87 87 AO2510 20250708 ... 3021 2998 AO
88 88 AO2511 20250708 ... 3006 2988 AO
89 89 AO2512 20250708 ... 2996 2982 AO
90 90 AO2601 20250708 ... 2987 2971 AO
91 91 AO2602 20250708 ... 2990 2968 AO
92 92 AO2603 20250708 ... 2979 2962 AO
93 93 AO2604 20250708 ... 2978 2967 AO
94 94 AO2605 20250708 ... 2971 2958 AO
95 95 AO2606 20250708 ... 2971 2963 AO
96 96 AD2511 20250708 ... 19810 19760 AD
97 97 AD2512 20250708 ... 19740 19675 AD
98 98 AD2601 20250708 ... 19645 19615 AD
99 99 AD2602 20250708 ... 19665 19595 AD
100 100 AD2603 20250708 ... 19605 19465 AD
101 101 AD2604 20250708 ... 19670 19670 AD
102 102 AD2605 20250708 ... 19525 19455 AD
103 103 AD2606 20250708 ... 19495 19495 AD
104 104 AU2507 20250708 ... 772.88 770.7 AU
105 105 AU2508 20250708 ... 772.5 770.94 AU
106 106 AU2509 20250708 ... 771.42 771.38 AU
107 107 AU2510 20250708 ... 774.54 772.92 AU
108 108 AU2512 20250708 ... 776.36 774.38 AU
109 109 AU2602 20250708 ... 778.54 776.44 AU
110 110 AU2604 20250708 ... 780.96 778.1 AU
111 111 AU2606 20250708 ... 782.16 780.28 AU
112 112 AG2507 20250708 ... 8909 8881 AG
113 113 AG2508 20250708 ... 8883 8908 AG
114 114 AG2509 20250708 ... 8894 8917 AG
115 115 AG2510 20250708 ... 8917 8933 AG
116 116 AG2511 20250708 ... 8919 8939 AG
117 117 AG2512 20250708 ... 8934 8949 AG
118 118 AG2601 20250708 ... 8942 8963 AG
119 119 AG2602 20250708 ... 8958 8972 AG
120 120 AG2603 20250708 ... 8964 8979 AG
121 121 AG2604 20250708 ... 8986 8993 AG
122 122 AG2605 20250708 ... 8994 9001 AG
123 123 AG2606 20250708 ... 9006 9019 AG
124 124 RB2507 20250708 ... 3070 3082 RB
125 125 RB2508 20250708 ... 3026 3027 RB
126 126 RB2509 20250708 ... 3027 3032 RB
127 127 RB2510 20250708 ... 3061 3067 RB
128 128 RB2511 20250708 ... 3074 3080 RB
129 129 RB2512 20250708 ... 3088 3094 RB
130 130 RB2601 20250708 ... 3081 3086 RB
131 131 RB2602 20250708 ... 3070 3071 RB
132 132 RB2603 20250708 ... 3078 3077 RB
133 133 RB2604 20250708 ... 3078 3075 RB
134 134 RB2605 20250708 ... 3094 3094 RB
135 135 RB2606 20250708 ... 3097 3100 RB
136 136 WR2507 20250708 ... 3356 3356 WR
137 137 WR2508 20250708 ... 3378 3378 WR
138 138 WR2509 20250708 ... 3251 3251 WR
139 139 WR2510 20250708 ... 3306 3305 WR
140 140 WR2511 20250708 ... 3350 3365 WR
141 141 WR2512 20250708 ... 3362 3362 WR
142 142 WR2601 20250708 ... 3298 3245 WR
143 143 WR2602 20250708 ... 3396 3396 WR
144 144 WR2603 20250708 ... 3387 3387 WR
145 145 WR2604 20250708 ... 3392 3392 WR
146 146 WR2605 20250708 ... 3370 3370 WR
147 147 WR2606 20250708 ... 3321 3268 WR
148 148 HC2507 20250708 ... 3191 3195 HC
149 149 HC2508 20250708 ... 3199 3202 HC
150 150 HC2509 20250708 ... 3196 3205 HC
151 151 HC2510 20250708 ... 3187 3193 HC
152 152 HC2511 20250708 ... 3192 3198 HC
153 153 HC2512 20250708 ... 3193 3199 HC
154 154 HC2601 20250708 ... 3198 3201 HC
155 155 HC2602 20250708 ... 3203 3213 HC
156 156 HC2603 20250708 ... 3196 3210 HC
157 157 HC2604 20250708 ... 3207 3208 HC
158 158 HC2605 20250708 ... 3201 3203 HC
159 159 HC2606 20250708 ... 3215 3220 HC
160 160 SS2507 20250708 ... 12560 12525 SS
161 161 SS2508 20250708 ... 12725 12660 SS
162 162 SS2509 20250708 ... 12660 12610 SS
163 163 SS2510 20250708 ... 12650 12595 SS
164 164 SS2511 20250708 ... 12685 12620 SS
165 165 SS2512 20250708 ... 12705 12645 SS
166 166 SS2601 20250708 ... 12745 12685 SS
167 167 SS2602 20250708 ... 12790 12740 SS
168 168 SS2603 20250708 ... 12815 12770 SS
169 169 SS2604 20250708 ... 12855 12780 SS
170 170 SS2605 20250708 ... 12875 12820 SS
171 171 SS2606 20250708 ... 12920 12840 SS
172 172 SC2508 20250708 ... 509.9 501.3 SC
173 173 SC2509 20250708 ... 505 496.9 SC
174 174 SC2510 20250708 ... 497.6 490.6 SC
175 175 SC2511 20250708 ... 491.4 485.9 SC
176 176 SC2512 20250708 ... 487.2 482.5 SC
177 177 SC2601 20250708 ... 484.1 480.5 SC
178 178 SC2602 20250708 ... 477.5 478.5 SC
179 179 SC2603 20250708 ... 478 474.4 SC
180 180 SC2604 20250708 ... 475.6 473.4 SC
181 181 SC2605 20250708 ... 473.2 473.1 SC
182 182 SC2606 20250708 ... 474.7 470.9 SC
183 183 SC2607 20250708 ... 471.9 471.9 SC
184 184 SC2609 20250708 ... 472.4 468 SC
185 185 SC2612 20250708 ... 470.9 465.1 SC
186 186 SC2703 20250708 ... 466.9 466.2 SC
187 187 SC2706 20250708 ... 470.5 464.3 SC
188 188 SC2709 20250708 ... 464.9 464 SC
189 189 SC2712 20250708 ... 466.5 461 SC
190 190 SC2803 20250708 ... 465.3 461.5 SC
191 191 SC2806 20250708 ... 463.2 461.3 SC
192 192 LU2508 20250708 ... 3678 3617 LU
193 193 LU2509 20250708 ... 3662 3602 LU
194 194 LU2510 20250708 ... 3625 3573 LU
195 195 LU2511 20250708 ... 3588 3545 LU
196 196 LU2512 20250708 ... 3550 3501 LU
197 197 LU2601 20250708 ... 3527 3488 LU
198 198 LU2602 20250708 ... 3506 3475 LU
199 199 LU2603 20250708 ... 3489 3475 LU
200 200 LU2604 20250708 ... 3486 3425 LU
201 201 LU2605 20250708 ... 3463 3413 LU
202 202 LU2606 20250708 ... 3449 3398 LU
203 203 LU2607 20250708 ... 3445 3403 LU
204 204 FU2508 20250708 ... 2931 2906 FU
205 205 FU2509 20250708 ... 2967 2940 FU
206 206 FU2510 20250708 ... 2941 2907 FU
207 207 FU2511 20250708 ... 2907 2881 FU
208 208 FU2512 20250708 ... 2877 2848 FU
209 209 FU2601 20250708 ... 2865 2838 FU
210 210 FU2602 20250708 ... 2854 2829 FU
211 211 FU2603 20250708 ... 2836 2813 FU
212 212 FU2604 20250708 ... 2823 2797 FU
213 213 FU2605 20250708 ... 2808 2785 FU
214 214 FU2606 20250708 ... 2793 2775 FU
215 215 FU2607 20250708 ... 2778 2762 FU
216 216 BU2507 20250708 ... 3665 3615 BU
217 217 BU2508 20250708 ... 3620 3589 BU
218 218 BU2509 20250708 ... 3592 3562 BU
219 219 BU2510 20250708 ... 3541 3512 BU
220 220 BU2511 20250708 ... 3471 3444 BU
221 221 BU2512 20250708 ... 3393 3369 BU
222 222 BU2601 20250708 ... 3351 3328 BU
223 223 BU2602 20250708 ... 3345 3319 BU
224 224 BU2603 20250708 ... 3305 3305 BU
225 225 BU2604 20250708 ... 3320 3299 BU
226 226 BU2605 20250708 ... 3315 3288 BU
227 227 BU2606 20250708 ... 3299 3279 BU
228 228 BU2609 20250708 ... 3282 3270 BU
229 229 BU2612 20250708 ... 3243 3226 BU
230 230 BU2703 20250708 ... 3247 3223 BU
231 231 BU2706 20250708 ... 3240 3227 BU
232 232 BR2507 20250708 ... 11200 11160 BR
233 233 BR2508 20250708 ... 11205 11030 BR
234 234 BR2509 20250708 ... 11130 10965 BR
235 235 BR2510 20250708 ... 11100 10935 BR
236 236 BR2511 20250708 ... 11075 10920 BR
237 237 BR2512 20250708 ... 11045 10910 BR
238 238 BR2601 20250708 ... 11060 10920 BR
239 239 BR2602 20250708 ... 11045 10910 BR
240 240 BR2603 20250708 ... 11065 10900 BR
241 241 BR2604 20250708 ... 11015 10895 BR
242 242 BR2605 20250708 ... 11025 10925 BR
243 243 BR2606 20250708 ... 11010 10960 BR
244 244 RU2507 20250708 ... 13855 13845 RU
245 245 RU2508 20250708 ... 13940 13915 RU
246 246 RU2509 20250708 ... 13990 13935 RU
247 247 RU2510 20250708 ... 14040 13950 RU
248 248 RU2511 20250708 ... 14010 13955 RU
249 249 RU2601 20250708 ... 14860 14805 RU
250 250 RU2603 20250708 ... 14840 14820 RU
251 251 RU2604 20250708 ... 14845 14845 RU
252 252 RU2605 20250708 ... 14910 14870 RU
253 253 RU2606 20250708 ... 14950 14950 RU
254 254 NR2507 20250708 ... 11940 11960 NR
255 255 NR2508 20250708 ... 12045 12005 NR
256 256 NR2509 20250708 ... 12050 11995 NR
257 257 NR2510 20250708 ... 12055 12005 NR
258 258 NR2511 20250708 ... 12080 12005 NR
259 259 NR2512 20250708 ... 12105 12030 NR
260 260 NR2601 20250708 ... 12125 12055 NR
261 261 NR2602 20250708 ... 12170 12075 NR
262 262 NR2603 20250708 ... 12155 12070 NR
263 263 NR2604 20250708 ... 12175 12065 NR
264 264 NR2605 20250708 ... 12215 12105 NR
265 265 NR2606 20250708 ... 12260 12260 NR
266 266 SP2507 20250708 ... 5030 5044 SP
267 267 SP2508 20250708 ... 5050 5062 SP
268 268 SP2509 20250708 ... 5072 5080 SP
269 269 SP2510 20250708 ... 5088 5092 SP
270 270 SP2511 20250708 ... 5078 5080 SP
271 271 SP2512 20250708 ... 5078 5078 SP
272 272 SP2601 20250708 ... 5282 5284 SP
273 273 SP2602 20250708 ... 5238 5224 SP
274 274 SP2603 20250708 ... 5224 5222 SP
275 275 SP2604 20250708 ... 5232 5230 SP
276 276 SP2605 20250708 ... 5226 5226 SP
277 277 SP2606 20250708 ... 5234 5236 SP
278 278 EC2508 20250708 ... 1979 1872.2 EC
279 279 EC2510 20250708 ... 1387.7 1341.2 EC
280 280 EC2512 20250708 ... 1571.8 1518.9 EC
281 281 EC2602 20250708 ... 1356.5 1326.2 EC
282 282 EC2604 20250708 ... 1181.4 1163.3 EC
283 283 EC2606 20250708 ... 1333 1314.7 EC
284 284 SC_TAS2508 20250708 ... SC_TAS
285 285 SC_TAS2509 20250708 ... SC_TAS
286 286 SC_TAS2510 20250708 ... SC_TAS
287 287 SC_TAS2511 20250708 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:24,529 - future_1d - INFO - ak.get_shfe_daily('2025-07-08') done
2025-07-14 20:56:26,363 - future_1d - INFO - save future_daily 2025-07-08 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250709 513 521 ... 6649274.55 515.7 509.9 SC
1 SC2509 20250709 508.4 513.8 ... 1940966.17 510.6 505 SC
2 SC2510 20250709 501.6 506.7 ... 388812.8 503.3 497.6 SC
3 SC2511 20250709 495.5 500.4 ... 36921.48 496.9 491.4 SC
4 SC2512 20250709 490.6 495.9 ... 20532.6 492.3 487.2 SC
5 SC2601 20250709 487.6 491.8 ... 25686.98 489.2 484.1 SC
6 SC2602 20250709 484.2 488 ... 20924.01 485.4 477.5 SC
7 SC2603 20250709 481.5 484.5 ... 4300.42 483.1 478 SC
8 SC2604 20250709 478.2 479.1 ... 95.73 478.6 475.6 SC
9 SC2605 20250709 ... 0 477.6 473.2 SC
10 SC2606 20250709 477 478.5 ... 429.98 477.7 474.7 SC
11 SC2607 20250709 ... 0 472.5 471.9 SC
12 SC2609 20250709 ... 0 472.6 472.4 SC
13 SC2612 20250709 472.2 472.2 ... 47.22 472.2 470.9 SC
14 SC2703 20250709 ... 0 467.9 466.9 SC
15 SC2706 20250709 469.9 471.6 ... 94.15 470.7 470.5 SC
16 SC2709 20250709 ... 0 466.8 464.9 SC
17 SC2712 20250709 ... 0 466.5 466.5 SC
18 SC2803 20250709 465.4 466.3 ... 186.33 465.8 465.3 SC
19 SC2806 20250709 ... 0 463.2 463.2 SC
21 LU2508 20250709 3698 3728 ... 7441.74 3709 3678 LU
22 LU2509 20250709 3680 3714 ... 265176.029 3697 3662 LU
23 LU2510 20250709 3643 3678 ... 133650.787 3662 3625 LU
24 LU2511 20250709 3606 3644 ... 5005.086 3626 3588 LU
25 LU2512 20250709 3580 3607 ... 86.326 3596 3550 LU
26 LU2601 20250709 3550 3575 ... 616.067 3561 3527 LU
27 LU2602 20250709 3543 3543 ... 3.543 3543 3506 LU
28 LU2603 20250709 3498 3523 ... 42.122 3510 3489 LU
29 LU2604 20250709 ... 0 3486 3486 LU
30 LU2605 20250709 3475 3495 ... 83.614 3483 3463 LU
31 LU2606 20250709 3467 3483 ... 121.719 3477 3449 LU
32 LU2607 20250709 3444 3469 ... 51.885 3459 3445 LU
34 NR2507 20250709 12030 12050 ... 1081.35 12015 11940 NR
35 NR2508 20250709 12075 12125 ... 741056.375 12040 12045 NR
36 NR2509 20250709 12080 12135 ... 473102.555 12060 12050 NR
37 NR2510 20250709 12085 12140 ... 72289.935 12075 12055 NR
38 NR2511 20250709 12080 12145 ... 1282.45 12095 12080 NR
39 NR2512 20250709 12100 12165 ... 859.745 12105 12105 NR
40 NR2601 20250709 12130 12190 ... 4538.14 12130 12125 NR
41 NR2602 20250709 12200 12200 ... 183 12200 12170 NR
42 NR2603 20250709 12195 12230 ... 85.29 12180 12155 NR
43 NR2604 20250709 12200 12200 ... 24.39 12195 12175 NR
44 NR2605 20250709 12250 12285 ... 85.75 12250 12215 NR
45 NR2606 20250709 12225 12225 ... 12.225 12225 12260 NR
47 BC2507 20250709 ... 0 70600 70600 BC
48 BC2508 20250709 70810 71340 ... 386873.235 70140 70690 BC
49 BC2509 20250709 70710 70900 ... 39587.96 69880 70530 BC
50 BC2510 20250709 70620 70620 ... 245.215 70060 70980 BC
51 BC2511 20250709 69510 69510 ... 483.565 69080 71800 BC
52 BC2512 20250709 ... 0 69750 70700 BC
53 BC2601 20250709 ... 0 69810 70900 BC
54 BC2602 20250709 ... 0 69410 69410 BC
55 BC2603 20250709 ... 0 69290 69290 BC
56 BC2604 20250709 ... 0 69750 70800 BC
57 BC2605 20250709 ... 0 68280 70970 BC
58 BC2606 20250709 ... 0 67820 70490 BC
60 EC2508 20250709 2015.2 2030 ... 252742.326 1990.2 1979 EC
61 EC2510 20250709 1385 1395.8 ... 71128.793 1382.4 1387.7 EC
62 EC2512 20250709 1555.4 1580 ... 16171.0555 1551.1 1571.8 EC
63 EC2602 20250709 1358.6 1359.5 ... 2110.858 1348.7 1356.5 EC
64 EC2604 20250709 1196 1196 ... 3890.1385 1184.2 1181.4 EC
65 EC2606 20250709 1339.8 1339.8 ... 662.649 1325.2 1333 EC
68 SC_TAS2508 20250709 ... SC_TAS
69 SC_TAS2509 20250709 ... SC_TAS
70 SC_TAS2510 20250709 ... SC_TAS
71 SC_TAS2511 20250709 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:34,212 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 a2507 20250709 0.00 ... 4150.00 4150.00 A
1 a2509 20250709 4103.00 ... 4112.00 4090.00 A
2 a2511 20250709 4042.00 ... 4048.00 4037.00 A
3 a2601 20250709 4029.00 ... 4033.00 4022.00 A
4 a2603 20250709 4020.00 ... 4027.00 4014.00 A
5 a2605 20250709 4056.00 ... 4059.00 4052.00 A
6 b2507 20250709 3480.00 ... 3480.00 3550.00 B
7 b2508 20250709 3518.00 ... 3518.00 3515.00 B
8 b2509 20250709 3570.00 ... 3576.00 3571.00 B
9 b2510 20250709 3617.00 ... 3610.00 3614.00 B
10 b2511 20250709 3632.00 ... 3639.00 3635.00 B
11 b2512 20250709 3654.00 ... 3661.00 3656.00 B
12 b2601 20250709 3643.00 ... 3652.00 3643.00 B
13 b2602 20250709 3629.00 ... 3624.00 3619.00 B
14 b2603 20250709 3540.00 ... 3535.00 3540.00 B
15 b2604 20250709 3445.00 ... 3443.00 3445.00 B
16 b2605 20250709 3374.00 ... 3375.00 3377.00 B
17 b2606 20250709 3371.00 ... 3371.00 3373.00 B
18 bb2509 20250709 153.65 ... 153.50 154.15 BB
19 bb2511 20250709 158.10 ... 157.15 158.00 BB
20 bb2601 20250709 156.75 ... 156.40 156.25 BB
21 bb2603 20250709 0.00 ... 165.90 165.75 BB
22 bb2605 20250709 0.00 ... 165.90 165.75 BB
23 bz2603 20250709 5935.00 ... 6015.00 5922.00 BZ
24 bz2604 20250709 5965.00 ... 6010.00 5919.00 BZ
25 bz2605 20250709 5948.00 ... 6013.00 5924.00 BZ
26 bz2606 20250709 5942.00 ... 6003.00 5913.00 BZ
27 c2507 20250709 2289.00 ... 2296.00 2316.00 C
28 c2509 20250709 2315.00 ... 2322.00 2320.00 C
29 c2511 20250709 2277.00 ... 2275.00 2276.00 C
30 c2601 20250709 2241.00 ... 2237.00 2240.00 C
31 c2603 20250709 2241.00 ... 2238.00 2240.00 C
32 c2605 20250709 2270.00 ... 2266.00 2266.00 C
33 cs2507 20250709 2700.00 ... 2700.00 2729.00 CS
34 cs2509 20250709 2676.00 ... 2676.00 2675.00 CS
35 cs2511 20250709 2627.00 ... 2630.00 2630.00 CS
36 cs2601 20250709 2627.00 ... 2626.00 2629.00 CS
37 cs2603 20250709 2614.00 ... 2615.00 2616.00 CS
38 cs2605 20250709 2649.00 ... 2650.00 2652.00 CS
39 eb2507 20250709 0.00 ... 7499.00 7499.00 EB
40 eb2508 20250709 7305.00 ... 7320.00 7334.00 EB
41 eb2509 20250709 7213.00 ... 7234.00 7241.00 EB
42 eb2510 20250709 7131.00 ... 7153.00 7157.00 EB
43 eb2511 20250709 7064.00 ... 7089.00 7087.00 EB
44 eb2512 20250709 7033.00 ... 7058.00 7050.00 EB
45 eb2601 20250709 7028.00 ... 7053.00 7048.00 EB
46 eb2602 20250709 7048.00 ... 7069.00 7062.00 EB
47 eb2603 20250709 7056.00 ... 7073.00 7082.00 EB
48 eb2604 20250709 7033.00 ... 7062.00 7069.00 EB
49 eb2605 20250709 7028.00 ... 7086.00 7056.00 EB
50 eb2606 20250709 7069.00 ... 7089.00 7060.00 EB
51 eg2507 20250709 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250709 4257.00 ... 4259.00 4257.00 EG
53 eg2509 20250709 4270.00 ... 4275.00 4273.00 EG
54 eg2510 20250709 4288.00 ... 4289.00 4284.00 EG
55 eg2511 20250709 4298.00 ... 4296.00 4291.00 EG
56 eg2512 20250709 4290.00 ... 4292.00 4285.00 EG
57 eg2601 20250709 4295.00 ... 4300.00 4300.00 EG
58 eg2602 20250709 4301.00 ... 4301.00 4299.00 EG
59 eg2603 20250709 4314.00 ... 4313.00 4334.00 EG
60 eg2604 20250709 4328.00 ... 4331.00 4330.00 EG
61 eg2605 20250709 4331.00 ... 4332.00 4331.00 EG
62 eg2606 20250709 0.00 ... 4329.00 4329.00 EG
63 fb2507 20250709 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250709 1332.50 ... 1332.50 1325.00 FB
65 fb2509 20250709 1314.50 ... 1317.00 1310.50 FB
66 fb2510 20250709 1325.50 ... 1328.00 1325.00 FB
67 fb2511 20250709 1324.50 ... 1325.00 1325.00 FB
68 fb2512 20250709 1323.50 ... 1324.50 1323.50 FB
69 fb2601 20250709 1305.00 ... 1310.00 1300.50 FB
70 fb2602 20250709 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250709 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250709 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250709 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250709 0.00 ... 1292.50 1292.50 FB
75 i2507 20250709 0.00 ... 748.00 748.00 I
76 i2508 20250709 737.50 ... 740.50 736.50 I
77 i2509 20250709 731.50 ... 736.50 731.50 I
78 i2510 20250709 727.50 ... 731.00 725.50 I
79 i2511 20250709 722.00 ... 724.50 719.00 I
80 i2512 20250709 715.00 ... 718.00 712.00 I
81 i2601 20250709 707.00 ... 710.00 705.00 I
82 i2602 20250709 704.50 ... 708.00 702.00 I
83 i2603 20250709 701.50 ... 704.50 699.00 I
84 i2604 20250709 698.00 ... 700.50 695.00 I
85 i2605 20250709 691.50 ... 693.00 688.50 I
86 i2606 20250709 684.50 ... 687.00 682.50 I
87 j2507 20250709 0.00 ... 1304.50 1304.50 J
88 j2508 20250709 1396.50 ... 1416.00 1392.50 J
89 j2509 20250709 1428.00 ... 1445.50 1421.50 J
90 j2510 20250709 1442.00 ... 1461.50 1433.00 J
91 j2511 20250709 0.00 ... 1450.50 1450.00 J
92 j2512 20250709 0.00 ... 1471.00 1464.00 J
93 j2601 20250709 1476.50 ... 1486.50 1466.50 J
94 j2602 20250709 0.00 ... 1494.50 1481.50 J
95 j2603 20250709 1507.50 ... 1507.50 1505.00 J
96 j2604 20250709 0.00 ... 1499.50 1499.50 J
97 j2605 20250709 1528.50 ... 1526.50 1509.00 J
98 j2606 20250709 0.00 ... 1528.00 1528.00 J
99 jd2507 20250709 2806.00 ... 2778.00 2778.00 JD
100 jd2508 20250709 3453.00 ... 3470.00 3447.00 JD
101 jd2509 20250709 3580.00 ... 3585.00 3577.00 JD
102 jd2510 20250709 3370.00 ... 3373.00 3369.00 JD
103 jd2511 20250709 3403.00 ... 3401.00 3413.00 JD
104 jd2512 20250709 3548.00 ... 3559.00 3568.00 JD
105 jd2601 20250709 3602.00 ... 3616.00 3628.00 JD
106 jd2602 20250709 3193.00 ... 3195.00 3199.00 JD
107 jd2603 20250709 3206.00 ... 3199.00 3203.00 JD
108 jd2604 20250709 3349.00 ... 3335.00 3340.00 JD
109 jd2605 20250709 3409.00 ... 3413.00 3412.00 JD
110 jd2606 20250709 3267.00 ... 3266.00 3266.00 JD
111 jm2507 20250709 836.00 ... 846.50 830.00 JM
112 jm2508 20250709 800.00 ... 812.00 798.00 JM
113 jm2509 20250709 849.50 ... 860.50 839.50 JM
114 jm2510 20250709 862.50 ... 877.00 856.50 JM
115 jm2511 20250709 875.00 ... 886.00 869.50 JM
116 jm2512 20250709 886.50 ... 897.50 880.00 JM
117 jm2601 20250709 896.00 ... 905.00 887.50 JM
118 jm2602 20250709 914.50 ... 908.00 896.00 JM
119 jm2603 20250709 916.00 ... 919.50 900.50 JM
120 jm2604 20250709 920.50 ... 925.00 914.00 JM
121 jm2605 20250709 923.50 ... 932.50 918.00 JM
122 jm2606 20250709 944.00 ... 945.00 928.50 JM
123 l2507 20250709 0.00 ... 7291.00 7291.00 L
124 l2508 20250709 7254.00 ... 7255.00 7256.00 L
125 l2509 20250709 7246.00 ... 7257.00 7250.00 L
126 l2510 20250709 7237.00 ... 7254.00 7245.00 L
127 l2511 20250709 7239.00 ... 7253.00 7242.00 L
128 l2512 20250709 7235.00 ... 7248.00 7236.00 L
129 l2601 20250709 7225.00 ... 7237.00 7229.00 L
130 l2602 20250709 7218.00 ... 7214.00 7199.00 L
131 l2603 20250709 7221.00 ... 7210.00 7194.00 L
132 l2604 20250709 0.00 ... 7215.00 7215.00 L
133 l2605 20250709 7202.00 ... 7212.00 7205.00 L
134 l2606 20250709 7212.00 ... 7212.00 7210.00 L
135 lg2507 20250709 819.00 ... 819.50 819.50 LG
136 lg2509 20250709 785.00 ... 783.50 787.00 LG
137 lg2511 20250709 781.00 ... 781.50 784.00 LG
138 lg2601 20250709 781.00 ... 781.50 783.00 LG
139 lg2603 20250709 784.00 ... 783.50 785.00 LG
140 lg2605 20250709 792.50 ... 789.50 790.50 LG
141 lh2507 20250709 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250709 14240.00 ... 14220.00 14270.00 LH
143 lh2511 20250709 13640.00 ... 13590.00 13680.00 LH
144 lh2601 20250709 13740.00 ... 13680.00 13730.00 LH
145 lh2603 20250709 12995.00 ... 12965.00 12995.00 LH
146 lh2605 20250709 13160.00 ... 13135.00 13180.00 LH
147 m2507 20250709 0.00 ... 2802.00 2802.00 M
148 m2508 20250709 2914.00 ... 2921.00 2919.00 M
149 m2509 20250709 2930.00 ... 2940.00 2938.00 M
150 m2511 20250709 2967.00 ... 2981.00 2975.00 M
151 m2512 20250709 3007.00 ... 3016.00 3012.00 M
152 m2601 20250709 2983.00 ... 2992.00 2990.00 M
153 m2603 20250709 2849.00 ... 2854.00 2856.00 M
154 m2605 20250709 2702.00 ... 2703.00 2706.00 M
155 p2507 20250709 8620.00 ... 8620.00 8468.00 P
156 p2508 20250709 8662.00 ... 8676.00 8588.00 P
157 p2509 20250709 8644.00 ... 8656.00 8554.00 P
158 p2510 20250709 8648.00 ... 8656.00 8576.00 P
159 p2511 20250709 8628.00 ... 8626.00 8556.00 P
160 p2512 20250709 8636.00 ... 8626.00 8568.00 P
161 p2601 20250709 8624.00 ... 8634.00 8564.00 P
162 p2602 20250709 8588.00 ... 8592.00 8572.00 P
163 p2603 20250709 8542.00 ... 8540.00 8518.00 P
164 p2604 20250709 8486.00 ... 8494.00 8482.00 P
165 p2605 20250709 8418.00 ... 8434.00 8414.00 P
166 p2606 20250709 8400.00 ... 8406.00 8402.00 P
167 pg2507 20250709 0.00 ... 4205.00 4205.00 PG
168 pg2508 20250709 4173.00 ... 4178.00 4184.00 PG
169 pg2509 20250709 4082.00 ... 4077.00 4078.00 PG
170 pg2510 20250709 4477.00 ... 4480.00 4484.00 PG
171 pg2511 20250709 4402.00 ... 4397.00 4399.00 PG
172 pg2512 20250709 4324.00 ... 4321.00 4319.00 PG
173 pg2601 20250709 4235.00 ... 4241.00 4244.00 PG
174 pg2602 20250709 0.00 ... 4164.00 4164.00 PG
175 pg2603 20250709 4065.00 ... 4082.00 4083.00 PG
176 pg2604 20250709 4361.00 ... 4373.00 4379.00 PG
177 pg2605 20250709 4262.00 ... 4266.00 4274.00 PG
178 pg2606 20250709 0.00 ... 4205.00 4204.00 PG
179 pp2507 20250709 7068.00 ... 7068.00 7068.00 PP
180 pp2508 20250709 7044.00 ... 7057.00 7051.00 PP
181 pp2509 20250709 7048.00 ... 7056.00 7054.00 PP
182 pp2510 20250709 7008.00 ... 7017.00 7017.00 PP
183 pp2511 20250709 7004.00 ... 7009.00 7014.00 PP
184 pp2512 20250709 7008.00 ... 7014.00 7017.00 PP
185 pp2601 20250709 7011.00 ... 7015.00 7014.00 PP
186 pp2602 20250709 6989.00 ... 6995.00 7015.00 PP
187 pp2603 20250709 0.00 ... 7004.00 7004.00 PP
188 pp2604 20250709 0.00 ... 7006.00 7006.00 PP
189 pp2605 20250709 7001.00 ... 7008.00 7001.00 PP
190 pp2606 20250709 6991.00 ... 6990.00 7005.00 PP
191 rr2507 20250709 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250709 3587.00 ... 3587.00 3587.00 RR
193 rr2509 20250709 3593.00 ... 3595.00 3595.00 RR
194 rr2510 20250709 3603.00 ... 3607.00 3608.00 RR
195 rr2511 20250709 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250709 3601.00 ... 3601.00 3596.00 RR
197 rr2601 20250709 3602.00 ... 3600.00 3598.00 RR
198 rr2602 20250709 3605.00 ... 3606.00 3610.00 RR
199 rr2603 20250709 3607.00 ... 3606.00 3611.00 RR
200 rr2604 20250709 3613.00 ... 3613.00 3622.00 RR
201 rr2605 20250709 3606.00 ... 3606.00 3614.00 RR
202 rr2606 20250709 0.00 ... 3609.00 3609.00 RR
203 v2507 20250709 4828.00 ... 4839.00 4812.00 V
204 v2508 20250709 4855.00 ... 4890.00 4848.00 V
205 v2509 20250709 4891.00 ... 4929.00 4886.00 V
206 v2510 20250709 4930.00 ... 4957.00 4915.00 V
207 v2511 20250709 4957.00 ... 4981.00 4944.00 V
208 v2512 20250709 4981.00 ... 5006.00 4969.00 V
209 v2601 20250709 5000.00 ... 5031.00 4991.00 V
210 v2602 20250709 5030.00 ... 5044.00 5013.00 V
211 v2603 20250709 5043.00 ... 5062.00 5035.00 V
212 v2604 20250709 5198.00 ... 5213.00 5177.00 V
213 v2605 20250709 5180.00 ... 5221.00 5198.00 V
214 v2606 20250709 5218.00 ... 5234.00 5209.00 V
215 y2507 20250709 0.00 ... 8038.00 8038.00 Y
216 y2508 20250709 7910.00 ... 7902.00 7884.00 Y
217 y2509 20250709 7938.00 ... 7922.00 7908.00 Y
218 y2511 20250709 7948.00 ... 7936.00 7930.00 Y
219 y2512 20250709 7964.00 ... 7962.00 7972.00 Y
220 y2601 20250709 7928.00 ... 7916.00 7910.00 Y
221 y2603 20250709 7822.00 ... 7818.00 7820.00 Y
222 y2605 20250709 7622.00 ... 7594.00 7612.00 Y
[223 rows x 12 columns]
2025-07-14 20:56:34,808 - future_1d - INFO - ak.get_dce_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 PS2507 20250709 37535.0 ... 38185.0 37535.0 PS
1 PS2508 20250709 38480.0 ... 39190.0 37390.0 PS
2 PS2509 20250709 38140.0 ... 38810.0 37220.0 PS
3 PS2510 20250709 38045.0 ... 38630.0 37130.0 PS
4 PS2511 20250709 37980.0 ... 38440.0 36950.0 PS
5 PS2512 20250709 40275.0 ... 40765.0 39675.0 PS
6 PS2601 20250709 39860.0 ... 40680.0 39670.0 PS
7 PS2602 20250709 40205.0 ... 40535.0 39890.0 PS
8 PS2603 20250709 40305.0 ... 40575.0 39660.0 PS
9 PS2604 20250709 40070.0 ... 40345.0 39050.0 PS
10 PS2605 20250709 39840.0 ... 40305.0 38930.0 PS
11 PS2606 20250709 40425.0 ... 41000.0 40130.0 PS
13 SI2507 20250709 8160.0 ... 8160.0 8035.0 SI
14 SI2508 20250709 8200.0 ... 8175.0 8170.0 SI
15 SI2509 20250709 8200.0 ... 8165.0 8195.0 SI
16 SI2510 20250709 8200.0 ... 8145.0 8195.0 SI
17 SI2511 20250709 8135.0 ... 8115.0 8130.0 SI
18 SI2512 20250709 8505.0 ... 8430.0 8460.0 SI
19 SI2601 20250709 8465.0 ... 8385.0 8415.0 SI
20 SI2602 20250709 8465.0 ... 8395.0 8425.0 SI
21 SI2603 20250709 8465.0 ... 8400.0 8440.0 SI
22 SI2604 20250709 8440.0 ... 8410.0 8450.0 SI
23 SI2605 20250709 8475.0 ... 8390.0 8390.0 SI
24 SI2606 20250709 8435.0 ... 8385.0 8365.0 SI
27 LC2507 20250709 64320.0 ... 64400.0 64320.0 LC
28 LC2508 20250709 64000.0 ... 64700.0 64600.0 LC
29 LC2509 20250709 63860.0 ... 64460.0 64300.0 LC
30 LC2510 20250709 63840.0 ... 64280.0 64180.0 LC
31 LC2511 20250709 63660.0 ... 64100.0 63940.0 LC
32 LC2512 20250709 63860.0 ... 64260.0 64160.0 LC
33 LC2601 20250709 64000.0 ... 64300.0 64200.0 LC
34 LC2602 20250709 63860.0 ... 64200.0 64200.0 LC
35 LC2603 20250709 63900.0 ... 64260.0 64200.0 LC
36 LC2604 20250709 64340.0 ... 64800.0 64540.0 LC
37 LC2605 20250709 64420.0 ... 64600.0 64600.0 LC
38 LC2606 20250709 64320.0 ... 64820.0 64620.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:35,181 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 IC2507 20250709 5959.800 ... 5937.200 5952.600 IC
1 IC2508 20250709 5906.400 ... 5882.400 5897.200 IC
2 IC2509 20250709 5850.000 ... 5830.000 5848.000 IC
3 IC2512 20250709 5735.600 ... 5706.800 5726.000 IC
4 IF2507 20250709 3981.600 ... 3981.800 3983.000 IF
5 IF2508 20250709 3966.000 ... 3964.400 3966.200 IF
6 IF2509 20250709 3958.600 ... 3957.000 3959.200 IF
7 IF2512 20250709 3925.000 ... 3923.400 3923.400 IF
8 IH2507 20250709 2730.000 ... 2731.400 2733.400 IH
9 IH2508 20250709 2726.200 ... 2726.600 2729.400 IH
10 IH2509 20250709 2727.000 ... 2727.000 2728.800 IH
11 IH2512 20250709 2728.200 ... 2727.400 2728.600 IH
12 IM2507 20250709 6369.800 ... 6365.000 6369.800 IM
13 IM2508 20250709 6308.000 ... 6292.800 6297.800 IM
14 IM2509 20250709 6240.000 ... 6219.800 6226.200 IM
15 IM2512 20250709 6050.000 ... 6032.200 6040.200 IM
16 T2509 20250709 109.020 ... 109.020 108.995 T
17 T2512 20250709 109.100 ... 109.100 109.075 T
18 T2603 20250709 109.075 ... 109.075 109.045 T
19 TF2509 20250709 106.145 ... 106.135 106.125 TF
20 TF2512 20250709 106.250 ... 106.225 106.225 TF
21 TF2603 20250709 106.255 ... 106.270 106.270 TF
22 TL2509 20250709 120.900 ... 120.960 120.860 TL
23 TL2512 20250709 120.710 ... 120.810 120.740 TL
24 TL2603 20250709 120.650 ... 120.610 120.560 TL
25 TS2509 20250709 102.472 ... 102.456 102.466 TS
26 TS2512 20250709 102.600 ... 102.576 102.582 TS
27 TS2603 20250709 102.682 ... 102.684 102.690 TS
[28 rows x 12 columns]
2025-07-14 20:56:35,357 - future_1d - INFO - ak.get_cffex_daily('2025-07-09') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250709 7670.0 7800.0 ... 717100.00 7751.0 7666.0 AP
1 AP511 20250709 7540.0 7620.0 ... 2425.16 7579.0 7506.0 AP
2 AP512 20250709 7600.0 7646.0 ... 144.67 7614.0 7549.0 AP
3 AP601 20250709 7581.0 7678.0 ... 28720.63 7636.0 7574.0 AP
4 AP603 20250709 7608.0 7647.0 ... 213.38 7621.0 7556.0 AP
5 AP604 20250709 7691.0 7691.0 ... 306.98 7674.0 7638.0 AP
6 AP605 20250709 7699.0 7758.0 ... 681.15 7740.0 7683.0 AP
7 CF507 20250709 13560.0 13610.0 ... 2280.25 13535.0 13550.0 CF
8 CF509 20250709 13790.0 13855.0 ... 1487327.69 13770.0 13760.0 CF
9 CF511 20250709 13685.0 13745.0 ... 197156.00 13675.0 13670.0 CF
10 CF601 20250709 13750.0 13800.0 ... 406722.73 13740.0 13735.0 CF
11 CF603 20250709 13710.0 13765.0 ... 1330.90 13720.0 13700.0 CF
12 CF605 20250709 13745.0 13790.0 ... 6412.57 13715.0 13725.0 CF
13 CJ507 20250709 9450.0 9450.0 ... 47.03 9405.0 9450.0 CJ
14 CJ509 20250709 9400.0 9455.0 ... 211023.82 9380.0 9460.0 CJ
15 CJ512 20250709 10285.0 10330.0 ... 16923.27 10245.0 10330.0 CJ
16 CJ601 20250709 10400.0 10445.0 ... 1046991.67 10360.0 10470.0 CJ
17 CJ603 20250709 10505.0 10570.0 ... 21742.29 10490.0 10580.0 CJ
18 CJ605 20250709 10755.0 10810.0 ... 84099.51 10735.0 10855.0 CJ
19 CY507 20250709 0.0 0.0 ... 0.00 19805.0 19840.0 CY
20 CY508 20250709 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250709 19940.0 20005.0 ... 90368.84 19915.0 19950.0 CY
22 CY510 20250709 0.0 0.0 ... 0.00 19535.0 19570.0 CY
23 CY511 20250709 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250709 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250709 19900.0 19955.0 ... 89.37 19860.0 19935.0 CY
26 CY602 20250709 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250709 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250709 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250709 19915.0 19915.0 ... 9.96 19915.0 20025.0 CY
30 CY606 20250709 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250709 966.0 971.0 ... 139.72 970.0 960.0 FG
32 FG508 20250709 1042.0 1055.0 ... 19791.80 1047.0 1041.0 FG
33 FG509 20250709 1026.0 1037.0 ... 2504679.29 1029.0 1024.0 FG
34 FG510 20250709 1080.0 1087.0 ... 35154.50 1082.0 1075.0 FG
35 FG511 20250709 1067.0 1076.0 ... 47101.91 1071.0 1063.0 FG
36 FG512 20250709 1135.0 1143.0 ... 11175.48 1135.0 1129.0 FG
37 FG601 20250709 1121.0 1134.0 ... 311079.97 1125.0 1120.0 FG
38 FG602 20250709 1166.0 1172.0 ... 393.40 1164.0 1160.0 FG
39 FG603 20250709 1160.0 1169.0 ... 397.36 1162.0 1156.0 FG
40 FG604 20250709 1198.0 1207.0 ... 485.14 1201.0 1195.0 FG
41 FG605 20250709 1190.0 1203.0 ... 5510.66 1197.0 1191.0 FG
42 FG606 20250709 1214.0 1219.0 ... 230.58 1214.0 1208.0 FG
43 JR507 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250709 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250709 2382.0 2398.0 ... 19338.97 2382.0 2391.0 MA
55 MA509 20250709 2365.0 2380.0 ... 1934445.25 2365.0 2382.0 MA
56 MA510 20250709 2385.0 2397.0 ... 55009.54 2384.0 2394.0 MA
57 MA511 20250709 2401.0 2411.0 ... 55678.76 2396.0 2404.0 MA
58 MA512 20250709 2418.0 2434.0 ... 13120.86 2419.0 2426.0 MA
59 MA601 20250709 2415.0 2438.0 ... 198591.85 2422.0 2428.0 MA
60 MA602 20250709 2407.0 2421.0 ... 24.09 2409.0 2415.0 MA
61 MA603 20250709 2401.0 2415.0 ... 103.42 2405.0 2414.0 MA
62 MA604 20250709 2376.0 2376.0 ... 4.75 2376.0 2393.0 MA
63 MA605 20250709 2351.0 2360.0 ... 3346.64 2347.0 2359.0 MA
64 MA606 20250709 2357.0 2359.0 ... 42.37 2354.0 2360.0 MA
65 OI507 20250709 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250709 9588.0 9598.0 ... 2607031.01 9546.0 9535.0 OI
67 OI511 20250709 9583.0 9583.0 ... 140518.82 9539.0 9528.0 OI
68 OI601 20250709 9525.0 9540.0 ... 397715.17 9486.0 9484.0 OI
69 OI603 20250709 9477.0 9481.0 ... 3659.10 9431.0 9452.0 OI
70 OI605 20250709 9376.0 9376.0 ... 3615.18 9342.0 9339.0 OI
71 PF507 20250709 6568.0 6630.0 ... 132.51 6626.0 6626.0 PF
72 PF508 20250709 6522.0 6544.0 ... 279642.93 6528.0 6520.0 PF
73 PF509 20250709 6406.0 6432.0 ... 193303.73 6412.0 6398.0 PF
74 PF510 20250709 6402.0 6422.0 ... 61793.94 6400.0 6388.0 PF
75 PF511 20250709 6374.0 6390.0 ... 78746.78 6370.0 6358.0 PF
76 PF512 20250709 6346.0 6372.0 ... 49565.08 6360.0 6340.0 PF
77 PF601 20250709 6360.0 6386.0 ... 3592.77 6370.0 6352.0 PF
78 PF602 20250709 6370.0 6404.0 ... 44.59 6370.0 6356.0 PF
79 PF603 20250709 6376.0 6416.0 ... 66.94 6376.0 6366.0 PF
80 PF604 20250709 6378.0 6416.0 ... 44.70 6386.0 6372.0 PF
81 PF605 20250709 6380.0 6426.0 ... 108.75 6398.0 6366.0 PF
82 PF606 20250709 6374.0 6388.0 ... 6.38 6382.0 6366.0 PF
83 PK510 20250709 8130.0 8196.0 ... 197959.13 8158.0 8106.0 PK
84 PK511 20250709 7934.0 8024.0 ... 95661.77 7986.0 7914.0 PK
85 PK512 20250709 7934.0 7984.0 ... 3549.71 7968.0 7908.0 PK
86 PK601 20250709 7922.0 7968.0 ... 7811.18 7946.0 7914.0 PK
87 PK603 20250709 7932.0 7958.0 ... 39.74 7948.0 7912.0 PK
88 PK604 20250709 7956.0 7956.0 ... 7.95 7952.0 7924.0 PK
89 PK605 20250709 7952.0 7968.0 ... 338.25 7960.0 7938.0 PK
90 PM507 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250709 5920.0 5920.0 ... 17.76 5920.0 5922.0 PR
97 PR508 20250709 5908.0 5908.0 ... 12670.50 5892.0 5898.0 PR
98 PR509 20250709 5872.0 5890.0 ... 366098.76 5874.0 5870.0 PR
99 PR510 20250709 5856.0 5884.0 ... 248328.55 5866.0 5856.0 PR
100 PR511 20250709 5852.0 5876.0 ... 65277.52 5854.0 5842.0 PR
101 PR512 20250709 5848.0 5848.0 ... 8.77 5848.0 5838.0 PR
102 PR601 20250709 5850.0 5866.0 ... 105.36 5854.0 5840.0 PR
103 PR602 20250709 0.0 0.0 ... 0.00 5898.0 5878.0 PR
104 PR603 20250709 5898.0 5930.0 ... 17.74 5914.0 5886.0 PR
105 PR604 20250709 5892.0 5930.0 ... 17.73 5912.0 5882.0 PR
106 PR605 20250709 5896.0 5896.0 ... 17.67 5892.0 5878.0 PR
107 PR606 20250709 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250709 0.0 0.0 ... 0.00 6890.0 6868.0 PX
109 PX508 20250709 6734.0 6768.0 ... 486.13 6752.0 6722.0 PX
110 PX509 20250709 6710.0 6748.0 ... 594486.99 6716.0 6696.0 PX
111 PX510 20250709 6696.0 6730.0 ... 59893.48 6698.0 6676.0 PX
112 PX511 20250709 6658.0 6704.0 ... 114440.83 6664.0 6642.0 PX
113 PX512 20250709 6638.0 6688.0 ... 35806.53 6644.0 6624.0 PX
114 PX601 20250709 6624.0 6660.0 ... 52120.77 6636.0 6604.0 PX
115 PX602 20250709 0.0 0.0 ... 0.00 6628.0 6566.0 PX
116 PX603 20250709 0.0 0.0 ... 0.00 6618.0 6578.0 PX
117 PX604 20250709 0.0 0.0 ... 0.00 6606.0 6562.0 PX
118 PX605 20250709 6576.0 6610.0 ... 52.75 6594.0 6560.0 PX
119 PX606 20250709 6562.0 6562.0 ... 3.28 6562.0 6544.0 PX
120 RI507 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250709 2440.0 2461.0 ... 899.68 2445.0 2455.0 RM
127 RM508 20250709 2564.0 2594.0 ... 15942.76 2572.0 2577.0 RM
128 RM509 20250709 2568.0 2595.0 ... 721970.44 2573.0 2581.0 RM
129 RM511 20250709 2408.0 2420.0 ... 2486.37 2407.0 2412.0 RM
130 RM601 20250709 2303.0 2317.0 ... 168883.86 2305.0 2312.0 RM
131 RM603 20250709 2291.0 2297.0 ... 11757.00 2287.0 2294.0 RM
132 RM605 20250709 2308.0 2313.0 ... 35468.30 2305.0 2312.0 RM
133 RS507 20250709 0.0 0.0 ... 0.00 4991.0 4961.0 RS
134 RS508 20250709 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250709 5018.0 5097.0 ... 395.37 5069.0 5039.0 RS
136 RS511 20250709 5009.0 5074.0 ... 100.74 5037.0 5049.0 RS
137 SA507 20250709 1140.0 1154.0 ... 270.34 1146.0 1136.0 SA
138 SA508 20250709 1178.0 1197.0 ... 24946.06 1187.0 1174.0 SA
139 SA509 20250709 1178.0 1198.0 ... 3503226.20 1187.0 1177.0 SA
140 SA510 20250709 1196.0 1212.0 ... 93566.02 1201.0 1192.0 SA
141 SA511 20250709 1198.0 1211.0 ... 130134.16 1202.0 1195.0 SA
142 SA512 20250709 1217.0 1236.0 ... 42233.44 1225.0 1216.0 SA
143 SA601 20250709 1220.0 1239.0 ... 772014.38 1226.0 1215.0 SA
144 SA602 20250709 1228.0 1247.0 ... 12342.25 1238.0 1228.0 SA
145 SA603 20250709 1231.0 1247.0 ... 6414.73 1236.0 1228.0 SA
146 SA604 20250709 1246.0 1260.0 ... 2910.42 1250.0 1243.0 SA
147 SA605 20250709 1245.0 1260.0 ... 29619.14 1251.0 1244.0 SA
148 SA606 20250709 1257.0 1263.0 ... 2486.52 1260.0 1255.0 SA
149 SF507 20250709 5466.0 5484.0 ... 1182.38 5436.0 5430.0 SF
150 SF508 20250709 5346.0 5406.0 ... 11221.56 5374.0 5346.0 SF
151 SF509 20250709 5358.0 5418.0 ... 290240.89 5380.0 5352.0 SF
152 SF510 20250709 5312.0 5372.0 ... 60549.78 5328.0 5288.0 SF
153 SF511 20250709 5440.0 5512.0 ... 99059.99 5466.0 5420.0 SF
154 SF512 20250709 5426.0 5488.0 ... 12017.42 5440.0 5400.0 SF
155 SF601 20250709 5396.0 5456.0 ... 6835.09 5412.0 5362.0 SF
156 SF602 20250709 5332.0 5388.0 ... 315.85 5354.0 5300.0 SF
157 SF603 20250709 5466.0 5516.0 ... 16.47 5490.0 5424.0 SF
158 SF604 20250709 0.0 0.0 ... 0.00 5460.0 5412.0 SF
159 SF605 20250709 5444.0 5492.0 ... 101.01 5460.0 5412.0 SF
160 SF606 20250709 5386.0 5388.0 ... 18.79 5370.0 5356.0 SF
161 SH507 20250709 0.0 0.0 ... 0.00 2381.0 2380.0 SH
162 SH508 20250709 2427.0 2473.0 ... 144128.62 2434.0 2442.0 SH
163 SH509 20250709 2405.0 2456.0 ... 3965465.00 2419.0 2418.0 SH
164 SH510 20250709 2413.0 2477.0 ... 438972.92 2439.0 2427.0 SH
165 SH511 20250709 2393.0 2463.0 ... 311045.45 2426.0 2403.0 SH
166 SH512 20250709 2399.0 2468.0 ... 25143.72 2426.0 2410.0 SH
167 SH601 20250709 2383.0 2440.0 ... 101220.63 2403.0 2389.0 SH
168 SH602 20250709 2402.0 2456.0 ... 1192.79 2424.0 2410.0 SH
169 SH603 20250709 2416.0 2455.0 ... 860.28 2430.0 2413.0 SH
170 SH604 20250709 2450.0 2483.0 ... 324.18 2456.0 2441.0 SH
171 SH605 20250709 2435.0 2487.0 ... 2495.18 2453.0 2428.0 SH
172 SH606 20250709 2457.0 2495.0 ... 66.92 2479.0 2446.0 SH
173 SM507 20250709 5638.0 5680.0 ... 1150.66 5654.0 5612.0 SM
174 SM508 20250709 5644.0 5730.0 ... 16082.16 5682.0 5644.0 SM
175 SM509 20250709 5666.0 5742.0 ... 554857.53 5682.0 5646.0 SM
176 SM510 20250709 5644.0 5724.0 ... 39475.30 5664.0 5632.0 SM
177 SM511 20250709 5726.0 5800.0 ... 74115.41 5742.0 5716.0 SM
178 SM512 20250709 5726.0 5786.0 ... 9529.31 5728.0 5704.0 SM
179 SM601 20250709 5726.0 5774.0 ... 40045.37 5724.0 5694.0 SM
180 SM602 20250709 5718.0 5758.0 ... 154.36 5718.0 5714.0 SM
181 SM603 20250709 5722.0 5766.0 ... 85.79 5720.0 5728.0 SM
182 SM604 20250709 5730.0 5762.0 ... 63.12 5738.0 5736.0 SM
183 SM605 20250709 5756.0 5804.0 ... 894.45 5752.0 5730.0 SM
184 SM606 20250709 5758.0 5766.0 ... 43.16 5756.0 5764.0 SM
185 SR507 20250709 5748.0 5781.0 ... 1828.85 5751.0 5754.0 SR
186 SR509 20250709 5755.0 5783.0 ... 816826.20 5763.0 5744.0 SR
187 SR511 20250709 5647.0 5676.0 ... 132157.70 5653.0 5639.0 SR
188 SR601 20250709 5595.0 5612.0 ... 98857.55 5599.0 5589.0 SR
189 SR603 20250709 5567.0 5585.0 ... 1365.73 5574.0 5562.0 SR
190 SR605 20250709 5549.0 5560.0 ... 3053.06 5551.0 5545.0 SR
191 TA507 20250709 4786.0 4792.0 ... 4694.65 4770.0 4786.0 TA
192 TA508 20250709 4750.0 4770.0 ... 34276.83 4740.0 4744.0 TA
193 TA509 20250709 4722.0 4738.0 ... 2044731.35 4714.0 4710.0 TA
194 TA510 20250709 4696.0 4722.0 ... 71822.15 4702.0 4688.0 TA
195 TA511 20250709 4694.0 4712.0 ... 54880.96 4692.0 4678.0 TA
196 TA512 20250709 4678.0 4700.0 ... 11011.77 4684.0 4670.0 TA
197 TA601 20250709 4670.0 4694.0 ... 377403.21 4678.0 4658.0 TA
198 TA602 20250709 4674.0 4696.0 ... 18.75 4688.0 4662.0 TA
199 TA603 20250709 4672.0 4688.0 ... 18.73 4682.0 4656.0 TA
200 TA604 20250709 4684.0 4696.0 ... 9.38 4688.0 4670.0 TA
201 TA605 20250709 4678.0 4708.0 ... 2473.15 4694.0 4670.0 TA
202 TA606 20250709 4698.0 4710.0 ... 9.40 4702.0 4680.0 TA
203 UR507 20250709 1767.0 1768.0 ... 813.70 1759.0 1751.0 UR
204 UR508 20250709 1763.0 1771.0 ... 1187.60 1767.0 1749.0 UR
205 UR509 20250709 1775.0 1781.0 ... 588943.97 1771.0 1755.0 UR
206 UR510 20250709 1761.0 1766.0 ... 19088.87 1755.0 1744.0 UR
207 UR511 20250709 1758.0 1766.0 ... 18258.17 1755.0 1747.0 UR
208 UR512 20250709 1743.0 1749.0 ... 38.42 1747.0 1730.0 UR
209 UR601 20250709 1730.0 1740.0 ... 84018.51 1731.0 1718.0 UR
210 UR602 20250709 1725.0 1731.0 ... 600.41 1725.0 1715.0 UR
211 UR603 20250709 1741.0 1752.0 ... 157.26 1747.0 1737.0 UR
212 UR604 20250709 1735.0 1746.0 ... 87.00 1740.0 1732.0 UR
213 UR605 20250709 1731.0 1740.0 ... 4058.35 1730.0 1721.0 UR
214 UR606 20250709 1723.0 1731.0 ... 62.18 1727.0 1717.0 UR
215 WH507 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:35,730 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250709 ... 79110 79720 CU
1 1 CU2508 20250709 ... 78910 79480 CU
2 2 CU2509 20250709 ... 78740 79310 CU
3 3 CU2510 20250709 ... 78500 79040 CU
4 4 CU2511 20250709 ... 78260 78800 CU
5 5 CU2512 20250709 ... 78160 78630 CU
6 6 CU2601 20250709 ... 77950 78520 CU
7 7 CU2602 20250709 ... 77920 78360 CU
8 8 CU2603 20250709 ... 77960 78250 CU
9 9 CU2604 20250709 ... 77960 78280 CU
10 10 CU2605 20250709 ... 77910 78300 CU
11 11 CU2606 20250709 ... 77950 78440 CU
12 12 BC2507 20250709 ... 70600 70600 BC
13 13 BC2508 20250709 ... 70140 70690 BC
14 14 BC2509 20250709 ... 69880 70530 BC
15 15 BC2510 20250709 ... 70060 70980 BC
16 16 BC2511 20250709 ... 69080 71800 BC
17 17 BC2512 20250709 ... 69750 70700 BC
18 18 BC2601 20250709 ... 69810 70900 BC
19 19 BC2602 20250709 ... 69410 69410 BC
20 20 BC2603 20250709 ... 69290 69290 BC
21 21 BC2604 20250709 ... 69750 70800 BC
22 22 BC2605 20250709 ... 68280 70970 BC
23 23 BC2606 20250709 ... 67820 70490 BC
24 24 AL2507 20250709 ... 20690 20670 AL
25 25 AL2508 20250709 ... 20515 20495 AL
26 26 AL2509 20250709 ... 20455 20435 AL
27 27 AL2510 20250709 ... 20380 20360 AL
28 28 AL2511 20250709 ... 20295 20275 AL
29 29 AL2512 20250709 ... 20215 20185 AL
30 30 AL2601 20250709 ... 20170 20130 AL
31 31 AL2602 20250709 ... 20165 20125 AL
32 32 AL2603 20250709 ... 20170 20145 AL
33 33 AL2604 20250709 ... 20180 20140 AL
34 34 AL2605 20250709 ... 20180 20160 AL
35 35 AL2606 20250709 ... 20220 20165 AL
36 36 ZN2507 20250709 ... 22100 22020 ZN
37 37 ZN2508 20250709 ... 22080 22005 ZN
38 38 ZN2509 20250709 ... 22015 21910 ZN
39 39 ZN2510 20250709 ... 21960 21845 ZN
40 40 ZN2511 20250709 ... 21895 21785 ZN
41 41 ZN2512 20250709 ... 21840 21745 ZN
42 42 ZN2601 20250709 ... 21805 21710 ZN
43 43 ZN2602 20250709 ... 21795 21685 ZN
44 44 ZN2603 20250709 ... 21795 21705 ZN
45 45 ZN2604 20250709 ... 21790 21675 ZN
46 46 ZN2605 20250709 ... 21800 21660 ZN
47 47 ZN2606 20250709 ... 21790 21640 ZN
48 48 PB2507 20250709 ... 17145 17065 PB
49 49 PB2508 20250709 ... 17200 17115 PB
50 50 PB2509 20250709 ... 17220 17135 PB
51 51 PB2510 20250709 ... 17210 17130 PB
52 52 PB2511 20250709 ... 17215 17135 PB
53 53 PB2512 20250709 ... 17245 17150 PB
54 54 PB2601 20250709 ... 17220 17160 PB
55 55 PB2602 20250709 ... 17140 17140 PB
56 56 PB2603 20250709 ... 17175 17125 PB
57 57 PB2604 20250709 ... 17185 17140 PB
58 58 PB2605 20250709 ... 17120 17120 PB
59 59 PB2606 20250709 ... 17160 17115 PB
60 60 NI2507 20250709 ... 119770 120260 NI
61 61 NI2508 20250709 ... 119460 120590 NI
62 62 NI2509 20250709 ... 119540 120670 NI
63 63 NI2510 20250709 ... 119730 120790 NI
64 64 NI2511 20250709 ... 119920 121000 NI
65 65 NI2512 20250709 ... 120230 121160 NI
66 66 NI2601 20250709 ... 120290 121290 NI
67 67 NI2602 20250709 ... 120650 121530 NI
68 68 NI2603 20250709 ... 120920 121700 NI
69 69 NI2604 20250709 ... 121200 121890 NI
70 70 NI2605 20250709 ... 121220 122350 NI
71 71 NI2606 20250709 ... 121450 122370 NI
72 72 SN2507 20250709 ... 264600 264710 SN
73 73 SN2508 20250709 ... 263570 264240 SN
74 74 SN2509 20250709 ... 263430 264440 SN
75 75 SN2510 20250709 ... 262820 264220 SN
76 76 SN2511 20250709 ... 262210 264030 SN
77 77 SN2512 20250709 ... 262080 263910 SN
78 78 SN2601 20250709 ... 262340 263970 SN
79 79 SN2602 20250709 ... 263000 263730 SN
80 80 SN2603 20250709 ... 262630 264130 SN
81 81 SN2604 20250709 ... 263820 263550 SN
82 82 SN2605 20250709 ... 262010 263190 SN
83 83 SN2606 20250709 ... 262420 262100 SN
84 84 AO2507 20250709 ... 3304 3340 AO
85 85 AO2508 20250709 ... 3182 3143 AO
86 86 AO2509 20250709 ... 3122 3064 AO
87 87 AO2510 20250709 ... 3080 3021 AO
88 88 AO2511 20250709 ... 3062 3006 AO
89 89 AO2512 20250709 ... 3048 2996 AO
90 90 AO2601 20250709 ... 3035 2987 AO
91 91 AO2602 20250709 ... 3029 2990 AO
92 92 AO2603 20250709 ... 3015 2979 AO
93 93 AO2604 20250709 ... 3010 2978 AO
94 94 AO2605 20250709 ... 3003 2971 AO
95 95 AO2606 20250709 ... 2999 2971 AO
96 96 AD2511 20250709 ... 19835 19810 AD
97 97 AD2512 20250709 ... 19750 19740 AD
98 98 AD2601 20250709 ... 19725 19645 AD
99 99 AD2602 20250709 ... 19690 19665 AD
100 100 AD2603 20250709 ... 19610 19605 AD
101 101 AD2604 20250709 ... 19565 19670 AD
102 102 AD2605 20250709 ... 19505 19525 AD
103 103 AD2606 20250709 ... 19495 19495 AD
104 104 AU2507 20250709 ... 765.62 772.88 AU
105 105 AU2508 20250709 ... 767.12 772.5 AU
106 106 AU2509 20250709 ... 766.68 771.42 AU
107 107 AU2510 20250709 ... 769.52 774.54 AU
108 108 AU2512 20250709 ... 771.1 776.36 AU
109 109 AU2602 20250709 ... 773.08 778.54 AU
110 110 AU2604 20250709 ... 774.44 780.96 AU
111 111 AU2606 20250709 ... 774.6 782.16 AU
112 112 AG2507 20250709 ... 8881 8909 AG
113 113 AG2508 20250709 ... 8873 8883 AG
114 114 AG2509 20250709 ... 8888 8894 AG
115 115 AG2510 20250709 ... 8899 8917 AG
116 116 AG2511 20250709 ... 8910 8919 AG
117 117 AG2512 20250709 ... 8921 8934 AG
118 118 AG2601 20250709 ... 8934 8942 AG
119 119 AG2602 20250709 ... 8944 8958 AG
120 120 AG2603 20250709 ... 8958 8964 AG
121 121 AG2604 20250709 ... 8966 8986 AG
122 122 AG2605 20250709 ... 8980 8994 AG
123 123 AG2606 20250709 ... 8992 9006 AG
124 124 RB2507 20250709 ... 3055 3070 RB
125 125 RB2508 20250709 ... 3033 3026 RB
126 126 RB2509 20250709 ... 3033 3027 RB
127 127 RB2510 20250709 ... 3065 3061 RB
128 128 RB2511 20250709 ... 3079 3074 RB
129 129 RB2512 20250709 ... 3096 3088 RB
130 130 RB2601 20250709 ... 3088 3081 RB
131 131 RB2602 20250709 ... 3076 3070 RB
132 132 RB2603 20250709 ... 3083 3078 RB
133 133 RB2604 20250709 ... 3084 3078 RB
134 134 RB2605 20250709 ... 3100 3094 RB
135 135 RB2606 20250709 ... 3106 3097 RB
136 136 WR2507 20250709 ... 3356 3356 WR
137 137 WR2508 20250709 ... 3190 3378 WR
138 138 WR2509 20250709 ... 3251 3251 WR
139 139 WR2510 20250709 ... 3299 3306 WR
140 140 WR2511 20250709 ... 3350 3350 WR
141 141 WR2512 20250709 ... 3362 3362 WR
142 142 WR2601 20250709 ... 3333 3298 WR
143 143 WR2602 20250709 ... 3396 3396 WR
144 144 WR2603 20250709 ... 3387 3387 WR
145 145 WR2604 20250709 ... 3392 3392 WR
146 146 WR2605 20250709 ... 3370 3370 WR
147 147 WR2606 20250709 ... 3356 3321 WR
148 148 HC2507 20250709 ... 3176 3191 HC
149 149 HC2508 20250709 ... 3196 3199 HC
150 150 HC2509 20250709 ... 3202 3196 HC
151 151 HC2510 20250709 ... 3193 3187 HC
152 152 HC2511 20250709 ... 3197 3192 HC
153 153 HC2512 20250709 ... 3209 3193 HC
154 154 HC2601 20250709 ... 3203 3198 HC
155 155 HC2602 20250709 ... 3207 3203 HC
156 156 HC2603 20250709 ... 3209 3196 HC
157 157 HC2604 20250709 ... 3217 3207 HC
158 158 HC2605 20250709 ... 3206 3201 HC
159 159 HC2606 20250709 ... 3215 3215 HC
160 160 SS2507 20250709 ... 12595 12560 SS
161 161 SS2508 20250709 ... 12730 12725 SS
162 162 SS2509 20250709 ... 12655 12660 SS
163 163 SS2510 20250709 ... 12650 12650 SS
164 164 SS2511 20250709 ... 12675 12685 SS
165 165 SS2512 20250709 ... 12710 12705 SS
166 166 SS2601 20250709 ... 12760 12745 SS
167 167 SS2602 20250709 ... 12800 12790 SS
168 168 SS2603 20250709 ... 12840 12815 SS
169 169 SS2604 20250709 ... 12865 12855 SS
170 170 SS2605 20250709 ... 12900 12875 SS
171 171 SS2606 20250709 ... 12930 12920 SS
172 172 SC2508 20250709 ... 515.7 509.9 SC
173 173 SC2509 20250709 ... 510.6 505 SC
174 174 SC2510 20250709 ... 503.3 497.6 SC
175 175 SC2511 20250709 ... 496.9 491.4 SC
176 176 SC2512 20250709 ... 492.3 487.2 SC
177 177 SC2601 20250709 ... 489.2 484.1 SC
178 178 SC2602 20250709 ... 485.4 477.5 SC
179 179 SC2603 20250709 ... 483.1 478 SC
180 180 SC2604 20250709 ... 478.6 475.6 SC
181 181 SC2605 20250709 ... 477.6 473.2 SC
182 182 SC2606 20250709 ... 477.7 474.7 SC
183 183 SC2607 20250709 ... 472.5 471.9 SC
184 184 SC2609 20250709 ... 472.6 472.4 SC
185 185 SC2612 20250709 ... 472.2 470.9 SC
186 186 SC2703 20250709 ... 467.9 466.9 SC
187 187 SC2706 20250709 ... 470.7 470.5 SC
188 188 SC2709 20250709 ... 466.8 464.9 SC
189 189 SC2712 20250709 ... 466.5 466.5 SC
190 190 SC2803 20250709 ... 465.8 465.3 SC
191 191 SC2806 20250709 ... 463.2 463.2 SC
192 192 LU2508 20250709 ... 3709 3678 LU
193 193 LU2509 20250709 ... 3697 3662 LU
194 194 LU2510 20250709 ... 3662 3625 LU
195 195 LU2511 20250709 ... 3626 3588 LU
196 196 LU2512 20250709 ... 3596 3550 LU
197 197 LU2601 20250709 ... 3561 3527 LU
198 198 LU2602 20250709 ... 3543 3506 LU
199 199 LU2603 20250709 ... 3510 3489 LU
200 200 LU2604 20250709 ... 3486 3486 LU
201 201 LU2605 20250709 ... 3483 3463 LU
202 202 LU2606 20250709 ... 3477 3449 LU
203 203 LU2607 20250709 ... 3459 3445 LU
204 204 FU2508 20250709 ... 2945 2931 FU
205 205 FU2509 20250709 ... 2982 2967 FU
206 206 FU2510 20250709 ... 2966 2941 FU
207 207 FU2511 20250709 ... 2934 2907 FU
208 208 FU2512 20250709 ... 2904 2877 FU
209 209 FU2601 20250709 ... 2890 2865 FU
210 210 FU2602 20250709 ... 2877 2854 FU
211 211 FU2603 20250709 ... 2857 2836 FU
212 212 FU2604 20250709 ... 2843 2823 FU
213 213 FU2605 20250709 ... 2827 2808 FU
214 214 FU2606 20250709 ... 2805 2793 FU
215 215 FU2607 20250709 ... 2787 2778 FU
216 216 BU2507 20250709 ... 3663 3665 BU
217 217 BU2508 20250709 ... 3650 3620 BU
218 218 BU2509 20250709 ... 3619 3592 BU
219 219 BU2510 20250709 ... 3569 3541 BU
220 220 BU2511 20250709 ... 3503 3471 BU
221 221 BU2512 20250709 ... 3428 3393 BU
222 222 BU2601 20250709 ... 3388 3351 BU
223 223 BU2602 20250709 ... 3382 3345 BU
224 224 BU2603 20250709 ... 3381 3305 BU
225 225 BU2604 20250709 ... 3353 3320 BU
226 226 BU2605 20250709 ... 3341 3315 BU
227 227 BU2606 20250709 ... 3338 3299 BU
228 228 BU2609 20250709 ... 3308 3282 BU
229 229 BU2612 20250709 ... 3262 3243 BU
230 230 BU2703 20250709 ... 3266 3247 BU
231 231 BU2706 20250709 ... 3265 3240 BU
232 232 BR2507 20250709 ... 11200 11200 BR
233 233 BR2508 20250709 ... 11315 11205 BR
234 234 BR2509 20250709 ... 11245 11130 BR
235 235 BR2510 20250709 ... 11220 11100 BR
236 236 BR2511 20250709 ... 11200 11075 BR
237 237 BR2512 20250709 ... 11195 11045 BR
238 238 BR2601 20250709 ... 11185 11060 BR
239 239 BR2602 20250709 ... 11170 11045 BR
240 240 BR2603 20250709 ... 11160 11065 BR
241 241 BR2604 20250709 ... 11205 11015 BR
242 242 BR2605 20250709 ... 11185 11025 BR
243 243 BR2606 20250709 ... 11150 11010 BR
244 244 RU2507 20250709 ... 13845 13855 RU
245 245 RU2508 20250709 ... 13935 13940 RU
246 246 RU2509 20250709 ... 14005 13990 RU
247 247 RU2510 20250709 ... 14030 14040 RU
248 248 RU2511 20250709 ... 14025 14010 RU
249 249 RU2601 20250709 ... 14885 14860 RU
250 250 RU2603 20250709 ... 14880 14840 RU
251 251 RU2604 20250709 ... 14860 14845 RU
252 252 RU2605 20250709 ... 14935 14910 RU
253 253 RU2606 20250709 ... 14950 14950 RU
254 254 NR2507 20250709 ... 12015 11940 NR
255 255 NR2508 20250709 ... 12040 12045 NR
256 256 NR2509 20250709 ... 12060 12050 NR
257 257 NR2510 20250709 ... 12075 12055 NR
258 258 NR2511 20250709 ... 12095 12080 NR
259 259 NR2512 20250709 ... 12105 12105 NR
260 260 NR2601 20250709 ... 12130 12125 NR
261 261 NR2602 20250709 ... 12200 12170 NR
262 262 NR2603 20250709 ... 12180 12155 NR
263 263 NR2604 20250709 ... 12195 12175 NR
264 264 NR2605 20250709 ... 12250 12215 NR
265 265 NR2606 20250709 ... 12225 12260 NR
266 266 SP2507 20250709 ... 5050 5030 SP
267 267 SP2508 20250709 ... 5070 5050 SP
268 268 SP2509 20250709 ... 5094 5072 SP
269 269 SP2510 20250709 ... 5108 5088 SP
270 270 SP2511 20250709 ... 5098 5078 SP
271 271 SP2512 20250709 ... 5092 5078 SP
272 272 SP2601 20250709 ... 5308 5282 SP
273 273 SP2602 20250709 ... 5248 5238 SP
274 274 SP2603 20250709 ... 5248 5224 SP
275 275 SP2604 20250709 ... 5252 5232 SP
276 276 SP2605 20250709 ... 5250 5226 SP
277 277 SP2606 20250709 ... 5254 5234 SP
278 278 EC2508 20250709 ... 1990.2 1979 EC
279 279 EC2510 20250709 ... 1382.4 1387.7 EC
280 280 EC2512 20250709 ... 1551.1 1571.8 EC
281 281 EC2602 20250709 ... 1348.7 1356.5 EC
282 282 EC2604 20250709 ... 1184.2 1181.4 EC
283 283 EC2606 20250709 ... 1325.2 1333 EC
284 285 SC_TAS2508 20250709 ... SC_TAS
285 286 SC_TAS2509 20250709 ... SC_TAS
286 287 SC_TAS2510 20250709 ... SC_TAS
287 288 SC_TAS2511 20250709 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:35,861 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
2025-07-14 20:56:37,645 - future_1d - INFO - save future_daily 2025-07-09 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250710 519.7 523.6 ... 5931943.05 520.3 515.7 SC
1 SC2509 20250710 511.8 513.5 ... 1656332.75 511 510.6 SC
2 SC2510 20250710 503.7 506 ... 313834.23 503.4 503.3 SC
3 SC2511 20250710 497.5 500.2 ... 42189.34 497.5 496.9 SC
4 SC2512 20250710 493.7 495.5 ... 24023.71 492.2 492.3 SC
5 SC2601 20250710 490.8 491.5 ... 18049.7 487.8 489.2 SC
6 SC2602 20250710 486.7 488.6 ... 13652.57 484.1 485.4 SC
7 SC2603 20250710 483.5 485.8 ... 2318.12 482.9 483.1 SC
8 SC2604 20250710 480.2 481.1 ... 144.21 480.7 478.6 SC
9 SC2605 20250710 478.9 479.4 ... 191.54 478.8 477.6 SC
10 SC2606 20250710 478.5 479.1 ... 1239.55 476.7 477.7 SC
11 SC2607 20250710 475 475 ... 47.5 475 472.5 SC
12 SC2609 20250710 473.2 475.6 ... 472.92 472.9 472.6 SC
13 SC2612 20250710 467 469.5 ... 468.14 468.1 472.2 SC
14 SC2703 20250710 468 468 ... 46.8 468 467.9 SC
15 SC2706 20250710 471.4 471.4 ... 281.36 468.9 470.7 SC
16 SC2709 20250710 464.6 464.6 ... 46.46 464.6 466.8 SC
17 SC2712 20250710 464.4 467 ... 232.92 465.8 466.5 SC
18 SC2803 20250710 ... 0 465.8 465.8 SC
19 SC2806 20250710 464 465.3 ... 371.57 464.4 463.2 SC
21 LU2508 20250710 3701 3702 ... 7519.878 3688 3709 LU
22 LU2509 20250710 3681 3697 ... 240102.187 3678 3697 LU
23 LU2510 20250710 3655 3668 ... 110126.556 3648 3662 LU
24 LU2511 20250710 3631 3640 ... 4545.82 3619 3626 LU
25 LU2512 20250710 3593 3605 ... 93.354 3590 3596 LU
26 LU2601 20250710 3550 3575 ... 177.916 3558 3561 LU
27 LU2602 20250710 3517 3542 ... 17.618 3523 3543 LU
28 LU2603 20250710 3503 3520 ... 21.065 3510 3510 LU
29 LU2604 20250710 3489 3489 ... 3.489 3489 3486 LU
30 LU2605 20250710 3463 3491 ... 27.78 3472 3483 LU
31 LU2606 20250710 3447 3468 ... 17.275 3455 3477 LU
32 LU2607 20250710 3449 3449 ... 3.449 3449 3459 LU
34 NR2507 20250710 12110 12420 ... 1355 12315 12015 NR
35 NR2508 20250710 12070 12450 ... 1041204.92 12275 12040 NR
36 NR2509 20250710 12100 12480 ... 883136.305 12305 12060 NR
37 NR2510 20250710 12120 12480 ... 145932.43 12320 12075 NR
38 NR2511 20250710 12100 12495 ... 9961.33 12340 12095 NR
39 NR2512 20250710 12125 12475 ... 3344.94 12340 12105 NR
40 NR2601 20250710 12100 12505 ... 12851.475 12365 12130 NR
41 NR2602 20250710 12400 12495 ... 285.245 12400 12200 NR
42 NR2603 20250710 12425 12570 ... 236.895 12465 12180 NR
43 NR2604 20250710 12450 12530 ... 74.845 12470 12195 NR
44 NR2605 20250710 12415 12575 ... 62.59 12515 12250 NR
45 NR2606 20250710 12540 12540 ... 12.54 12540 12225 NR
47 BC2507 20250710 ... 0 70600 70600 BC
48 BC2508 20250710 69410 69870 ... 272837.03 69560 70140 BC
49 BC2509 20250710 69250 69820 ... 35487.12 69510 69880 BC
50 BC2510 20250710 68920 69680 ... 658.775 69340 70060 BC
51 BC2511 20250710 ... 0 69130 69080 BC
52 BC2512 20250710 69320 69320 ... 34.66 69320 69750 BC
53 BC2601 20250710 ... 0 69810 69810 BC
54 BC2602 20250710 ... 0 69410 69410 BC
55 BC2603 20250710 ... 0 69290 69290 BC
56 BC2604 20250710 ... 0 69750 69750 BC
57 BC2605 20250710 69590 69590 ... 69.53 69530 68280 BC
58 BC2606 20250710 ... 0 67820 67820 BC
60 EC2508 20250710 2030 2078 ... 353485.971 2045.2 1990.2 EC
61 EC2510 20250710 1400 1412.4 ... 95201.5625 1401.6 1382.4 EC
62 EC2512 20250710 1556 1579.8 ... 12857.5735 1564.1 1551.1 EC
63 EC2602 20250710 1353.4 1375.7 ... 2846.402 1368.4 1348.7 EC
64 EC2604 20250710 1192 1209.9 ... 5919.8025 1198.3 1184.2 EC
65 EC2606 20250710 1344.2 1354.5 ... 730.922 1341.1 1325.2 EC
68 SC_TAS2508 20250710 ... SC_TAS
69 SC_TAS2509 20250710 ... SC_TAS
70 SC_TAS2510 20250710 ... SC_TAS
71 SC_TAS2511 20250710 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:44,806 - future_1d - INFO - ak.get_ine_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 a2507 20250710 0.0 ... 4150.00 4150.00 A
1 a2509 20250710 4112.0 ... 4110.00 4112.00 A
2 a2511 20250710 4048.0 ... 4042.00 4048.00 A
3 a2601 20250710 4035.0 ... 4025.00 4033.00 A
4 a2603 20250710 4023.0 ... 4018.00 4027.00 A
5 a2605 20250710 4055.0 ... 4051.00 4059.00 A
6 b2507 20250710 0.0 ... 3480.00 3480.00 B
7 b2508 20250710 3519.0 ... 3527.00 3518.00 B
8 b2509 20250710 3578.0 ... 3581.00 3576.00 B
9 b2510 20250710 3614.0 ... 3618.00 3610.00 B
10 b2511 20250710 3635.0 ... 3641.00 3639.00 B
11 b2512 20250710 3658.0 ... 3659.00 3661.00 B
12 b2601 20250710 3652.0 ... 3648.00 3652.00 B
13 b2602 20250710 3613.0 ... 3614.00 3624.00 B
14 b2603 20250710 3529.0 ... 3517.00 3535.00 B
15 b2604 20250710 3438.0 ... 3431.00 3443.00 B
16 b2605 20250710 3375.0 ... 3371.00 3375.00 B
17 b2606 20250710 3370.0 ... 3366.00 3371.00 B
18 bb2509 20250710 153.2 ... 152.75 153.50 BB
19 bb2511 20250710 155.1 ... 154.60 157.15 BB
20 bb2601 20250710 0.0 ... 156.40 156.40 BB
21 bb2603 20250710 0.0 ... 163.25 165.90 BB
22 bb2605 20250710 0.0 ... 163.25 165.90 BB
23 bz2603 20250710 6070.0 ... 6215.00 6015.00 BZ
24 bz2604 20250710 6070.0 ... 6226.00 6010.00 BZ
25 bz2605 20250710 6056.0 ... 6202.00 6013.00 BZ
26 bz2606 20250710 6100.0 ... 6180.00 6003.00 BZ
27 c2507 20250710 0.0 ... 2296.00 2296.00 C
28 c2509 20250710 2317.0 ... 2318.00 2322.00 C
29 c2511 20250710 2271.0 ... 2272.00 2275.00 C
30 c2601 20250710 2234.0 ... 2233.00 2237.00 C
31 c2603 20250710 2235.0 ... 2235.00 2238.00 C
32 c2605 20250710 2265.0 ... 2264.00 2266.00 C
33 cs2507 20250710 0.0 ... 2700.00 2700.00 CS
34 cs2509 20250710 2675.0 ... 2675.00 2676.00 CS
35 cs2511 20250710 2626.0 ... 2626.00 2630.00 CS
36 cs2601 20250710 2623.0 ... 2622.00 2626.00 CS
37 cs2603 20250710 2610.0 ... 2608.00 2615.00 CS
38 cs2605 20250710 2646.0 ... 2647.00 2650.00 CS
39 eb2507 20250710 0.0 ... 7499.00 7499.00 EB
40 eb2508 20250710 7356.0 ... 7436.00 7320.00 EB
41 eb2509 20250710 7251.0 ... 7348.00 7234.00 EB
42 eb2510 20250710 7190.0 ... 7277.00 7153.00 EB
43 eb2511 20250710 7122.0 ... 7206.00 7089.00 EB
44 eb2512 20250710 7088.0 ... 7169.00 7058.00 EB
45 eb2601 20250710 7088.0 ... 7169.00 7053.00 EB
46 eb2602 20250710 7108.0 ... 7212.00 7069.00 EB
47 eb2603 20250710 7102.0 ... 7228.00 7073.00 EB
48 eb2604 20250710 7148.0 ... 7198.00 7062.00 EB
49 eb2605 20250710 7117.0 ... 7185.00 7086.00 EB
50 eb2606 20250710 7163.0 ... 7181.00 7089.00 EB
51 eg2507 20250710 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250710 4258.0 ... 4296.00 4259.00 EG
53 eg2509 20250710 4280.0 ... 4307.00 4275.00 EG
54 eg2510 20250710 4292.0 ... 4321.00 4289.00 EG
55 eg2511 20250710 4306.0 ... 4328.00 4296.00 EG
56 eg2512 20250710 4328.0 ... 4328.00 4292.00 EG
57 eg2601 20250710 4302.0 ... 4336.00 4300.00 EG
58 eg2602 20250710 4328.0 ... 4343.00 4301.00 EG
59 eg2603 20250710 4340.0 ... 4340.00 4313.00 EG
60 eg2604 20250710 4344.0 ... 4355.00 4331.00 EG
61 eg2605 20250710 4340.0 ... 4355.00 4332.00 EG
62 eg2606 20250710 4344.0 ... 4364.00 4329.00 EG
63 fb2507 20250710 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250710 1335.0 ... 1335.50 1332.50 FB
65 fb2509 20250710 1325.0 ... 1323.50 1317.00 FB
66 fb2510 20250710 1330.0 ... 1329.50 1328.00 FB
67 fb2511 20250710 1327.0 ... 1329.00 1325.00 FB
68 fb2512 20250710 1327.5 ... 1329.00 1324.50 FB
69 fb2601 20250710 1314.5 ... 1315.50 1310.00 FB
70 fb2602 20250710 0.0 ... 1290.50 1290.50 FB
71 fb2603 20250710 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250710 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250710 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250710 0.0 ... 1292.50 1292.50 FB
75 i2507 20250710 0.0 ... 748.00 748.00 I
76 i2508 20250710 743.0 ... 754.50 740.50 I
77 i2509 20250710 736.0 ... 750.50 736.50 I
78 i2510 20250710 730.5 ... 747.50 731.00 I
79 i2511 20250710 724.5 ... 739.50 724.50 I
80 i2512 20250710 718.0 ... 734.00 718.00 I
81 i2601 20250710 710.0 ... 724.00 710.00 I
82 i2602 20250710 707.0 ... 721.00 708.00 I
83 i2603 20250710 704.0 ... 716.50 704.50 I
84 i2604 20250710 700.0 ... 711.50 700.50 I
85 i2605 20250710 692.5 ... 705.00 693.00 I
86 i2606 20250710 685.5 ... 698.50 687.00 I
87 j2507 20250710 0.0 ... 1304.50 1304.50 J
88 j2508 20250710 1429.5 ... 1448.00 1416.00 J
89 j2509 20250710 1456.0 ... 1478.00 1445.50 J
90 j2510 20250710 1470.5 ... 1488.00 1461.50 J
91 j2511 20250710 1485.5 ... 1500.00 1450.50 J
92 j2512 20250710 1497.5 ... 1497.50 1471.00 J
93 j2601 20250710 1486.0 ... 1507.50 1486.50 J
94 j2602 20250710 0.0 ... 1515.50 1494.50 J
95 j2603 20250710 0.0 ... 1528.50 1507.50 J
96 j2604 20250710 0.0 ... 1520.50 1499.50 J
97 j2605 20250710 1535.0 ... 1540.00 1526.50 J
98 j2606 20250710 1543.5 ... 1555.50 1528.00 J
99 jd2507 20250710 2701.0 ... 2728.00 2778.00 JD
100 jd2508 20250710 3485.0 ... 3447.00 3470.00 JD
101 jd2509 20250710 3600.0 ... 3572.00 3585.00 JD
102 jd2510 20250710 3373.0 ... 3362.00 3373.00 JD
103 jd2511 20250710 3393.0 ... 3381.00 3401.00 JD
104 jd2512 20250710 3556.0 ... 3547.00 3559.00 JD
105 jd2601 20250710 3616.0 ... 3606.00 3616.00 JD
106 jd2602 20250710 3194.0 ... 3189.00 3195.00 JD
107 jd2603 20250710 3198.0 ... 3199.00 3199.00 JD
108 jd2604 20250710 3340.0 ... 3340.00 3335.00 JD
109 jd2605 20250710 3406.0 ... 3411.00 3413.00 JD
110 jd2606 20250710 3266.0 ... 3264.00 3266.00 JD
111 jm2507 20250710 848.0 ... 861.00 846.50 JM
112 jm2508 20250710 822.0 ... 834.50 812.00 JM
113 jm2509 20250710 871.0 ... 883.50 860.50 JM
114 jm2510 20250710 881.0 ... 897.50 877.00 JM
115 jm2511 20250710 894.0 ... 907.50 886.00 JM
116 jm2512 20250710 905.0 ... 919.50 897.50 JM
117 jm2601 20250710 909.0 ... 922.00 905.00 JM
118 jm2602 20250710 916.0 ... 931.00 908.00 JM
119 jm2603 20250710 925.5 ... 942.50 919.50 JM
120 jm2604 20250710 931.5 ... 941.00 925.00 JM
121 jm2605 20250710 935.5 ... 947.50 932.50 JM
122 jm2606 20250710 951.5 ... 958.00 945.00 JM
123 l2507 20250710 0.0 ... 7300.00 7291.00 L
124 l2508 20250710 7276.0 ... 7302.00 7255.00 L
125 l2509 20250710 7282.0 ... 7309.00 7257.00 L
126 l2510 20250710 7267.0 ... 7309.00 7254.00 L
127 l2511 20250710 7273.0 ... 7300.00 7253.00 L
128 l2512 20250710 7266.0 ... 7286.00 7248.00 L
129 l2601 20250710 7254.0 ... 7283.00 7237.00 L
130 l2602 20250710 7273.0 ... 7260.00 7214.00 L
131 l2603 20250710 7273.0 ... 7265.00 7210.00 L
132 l2604 20250710 7278.0 ... 7292.00 7215.00 L
133 l2605 20250710 7231.0 ... 7255.00 7212.00 L
134 l2606 20250710 7261.0 ... 7261.00 7212.00 L
135 lg2507 20250710 819.5 ... 813.00 819.50 LG
136 lg2509 20250710 785.0 ... 785.00 783.50 LG
137 lg2511 20250710 785.0 ... 783.50 781.50 LG
138 lg2601 20250710 784.5 ... 785.50 781.50 LG
139 lg2603 20250710 785.0 ... 787.00 783.50 LG
140 lg2605 20250710 790.0 ... 792.00 789.50 LG
141 lh2507 20250710 13955.0 ... 13970.00 13950.00 LH
142 lh2509 20250710 14255.0 ... 14330.00 14220.00 LH
143 lh2511 20250710 13595.0 ... 13650.00 13590.00 LH
144 lh2601 20250710 13695.0 ... 13725.00 13680.00 LH
145 lh2603 20250710 12965.0 ... 12980.00 12965.00 LH
146 lh2605 20250710 13135.0 ... 13175.00 13135.00 LH
147 m2507 20250710 0.0 ... 2802.00 2802.00 M
148 m2508 20250710 2920.0 ... 2925.00 2921.00 M
149 m2509 20250710 2940.0 ... 2943.00 2940.00 M
150 m2511 20250710 2980.0 ... 2983.00 2981.00 M
151 m2512 20250710 3018.0 ... 3011.00 3016.00 M
152 m2601 20250710 2994.0 ... 2988.00 2992.00 M
153 m2603 20250710 2850.0 ... 2854.00 2854.00 M
154 m2605 20250710 2702.0 ... 2701.00 2703.00 M
155 p2507 20250710 0.0 ... 8620.00 8620.00 P
156 p2508 20250710 8696.0 ... 8664.00 8676.00 P
157 p2509 20250710 8652.0 ... 8628.00 8656.00 P
158 p2510 20250710 8666.0 ... 8628.00 8656.00 P
159 p2511 20250710 8644.0 ... 8606.00 8626.00 P
160 p2512 20250710 8634.0 ... 8606.00 8626.00 P
161 p2601 20250710 8622.0 ... 8602.00 8634.00 P
162 p2602 20250710 8560.0 ... 8574.00 8592.00 P
163 p2603 20250710 8502.0 ... 8520.00 8540.00 P
164 p2604 20250710 8438.0 ... 8452.00 8494.00 P
165 p2605 20250710 8412.0 ... 8400.00 8434.00 P
166 p2606 20250710 8378.0 ... 8368.00 8406.00 P
167 pg2507 20250710 4219.0 ... 4223.00 4205.00 PG
168 pg2508 20250710 4190.0 ... 4199.00 4178.00 PG
169 pg2509 20250710 4088.0 ... 4096.00 4077.00 PG
170 pg2510 20250710 4493.0 ... 4510.00 4480.00 PG
171 pg2511 20250710 4407.0 ... 4423.00 4397.00 PG
172 pg2512 20250710 4321.0 ... 4349.00 4321.00 PG
173 pg2601 20250710 4259.0 ... 4273.00 4241.00 PG
174 pg2602 20250710 4208.0 ... 4221.00 4164.00 PG
175 pg2603 20250710 4114.0 ... 4115.00 4082.00 PG
176 pg2604 20250710 4410.0 ... 4407.00 4373.00 PG
177 pg2605 20250710 4289.0 ... 4292.00 4266.00 PG
178 pg2606 20250710 4224.0 ... 4221.00 4205.00 PG
179 pp2507 20250710 0.0 ... 7068.00 7068.00 PP
180 pp2508 20250710 7078.0 ... 7096.00 7057.00 PP
181 pp2509 20250710 7080.0 ... 7101.00 7056.00 PP
182 pp2510 20250710 7038.0 ... 7071.00 7017.00 PP
183 pp2511 20250710 7034.0 ... 7063.00 7009.00 PP
184 pp2512 20250710 7035.0 ... 7066.00 7014.00 PP
185 pp2601 20250710 7034.0 ... 7068.00 7015.00 PP
186 pp2602 20250710 7010.0 ... 7043.00 6995.00 PP
187 pp2603 20250710 7023.0 ... 7023.00 7004.00 PP
188 pp2604 20250710 7038.0 ... 7038.00 7006.00 PP
189 pp2605 20250710 7023.0 ... 7053.00 7008.00 PP
190 pp2606 20250710 7035.0 ... 7048.00 6990.00 PP
191 rr2507 20250710 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250710 3588.0 ... 3585.00 3587.00 RR
193 rr2509 20250710 3596.0 ... 3595.00 3595.00 RR
194 rr2510 20250710 3609.0 ... 3610.00 3607.00 RR
195 rr2511 20250710 3605.0 ... 3605.00 3605.00 RR
196 rr2512 20250710 3600.0 ... 3603.00 3601.00 RR
197 rr2601 20250710 3604.0 ... 3602.00 3600.00 RR
198 rr2602 20250710 3610.0 ... 3610.00 3606.00 RR
199 rr2603 20250710 3610.0 ... 3611.00 3606.00 RR
200 rr2604 20250710 3620.0 ... 3617.00 3613.00 RR
201 rr2605 20250710 3612.0 ... 3612.00 3606.00 RR
202 rr2606 20250710 3615.0 ... 3610.00 3609.00 RR
203 v2507 20250710 4839.0 ... 4926.00 4839.00 V
204 v2508 20250710 4926.0 ... 4972.00 4890.00 V
205 v2509 20250710 4963.0 ... 5005.00 4929.00 V
206 v2510 20250710 4995.0 ... 5033.00 4957.00 V
207 v2511 20250710 5017.0 ... 5066.00 4981.00 V
208 v2512 20250710 5063.0 ... 5089.00 5006.00 V
209 v2601 20250710 5067.0 ... 5109.00 5031.00 V
210 v2602 20250710 5085.0 ... 5130.00 5044.00 V
211 v2603 20250710 5103.0 ... 5152.00 5062.00 V
212 v2604 20250710 5235.0 ... 5287.00 5213.00 V
213 v2605 20250710 5239.0 ... 5306.00 5221.00 V
214 v2606 20250710 5261.0 ... 5312.00 5234.00 V
215 y2507 20250710 0.0 ... 7970.00 8038.00 Y
216 y2508 20250710 7900.0 ... 7924.00 7902.00 Y
217 y2509 20250710 7912.0 ... 7928.00 7922.00 Y
218 y2511 20250710 7930.0 ... 7942.00 7936.00 Y
219 y2512 20250710 7966.0 ... 7962.00 7962.00 Y
220 y2601 20250710 7906.0 ... 7906.00 7916.00 Y
221 y2603 20250710 7824.0 ... 7820.00 7818.00 Y
222 y2605 20250710 7600.0 ... 7592.00 7594.00 Y
[223 rows x 12 columns]
2025-07-14 20:56:45,446 - future_1d - INFO - ak.get_dce_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 PS2507 20250710 0.0 ... 38185.0 38185.0 PS
1 PS2508 20250710 39500.0 ... 40545.0 39190.0 PS
2 PS2509 20250710 39150.0 ... 40190.0 38810.0 PS
3 PS2510 20250710 39005.0 ... 40140.0 38630.0 PS
4 PS2511 20250710 38860.0 ... 39745.0 38440.0 PS
5 PS2512 20250710 41000.0 ... 41860.0 40765.0 PS
6 PS2601 20250710 40470.0 ... 41870.0 40680.0 PS
7 PS2602 20250710 40745.0 ... 41475.0 40535.0 PS
8 PS2603 20250710 40775.0 ... 41465.0 40575.0 PS
9 PS2604 20250710 40695.0 ... 41385.0 40345.0 PS
10 PS2605 20250710 40200.0 ... 41215.0 40305.0 PS
11 PS2606 20250710 40800.0 ... 42025.0 41000.0 PS
13 SI2507 20250710 8540.0 ... 8540.0 8160.0 SI
14 SI2508 20250710 8190.0 ... 8380.0 8175.0 SI
15 SI2509 20250710 8250.0 ... 8375.0 8165.0 SI
16 SI2510 20250710 8160.0 ... 8350.0 8145.0 SI
17 SI2511 20250710 8190.0 ... 8305.0 8115.0 SI
18 SI2512 20250710 8450.0 ... 8620.0 8430.0 SI
19 SI2601 20250710 8395.0 ... 8570.0 8385.0 SI
20 SI2602 20250710 8405.0 ... 8565.0 8395.0 SI
21 SI2603 20250710 8460.0 ... 8565.0 8400.0 SI
22 SI2604 20250710 8400.0 ... 8565.0 8410.0 SI
23 SI2605 20250710 8390.0 ... 8550.0 8390.0 SI
24 SI2606 20250710 8420.0 ... 8565.0 8385.0 SI
27 LC2507 20250710 64920.0 ... 64580.0 64400.0 LC
28 LC2508 20250710 64900.0 ... 64740.0 64700.0 LC
29 LC2509 20250710 64560.0 ... 64460.0 64460.0 LC
30 LC2510 20250710 64420.0 ... 64340.0 64280.0 LC
31 LC2511 20250710 64200.0 ... 64160.0 64100.0 LC
32 LC2512 20250710 64460.0 ... 64420.0 64260.0 LC
33 LC2601 20250710 64460.0 ... 64540.0 64300.0 LC
34 LC2602 20250710 64520.0 ... 64540.0 64200.0 LC
35 LC2603 20250710 64500.0 ... 64540.0 64260.0 LC
36 LC2604 20250710 65060.0 ... 65100.0 64800.0 LC
37 LC2605 20250710 64960.0 ... 65160.0 64600.0 LC
38 LC2606 20250710 65020.0 ... 65160.0 64820.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:45,710 - future_1d - INFO - ak.get_gfex_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 IC2507 20250710 5930.000 ... 5968.000 5937.200 IC
1 IC2508 20250710 5879.800 ... 5911.200 5882.400 IC
2 IC2509 20250710 5831.000 ... 5859.800 5830.000 IC
3 IC2512 20250710 5691.600 ... 5736.200 5706.800 IC
4 IF2507 20250710 3981.000 ... 4006.800 3981.800 IF
5 IF2508 20250710 3962.000 ... 3989.800 3964.400 IF
6 IF2509 20250710 3956.200 ... 3981.800 3957.000 IF
7 IF2512 20250710 3920.000 ... 3948.400 3923.400 IF
8 IH2507 20250710 2727.600 ... 2754.000 2731.400 IH
9 IH2508 20250710 2723.800 ... 2750.800 2726.600 IH
10 IH2509 20250710 2724.000 ... 2749.200 2727.000 IH
11 IH2512 20250710 2725.000 ... 2748.800 2727.400 IH
12 IM2507 20250710 6356.600 ... 6386.200 6365.000 IM
13 IM2508 20250710 6289.000 ... 6316.000 6292.800 IM
14 IM2509 20250710 6214.000 ... 6241.800 6219.800 IM
15 IM2512 20250710 6028.200 ... 6057.000 6032.200 IM
16 T2509 20250710 109.015 ... 108.855 109.020 T
17 T2512 20250710 109.090 ... 108.910 109.100 T
18 T2603 20250710 109.055 ... 108.900 109.075 T
19 TF2509 20250710 106.140 ... 106.005 106.135 TF
20 TF2512 20250710 106.230 ... 106.110 106.225 TF
21 TF2603 20250710 106.270 ... 106.160 106.270 TF
22 TL2509 20250710 121.020 ... 120.550 120.960 TL
23 TL2512 20250710 120.850 ... 120.410 120.810 TL
24 TL2603 20250710 120.670 ... 120.210 120.610 TL
25 TS2509 20250710 102.466 ... 102.418 102.456 TS
26 TS2512 20250710 102.582 ... 102.530 102.576 TS
27 TS2603 20250710 102.666 ... 102.636 102.684 TS
[28 rows x 12 columns]
2025-07-14 20:56:45,925 - future_1d - INFO - ak.get_cffex_daily('2025-07-10') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250710 7735.0 7794.0 ... 350267.34 7768.0 7751.0 AP
1 AP511 20250710 7562.0 7619.0 ... 980.12 7598.0 7579.0 AP
2 AP512 20250710 7627.0 7638.0 ... 45.77 7629.0 7614.0 AP
3 AP601 20250710 7602.0 7659.0 ... 13228.08 7642.0 7636.0 AP
4 AP603 20250710 7613.0 7619.0 ... 106.61 7615.0 7621.0 AP
5 AP604 20250710 7676.0 7676.0 ... 122.62 7664.0 7674.0 AP
6 AP605 20250710 7719.0 7748.0 ... 201.26 7741.0 7740.0 AP
7 CF507 20250710 13610.0 13665.0 ... 5401.78 13625.0 13535.0 CF
8 CF509 20250710 13845.0 13920.0 ... 1457543.80 13865.0 13770.0 CF
9 CF511 20250710 13740.0 13805.0 ... 189084.23 13755.0 13675.0 CF
10 CF601 20250710 13785.0 13860.0 ... 321935.30 13810.0 13740.0 CF
11 CF603 20250710 13770.0 13830.0 ... 1708.92 13780.0 13720.0 CF
12 CF605 20250710 13780.0 13845.0 ... 13361.47 13790.0 13715.0 CF
13 CJ507 20250710 9600.0 9600.0 ... 9.60 9600.0 9405.0 CJ
14 CJ509 20250710 9500.0 9570.0 ... 175043.87 9495.0 9380.0 CJ
15 CJ512 20250710 10355.0 10490.0 ... 12499.45 10400.0 10245.0 CJ
16 CJ601 20250710 10495.0 10620.0 ... 1058820.16 10500.0 10360.0 CJ
17 CJ603 20250710 10640.0 10720.0 ... 13605.71 10630.0 10490.0 CJ
18 CJ605 20250710 10810.0 10960.0 ... 93993.76 10865.0 10735.0 CJ
19 CY507 20250710 0.0 0.0 ... 0.00 19895.0 19805.0 CY
20 CY508 20250710 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250710 19985.0 20060.0 ... 70700.61 20005.0 19915.0 CY
22 CY510 20250710 0.0 0.0 ... 0.00 19625.0 19535.0 CY
23 CY511 20250710 20045.0 20045.0 ... 10.02 20045.0 20060.0 CY
24 CY512 20250710 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250710 20020.0 20060.0 ... 310.43 20030.0 19860.0 CY
26 CY602 20250710 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250710 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250710 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250710 0.0 0.0 ... 0.00 20010.0 19915.0 CY
30 CY606 20250710 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250710 994.0 995.0 ... 927.51 991.0 970.0 FG
32 FG508 20250710 1051.0 1113.0 ... 57526.86 1078.0 1047.0 FG
33 FG509 20250710 1035.0 1100.0 ... 6521658.63 1063.0 1029.0 FG
34 FG510 20250710 1084.0 1147.0 ... 69473.41 1108.0 1082.0 FG
35 FG511 20250710 1077.0 1134.0 ... 87926.48 1097.0 1071.0 FG
36 FG512 20250710 1143.0 1199.0 ... 21113.70 1164.0 1135.0 FG
37 FG601 20250710 1134.0 1189.0 ... 715374.66 1155.0 1125.0 FG
38 FG602 20250710 1173.0 1223.0 ... 1397.34 1198.0 1164.0 FG
39 FG603 20250710 1164.0 1219.0 ... 1880.89 1195.0 1162.0 FG
40 FG604 20250710 1209.0 1251.0 ... 1181.06 1228.0 1201.0 FG
41 FG605 20250710 1202.0 1245.0 ... 16612.39 1221.0 1197.0 FG
42 FG606 20250710 1216.0 1260.0 ... 741.29 1235.0 1214.0 FG
43 JR507 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250710 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250710 2381.0 2417.0 ... 13688.91 2404.0 2382.0 MA
55 MA509 20250710 2370.0 2408.0 ... 1619920.95 2393.0 2365.0 MA
56 MA510 20250710 2393.0 2429.0 ... 67151.21 2415.0 2384.0 MA
57 MA511 20250710 2407.0 2443.0 ... 64933.03 2428.0 2396.0 MA
58 MA512 20250710 2430.0 2466.0 ... 12419.58 2450.0 2419.0 MA
59 MA601 20250710 2430.0 2471.0 ... 197727.72 2454.0 2422.0 MA
60 MA602 20250710 2424.0 2454.0 ... 53.58 2436.0 2409.0 MA
61 MA603 20250710 2420.0 2446.0 ... 189.85 2434.0 2405.0 MA
62 MA604 20250710 2398.0 2418.0 ... 26.45 2405.0 2376.0 MA
63 MA605 20250710 2358.0 2388.0 ... 2070.85 2375.0 2347.0 MA
64 MA606 20250710 2366.0 2386.0 ... 28.50 2375.0 2354.0 MA
65 OI507 20250710 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250710 9512.0 9512.0 ... 2957046.13 9457.0 9546.0 OI
67 OI511 20250710 9502.0 9502.0 ... 165665.26 9451.0 9539.0 OI
68 OI601 20250710 9448.0 9448.0 ... 516467.24 9404.0 9486.0 OI
69 OI603 20250710 9365.0 9383.0 ... 4348.34 9351.0 9431.0 OI
70 OI605 20250710 9301.0 9301.0 ... 6596.39 9252.0 9342.0 OI
71 PF507 20250710 6590.0 6662.0 ... 1185.42 6642.0 6626.0 PF
72 PF508 20250710 6526.0 6578.0 ... 248023.36 6554.0 6528.0 PF
73 PF509 20250710 6418.0 6458.0 ... 198283.88 6434.0 6412.0 PF
74 PF510 20250710 6402.0 6476.0 ... 156173.97 6434.0 6400.0 PF
75 PF511 20250710 6370.0 6438.0 ... 162712.69 6394.0 6370.0 PF
76 PF512 20250710 6352.0 6416.0 ... 45051.33 6376.0 6360.0 PF
77 PF601 20250710 6370.0 6424.0 ... 3670.46 6400.0 6370.0 PF
78 PF602 20250710 6366.0 6376.0 ... 9.56 6372.0 6370.0 PF
79 PF603 20250710 6378.0 6388.0 ... 22.35 6386.0 6376.0 PF
80 PF604 20250710 6402.0 6402.0 ... 3.20 6402.0 6386.0 PF
81 PF605 20250710 6414.0 6440.0 ... 6.43 6428.0 6398.0 PF
82 PF606 20250710 0.0 0.0 ... 0.00 6424.0 6382.0 PF
83 PK510 20250710 8180.0 8194.0 ... 107002.83 8172.0 8158.0 PK
84 PK511 20250710 8020.0 8032.0 ... 53630.46 8010.0 7986.0 PK
85 PK512 20250710 7978.0 7978.0 ... 943.97 7966.0 7968.0 PK
86 PK601 20250710 7966.0 7972.0 ... 4181.97 7958.0 7946.0 PK
87 PK603 20250710 7970.0 7980.0 ... 75.58 7956.0 7948.0 PK
88 PK604 20250710 7952.0 7972.0 ... 23.88 7958.0 7952.0 PK
89 PK605 20250710 7990.0 8004.0 ... 875.73 7962.0 7960.0 PK
90 PM507 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250710 0.0 0.0 ... 0.00 5942.0 5920.0 PR
97 PR508 20250710 5898.0 5946.0 ... 8475.90 5918.0 5892.0 PR
98 PR509 20250710 5876.0 5930.0 ... 419987.68 5896.0 5874.0 PR
99 PR510 20250710 5878.0 5938.0 ... 225096.37 5902.0 5866.0 PR
100 PR511 20250710 5868.0 5926.0 ... 33896.50 5892.0 5854.0 PR
101 PR512 20250710 0.0 0.0 ... 0.00 5900.0 5848.0 PR
102 PR601 20250710 5862.0 5916.0 ... 335.81 5892.0 5854.0 PR
103 PR602 20250710 5910.0 5954.0 ... 44.52 5936.0 5898.0 PR
104 PR603 20250710 5940.0 5958.0 ... 80.18 5940.0 5914.0 PR
105 PR604 20250710 5958.0 5958.0 ... 8.94 5958.0 5912.0 PR
106 PR605 20250710 5912.0 5952.0 ... 115.71 5934.0 5892.0 PR
107 PR606 20250710 0.0 0.0 ... 0.00 5926.0 5858.0 PR
108 PX507 20250710 0.0 0.0 ... 0.00 6926.0 6890.0 PX
109 PX508 20250710 6748.0 6842.0 ... 2642.42 6802.0 6752.0 PX
110 PX509 20250710 6716.0 6800.0 ... 616982.01 6750.0 6716.0 PX
111 PX510 20250710 6698.0 6796.0 ... 92207.48 6746.0 6698.0 PX
112 PX511 20250710 6690.0 6776.0 ... 132206.80 6720.0 6664.0 PX
113 PX512 20250710 6670.0 6762.0 ... 30215.13 6704.0 6644.0 PX
114 PX601 20250710 6636.0 6742.0 ... 61437.15 6682.0 6636.0 PX
115 PX602 20250710 6680.0 6730.0 ... 40.13 6688.0 6628.0 PX
116 PX603 20250710 6604.0 6640.0 ... 6.62 6622.0 6618.0 PX
117 PX604 20250710 0.0 0.0 ... 0.00 6676.0 6606.0 PX
118 PX605 20250710 6620.0 6686.0 ... 182.51 6638.0 6594.0 PX
119 PX606 20250710 6650.0 6650.0 ... 3.33 6650.0 6562.0 PX
120 RI507 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250710 2451.0 2491.0 ... 371.16 2474.0 2445.0 RM
127 RM508 20250710 2581.0 2617.0 ... 25372.91 2596.0 2572.0 RM
128 RM509 20250710 2582.0 2622.0 ... 926076.49 2595.0 2573.0 RM
129 RM511 20250710 2415.0 2434.0 ... 2812.39 2418.0 2407.0 RM
130 RM601 20250710 2309.0 2326.0 ... 168149.86 2313.0 2305.0 RM
131 RM603 20250710 2291.0 2306.0 ... 14060.22 2294.0 2287.0 RM
132 RM605 20250710 2305.0 2316.0 ... 26768.97 2307.0 2305.0 RM
133 RS507 20250710 0.0 0.0 ... 0.00 4993.0 4991.0 RS
134 RS508 20250710 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250710 5053.0 5100.0 ... 233.26 5071.0 5069.0 RS
136 RS511 20250710 5097.0 5097.0 ... 30.43 5072.0 5037.0 RS
137 SA507 20250710 1167.0 1189.0 ... 587.46 1175.0 1146.0 SA
138 SA508 20250710 1190.0 1235.0 ... 55375.42 1213.0 1187.0 SA
139 SA509 20250710 1194.0 1244.0 ... 7001237.69 1213.0 1187.0 SA
140 SA510 20250710 1209.0 1249.0 ... 139343.32 1227.0 1201.0 SA
141 SA511 20250710 1205.0 1251.0 ... 236375.53 1228.0 1202.0 SA
142 SA512 20250710 1235.0 1278.0 ... 130693.80 1254.0 1225.0 SA
143 SA601 20250710 1240.0 1281.0 ... 1688094.85 1255.0 1226.0 SA
144 SA602 20250710 1246.0 1287.0 ... 20636.43 1266.0 1238.0 SA
145 SA603 20250710 1248.0 1284.0 ... 12386.31 1264.0 1236.0 SA
146 SA604 20250710 1261.0 1294.0 ... 5054.16 1280.0 1250.0 SA
147 SA605 20250710 1257.0 1297.0 ... 62205.85 1276.0 1251.0 SA
148 SA606 20250710 1266.0 1300.0 ... 3467.31 1289.0 1260.0 SA
149 SF507 20250710 5436.0 5626.0 ... 6288.50 5520.0 5436.0 SF
150 SF508 20250710 5402.0 5596.0 ... 33354.73 5530.0 5374.0 SF
151 SF509 20250710 5426.0 5594.0 ... 802072.62 5532.0 5380.0 SF
152 SF510 20250710 5378.0 5542.0 ... 109262.36 5484.0 5328.0 SF
153 SF511 20250710 5510.0 5684.0 ... 184665.82 5630.0 5466.0 SF
154 SF512 20250710 5506.0 5656.0 ... 20691.84 5594.0 5440.0 SF
155 SF601 20250710 5464.0 5624.0 ... 15775.87 5562.0 5412.0 SF
156 SF602 20250710 5388.0 5554.0 ... 856.30 5490.0 5354.0 SF
157 SF603 20250710 5586.0 5678.0 ... 56.43 5644.0 5490.0 SF
158 SF604 20250710 5518.0 5662.0 ... 16.86 5620.0 5460.0 SF
159 SF605 20250710 5480.0 5664.0 ... 552.16 5606.0 5460.0 SF
160 SF606 20250710 5466.0 5604.0 ... 86.24 5564.0 5370.0 SF
161 SH507 20250710 0.0 0.0 ... 0.00 2456.0 2381.0 SH
162 SH508 20250710 2476.0 2569.0 ... 224790.46 2525.0 2434.0 SH
163 SH509 20250710 2462.0 2525.0 ... 4717396.77 2495.0 2419.0 SH
164 SH510 20250710 2475.0 2544.0 ... 403590.71 2515.0 2439.0 SH
165 SH511 20250710 2468.0 2530.0 ... 252459.83 2500.0 2426.0 SH
166 SH512 20250710 2475.0 2532.0 ... 35751.81 2500.0 2426.0 SH
167 SH601 20250710 2444.0 2500.0 ... 127184.09 2469.0 2403.0 SH
168 SH602 20250710 2460.0 2513.0 ... 740.65 2494.0 2424.0 SH
169 SH603 20250710 2462.0 2517.0 ... 606.43 2496.0 2430.0 SH
170 SH604 20250710 2497.0 2551.0 ... 220.59 2536.0 2456.0 SH
171 SH605 20250710 2485.0 2550.0 ... 6047.14 2523.0 2453.0 SH
172 SH606 20250710 2506.0 2560.0 ... 174.24 2525.0 2479.0 SH
173 SM507 20250710 0.0 0.0 ... 0.00 5756.0 5654.0 SM
174 SM508 20250710 5738.0 5820.0 ... 28007.41 5790.0 5682.0 SM
175 SM509 20250710 5746.0 5826.0 ... 994605.73 5792.0 5682.0 SM
176 SM510 20250710 5716.0 5798.0 ... 58556.00 5770.0 5664.0 SM
177 SM511 20250710 5800.0 5868.0 ... 125749.58 5844.0 5742.0 SM
178 SM512 20250710 5788.0 5858.0 ... 10839.24 5832.0 5728.0 SM
179 SM601 20250710 5774.0 5854.0 ... 75772.12 5822.0 5724.0 SM
180 SM602 20250710 5800.0 5868.0 ... 273.00 5810.0 5718.0 SM
181 SM603 20250710 5800.0 5864.0 ... 107.88 5832.0 5720.0 SM
182 SM604 20250710 5814.0 5852.0 ... 20.43 5838.0 5738.0 SM
183 SM605 20250710 5830.0 5880.0 ... 1456.83 5852.0 5752.0 SM
184 SM606 20250710 5880.0 5896.0 ... 55.90 5886.0 5756.0 SM
185 SR507 20250710 5795.0 5808.0 ... 527.32 5795.0 5751.0 SR
186 SR509 20250710 5795.0 5815.0 ... 950652.62 5800.0 5763.0 SR
187 SR511 20250710 5684.0 5703.0 ... 132693.11 5688.0 5653.0 SR
188 SR601 20250710 5615.0 5636.0 ... 119605.24 5625.0 5599.0 SR
189 SR603 20250710 5592.0 5606.0 ... 1449.65 5597.0 5574.0 SR
190 SR605 20250710 5563.0 5580.0 ... 5008.83 5572.0 5551.0 SR
191 TA507 20250710 4740.0 4748.0 ... 4453.91 4732.0 4770.0 TA
192 TA508 20250710 4722.0 4758.0 ... 32524.04 4740.0 4740.0 TA
193 TA509 20250710 4712.0 4752.0 ... 2244708.08 4728.0 4714.0 TA
194 TA510 20250710 4708.0 4760.0 ... 65699.06 4724.0 4702.0 TA
195 TA511 20250710 4706.0 4754.0 ... 67158.46 4720.0 4692.0 TA
196 TA512 20250710 4694.0 4750.0 ... 15954.45 4716.0 4684.0 TA
197 TA601 20250710 4682.0 4748.0 ... 446291.84 4712.0 4678.0 TA
198 TA602 20250710 4698.0 4748.0 ... 40.14 4722.0 4688.0 TA
199 TA603 20250710 4698.0 4738.0 ... 103.84 4720.0 4682.0 TA
200 TA604 20250710 4714.0 4732.0 ... 11.80 4720.0 4688.0 TA
201 TA605 20250710 4704.0 4760.0 ... 3753.78 4728.0 4694.0 TA
202 TA606 20250710 4750.0 4750.0 ... 4.75 4750.0 4702.0 TA
203 UR507 20250710 1759.0 1774.0 ... 360.00 1765.0 1759.0 UR
204 UR508 20250710 1774.0 1784.0 ... 2110.91 1774.0 1767.0 UR
205 UR509 20250710 1780.0 1790.0 ... 900403.33 1777.0 1771.0 UR
206 UR510 20250710 1764.0 1775.0 ... 23123.69 1762.0 1755.0 UR
207 UR511 20250710 1766.0 1775.0 ... 22098.41 1760.0 1755.0 UR
208 UR512 20250710 1755.0 1763.0 ... 111.86 1748.0 1747.0 UR
209 UR601 20250710 1744.0 1750.0 ... 118802.75 1736.0 1731.0 UR
210 UR602 20250710 1736.0 1744.0 ... 1197.13 1730.0 1725.0 UR
211 UR603 20250710 1755.0 1761.0 ... 157.40 1749.0 1747.0 UR
212 UR604 20250710 1748.0 1749.0 ... 69.66 1741.0 1740.0 UR
213 UR605 20250710 1742.0 1748.0 ... 5998.86 1736.0 1730.0 UR
214 UR606 20250710 1733.0 1740.0 ... 505.97 1733.0 1727.0 UR
215 WH507 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:46,239 - future_1d - INFO - ak.get_czce_daily('2025-07-10') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250710 ... 78670 79110 CU
1 1 CU2508 20250710 ... 78390 78910 CU
2 2 CU2509 20250710 ... 78240 78740 CU
3 3 CU2510 20250710 ... 78050 78500 CU
4 4 CU2511 20250710 ... 77950 78260 CU
5 5 CU2512 20250710 ... 77860 78160 CU
6 6 CU2601 20250710 ... 77780 77950 CU
7 7 CU2602 20250710 ... 77790 77920 CU
8 8 CU2603 20250710 ... 77680 77960 CU
9 9 CU2604 20250710 ... 77620 77960 CU
10 10 CU2605 20250710 ... 77690 77910 CU
11 11 CU2606 20250710 ... 77750 77950 CU
12 12 BC2507 20250710 ... 70600 70600 BC
13 13 BC2508 20250710 ... 69560 70140 BC
14 14 BC2509 20250710 ... 69510 69880 BC
15 15 BC2510 20250710 ... 69340 70060 BC
16 16 BC2511 20250710 ... 69130 69080 BC
17 17 BC2512 20250710 ... 69320 69750 BC
18 18 BC2601 20250710 ... 69810 69810 BC
19 19 BC2602 20250710 ... 69410 69410 BC
20 20 BC2603 20250710 ... 69290 69290 BC
21 21 BC2604 20250710 ... 69750 69750 BC
22 22 BC2605 20250710 ... 69530 68280 BC
23 23 BC2606 20250710 ... 67820 67820 BC
24 24 AL2507 20250710 ... 20835 20690 AL
25 25 AL2508 20250710 ... 20670 20515 AL
26 26 AL2509 20250710 ... 20610 20455 AL
27 27 AL2510 20250710 ... 20515 20380 AL
28 28 AL2511 20250710 ... 20415 20295 AL
29 29 AL2512 20250710 ... 20340 20215 AL
30 30 AL2601 20250710 ... 20305 20170 AL
31 31 AL2602 20250710 ... 20290 20165 AL
32 32 AL2603 20250710 ... 20295 20170 AL
33 33 AL2604 20250710 ... 20310 20180 AL
34 34 AL2605 20250710 ... 20335 20180 AL
35 35 AL2606 20250710 ... 20335 20220 AL
36 36 ZN2507 20250710 ... 22265 22100 ZN
37 37 ZN2508 20250710 ... 22285 22080 ZN
38 38 ZN2509 20250710 ... 22245 22015 ZN
39 39 ZN2510 20250710 ... 22205 21960 ZN
40 40 ZN2511 20250710 ... 22160 21895 ZN
41 41 ZN2512 20250710 ... 22090 21840 ZN
42 42 ZN2601 20250710 ... 22050 21805 ZN
43 43 ZN2602 20250710 ... 22035 21795 ZN
44 44 ZN2603 20250710 ... 22020 21795 ZN
45 45 ZN2604 20250710 ... 22070 21790 ZN
46 46 ZN2605 20250710 ... 22005 21800 ZN
47 47 ZN2606 20250710 ... 22040 21790 ZN
48 48 PB2507 20250710 ... 17155 17145 PB
49 49 PB2508 20250710 ... 17215 17200 PB
50 50 PB2509 20250710 ... 17240 17220 PB
51 51 PB2510 20250710 ... 17250 17210 PB
52 52 PB2511 20250710 ... 17260 17215 PB
53 53 PB2512 20250710 ... 17230 17245 PB
54 54 PB2601 20250710 ... 17295 17220 PB
55 55 PB2602 20250710 ... 17215 17140 PB
56 56 PB2603 20250710 ... 17225 17175 PB
57 57 PB2604 20250710 ... 17230 17185 PB
58 58 PB2605 20250710 ... 17230 17120 PB
59 59 PB2606 20250710 ... 17205 17160 PB
60 60 NI2507 20250710 ... 119420 119770 NI
61 61 NI2508 20250710 ... 119910 119460 NI
62 62 NI2509 20250710 ... 120070 119540 NI
63 63 NI2510 20250710 ... 120190 119730 NI
64 64 NI2511 20250710 ... 120370 119920 NI
65 65 NI2512 20250710 ... 120870 120230 NI
66 66 NI2601 20250710 ... 120920 120290 NI
67 67 NI2602 20250710 ... 120840 120650 NI
68 68 NI2603 20250710 ... 121380 120920 NI
69 69 NI2604 20250710 ... 121650 121200 NI
70 70 NI2605 20250710 ... 121620 121220 NI
71 71 NI2606 20250710 ... 121790 121450 NI
72 72 SN2507 20250710 ... 264160 264600 SN
73 73 SN2508 20250710 ... 265000 263570 SN
74 74 SN2509 20250710 ... 265160 263430 SN
75 75 SN2510 20250710 ... 265030 262820 SN
76 76 SN2511 20250710 ... 265400 262210 SN
77 77 SN2512 20250710 ... 265030 262080 SN
78 78 SN2601 20250710 ... 265160 262340 SN
79 79 SN2602 20250710 ... 263950 263000 SN
80 80 SN2603 20250710 ... 264800 262630 SN
81 81 SN2604 20250710 ... 265340 263820 SN
82 82 SN2605 20250710 ... 265020 262010 SN
83 83 SN2606 20250710 ... 263950 262420 SN
84 84 AO2507 20250710 ... 3249 3304 AO
85 85 AO2508 20250710 ... 3229 3182 AO
86 86 AO2509 20250710 ... 3195 3122 AO
87 87 AO2510 20250710 ... 3154 3080 AO
88 88 AO2511 20250710 ... 3131 3062 AO
89 89 AO2512 20250710 ... 3118 3048 AO
90 90 AO2601 20250710 ... 3105 3035 AO
91 91 AO2602 20250710 ... 3097 3029 AO
92 92 AO2603 20250710 ... 3085 3015 AO
93 93 AO2604 20250710 ... 3073 3010 AO
94 94 AO2605 20250710 ... 3062 3003 AO
95 95 AO2606 20250710 ... 3054 2999 AO
96 96 AD2511 20250710 ... 19935 19835 AD
97 97 AD2512 20250710 ... 19855 19750 AD
98 98 AD2601 20250710 ... 19825 19725 AD
99 99 AD2602 20250710 ... 19770 19690 AD
100 100 AD2603 20250710 ... 19705 19610 AD
101 101 AD2604 20250710 ... 19685 19565 AD
102 102 AD2605 20250710 ... 19670 19505 AD
103 103 AD2606 20250710 ... 19660 19495 AD
104 104 AU2507 20250710 ... 770.48 765.62 AU
105 105 AU2508 20250710 ... 769.02 767.12 AU
106 106 AU2509 20250710 ... 770.5 766.68 AU
107 107 AU2510 20250710 ... 771.16 769.52 AU
108 108 AU2512 20250710 ... 773.12 771.1 AU
109 109 AU2602 20250710 ... 774.42 773.08 AU
110 110 AU2604 20250710 ... 777.02 774.44 AU
111 111 AU2606 20250710 ... 778.86 774.6 AU
112 112 AG2507 20250710 ... 8863 8881 AG
113 113 AG2508 20250710 ... 8859 8873 AG
114 114 AG2509 20250710 ... 8872 8888 AG
115 115 AG2510 20250710 ... 8885 8899 AG
116 116 AG2511 20250710 ... 8895 8910 AG
117 117 AG2512 20250710 ... 8906 8921 AG
118 118 AG2601 20250710 ... 8918 8934 AG
119 119 AG2602 20250710 ... 8929 8944 AG
120 120 AG2603 20250710 ... 8943 8958 AG
121 121 AG2604 20250710 ... 8954 8966 AG
122 122 AG2605 20250710 ... 8967 8980 AG
123 123 AG2606 20250710 ... 8980 8992 AG
124 124 RB2507 20250710 ... 3091 3055 RB
125 125 RB2508 20250710 ... 3063 3033 RB
126 126 RB2509 20250710 ... 3068 3033 RB
127 127 RB2510 20250710 ... 3099 3065 RB
128 128 RB2511 20250710 ... 3112 3079 RB
129 129 RB2512 20250710 ... 3129 3096 RB
130 130 RB2601 20250710 ... 3125 3088 RB
131 131 RB2602 20250710 ... 3117 3076 RB
132 132 RB2603 20250710 ... 3116 3083 RB
133 133 RB2604 20250710 ... 3112 3084 RB
134 134 RB2605 20250710 ... 3135 3100 RB
135 135 RB2606 20250710 ... 3136 3106 RB
136 136 WR2507 20250710 ... 3356 3356 WR
137 137 WR2508 20250710 ... 3190 3190 WR
138 138 WR2509 20250710 ... 3265 3251 WR
139 139 WR2510 20250710 ... 3329 3299 WR
140 140 WR2511 20250710 ... 3350 3350 WR
141 141 WR2512 20250710 ... 3362 3362 WR
142 142 WR2601 20250710 ... 3329 3333 WR
143 143 WR2602 20250710 ... 3396 3396 WR
144 144 WR2603 20250710 ... 3387 3387 WR
145 145 WR2604 20250710 ... 3392 3392 WR
146 146 WR2605 20250710 ... 3370 3370 WR
147 147 WR2606 20250710 ... 3356 3356 WR
148 148 HC2507 20250710 ... 3237 3176 HC
149 149 HC2508 20250710 ... 3228 3196 HC
150 150 HC2509 20250710 ... 3241 3202 HC
151 151 HC2510 20250710 ... 3233 3193 HC
152 152 HC2511 20250710 ... 3235 3197 HC
153 153 HC2512 20250710 ... 3230 3209 HC
154 154 HC2601 20250710 ... 3247 3203 HC
155 155 HC2602 20250710 ... 3247 3207 HC
156 156 HC2603 20250710 ... 3234 3209 HC
157 157 HC2604 20250710 ... 3257 3217 HC
158 158 HC2605 20250710 ... 3245 3206 HC
159 159 HC2606 20250710 ... 3270 3215 HC
160 160 SS2507 20250710 ... 12720 12595 SS
161 161 SS2508 20250710 ... 12815 12730 SS
162 162 SS2509 20250710 ... 12735 12655 SS
163 163 SS2510 20250710 ... 12740 12650 SS
164 164 SS2511 20250710 ... 12760 12675 SS
165 165 SS2512 20250710 ... 12780 12710 SS
166 166 SS2601 20250710 ... 12845 12760 SS
167 167 SS2602 20250710 ... 12890 12800 SS
168 168 SS2603 20250710 ... 12920 12840 SS
169 169 SS2604 20250710 ... 12945 12865 SS
170 170 SS2605 20250710 ... 12975 12900 SS
171 171 SS2606 20250710 ... 13015 12930 SS
172 172 SC2508 20250710 ... 520.3 515.7 SC
173 173 SC2509 20250710 ... 511 510.6 SC
174 174 SC2510 20250710 ... 503.4 503.3 SC
175 175 SC2511 20250710 ... 497.5 496.9 SC
176 176 SC2512 20250710 ... 492.2 492.3 SC
177 177 SC2601 20250710 ... 487.8 489.2 SC
178 178 SC2602 20250710 ... 484.1 485.4 SC
179 179 SC2603 20250710 ... 482.9 483.1 SC
180 180 SC2604 20250710 ... 480.7 478.6 SC
181 181 SC2605 20250710 ... 478.8 477.6 SC
182 182 SC2606 20250710 ... 476.7 477.7 SC
183 183 SC2607 20250710 ... 475 472.5 SC
184 184 SC2609 20250710 ... 472.9 472.6 SC
185 185 SC2612 20250710 ... 468.1 472.2 SC
186 186 SC2703 20250710 ... 468 467.9 SC
187 187 SC2706 20250710 ... 468.9 470.7 SC
188 188 SC2709 20250710 ... 464.6 466.8 SC
189 189 SC2712 20250710 ... 465.8 466.5 SC
190 190 SC2803 20250710 ... 465.8 465.8 SC
191 191 SC2806 20250710 ... 464.4 463.2 SC
192 192 LU2508 20250710 ... 3688 3709 LU
193 193 LU2509 20250710 ... 3678 3697 LU
194 194 LU2510 20250710 ... 3648 3662 LU
195 195 LU2511 20250710 ... 3619 3626 LU
196 196 LU2512 20250710 ... 3590 3596 LU
197 197 LU2601 20250710 ... 3558 3561 LU
198 198 LU2602 20250710 ... 3523 3543 LU
199 199 LU2603 20250710 ... 3510 3510 LU
200 200 LU2604 20250710 ... 3489 3486 LU
201 201 LU2605 20250710 ... 3472 3483 LU
202 202 LU2606 20250710 ... 3455 3477 LU
203 203 LU2607 20250710 ... 3449 3459 LU
204 204 FU2508 20250710 ... 2931 2945 FU
205 205 FU2509 20250710 ... 2962 2982 FU
206 206 FU2510 20250710 ... 2952 2966 FU
207 207 FU2511 20250710 ... 2931 2934 FU
208 208 FU2512 20250710 ... 2903 2904 FU
209 209 FU2601 20250710 ... 2893 2890 FU
210 210 FU2602 20250710 ... 2885 2877 FU
211 211 FU2603 20250710 ... 2861 2857 FU
212 212 FU2604 20250710 ... 2850 2843 FU
213 213 FU2605 20250710 ... 2835 2827 FU
214 214 FU2606 20250710 ... 2813 2805 FU
215 215 FU2607 20250710 ... 2794 2787 FU
216 216 BU2507 20250710 ... 3652 3663 BU
217 217 BU2508 20250710 ... 3657 3650 BU
218 218 BU2509 20250710 ... 3625 3619 BU
219 219 BU2510 20250710 ... 3573 3569 BU
220 220 BU2511 20250710 ... 3513 3503 BU
221 221 BU2512 20250710 ... 3441 3428 BU
222 222 BU2601 20250710 ... 3410 3388 BU
223 223 BU2602 20250710 ... 3386 3382 BU
224 224 BU2603 20250710 ... 3384 3381 BU
225 225 BU2604 20250710 ... 3376 3353 BU
226 226 BU2605 20250710 ... 3361 3341 BU
227 227 BU2606 20250710 ... 3361 3338 BU
228 228 BU2609 20250710 ... 3332 3308 BU
229 229 BU2612 20250710 ... 3276 3262 BU
230 230 BU2703 20250710 ... 3282 3266 BU
231 231 BU2706 20250710 ... 3272 3265 BU
232 232 BR2507 20250710 ... 11545 11200 BR
233 233 BR2508 20250710 ... 11460 11315 BR
234 234 BR2509 20250710 ... 11420 11245 BR
235 235 BR2510 20250710 ... 11395 11220 BR
236 236 BR2511 20250710 ... 11415 11200 BR
237 237 BR2512 20250710 ... 11415 11195 BR
238 238 BR2601 20250710 ... 11355 11185 BR
239 239 BR2602 20250710 ... 11385 11170 BR
240 240 BR2603 20250710 ... 11350 11160 BR
241 241 BR2604 20250710 ... 11365 11205 BR
242 242 BR2605 20250710 ... 11350 11185 BR
243 243 BR2606 20250710 ... 11340 11150 BR
244 244 RU2507 20250710 ... 14140 13845 RU
245 245 RU2508 20250710 ... 14225 13935 RU
246 246 RU2509 20250710 ... 14240 14005 RU
247 247 RU2510 20250710 ... 14210 14030 RU
248 248 RU2511 20250710 ... 14270 14025 RU
249 249 RU2601 20250710 ... 15135 14885 RU
250 250 RU2603 20250710 ... 15100 14880 RU
251 251 RU2604 20250710 ... 15180 14860 RU
252 252 RU2605 20250710 ... 15210 14935 RU
253 253 RU2606 20250710 ... 15300 14950 RU
254 254 NR2507 20250710 ... 12315 12015 NR
255 255 NR2508 20250710 ... 12275 12040 NR
256 256 NR2509 20250710 ... 12305 12060 NR
257 257 NR2510 20250710 ... 12320 12075 NR
258 258 NR2511 20250710 ... 12340 12095 NR
259 259 NR2512 20250710 ... 12340 12105 NR
260 260 NR2601 20250710 ... 12365 12130 NR
261 261 NR2602 20250710 ... 12400 12200 NR
262 262 NR2603 20250710 ... 12465 12180 NR
263 263 NR2604 20250710 ... 12470 12195 NR
264 264 NR2605 20250710 ... 12515 12250 NR
265 265 NR2606 20250710 ... 12540 12225 NR
266 266 SP2507 20250710 ... 5120 5050 SP
267 267 SP2508 20250710 ... 5138 5070 SP
268 268 SP2509 20250710 ... 5166 5094 SP
269 269 SP2510 20250710 ... 5168 5108 SP
270 270 SP2511 20250710 ... 5164 5098 SP
271 271 SP2512 20250710 ... 5152 5092 SP
272 272 SP2601 20250710 ... 5360 5308 SP
273 273 SP2602 20250710 ... 5304 5248 SP
274 274 SP2603 20250710 ... 5296 5248 SP
275 275 SP2604 20250710 ... 5300 5252 SP
276 276 SP2605 20250710 ... 5298 5250 SP
277 277 SP2606 20250710 ... 5292 5254 SP
278 278 EC2508 20250710 ... 2045.2 1990.2 EC
279 279 EC2510 20250710 ... 1401.6 1382.4 EC
280 280 EC2512 20250710 ... 1564.1 1551.1 EC
281 281 EC2602 20250710 ... 1368.4 1348.7 EC
282 282 EC2604 20250710 ... 1198.3 1184.2 EC
283 283 EC2606 20250710 ... 1341.1 1325.2 EC
284 284 SC_TAS2508 20250710 ... SC_TAS
285 285 SC_TAS2509 20250710 ... SC_TAS
286 286 SC_TAS2510 20250710 ... SC_TAS
287 287 SC_TAS2511 20250710 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:46,352 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
2025-07-14 20:56:48,152 - future_1d - INFO - save future_daily 2025-07-10 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250711 519 519.7 ... 6642524.02 514.1 520.3 SC
1 SC2509 20250711 508.8 509.5 ... 2185225.48 504.1 511 SC
2 SC2510 20250711 501 502.4 ... 406530.13 497.4 503.4 SC
3 SC2511 20250711 495.8 496.2 ... 75005.63 492.1 497.5 SC
4 SC2512 20250711 489.7 490.7 ... 14991.18 488.3 492.2 SC
5 SC2601 20250711 488.5 488.5 ... 6108.89 484.8 487.8 SC
6 SC2602 20250711 484.2 484.2 ... 14340.67 481.2 484.1 SC
7 SC2603 20250711 480 480.9 ... 8913.08 479.1 482.9 SC
8 SC2604 20250711 477.3 477.3 ... 95.45 477.2 480.7 SC
9 SC2605 20250711 474.3 475.2 ... 94.95 474.7 478.8 SC
10 SC2606 20250711 474.9 474.9 ... 379.2 474 476.7 SC
11 SC2607 20250711 ... 0 473.7 475 SC
12 SC2609 20250711 470.1 472.3 ... 281.7 469.5 472.9 SC
13 SC2612 20250711 ... 0 468.1 468.1 SC
14 SC2703 20250711 ... 0 468 468 SC
15 SC2706 20250711 ... 0 468.9 468.9 SC
16 SC2709 20250711 ... 0 464.6 464.6 SC
17 SC2712 20250711 462.1 462.3 ... 138.66 462.2 465.8 SC
18 SC2803 20250711 461.6 461.6 ... 92.32 461.6 465.8 SC
19 SC2806 20250711 465 465 ... 323.51 462.1 464.4 SC
21 LU2508 20250711 3677 3677 ... 4070.807 3647 3688 LU
22 LU2509 20250711 3672 3673 ... 336316.911 3640 3678 LU
23 LU2510 20250711 3644 3645 ... 151983.097 3611 3648 LU
24 LU2511 20250711 3614 3614 ... 4890.054 3585 3619 LU
25 LU2512 20250711 3566 3570 ... 135.364 3562 3590 LU
26 LU2601 20250711 3545 3552 ... 540.771 3534 3558 LU
27 LU2602 20250711 3516 3523 ... 31.633 3514 3523 LU
28 LU2603 20250711 3488 3500 ... 55.814 3488 3510 LU
29 LU2604 20250711 3456 3464 ... 10.382 3460 3489 LU
30 LU2605 20250711 3441 3460 ... 89.644 3447 3472 LU
31 LU2606 20250711 3421 3446 ... 89.043 3424 3455 LU
32 LU2607 20250711 3415 3434 ... 17.109 3421 3449 LU
34 NR2507 20250711 ... 0 12315 12315 NR
35 NR2508 20250711 12400 12450 ... 635879.56 12390 12275 NR
36 NR2509 20250711 12420 12465 ... 541868.955 12410 12305 NR
37 NR2510 20250711 12425 12475 ... 76289.965 12410 12320 NR
38 NR2511 20250711 12410 12475 ... 4880.74 12415 12340 NR
39 NR2512 20250711 12420 12475 ... 1331.315 12440 12340 NR
40 NR2601 20250711 12450 12500 ... 5339.275 12445 12365 NR
41 NR2602 20250711 12460 12485 ... 99.625 12450 12400 NR
42 NR2603 20250711 12455 12485 ... 62.26 12450 12465 NR
43 NR2604 20250711 12455 12455 ... 12.455 12455 12470 NR
44 NR2605 20250711 12545 12545 ... 50.08 12520 12515 NR
45 NR2606 20250711 12560 12560 ... 12.56 12560 12540 NR
47 BC2507 20250711 ... 0 70600 70600 BC
48 BC2508 20250711 69880 69970 ... 158825.725 69750 69560 BC
49 BC2509 20250711 69820 69920 ... 32730.62 69710 69510 BC
50 BC2510 20250711 69830 69830 ... 243.62 69600 69340 BC
51 BC2511 20250711 ... 0 69190 69130 BC
52 BC2512 20250711 ... 0 69320 69320 BC
53 BC2601 20250711 ... 0 69800 69810 BC
54 BC2602 20250711 ... 0 69410 69410 BC
55 BC2603 20250711 ... 0 69290 69290 BC
56 BC2604 20250711 ... 0 69750 69750 BC
57 BC2605 20250711 69460 69460 ... 34.73 69460 69530 BC
58 BC2606 20250711 ... 0 67820 67820 BC
60 EC2508 20250711 2028 2049.9 ... 231415.474 2016.6 2045.2 EC
61 EC2510 20250711 1387 1403.6 ... 83231.578 1385.3 1401.6 EC
62 EC2512 20250711 1560 1570.7 ... 10716.9785 1542 1564.1 EC
63 EC2602 20250711 1359.9 1374.9 ... 1913.2475 1352.1 1368.4 EC
64 EC2604 20250711 1196.8 1203.9 ... 3647.5965 1193.9 1198.3 EC
65 EC2606 20250711 1340.9 1342.3 ... 721.7895 1336.6 1341.1 EC
68 SC_TAS2508 20250711 ... SC_TAS
69 SC_TAS2509 20250711 ... SC_TAS
70 SC_TAS2510 20250711 ... SC_TAS
71 SC_TAS2511 20250711 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:56:56,568 - future_1d - INFO - ak.get_ine_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 a2507 20250711 0.00 ... 4150.00 4150.00 A
1 a2509 20250711 4105.00 ... 4098.00 4110.00 A
2 a2511 20250711 4042.00 ... 4040.00 4042.00 A
3 a2601 20250711 4026.00 ... 4027.00 4025.00 A
4 a2603 20250711 4017.00 ... 4021.00 4018.00 A
5 a2605 20250711 4056.00 ... 4056.00 4051.00 A
6 b2507 20250711 0.00 ... 3480.00 3480.00 B
7 b2508 20250711 3540.00 ... 3542.00 3527.00 B
8 b2509 20250711 3594.00 ... 3613.00 3581.00 B
9 b2510 20250711 3633.00 ... 3659.00 3618.00 B
10 b2511 20250711 3653.00 ... 3667.00 3641.00 B
11 b2512 20250711 3673.00 ... 3684.00 3659.00 B
12 b2601 20250711 3660.00 ... 3673.00 3648.00 B
13 b2602 20250711 3624.00 ... 3638.00 3614.00 B
14 b2603 20250711 3534.00 ... 3547.00 3517.00 B
15 b2604 20250711 3442.00 ... 3446.00 3431.00 B
16 b2605 20250711 3376.00 ... 3376.00 3371.00 B
17 b2606 20250711 3372.00 ... 3370.00 3366.00 B
18 bb2509 20250711 151.85 ... 151.80 152.75 BB
19 bb2511 20250711 153.50 ... 152.70 154.60 BB
20 bb2601 20250711 156.00 ... 155.60 156.40 BB
21 bb2603 20250711 0.00 ... 162.45 163.25 BB
22 bb2605 20250711 0.00 ... 162.45 163.25 BB
23 bz2603 20250711 6231.00 ... 6238.00 6215.00 BZ
24 bz2604 20250711 6266.00 ... 6226.00 6226.00 BZ
25 bz2605 20250711 6269.00 ... 6231.00 6202.00 BZ
26 bz2606 20250711 6216.00 ... 6217.00 6180.00 BZ
27 c2507 20250711 2283.00 ... 2283.00 2296.00 C
28 c2509 20250711 2320.00 ... 2312.00 2318.00 C
29 c2511 20250711 2276.00 ... 2273.00 2272.00 C
30 c2601 20250711 2235.00 ... 2233.00 2233.00 C
31 c2603 20250711 2241.00 ... 2236.00 2235.00 C
32 c2605 20250711 2266.00 ... 2267.00 2264.00 C
33 cs2507 20250711 0.00 ... 2700.00 2700.00 CS
34 cs2509 20250711 2672.00 ... 2667.00 2675.00 CS
35 cs2511 20250711 2630.00 ... 2624.00 2626.00 CS
36 cs2601 20250711 2626.00 ... 2619.00 2622.00 CS
37 cs2603 20250711 2613.00 ... 2603.00 2608.00 CS
38 cs2605 20250711 2650.00 ... 2641.00 2647.00 CS
39 eb2507 20250711 7598.00 ... 7598.00 7499.00 EB
40 eb2508 20250711 7500.00 ... 7466.00 7436.00 EB
41 eb2509 20250711 7394.00 ... 7369.00 7348.00 EB
42 eb2510 20250711 7322.00 ... 7290.00 7277.00 EB
43 eb2511 20250711 7268.00 ... 7221.00 7206.00 EB
44 eb2512 20250711 7243.00 ... 7192.00 7169.00 EB
45 eb2601 20250711 7234.00 ... 7191.00 7169.00 EB
46 eb2602 20250711 7229.00 ... 7204.00 7212.00 EB
47 eb2603 20250711 7248.00 ... 7223.00 7228.00 EB
48 eb2604 20250711 7196.00 ... 7212.00 7198.00 EB
49 eb2605 20250711 7239.00 ... 7195.00 7185.00 EB
50 eb2606 20250711 7226.00 ... 7187.00 7181.00 EB
51 eg2507 20250711 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250711 4307.00 ... 4298.00 4296.00 EG
53 eg2509 20250711 4325.00 ... 4317.00 4307.00 EG
54 eg2510 20250711 4339.00 ... 4332.00 4321.00 EG
55 eg2511 20250711 4344.00 ... 4340.00 4328.00 EG
56 eg2512 20250711 4352.00 ... 4339.00 4328.00 EG
57 eg2601 20250711 4350.00 ... 4345.00 4336.00 EG
58 eg2602 20250711 4350.00 ... 4356.00 4343.00 EG
59 eg2603 20250711 4343.00 ... 4354.00 4340.00 EG
60 eg2604 20250711 4376.00 ... 4376.00 4355.00 EG
61 eg2605 20250711 4365.00 ... 4370.00 4355.00 EG
62 eg2606 20250711 4366.00 ... 4373.00 4364.00 EG
63 fb2507 20250711 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250711 1335.50 ... 1336.50 1335.50 FB
65 fb2509 20250711 1318.50 ... 1321.50 1323.50 FB
66 fb2510 20250711 1332.00 ... 1328.50 1329.50 FB
67 fb2511 20250711 1333.50 ... 1329.50 1329.00 FB
68 fb2512 20250711 1331.50 ... 1326.50 1329.00 FB
69 fb2601 20250711 1311.00 ... 1325.50 1315.50 FB
70 fb2602 20250711 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250711 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250711 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250711 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250711 0.00 ... 1292.50 1292.50 FB
75 i2507 20250711 748.00 ... 748.00 748.00 I
76 i2508 20250711 766.50 ... 768.50 754.50 I
77 i2509 20250711 762.00 ... 764.50 750.50 I
78 i2510 20250711 752.50 ... 758.50 747.50 I
79 i2511 20250711 750.00 ... 751.50 739.50 I
80 i2512 20250711 743.00 ... 746.00 734.00 I
81 i2601 20250711 735.00 ... 737.00 724.00 I
82 i2602 20250711 732.00 ... 734.00 721.00 I
83 i2603 20250711 728.50 ... 731.00 716.50 I
84 i2604 20250711 724.50 ... 727.00 711.50 I
85 i2605 20250711 717.00 ... 718.00 705.00 I
86 i2606 20250711 709.00 ... 712.00 698.50 I
87 j2507 20250711 0.00 ... 1304.50 1304.50 J
88 j2508 20250711 1484.00 ... 1483.50 1448.00 J
89 j2509 20250711 1498.00 ... 1508.50 1478.00 J
90 j2510 20250711 1522.00 ... 1521.00 1488.00 J
91 j2511 20250711 1521.00 ... 1529.50 1500.00 J
92 j2512 20250711 1525.50 ... 1536.50 1497.50 J
93 j2601 20250711 1522.00 ... 1538.00 1507.50 J
94 j2602 20250711 1541.50 ... 1545.00 1515.50 J
95 j2603 20250711 1558.50 ... 1567.00 1528.50 J
96 j2604 20250711 1563.00 ... 1563.00 1520.50 J
97 j2605 20250711 1556.00 ... 1573.00 1540.00 J
98 j2606 20250711 0.00 ... 1557.00 1555.50 J
99 jd2507 20250711 2720.00 ... 2704.00 2728.00 JD
100 jd2508 20250711 3450.00 ... 3450.00 3447.00 JD
101 jd2509 20250711 3580.00 ... 3582.00 3572.00 JD
102 jd2510 20250711 3370.00 ... 3378.00 3362.00 JD
103 jd2511 20250711 3380.00 ... 3389.00 3381.00 JD
104 jd2512 20250711 3553.00 ... 3554.00 3547.00 JD
105 jd2601 20250711 3614.00 ... 3611.00 3606.00 JD
106 jd2602 20250711 3185.00 ... 3191.00 3189.00 JD
107 jd2603 20250711 3192.00 ... 3198.00 3199.00 JD
108 jd2604 20250711 3340.00 ... 3340.00 3340.00 JD
109 jd2605 20250711 3408.00 ... 3413.00 3411.00 JD
110 jd2606 20250711 3265.00 ... 3270.00 3264.00 JD
111 jm2507 20250711 868.00 ... 903.00 861.00 JM
112 jm2508 20250711 849.00 ... 859.50 834.50 JM
113 jm2509 20250711 897.00 ... 909.50 883.50 JM
114 jm2510 20250711 909.50 ... 923.00 897.50 JM
115 jm2511 20250711 917.00 ... 931.00 907.50 JM
116 jm2512 20250711 926.50 ... 934.50 919.50 JM
117 jm2601 20250711 930.00 ... 941.50 922.00 JM
118 jm2602 20250711 946.50 ... 948.00 931.00 JM
119 jm2603 20250711 945.00 ... 953.50 942.50 JM
120 jm2604 20250711 950.00 ... 955.50 941.00 JM
121 jm2605 20250711 955.00 ... 960.50 947.50 JM
122 jm2606 20250711 974.00 ... 971.50 958.00 JM
123 l2507 20250711 0.00 ... 7300.00 7300.00 L
124 l2508 20250711 7315.00 ... 7288.00 7302.00 L
125 l2509 20250711 7322.00 ... 7302.00 7309.00 L
126 l2510 20250711 7326.00 ... 7300.00 7309.00 L
127 l2511 20250711 7321.00 ... 7301.00 7300.00 L
128 l2512 20250711 7314.00 ... 7296.00 7286.00 L
129 l2601 20250711 7294.00 ... 7290.00 7283.00 L
130 l2602 20250711 7253.00 ... 7284.00 7260.00 L
131 l2603 20250711 7279.00 ... 7276.00 7265.00 L
132 l2604 20250711 0.00 ... 7292.00 7292.00 L
133 l2605 20250711 7265.00 ... 7256.00 7255.00 L
134 l2606 20250711 7270.00 ... 7265.00 7261.00 L
135 lg2507 20250711 817.00 ... 803.50 813.00 LG
136 lg2509 20250711 787.00 ... 789.00 785.00 LG
137 lg2511 20250711 785.50 ... 786.50 783.50 LG
138 lg2601 20250711 786.00 ... 789.00 785.50 LG
139 lg2603 20250711 787.50 ... 790.50 787.00 LG
140 lg2605 20250711 798.00 ... 798.00 792.00 LG
141 lh2507 20250711 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250711 14380.00 ... 14350.00 14330.00 LH
143 lh2511 20250711 13700.00 ... 13680.00 13650.00 LH
144 lh2601 20250711 13730.00 ... 13750.00 13725.00 LH
145 lh2603 20250711 13000.00 ... 13010.00 12980.00 LH
146 lh2605 20250711 13185.00 ... 13185.00 13175.00 LH
147 m2507 20250711 0.00 ... 2802.00 2802.00 M
148 m2508 20250711 2943.00 ... 2952.00 2925.00 M
149 m2509 20250711 2952.00 ... 2971.00 2943.00 M
150 m2511 20250711 2989.00 ... 3009.00 2983.00 M
151 m2512 20250711 3016.00 ... 3034.00 3011.00 M
152 m2601 20250711 2994.00 ... 3009.00 2988.00 M
153 m2603 20250711 2857.00 ... 2871.00 2854.00 M
154 m2605 20250711 2706.00 ... 2704.00 2701.00 M
155 p2507 20250711 0.00 ... 8620.00 8620.00 P
156 p2508 20250711 8634.00 ... 8708.00 8664.00 P
157 p2509 20250711 8600.00 ... 8686.00 8628.00 P
158 p2510 20250711 8630.00 ... 8698.00 8628.00 P
159 p2511 20250711 8598.00 ... 8648.00 8606.00 P
160 p2512 20250711 8596.00 ... 8660.00 8606.00 P
161 p2601 20250711 8606.00 ... 8672.00 8602.00 P
162 p2602 20250711 8542.00 ... 8654.00 8574.00 P
163 p2603 20250711 8504.00 ... 8576.00 8520.00 P
164 p2604 20250711 8556.00 ... 8552.00 8452.00 P
165 p2605 20250711 8392.00 ... 8450.00 8400.00 P
166 p2606 20250711 8412.00 ... 8448.00 8368.00 P
167 pg2507 20250711 4188.00 ... 4179.00 4223.00 PG
168 pg2508 20250711 4207.00 ... 4164.00 4199.00 PG
169 pg2509 20250711 4097.00 ... 4073.00 4096.00 PG
170 pg2510 20250711 4519.00 ... 4488.00 4510.00 PG
171 pg2511 20250711 4434.00 ... 4405.00 4423.00 PG
172 pg2512 20250711 4356.00 ... 4328.00 4349.00 PG
173 pg2601 20250711 4270.00 ... 4253.00 4273.00 PG
174 pg2602 20250711 4163.00 ... 4173.00 4221.00 PG
175 pg2603 20250711 4101.00 ... 4088.00 4115.00 PG
176 pg2604 20250711 4386.00 ... 4386.00 4407.00 PG
177 pg2605 20250711 4282.00 ... 4281.00 4292.00 PG
178 pg2606 20250711 4204.00 ... 4218.00 4221.00 PG
179 pp2507 20250711 0.00 ... 7068.00 7068.00 PP
180 pp2508 20250711 7102.00 ... 7066.00 7096.00 PP
181 pp2509 20250711 7100.00 ... 7076.00 7101.00 PP
182 pp2510 20250711 7090.00 ... 7059.00 7071.00 PP
183 pp2511 20250711 7078.00 ... 7058.00 7063.00 PP
184 pp2512 20250711 7073.00 ... 7061.00 7066.00 PP
185 pp2601 20250711 7080.00 ... 7061.00 7068.00 PP
186 pp2602 20250711 7067.00 ... 7047.00 7043.00 PP
187 pp2603 20250711 7047.00 ... 7048.00 7023.00 PP
188 pp2604 20250711 0.00 ... 7038.00 7038.00 PP
189 pp2605 20250711 7072.00 ... 7057.00 7053.00 PP
190 pp2606 20250711 7045.00 ... 7046.00 7048.00 PP
191 rr2507 20250711 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250711 3588.00 ... 3583.00 3585.00 RR
193 rr2509 20250711 3596.00 ... 3596.00 3595.00 RR
194 rr2510 20250711 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250711 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250711 3606.00 ... 3605.00 3603.00 RR
197 rr2601 20250711 0.00 ... 3602.00 3602.00 RR
198 rr2602 20250711 0.00 ... 3610.00 3610.00 RR
199 rr2603 20250711 0.00 ... 3611.00 3611.00 RR
200 rr2604 20250711 3623.00 ... 3623.00 3617.00 RR
201 rr2605 20250711 0.00 ... 3612.00 3612.00 RR
202 rr2606 20250711 0.00 ... 3610.00 3610.00 RR
203 v2507 20250711 4926.00 ... 4941.00 4926.00 V
204 v2508 20250711 5030.00 ... 4974.00 4972.00 V
205 v2509 20250711 5040.00 ... 5013.00 5005.00 V
206 v2510 20250711 5067.00 ... 5041.00 5033.00 V
207 v2511 20250711 5097.00 ... 5066.00 5066.00 V
208 v2512 20250711 5113.00 ... 5096.00 5089.00 V
209 v2601 20250711 5140.00 ... 5121.00 5109.00 V
210 v2602 20250711 5164.00 ... 5129.00 5130.00 V
211 v2603 20250711 5180.00 ... 5156.00 5152.00 V
212 v2604 20250711 5319.00 ... 5304.00 5287.00 V
213 v2605 20250711 5321.00 ... 5310.00 5306.00 V
214 v2606 20250711 5349.00 ... 5323.00 5312.00 V
215 y2507 20250711 0.00 ... 7970.00 7970.00 Y
216 y2508 20250711 7918.00 ... 7960.00 7924.00 Y
217 y2509 20250711 7942.00 ... 7970.00 7928.00 Y
218 y2511 20250711 7944.00 ... 7974.00 7942.00 Y
219 y2512 20250711 7964.00 ... 7996.00 7962.00 Y
220 y2601 20250711 7920.00 ... 7950.00 7906.00 Y
221 y2603 20250711 7824.00 ... 7842.00 7820.00 Y
222 y2605 20250711 7592.00 ... 7602.00 7592.00 Y
[223 rows x 12 columns]
2025-07-14 20:56:57,284 - future_1d - INFO - ak.get_dce_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 PS2507 20250711 40855.0 ... 39850.0 38185.0 PS
1 PS2508 20250711 41360.0 ... 41430.0 40545.0 PS
2 PS2509 20250711 41150.0 ... 41040.0 40190.0 PS
3 PS2510 20250711 41265.0 ... 40660.0 40140.0 PS
4 PS2511 20250711 40550.0 ... 40205.0 39745.0 PS
5 PS2512 20250711 42500.0 ... 42420.0 41860.0 PS
6 PS2601 20250711 42680.0 ... 42260.0 41870.0 PS
7 PS2602 20250711 42620.0 ... 42185.0 41475.0 PS
8 PS2603 20250711 42550.0 ... 41865.0 41465.0 PS
9 PS2604 20250711 42360.0 ... 41965.0 41385.0 PS
10 PS2605 20250711 42310.0 ... 41865.0 41215.0 PS
11 PS2606 20250711 43200.0 ... 42810.0 42025.0 PS
13 SI2507 20250711 8475.0 ... 8465.0 8540.0 SI
14 SI2508 20250711 8550.0 ... 8425.0 8380.0 SI
15 SI2509 20250711 8480.0 ... 8420.0 8375.0 SI
16 SI2510 20250711 8400.0 ... 8385.0 8350.0 SI
17 SI2511 20250711 8410.0 ... 8355.0 8305.0 SI
18 SI2512 20250711 8690.0 ... 8655.0 8620.0 SI
19 SI2601 20250711 8600.0 ... 8605.0 8570.0 SI
20 SI2602 20250711 8640.0 ... 8595.0 8565.0 SI
21 SI2603 20250711 8580.0 ... 8580.0 8565.0 SI
22 SI2604 20250711 8615.0 ... 8570.0 8565.0 SI
23 SI2605 20250711 8610.0 ... 8570.0 8550.0 SI
24 SI2606 20250711 8585.0 ... 8550.0 8565.0 SI
27 LC2507 20250711 63760.0 ... 64020.0 64580.0 LC
28 LC2508 20250711 64500.0 ... 64380.0 64740.0 LC
29 LC2509 20250711 64160.0 ... 64100.0 64460.0 LC
30 LC2510 20250711 64020.0 ... 63920.0 64340.0 LC
31 LC2511 20250711 64000.0 ... 63780.0 64160.0 LC
32 LC2512 20250711 64340.0 ... 64220.0 64420.0 LC
33 LC2601 20250711 64500.0 ... 64240.0 64540.0 LC
34 LC2602 20250711 64380.0 ... 64100.0 64540.0 LC
35 LC2603 20250711 64800.0 ... 64360.0 64540.0 LC
36 LC2604 20250711 65080.0 ... 64920.0 65100.0 LC
37 LC2605 20250711 65200.0 ... 64980.0 65160.0 LC
38 LC2606 20250711 65180.0 ... 64980.0 65160.0 LC
[36 rows x 12 columns]
2025-07-14 20:56:57,520 - future_1d - INFO - ak.get_gfex_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 IC2507 20250711 5965.000 ... 6026.400 5968.000 IC
1 IC2508 20250711 5904.400 ... 5973.200 5911.200 IC
2 IC2509 20250711 5849.000 ... 5920.800 5859.800 IC
3 IC2512 20250711 5736.600 ... 5799.400 5736.200 IC
4 IF2507 20250711 3997.000 ... 4020.600 4006.800 IF
5 IF2508 20250711 3988.000 ... 4007.400 3989.800 IF
6 IF2509 20250711 3977.000 ... 3998.800 3981.800 IF
7 IF2512 20250711 3943.000 ... 3971.400 3948.400 IF
8 IH2507 20250711 2744.000 ... 2764.600 2754.000 IH
9 IH2508 20250711 2742.000 ... 2763.200 2750.800 IH
10 IH2509 20250711 2738.000 ... 2761.200 2749.200 IH
11 IH2512 20250711 2742.600 ... 2763.400 2748.800 IH
12 IM2507 20250711 6383.000 ... 6455.200 6386.200 IM
13 IM2508 20250711 6310.400 ... 6392.000 6316.000 IM
14 IM2509 20250711 6240.200 ... 6321.200 6241.800 IM
15 IM2512 20250711 6059.000 ... 6138.000 6057.000 IM
16 T2509 20250711 108.845 ... 108.815 108.855 T
17 T2512 20250711 108.900 ... 108.855 108.910 T
18 T2603 20250711 108.880 ... 108.860 108.900 T
19 TF2509 20250711 106.000 ... 105.975 106.005 TF
20 TF2512 20250711 106.115 ... 106.080 106.110 TF
21 TF2603 20250711 106.160 ... 106.145 106.160 TF
22 TL2509 20250711 120.460 ... 120.510 120.550 TL
23 TL2512 20250711 120.360 ... 120.330 120.410 TL
24 TL2603 20250711 120.170 ... 120.160 120.210 TL
25 TS2509 20250711 102.404 ... 102.412 102.418 TS
26 TS2512 20250711 102.516 ... 102.512 102.530 TS
27 TS2603 20250711 102.640 ... 102.624 102.636 TS
[28 rows x 12 columns]
2025-07-14 20:56:57,692 - future_1d - INFO - ak.get_cffex_daily('2025-07-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250711 7798.0 7884.0 ... 588565.54 7826.0 7768.0 AP
1 AP511 20250711 7633.0 7696.0 ... 3270.23 7659.0 7598.0 AP
2 AP512 20250711 7656.0 7700.0 ... 352.91 7672.0 7629.0 AP
3 AP601 20250711 7652.0 7730.0 ... 24204.50 7691.0 7642.0 AP
4 AP603 20250711 7620.0 7663.0 ... 221.79 7648.0 7615.0 AP
5 AP604 20250711 7668.0 7708.0 ... 123.08 7693.0 7664.0 AP
6 AP605 20250711 7744.0 7777.0 ... 395.30 7751.0 7741.0 AP
7 CF507 20250711 13655.0 13705.0 ... 6204.73 13665.0 13625.0 CF
8 CF509 20250711 13865.0 13945.0 ... 1314520.69 13905.0 13865.0 CF
9 CF511 20250711 13755.0 13830.0 ... 199297.56 13790.0 13755.0 CF
10 CF601 20250711 13820.0 13880.0 ... 323112.19 13845.0 13810.0 CF
11 CF603 20250711 13795.0 13840.0 ... 1643.60 13810.0 13780.0 CF
12 CF605 20250711 13800.0 13855.0 ... 4698.76 13820.0 13790.0 CF
13 CJ507 20250711 9400.0 9400.0 ... 188.00 9400.0 9600.0 CJ
14 CJ509 20250711 9525.0 9740.0 ... 228966.14 9630.0 9495.0 CJ
15 CJ512 20250711 10445.0 10590.0 ... 16536.89 10485.0 10400.0 CJ
16 CJ601 20250711 10560.0 10715.0 ... 914746.66 10605.0 10500.0 CJ
17 CJ603 20250711 10675.0 10805.0 ... 17625.30 10710.0 10630.0 CJ
18 CJ605 20250711 10900.0 11000.0 ... 90549.47 10910.0 10865.0 CJ
19 CY507 20250711 0.0 0.0 ... 0.00 19960.0 19895.0 CY
20 CY508 20250711 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250711 20055.0 20125.0 ... 68843.30 20070.0 20005.0 CY
22 CY510 20250711 0.0 0.0 ... 0.00 19690.0 19625.0 CY
23 CY511 20250711 0.0 0.0 ... 0.00 20065.0 20045.0 CY
24 CY512 20250711 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250711 20045.0 20105.0 ... 140.49 20070.0 20030.0 CY
26 CY602 20250711 0.0 0.0 ... 0.00 19840.0 19830.0 CY
27 CY603 20250711 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250711 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250711 20015.0 20015.0 ... 10.01 20015.0 20010.0 CY
30 CY606 20250711 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250711 986.0 992.0 ... 29.66 989.0 991.0 FG
32 FG508 20250711 1095.0 1114.0 ... 199862.46 1100.0 1078.0 FG
33 FG509 20250711 1084.0 1108.0 ... 6164232.84 1090.0 1063.0 FG
34 FG510 20250711 1133.0 1157.0 ... 57756.83 1142.0 1108.0 FG
35 FG511 20250711 1122.0 1141.0 ... 66715.96 1127.0 1097.0 FG
36 FG512 20250711 1187.0 1203.0 ... 23332.43 1190.0 1164.0 FG
37 FG601 20250711 1175.0 1189.0 ... 607339.23 1177.0 1155.0 FG
38 FG602 20250711 1217.0 1225.0 ... 558.96 1215.0 1198.0 FG
39 FG603 20250711 1209.0 1221.0 ... 505.86 1210.0 1195.0 FG
40 FG604 20250711 1239.0 1253.0 ... 546.88 1243.0 1228.0 FG
41 FG605 20250711 1231.0 1250.0 ... 9857.40 1238.0 1221.0 FG
42 FG606 20250711 1252.0 1265.0 ... 625.25 1256.0 1235.0 FG
43 JR507 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250711 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250711 2405.0 2409.0 ... 85890.91 2386.0 2404.0 MA
55 MA509 20250711 2395.0 2403.0 ... 1683355.42 2380.0 2393.0 MA
56 MA510 20250711 2421.0 2427.0 ... 63876.91 2402.0 2415.0 MA
57 MA511 20250711 2435.0 2439.0 ... 59445.78 2417.0 2428.0 MA
58 MA512 20250711 2459.0 2462.0 ... 8839.45 2445.0 2450.0 MA
59 MA601 20250711 2460.0 2467.0 ... 201034.86 2451.0 2454.0 MA
60 MA602 20250711 2437.0 2439.0 ... 4.88 2438.0 2436.0 MA
61 MA603 20250711 2441.0 2441.0 ... 72.87 2429.0 2434.0 MA
62 MA604 20250711 2414.0 2414.0 ... 26.50 2409.0 2405.0 MA
63 MA605 20250711 2381.0 2386.0 ... 2003.92 2377.0 2375.0 MA
64 MA606 20250711 2386.0 2386.0 ... 14.28 2379.0 2375.0 MA
65 OI507 20250711 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250711 9457.0 9514.0 ... 2747076.83 9455.0 9457.0 OI
67 OI511 20250711 9461.0 9499.0 ... 181329.46 9446.0 9451.0 OI
68 OI601 20250711 9410.0 9446.0 ... 460423.90 9390.0 9404.0 OI
69 OI603 20250711 9351.0 9383.0 ... 8126.72 9320.0 9351.0 OI
70 OI605 20250711 9257.0 9292.0 ... 5806.12 9245.0 9252.0 OI
71 PF507 20250711 0.0 0.0 ... 0.00 6606.0 6642.0 PF
72 PF508 20250711 6528.0 6544.0 ... 309445.48 6502.0 6554.0 PF
73 PF509 20250711 6428.0 6438.0 ... 236109.58 6400.0 6434.0 PF
74 PF510 20250711 6460.0 6460.0 ... 74045.81 6420.0 6434.0 PF
75 PF511 20250711 6410.0 6424.0 ... 46919.37 6386.0 6394.0 PF
76 PF512 20250711 6394.0 6402.0 ... 11964.86 6372.0 6376.0 PF
77 PF601 20250711 6410.0 6412.0 ... 4827.11 6378.0 6400.0 PF
78 PF602 20250711 6366.0 6366.0 ... 3.18 6366.0 6372.0 PF
79 PF603 20250711 6376.0 6376.0 ... 6.37 6374.0 6386.0 PF
80 PF604 20250711 0.0 0.0 ... 0.00 6400.0 6402.0 PF
81 PF605 20250711 0.0 0.0 ... 0.00 6408.0 6428.0 PF
82 PF606 20250711 0.0 0.0 ... 0.00 6406.0 6424.0 PF
83 PK510 20250711 8196.0 8224.0 ... 135875.81 8188.0 8172.0 PK
84 PK511 20250711 8028.0 8058.0 ... 62832.90 8026.0 8010.0 PK
85 PK512 20250711 7988.0 8002.0 ... 845.63 7978.0 7966.0 PK
86 PK601 20250711 7982.0 8006.0 ... 4302.28 7982.0 7958.0 PK
87 PK603 20250711 7978.0 7984.0 ... 107.65 7974.0 7956.0 PK
88 PK604 20250711 7976.0 7980.0 ... 23.92 7974.0 7958.0 PK
89 PK605 20250711 7978.0 7986.0 ... 796.81 7968.0 7962.0 PK
90 PM507 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250711 0.0 0.0 ... 0.00 5932.0 5942.0 PR
97 PR508 20250711 5922.0 5932.0 ... 18627.36 5906.0 5918.0 PR
98 PR509 20250711 5912.0 5922.0 ... 405585.77 5886.0 5896.0 PR
99 PR510 20250711 5926.0 5928.0 ... 145918.76 5894.0 5902.0 PR
100 PR511 20250711 5914.0 5916.0 ... 35176.72 5878.0 5892.0 PR
101 PR512 20250711 5860.0 5868.0 ... 17.59 5864.0 5900.0 PR
102 PR601 20250711 5878.0 5892.0 ... 537.35 5874.0 5892.0 PR
103 PR602 20250711 5898.0 5898.0 ... 8.85 5898.0 5936.0 PR
104 PR603 20250711 5898.0 5922.0 ... 44.27 5904.0 5940.0 PR
105 PR604 20250711 5910.0 5910.0 ... 8.87 5910.0 5958.0 PR
106 PR605 20250711 5910.0 5920.0 ... 35.48 5914.0 5934.0 PR
107 PR606 20250711 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250711 0.0 0.0 ... 0.00 6896.0 6926.0 PX
109 PX508 20250711 6820.0 6838.0 ... 2333.61 6774.0 6802.0 PX
110 PX509 20250711 6772.0 6788.0 ... 719763.51 6720.0 6750.0 PX
111 PX510 20250711 6774.0 6786.0 ... 102501.12 6714.0 6746.0 PX
112 PX511 20250711 6746.0 6760.0 ... 150132.68 6686.0 6720.0 PX
113 PX512 20250711 6742.0 6748.0 ... 30015.69 6674.0 6704.0 PX
114 PX601 20250711 6718.0 6724.0 ... 54444.78 6650.0 6682.0 PX
115 PX602 20250711 6686.0 6686.0 ... 6.67 6672.0 6688.0 PX
116 PX603 20250711 0.0 0.0 ... 0.00 6622.0 6622.0 PX
117 PX604 20250711 0.0 0.0 ... 0.00 6618.0 6676.0 PX
118 PX605 20250711 6630.0 6630.0 ... 49.53 6604.0 6638.0 PX
119 PX606 20250711 6614.0 6614.0 ... 3.31 6614.0 6650.0 PX
120 RI507 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250711 2672.0 2672.0 ... 857.16 2521.0 2474.0 RM
127 RM508 20250711 2615.0 2646.0 ... 54655.25 2631.0 2596.0 RM
128 RM509 20250711 2610.0 2646.0 ... 1008671.36 2630.0 2595.0 RM
129 RM511 20250711 2430.0 2451.0 ... 4526.84 2440.0 2418.0 RM
130 RM601 20250711 2316.0 2337.0 ... 185138.63 2327.0 2313.0 RM
131 RM603 20250711 2301.0 2311.0 ... 10686.40 2305.0 2294.0 RM
132 RM605 20250711 2310.0 2316.0 ... 24417.23 2312.0 2307.0 RM
133 RS507 20250711 0.0 0.0 ... 0.00 4972.0 4993.0 RS
134 RS508 20250711 4652.0 5299.0 ... 9.95 4976.0 5107.0 RS
135 RS509 20250711 5025.0 5083.0 ... 146.45 5050.0 5071.0 RS
136 RS511 20250711 5061.0 5169.0 ... 107.13 5101.0 5072.0 RS
137 SA507 20250711 1175.0 1175.0 ... 2185.20 1175.0 1175.0 SA
138 SA508 20250711 1225.0 1235.0 ... 154660.05 1220.0 1213.0 SA
139 SA509 20250711 1230.0 1242.0 ... 5911784.67 1225.0 1213.0 SA
140 SA510 20250711 1235.0 1250.0 ... 110228.57 1235.0 1227.0 SA
141 SA511 20250711 1241.0 1250.0 ... 186866.60 1236.0 1228.0 SA
142 SA512 20250711 1265.0 1275.0 ... 103072.72 1264.0 1254.0 SA
143 SA601 20250711 1266.0 1278.0 ... 1130737.74 1266.0 1255.0 SA
144 SA602 20250711 1275.0 1284.0 ... 10784.91 1273.0 1266.0 SA
145 SA603 20250711 1277.0 1283.0 ... 6613.84 1272.0 1264.0 SA
146 SA604 20250711 1283.0 1298.0 ... 2909.70 1290.0 1280.0 SA
147 SA605 20250711 1288.0 1299.0 ... 29653.07 1290.0 1276.0 SA
148 SA606 20250711 1293.0 1305.0 ... 1498.07 1296.0 1289.0 SA
149 SF507 20250711 5610.0 5610.0 ... 2648.12 5552.0 5520.0 SF
150 SF508 20250711 5580.0 5580.0 ... 76283.08 5506.0 5530.0 SF
151 SF509 20250711 5582.0 5594.0 ... 570661.46 5522.0 5532.0 SF
152 SF510 20250711 5532.0 5546.0 ... 124414.95 5498.0 5484.0 SF
153 SF511 20250711 5656.0 5690.0 ... 147938.78 5642.0 5630.0 SF
154 SF512 20250711 5642.0 5656.0 ... 10588.35 5616.0 5594.0 SF
155 SF601 20250711 5626.0 5628.0 ... 23784.03 5586.0 5562.0 SF
156 SF602 20250711 5538.0 5556.0 ... 407.82 5512.0 5490.0 SF
157 SF603 20250711 5632.0 5674.0 ... 47.90 5636.0 5644.0 SF
158 SF604 20250711 5600.0 5602.0 ... 5.60 5602.0 5620.0 SF
159 SF605 20250711 5622.0 5672.0 ... 325.86 5618.0 5606.0 SF
160 SF606 20250711 5566.0 5620.0 ... 52.93 5572.0 5564.0 SF
161 SH507 20250711 0.0 0.0 ... 0.00 2467.0 2456.0 SH
162 SH508 20250711 2512.0 2523.0 ... 395261.47 2498.0 2525.0 SH
163 SH509 20250711 2504.0 2521.0 ... 3359489.59 2506.0 2495.0 SH
164 SH510 20250711 2531.0 2544.0 ... 337870.96 2530.0 2515.0 SH
165 SH511 20250711 2518.0 2529.0 ... 210097.46 2514.0 2500.0 SH
166 SH512 20250711 2522.0 2532.0 ... 29370.99 2518.0 2500.0 SH
167 SH601 20250711 2491.0 2502.0 ... 101676.32 2490.0 2469.0 SH
168 SH602 20250711 2504.0 2518.0 ... 458.59 2506.0 2494.0 SH
169 SH603 20250711 2501.0 2520.0 ... 609.93 2510.0 2496.0 SH
170 SH604 20250711 2536.0 2555.0 ... 381.36 2542.0 2536.0 SH
171 SH605 20250711 2540.0 2552.0 ... 3764.63 2540.0 2523.0 SH
172 SH606 20250711 2560.0 2565.0 ... 30.68 2556.0 2525.0 SH
173 SM507 20250711 5500.0 5756.0 ... 319.31 5754.0 5756.0 SM
174 SM508 20250711 5792.0 5816.0 ... 96305.67 5756.0 5790.0 SM
175 SM509 20250711 5808.0 5824.0 ... 647241.15 5774.0 5792.0 SM
176 SM510 20250711 5794.0 5804.0 ... 39217.59 5752.0 5770.0 SM
177 SM511 20250711 5876.0 5880.0 ... 96800.09 5826.0 5844.0 SM
178 SM512 20250711 5856.0 5860.0 ... 26442.50 5822.0 5832.0 SM
179 SM601 20250711 5848.0 5858.0 ... 51300.65 5814.0 5822.0 SM
180 SM602 20250711 5818.0 5848.0 ... 46.43 5804.0 5810.0 SM
181 SM603 20250711 5840.0 5840.0 ... 26.09 5798.0 5832.0 SM
182 SM604 20250711 5828.0 5838.0 ... 11.64 5820.0 5838.0 SM
183 SM605 20250711 5870.0 5880.0 ... 773.42 5838.0 5852.0 SM
184 SM606 20250711 5896.0 5896.0 ... 26.38 5862.0 5886.0 SM
185 SR507 20250711 5800.0 5800.0 ... 11123.40 5800.0 5795.0 SR
186 SR509 20250711 5803.0 5820.0 ... 1091593.03 5808.0 5800.0 SR
187 SR511 20250711 5690.0 5701.0 ... 145807.17 5691.0 5688.0 SR
188 SR601 20250711 5627.0 5641.0 ... 114549.83 5631.0 5625.0 SR
189 SR603 20250711 5598.0 5610.0 ... 2935.01 5601.0 5597.0 SR
190 SR605 20250711 5583.0 5583.0 ... 5900.14 5577.0 5572.0 SR
191 TA507 20250711 4732.0 4754.0 ... 1576.44 4720.0 4732.0 TA
192 TA508 20250711 4734.0 4752.0 ... 155689.18 4718.0 4740.0 TA
193 TA509 20250711 4730.0 4742.0 ... 2746819.10 4710.0 4728.0 TA
194 TA510 20250711 4736.0 4748.0 ... 92793.23 4704.0 4724.0 TA
195 TA511 20250711 4736.0 4742.0 ... 55063.58 4700.0 4720.0 TA
196 TA512 20250711 4734.0 4734.0 ... 13537.46 4694.0 4716.0 TA
197 TA601 20250711 4724.0 4732.0 ... 465461.93 4684.0 4712.0 TA
198 TA602 20250711 4728.0 4728.0 ... 91.71 4704.0 4722.0 TA
199 TA603 20250711 4692.0 4696.0 ... 18.72 4680.0 4720.0 TA
200 TA604 20250711 4712.0 4712.0 ... 49.35 4700.0 4720.0 TA
201 TA605 20250711 4742.0 4746.0 ... 4384.88 4702.0 4728.0 TA
202 TA606 20250711 4724.0 4724.0 ... 23.50 4700.0 4750.0 TA
203 UR507 20250711 1760.0 1770.0 ... 179.54 1760.0 1765.0 UR
204 UR508 20250711 1766.0 1775.0 ... 5935.57 1768.0 1774.0 UR
205 UR509 20250711 1776.0 1787.0 ... 611744.61 1776.0 1777.0 UR
206 UR510 20250711 1763.0 1771.0 ... 39953.61 1759.0 1762.0 UR
207 UR511 20250711 1760.0 1771.0 ... 43043.88 1759.0 1760.0 UR
208 UR512 20250711 1743.0 1748.0 ... 132.71 1746.0 1748.0 UR
209 UR601 20250711 1737.0 1745.0 ... 75685.61 1735.0 1736.0 UR
210 UR602 20250711 1726.0 1738.0 ... 390.87 1729.0 1730.0 UR
211 UR603 20250711 1757.0 1757.0 ... 34.99 1750.0 1749.0 UR
212 UR604 20250711 1748.0 1748.0 ... 20.90 1742.0 1741.0 UR
213 UR605 20250711 1736.0 1748.0 ... 2493.23 1739.0 1736.0 UR
214 UR606 20250711 1733.0 1743.0 ... 149.41 1737.0 1733.0 UR
215 WH507 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:56:58,035 - future_1d - INFO - ak.get_czce_daily('2025-07-11') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250711 ... 78680 78670 CU
1 1 CU2508 20250711 ... 78530 78390 CU
2 2 CU2509 20250711 ... 78420 78240 CU
3 3 CU2510 20250711 ... 78300 78050 CU
4 4 CU2511 20250711 ... 78180 77950 CU
5 5 CU2512 20250711 ... 78070 77860 CU
6 6 CU2601 20250711 ... 77980 77780 CU
7 7 CU2602 20250711 ... 77900 77790 CU
8 8 CU2603 20250711 ... 77900 77680 CU
9 9 CU2604 20250711 ... 77870 77620 CU
10 10 CU2605 20250711 ... 77900 77690 CU
11 11 CU2606 20250711 ... 77910 77750 CU
12 12 BC2507 20250711 ... 70600 70600 BC
13 13 BC2508 20250711 ... 69750 69560 BC
14 14 BC2509 20250711 ... 69710 69510 BC
15 15 BC2510 20250711 ... 69600 69340 BC
16 16 BC2511 20250711 ... 69190 69130 BC
17 17 BC2512 20250711 ... 69320 69320 BC
18 18 BC2601 20250711 ... 69800 69810 BC
19 19 BC2602 20250711 ... 69410 69410 BC
20 20 BC2603 20250711 ... 69290 69290 BC
21 21 BC2604 20250711 ... 69750 69750 BC
22 22 BC2605 20250711 ... 69460 69530 BC
23 23 BC2606 20250711 ... 67820 67820 BC
24 24 AL2507 20250711 ... 20845 20835 AL
25 25 AL2508 20250711 ... 20715 20670 AL
26 26 AL2509 20250711 ... 20660 20610 AL
27 27 AL2510 20250711 ... 20565 20515 AL
28 28 AL2511 20250711 ... 20475 20415 AL
29 29 AL2512 20250711 ... 20405 20340 AL
30 30 AL2601 20250711 ... 20355 20305 AL
31 31 AL2602 20250711 ... 20355 20290 AL
32 32 AL2603 20250711 ... 20340 20295 AL
33 33 AL2604 20250711 ... 20375 20310 AL
34 34 AL2605 20250711 ... 20355 20335 AL
35 35 AL2606 20250711 ... 20390 20335 AL
36 36 ZN2507 20250711 ... 22360 22265 ZN
37 37 ZN2508 20250711 ... 22400 22285 ZN
38 38 ZN2509 20250711 ... 22375 22245 ZN
39 39 ZN2510 20250711 ... 22345 22205 ZN
40 40 ZN2511 20250711 ... 22305 22160 ZN
41 41 ZN2512 20250711 ... 22255 22090 ZN
42 42 ZN2601 20250711 ... 22210 22050 ZN
43 43 ZN2602 20250711 ... 22150 22035 ZN
44 44 ZN2603 20250711 ... 22175 22020 ZN
45 45 ZN2604 20250711 ... 22190 22070 ZN
46 46 ZN2605 20250711 ... 22200 22005 ZN
47 47 ZN2606 20250711 ... 22195 22040 ZN
48 48 PB2507 20250711 ... 17165 17155 PB
49 49 PB2508 20250711 ... 17105 17215 PB
50 50 PB2509 20250711 ... 17125 17240 PB
51 51 PB2510 20250711 ... 17145 17250 PB
52 52 PB2511 20250711 ... 17135 17260 PB
53 53 PB2512 20250711 ... 17160 17230 PB
54 54 PB2601 20250711 ... 17155 17295 PB
55 55 PB2602 20250711 ... 17160 17215 PB
56 56 PB2603 20250711 ... 17185 17225 PB
57 57 PB2604 20250711 ... 17140 17230 PB
58 58 PB2605 20250711 ... 17180 17230 PB
59 59 PB2606 20250711 ... 17160 17205 PB
60 60 NI2507 20250711 ... 121020 119420 NI
61 61 NI2508 20250711 ... 121190 119910 NI
62 62 NI2509 20250711 ... 121360 120070 NI
63 63 NI2510 20250711 ... 121480 120190 NI
64 64 NI2511 20250711 ... 121610 120370 NI
65 65 NI2512 20250711 ... 121920 120870 NI
66 66 NI2601 20250711 ... 122170 120920 NI
67 67 NI2602 20250711 ... 122320 120840 NI
68 68 NI2603 20250711 ... 122420 121380 NI
69 69 NI2604 20250711 ... 122640 121650 NI
70 70 NI2605 20250711 ... 122830 121620 NI
71 71 NI2606 20250711 ... 122940 121790 NI
72 72 SN2507 20250711 ... 265210 264160 SN
73 73 SN2508 20250711 ... 265630 265000 SN
74 74 SN2509 20250711 ... 265520 265160 SN
75 75 SN2510 20250711 ... 265330 265030 SN
76 76 SN2511 20250711 ... 264740 265400 SN
77 77 SN2512 20250711 ... 264510 265030 SN
78 78 SN2601 20250711 ... 264790 265160 SN
79 79 SN2602 20250711 ... 265470 263950 SN
80 80 SN2603 20250711 ... 264290 264800 SN
81 81 SN2604 20250711 ... 264650 265340 SN
82 82 SN2605 20250711 ... 265660 265020 SN
83 83 SN2606 20250711 ... 265110 263950 SN
84 84 AO2507 20250711 ... 3195 3249 AO
85 85 AO2508 20250711 ... 3189 3229 AO
86 86 AO2509 20250711 ... 3164 3195 AO
87 87 AO2510 20250711 ... 3126 3154 AO
88 88 AO2511 20250711 ... 3110 3131 AO
89 89 AO2512 20250711 ... 3101 3118 AO
90 90 AO2601 20250711 ... 3089 3105 AO
91 91 AO2602 20250711 ... 3088 3097 AO
92 92 AO2603 20250711 ... 3074 3085 AO
93 93 AO2604 20250711 ... 3068 3073 AO
94 94 AO2605 20250711 ... 3051 3062 AO
95 95 AO2606 20250711 ... 3050 3054 AO
96 96 AD2511 20250711 ... 19980 19935 AD
97 97 AD2512 20250711 ... 19900 19855 AD
98 98 AD2601 20250711 ... 19835 19825 AD
99 99 AD2602 20250711 ... 19770 19770 AD
100 100 AD2603 20250711 ... 19760 19705 AD
101 101 AD2604 20250711 ... 19710 19685 AD
102 102 AD2605 20250711 ... 19735 19670 AD
103 103 AD2606 20250711 ... 19760 19660 AD
104 104 AU2507 20250711 ... 770.48 770.48 AU
105 105 AU2508 20250711 ... 771.34 769.02 AU
106 106 AU2509 20250711 ... 772.62 770.5 AU
107 107 AU2510 20250711 ... 773.18 771.16 AU
108 108 AU2512 20250711 ... 775.44 773.12 AU
109 109 AU2602 20250711 ... 777 774.42 AU
110 110 AU2604 20250711 ... 779.54 777.02 AU
111 111 AU2606 20250711 ... 780.76 778.86 AU
112 112 AG2507 20250711 ... 9002 8863 AG
113 113 AG2508 20250711 ... 8990 8859 AG
114 114 AG2509 20250711 ... 9003 8872 AG
115 115 AG2510 20250711 ... 9017 8885 AG
116 116 AG2511 20250711 ... 9027 8895 AG
117 117 AG2512 20250711 ... 9040 8906 AG
118 118 AG2601 20250711 ... 9053 8918 AG
119 119 AG2602 20250711 ... 9074 8929 AG
120 120 AG2603 20250711 ... 9086 8943 AG
121 121 AG2604 20250711 ... 9089 8954 AG
122 122 AG2605 20250711 ... 9105 8967 AG
123 123 AG2606 20250711 ... 9106 8980 AG
124 124 RB2507 20250711 ... 3127 3091 RB
125 125 RB2508 20250711 ... 3076 3063 RB
126 126 RB2509 20250711 ... 3097 3068 RB
127 127 RB2510 20250711 ... 3133 3099 RB
128 128 RB2511 20250711 ... 3151 3112 RB
129 129 RB2512 20250711 ... 3166 3129 RB
130 130 RB2601 20250711 ... 3164 3125 RB
131 131 RB2602 20250711 ... 3149 3117 RB
132 132 RB2603 20250711 ... 3151 3116 RB
133 133 RB2604 20250711 ... 3159 3112 RB
134 134 RB2605 20250711 ... 3171 3135 RB
135 135 RB2606 20250711 ... 3180 3136 RB
136 136 WR2507 20250711 ... 3356 3356 WR
137 137 WR2508 20250711 ... 3190 3190 WR
138 138 WR2509 20250711 ... 3265 3265 WR
139 139 WR2510 20250711 ... 3363 3329 WR
140 140 WR2511 20250711 ... 3350 3350 WR
141 141 WR2512 20250711 ... 3362 3362 WR
142 142 WR2601 20250711 ... 3350 3329 WR
143 143 WR2602 20250711 ... 3396 3396 WR
144 144 WR2603 20250711 ... 3387 3387 WR
145 145 WR2604 20250711 ... 3392 3392 WR
146 146 WR2605 20250711 ... 3370 3370 WR
147 147 WR2606 20250711 ... 3377 3356 WR
148 148 HC2507 20250711 ... 3240 3237 HC
149 149 HC2508 20250711 ... 3266 3228 HC
150 150 HC2509 20250711 ... 3280 3241 HC
151 151 HC2510 20250711 ... 3273 3233 HC
152 152 HC2511 20250711 ... 3278 3235 HC
153 153 HC2512 20250711 ... 3282 3230 HC
154 154 HC2601 20250711 ... 3285 3247 HC
155 155 HC2602 20250711 ... 3277 3247 HC
156 156 HC2603 20250711 ... 3286 3234 HC
157 157 HC2604 20250711 ... 3295 3257 HC
158 158 HC2605 20250711 ... 3286 3245 HC
159 159 HC2606 20250711 ... 3296 3270 HC
160 160 SS2507 20250711 ... 12720 12720 SS
161 161 SS2508 20250711 ... 12745 12815 SS
162 162 SS2509 20250711 ... 12720 12735 SS
163 163 SS2510 20250711 ... 12740 12740 SS
164 164 SS2511 20250711 ... 12770 12760 SS
165 165 SS2512 20250711 ... 12795 12780 SS
166 166 SS2601 20250711 ... 12850 12845 SS
167 167 SS2602 20250711 ... 12900 12890 SS
168 168 SS2603 20250711 ... 12905 12920 SS
169 169 SS2604 20250711 ... 12975 12945 SS
170 170 SS2605 20250711 ... 13000 12975 SS
171 171 SS2606 20250711 ... 13055 13015 SS
172 172 SC2508 20250711 ... 514.1 520.3 SC
173 173 SC2509 20250711 ... 504.1 511 SC
174 174 SC2510 20250711 ... 497.4 503.4 SC
175 175 SC2511 20250711 ... 492.1 497.5 SC
176 176 SC2512 20250711 ... 488.3 492.2 SC
177 177 SC2601 20250711 ... 484.8 487.8 SC
178 178 SC2602 20250711 ... 481.2 484.1 SC
179 179 SC2603 20250711 ... 479.1 482.9 SC
180 180 SC2604 20250711 ... 477.2 480.7 SC
181 181 SC2605 20250711 ... 474.7 478.8 SC
182 182 SC2606 20250711 ... 474 476.7 SC
183 183 SC2607 20250711 ... 473.7 475 SC
184 184 SC2609 20250711 ... 469.5 472.9 SC
185 185 SC2612 20250711 ... 468.1 468.1 SC
186 186 SC2703 20250711 ... 468 468 SC
187 187 SC2706 20250711 ... 468.9 468.9 SC
188 188 SC2709 20250711 ... 464.6 464.6 SC
189 189 SC2712 20250711 ... 462.2 465.8 SC
190 190 SC2803 20250711 ... 461.6 465.8 SC
191 191 SC2806 20250711 ... 462.1 464.4 SC
192 192 LU2508 20250711 ... 3647 3688 LU
193 193 LU2509 20250711 ... 3640 3678 LU
194 194 LU2510 20250711 ... 3611 3648 LU
195 195 LU2511 20250711 ... 3585 3619 LU
196 196 LU2512 20250711 ... 3562 3590 LU
197 197 LU2601 20250711 ... 3534 3558 LU
198 198 LU2602 20250711 ... 3514 3523 LU
199 199 LU2603 20250711 ... 3488 3510 LU
200 200 LU2604 20250711 ... 3460 3489 LU
201 201 LU2605 20250711 ... 3447 3472 LU
202 202 LU2606 20250711 ... 3424 3455 LU
203 203 LU2607 20250711 ... 3421 3449 LU
204 204 FU2508 20250711 ... 2873 2931 FU
205 205 FU2509 20250711 ... 2908 2962 FU
206 206 FU2510 20250711 ... 2898 2952 FU
207 207 FU2511 20250711 ... 2881 2931 FU
208 208 FU2512 20250711 ... 2861 2903 FU
209 209 FU2601 20250711 ... 2855 2893 FU
210 210 FU2602 20250711 ... 2845 2885 FU
211 211 FU2603 20250711 ... 2829 2861 FU
212 212 FU2604 20250711 ... 2821 2850 FU
213 213 FU2605 20250711 ... 2805 2835 FU
214 214 FU2606 20250711 ... 2788 2813 FU
215 215 FU2607 20250711 ... 2775 2794 FU
216 216 BU2507 20250711 ... 3700 3652 BU
217 217 BU2508 20250711 ... 3638 3657 BU
218 218 BU2509 20250711 ... 3607 3625 BU
219 219 BU2510 20250711 ... 3555 3573 BU
220 220 BU2511 20250711 ... 3498 3513 BU
221 221 BU2512 20250711 ... 3428 3441 BU
222 222 BU2601 20250711 ... 3392 3410 BU
223 223 BU2602 20250711 ... 3380 3386 BU
224 224 BU2603 20250711 ... 3368 3384 BU
225 225 BU2604 20250711 ... 3378 3376 BU
226 226 BU2605 20250711 ... 3357 3361 BU
227 227 BU2606 20250711 ... 3349 3361 BU
228 228 BU2609 20250711 ... 3326 3332 BU
229 229 BU2612 20250711 ... 3277 3276 BU
230 230 BU2703 20250711 ... 3269 3282 BU
231 231 BU2706 20250711 ... 3277 3272 BU
232 232 BR2507 20250711 ... 11750 11545 BR
233 233 BR2508 20250711 ... 11605 11460 BR
234 234 BR2509 20250711 ... 11585 11420 BR
235 235 BR2510 20250711 ... 11555 11395 BR
236 236 BR2511 20250711 ... 11530 11415 BR
237 237 BR2512 20250711 ... 11550 11415 BR
238 238 BR2601 20250711 ... 11530 11355 BR
239 239 BR2602 20250711 ... 11540 11385 BR
240 240 BR2603 20250711 ... 11540 11350 BR
241 241 BR2604 20250711 ... 11570 11365 BR
242 242 BR2605 20250711 ... 11525 11350 BR
243 243 BR2606 20250711 ... 11495 11340 BR
244 244 RU2507 20250711 ... 14140 14140 RU
245 245 RU2508 20250711 ... 14325 14225 RU
246 246 RU2509 20250711 ... 14385 14240 RU
247 247 RU2510 20250711 ... 14405 14210 RU
248 248 RU2511 20250711 ... 14380 14270 RU
249 249 RU2601 20250711 ... 15235 15135 RU
250 250 RU2603 20250711 ... 15210 15100 RU
251 251 RU2604 20250711 ... 15250 15180 RU
252 252 RU2605 20250711 ... 15295 15210 RU
253 253 RU2606 20250711 ... 15315 15300 RU
254 254 NR2507 20250711 ... 12315 12315 NR
255 255 NR2508 20250711 ... 12390 12275 NR
256 256 NR2509 20250711 ... 12410 12305 NR
257 257 NR2510 20250711 ... 12410 12320 NR
258 258 NR2511 20250711 ... 12415 12340 NR
259 259 NR2512 20250711 ... 12440 12340 NR
260 260 NR2601 20250711 ... 12445 12365 NR
261 261 NR2602 20250711 ... 12450 12400 NR
262 262 NR2603 20250711 ... 12450 12465 NR
263 263 NR2604 20250711 ... 12455 12470 NR
264 264 NR2605 20250711 ... 12520 12515 NR
265 265 NR2606 20250711 ... 12560 12540 NR
266 266 SP2507 20250711 ... 5188 5120 SP
267 267 SP2508 20250711 ... 5216 5138 SP
268 268 SP2509 20250711 ... 5228 5166 SP
269 269 SP2510 20250711 ... 5222 5168 SP
270 270 SP2511 20250711 ... 5216 5164 SP
271 271 SP2512 20250711 ... 5198 5152 SP
272 272 SP2601 20250711 ... 5410 5360 SP
273 273 SP2602 20250711 ... 5336 5304 SP
274 274 SP2603 20250711 ... 5340 5296 SP
275 275 SP2604 20250711 ... 5336 5300 SP
276 276 SP2605 20250711 ... 5336 5298 SP
277 277 SP2606 20250711 ... 5328 5292 SP
278 278 EC2508 20250711 ... 2016.6 2045.2 EC
279 279 EC2510 20250711 ... 1385.3 1401.6 EC
280 280 EC2512 20250711 ... 1542 1564.1 EC
281 281 EC2602 20250711 ... 1352.1 1368.4 EC
282 282 EC2604 20250711 ... 1193.9 1198.3 EC
283 283 EC2606 20250711 ... 1336.6 1341.1 EC
284 284 SC_TAS2508 20250711 ... SC_TAS
285 285 SC_TAS2509 20250711 ... SC_TAS
286 286 SC_TAS2510 20250711 ... SC_TAS
287 287 SC_TAS2511 20250711 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:56:58,136 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
2025-07-14 20:56:59,888 - future_1d - INFO - save future_daily 2025-07-11 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250714 515.5 528.1 ... 6216092.51 523 514.1 SC
1 SC2509 20250714 506.1 515.3 ... 2473716.47 511.9 504.1 SC
2 SC2510 20250714 499.1 508.1 ... 378354.5 504.9 497.4 SC
3 SC2511 20250714 493.2 503.2 ... 57154.31 500 492.1 SC
4 SC2512 20250714 492 499.6 ... 33472.71 496.6 488.3 SC
5 SC2601 20250714 486.6 497.8 ... 30531.9 494 484.8 SC
6 SC2602 20250714 483.8 496.8 ... 33698.11 491.9 481.2 SC
7 SC2603 20250714 483 494.1 ... 11530.82 490.6 479.1 SC
8 SC2604 20250714 490.1 490.4 ... 293.81 489.6 477.2 SC
9 SC2605 20250714 489.2 489.4 ... 146.54 488.4 474.7 SC
10 SC2606 20250714 476.8 489.5 ... 9597.7 487.1 474 SC
11 SC2607 20250714 478.5 484.2 ... 144.46 481.5 473.7 SC
12 SC2609 20250714 477.6 479.7 ... 143.54 478.4 469.5 SC
13 SC2612 20250714 476 476 ... 142.4 474.6 468.1 SC
14 SC2703 20250714 470.4 470.4 ... 47.04 470.4 468 SC
15 SC2706 20250714 465.6 471.3 ... 281.84 469.7 468.9 SC
16 SC2709 20250714 ... 0 469 464.6 SC
17 SC2712 20250714 465 468 ... 93.3 466.5 462.2 SC
18 SC2803 20250714 463.5 470.5 ... 93.4 467 461.6 SC
19 SC2806 20250714 462.1 464 ... 92.61 463 462.1 SC
21 LU2508 20250714 3649 3703 ... 5302.125 3682 3647 LU
22 LU2509 20250714 3649 3703 ... 282254.873 3679 3640 LU
23 LU2510 20250714 3607 3682 ... 147391.304 3654 3611 LU
24 LU2511 20250714 3586 3653 ... 7318.785 3633 3585 LU
25 LU2512 20250714 3555 3620 ... 194.251 3597 3562 LU
26 LU2601 20250714 3540 3596 ... 521.591 3572 3534 LU
27 LU2602 20250714 3516 3556 ... 14.145 3536 3514 LU
28 LU2603 20250714 3501 3537 ... 21.147 3524 3488 LU
29 LU2604 20250714 3485 3527 ... 27.944 3493 3460 LU
30 LU2605 20250714 3466 3514 ... 63.018 3501 3447 LU
31 LU2606 20250714 3440 3495 ... 10.423 3474 3424 LU
32 LU2607 20250714 3461 3474 ... 20.82 3470 3421 LU
34 NR2507 20250714 12230 12280 ... 856.45 12235 12315 NR
35 NR2508 20250714 12355 12370 ... 610719.305 12275 12390 NR
36 NR2509 20250714 12370 12390 ... 766482.935 12290 12410 NR
37 NR2510 20250714 12400 12400 ... 96984.85 12295 12410 NR
38 NR2511 20250714 12370 12375 ... 3963.955 12310 12415 NR
39 NR2512 20250714 12345 12370 ... 1640.395 12330 12440 NR
40 NR2601 20250714 12415 12420 ... 10699.165 12350 12445 NR
41 NR2602 20250714 12385 12400 ... 421.48 12395 12450 NR
42 NR2603 20250714 12355 12395 ... 49.53 12380 12450 NR
43 NR2604 20250714 12420 12455 ... 24.875 12435 12455 NR
44 NR2605 20250714 12420 12450 ... 49.735 12430 12520 NR
45 NR2606 20250714 ... 0 12510 12560 NR
47 BC2507 20250714 69200 69200 ... 173 69200 70600 BC
48 BC2508 20250714 69340 69750 ... 135011.31 69480 69750 BC
49 BC2509 20250714 69370 69740 ... 20789.325 69520 69710 BC
50 BC2510 20250714 ... 0 69600 69600 BC
51 BC2511 20250714 ... 0 69190 69190 BC
52 BC2512 20250714 ... 0 69320 69320 BC
53 BC2601 20250714 ... 0 69800 69800 BC
54 BC2602 20250714 ... 0 69410 69410 BC
55 BC2603 20250714 ... 0 69290 69290 BC
56 BC2604 20250714 ... 0 69750 69750 BC
57 BC2605 20250714 ... 0 69460 69460 BC
58 BC2606 20250714 ... 0 67820 67820 BC
60 EC2508 20250714 2032 2059.8 ... 223969.002 2029.2 2016.6 EC
61 EC2510 20250714 1389 1462.1 ... 217765.095 1434.9 1385.3 EC
62 EC2512 20250714 1531.1 1613.3 ... 27821.0525 1582 1542 EC
63 EC2602 20250714 1346.1 1401.4 ... 5026.565 1380.9 1352.1 EC
64 EC2604 20250714 1188.8 1226.9 ... 7230.772 1217.3 1193.9 EC
65 EC2606 20250714 1328 1390 ... 1704.3825 1374.5 1336.6 EC
68 SC_TAS2508 20250714 ... SC_TAS
69 SC_TAS2509 20250714 ... SC_TAS
70 SC_TAS2510 20250714 ... SC_TAS
71 SC_TAS2511 20250714 ... SC_TAS
[66 rows x 12 columns]
2025-07-14 20:57:04,891 - future_1d - INFO - ak.get_ine_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 a2507 20250714 4170.0 ... 4177.00 4150.00 A
1 a2509 20250714 4095.0 ... 4116.00 4098.00 A
2 a2511 20250714 4042.0 ... 4051.00 4040.00 A
3 a2601 20250714 4032.0 ... 4038.00 4027.00 A
4 a2603 20250714 4023.0 ... 4029.00 4021.00 A
5 a2605 20250714 4056.0 ... 4065.00 4056.00 A
6 b2507 20250714 3485.0 ... 3550.00 3480.00 B
7 b2508 20250714 3547.0 ... 3551.00 3542.00 B
8 b2509 20250714 3618.0 ... 3622.00 3613.00 B
9 b2510 20250714 3664.0 ... 3668.00 3659.00 B
10 b2511 20250714 3666.0 ... 3669.00 3667.00 B
11 b2512 20250714 3678.0 ... 3683.00 3684.00 B
12 b2601 20250714 3675.0 ... 3673.00 3673.00 B
13 b2602 20250714 3650.0 ... 3643.00 3638.00 B
14 b2603 20250714 3551.0 ... 3555.00 3547.00 B
15 b2604 20250714 3456.0 ... 3453.00 3446.00 B
16 b2605 20250714 3379.0 ... 3377.00 3376.00 B
17 b2606 20250714 3372.0 ... 3370.00 3370.00 B
18 bb2509 20250714 150.7 ... 149.25 151.80 BB
19 bb2511 20250714 150.8 ... 146.95 152.70 BB
20 bb2601 20250714 154.8 ... 152.60 155.60 BB
21 bb2603 20250714 0.0 ... 159.35 162.45 BB
22 bb2605 20250714 0.0 ... 159.35 162.45 BB
23 bz2603 20250714 6201.0 ... 6209.00 6238.00 BZ
24 bz2604 20250714 6190.0 ... 6190.00 6226.00 BZ
25 bz2605 20250714 6189.0 ... 6200.00 6231.00 BZ
26 bz2606 20250714 6199.0 ... 6193.00 6217.00 BZ
27 c2507 20250714 0.0 ... 2353.00 2283.00 C
28 c2509 20250714 2303.0 ... 2293.00 2312.00 C
29 c2511 20250714 2273.0 ... 2266.00 2273.00 C
30 c2601 20250714 2230.0 ... 2230.00 2233.00 C
31 c2603 20250714 2235.0 ... 2233.00 2236.00 C
32 c2605 20250714 2264.0 ... 2264.00 2267.00 C
33 cs2507 20250714 0.0 ... 2727.00 2700.00 CS
34 cs2509 20250714 2658.0 ... 2646.00 2667.00 CS
35 cs2511 20250714 2622.0 ... 2608.00 2624.00 CS
36 cs2601 20250714 2613.0 ... 2607.00 2619.00 CS
37 cs2603 20250714 2594.0 ... 2592.00 2603.00 CS
38 cs2605 20250714 2637.0 ... 2632.00 2641.00 CS
39 eb2507 20250714 7633.0 ... 7414.00 7598.00 EB
40 eb2508 20250714 7429.0 ... 7467.00 7466.00 EB
41 eb2509 20250714 7315.0 ... 7359.00 7369.00 EB
42 eb2510 20250714 7250.0 ... 7275.00 7290.00 EB
43 eb2511 20250714 7199.0 ... 7204.00 7221.00 EB
44 eb2512 20250714 7137.0 ... 7167.00 7192.00 EB
45 eb2601 20250714 7136.0 ... 7166.00 7191.00 EB
46 eb2602 20250714 7172.0 ... 7185.00 7204.00 EB
47 eb2603 20250714 7196.0 ... 7207.00 7223.00 EB
48 eb2604 20250714 7211.0 ... 7205.00 7212.00 EB
49 eb2605 20250714 7189.0 ... 7190.00 7195.00 EB
50 eb2606 20250714 7186.0 ... 7178.00 7187.00 EB
51 eg2507 20250714 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250714 4298.0 ... 4312.00 4298.00 EG
53 eg2509 20250714 4305.0 ... 4331.00 4317.00 EG
54 eg2510 20250714 4320.0 ... 4343.00 4332.00 EG
55 eg2511 20250714 4328.0 ... 4362.00 4340.00 EG
56 eg2512 20250714 4329.0 ... 4355.00 4339.00 EG
57 eg2601 20250714 4340.0 ... 4356.00 4345.00 EG
58 eg2602 20250714 4350.0 ... 4354.00 4356.00 EG
59 eg2603 20250714 0.0 ... 4354.00 4354.00 EG
60 eg2604 20250714 0.0 ... 4376.00 4376.00 EG
61 eg2605 20250714 4353.0 ... 4368.00 4370.00 EG
62 eg2606 20250714 0.0 ... 4373.00 4373.00 EG
63 fb2507 20250714 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250714 1350.5 ... 1350.50 1336.50 FB
65 fb2509 20250714 1315.0 ... 1317.00 1321.50 FB
66 fb2510 20250714 1324.5 ... 1326.00 1328.50 FB
67 fb2511 20250714 1325.5 ... 1328.00 1329.50 FB
68 fb2512 20250714 1328.5 ... 1327.50 1326.50 FB
69 fb2601 20250714 1322.0 ... 1318.50 1325.50 FB
70 fb2602 20250714 0.0 ... 1294.00 1290.50 FB
71 fb2603 20250714 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250714 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250714 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250714 1269.5 ... 1297.00 1292.50 FB
75 i2507 20250714 0.0 ... 719.50 748.00 I
76 i2508 20250714 765.5 ... 768.00 768.50 I
77 i2509 20250714 765.0 ... 766.00 764.50 I
78 i2510 20250714 756.5 ... 760.00 758.50 I
79 i2511 20250714 752.5 ... 752.50 751.50 I
80 i2512 20250714 745.5 ... 746.50 746.00 I
81 i2601 20250714 737.0 ... 737.00 737.00 I
82 i2602 20250714 735.5 ... 734.00 734.00 I
83 i2603 20250714 731.0 ... 730.50 731.00 I
84 i2604 20250714 726.5 ... 725.50 727.00 I
85 i2605 20250714 717.0 ... 717.00 718.00 I
86 i2606 20250714 712.5 ... 710.50 712.00 I
87 j2507 20250714 0.0 ... 1304.50 1304.50 J
88 j2508 20250714 1495.5 ... 1491.50 1483.50 J
89 j2509 20250714 1516.0 ... 1527.00 1508.50 J
90 j2510 20250714 1539.0 ... 1537.00 1521.00 J
91 j2511 20250714 1541.5 ... 1542.50 1529.50 J
92 j2512 20250714 1550.5 ... 1554.50 1536.50 J
93 j2601 20250714 1543.5 ... 1559.50 1538.00 J
94 j2602 20250714 1572.5 ... 1578.00 1545.00 J
95 j2603 20250714 1589.0 ... 1589.00 1567.00 J
96 j2604 20250714 0.0 ... 1563.00 1563.00 J
97 j2605 20250714 1588.5 ... 1590.50 1573.00 J
98 j2606 20250714 1589.0 ... 1591.50 1557.00 J
99 jd2507 20250714 2847.0 ... 2842.00 2704.00 JD
100 jd2508 20250714 3450.0 ... 3456.00 3450.00 JD
101 jd2509 20250714 3582.0 ... 3597.00 3582.00 JD
102 jd2510 20250714 3385.0 ... 3394.00 3378.00 JD
103 jd2511 20250714 3390.0 ... 3402.00 3389.00 JD
104 jd2512 20250714 3554.0 ... 3563.00 3554.00 JD
105 jd2601 20250714 3620.0 ... 3612.00 3611.00 JD
106 jd2602 20250714 3190.0 ... 3190.00 3191.00 JD
107 jd2603 20250714 3200.0 ... 3197.00 3198.00 JD
108 jd2604 20250714 3342.0 ... 3337.00 3340.00 JD
109 jd2605 20250714 3413.0 ... 3413.00 3413.00 JD
110 jd2606 20250714 3278.0 ... 3271.00 3270.00 JD
111 jm2507 20250714 905.0 ... 879.50 903.00 JM
112 jm2508 20250714 859.5 ... 861.00 859.50 JM
113 jm2509 20250714 912.0 ... 915.00 909.50 JM
114 jm2510 20250714 923.0 ... 926.00 923.00 JM
115 jm2511 20250714 933.0 ... 935.50 931.00 JM
116 jm2512 20250714 938.5 ... 943.00 934.50 JM
117 jm2601 20250714 942.5 ... 948.50 941.50 JM
118 jm2602 20250714 952.5 ... 953.50 948.00 JM
119 jm2603 20250714 954.5 ... 952.50 953.50 JM
120 jm2604 20250714 955.5 ... 957.00 955.50 JM
121 jm2605 20250714 960.0 ... 964.00 960.50 JM
122 jm2606 20250714 971.5 ... 973.00 971.50 JM
123 l2507 20250714 7240.0 ... 7294.00 7300.00 L
124 l2508 20250714 7292.0 ... 7267.00 7288.00 L
125 l2509 20250714 7295.0 ... 7284.00 7302.00 L
126 l2510 20250714 7294.0 ... 7288.00 7300.00 L
127 l2511 20250714 7296.0 ... 7289.00 7301.00 L
128 l2512 20250714 7292.0 ... 7287.00 7296.00 L
129 l2601 20250714 7279.0 ... 7284.00 7290.00 L
130 l2602 20250714 7279.0 ... 7264.00 7284.00 L
131 l2603 20250714 7261.0 ... 7262.00 7276.00 L
132 l2604 20250714 0.0 ... 7292.00 7292.00 L
133 l2605 20250714 7240.0 ... 7249.00 7256.00 L
134 l2606 20250714 7251.0 ... 7239.00 7265.00 L
135 lg2507 20250714 842.0 ... 801.50 803.50 LG
136 lg2509 20250714 787.5 ... 787.00 789.00 LG
137 lg2511 20250714 788.0 ... 786.00 786.50 LG
138 lg2601 20250714 788.5 ... 790.50 789.00 LG
139 lg2603 20250714 792.0 ... 792.00 790.50 LG
140 lg2605 20250714 800.0 ... 799.50 798.00 LG
141 lh2507 20250714 14000.0 ... 14000.00 13950.00 LH
142 lh2509 20250714 14300.0 ... 14245.00 14350.00 LH
143 lh2511 20250714 13610.0 ... 13595.00 13680.00 LH
144 lh2601 20250714 13715.0 ... 13700.00 13750.00 LH
145 lh2603 20250714 12950.0 ... 12970.00 13010.00 LH
146 lh2605 20250714 13170.0 ... 13165.00 13185.00 LH
147 m2507 20250714 0.0 ... 2827.00 2802.00 M
148 m2508 20250714 2957.0 ... 2958.00 2952.00 M
149 m2509 20250714 2976.0 ... 2977.00 2971.00 M
150 m2511 20250714 3011.0 ... 3015.00 3009.00 M
151 m2512 20250714 3032.0 ... 3038.00 3034.00 M
152 m2601 20250714 3009.0 ... 3011.00 3009.00 M
153 m2603 20250714 2875.0 ... 2873.00 2871.00 M
154 m2605 20250714 2701.0 ... 2700.00 2704.00 M
155 p2507 20250714 0.0 ... 8446.00 8620.00 P
156 p2508 20250714 8672.0 ... 8726.00 8708.00 P
157 p2509 20250714 8682.0 ... 8702.00 8686.00 P
158 p2510 20250714 8666.0 ... 8694.00 8698.00 P
159 p2511 20250714 8630.0 ... 8680.00 8648.00 P
160 p2512 20250714 8676.0 ... 8670.00 8660.00 P
161 p2601 20250714 8650.0 ... 8672.00 8672.00 P
162 p2602 20250714 8648.0 ... 8632.00 8654.00 P
163 p2603 20250714 8606.0 ... 8604.00 8576.00 P
164 p2604 20250714 8510.0 ... 8546.00 8552.00 P
165 p2605 20250714 8450.0 ... 8470.00 8450.00 P
166 p2606 20250714 8420.0 ... 8420.00 8448.00 P
167 pg2507 20250714 0.0 ... 4179.00 4179.00 PG
168 pg2508 20250714 4160.0 ... 4182.00 4164.00 PG
169 pg2509 20250714 4065.0 ... 4090.00 4073.00 PG
170 pg2510 20250714 4490.0 ... 4518.00 4488.00 PG
171 pg2511 20250714 4421.0 ... 4433.00 4405.00 PG
172 pg2512 20250714 4335.0 ... 4354.00 4328.00 PG
173 pg2601 20250714 4265.0 ... 4275.00 4253.00 PG
174 pg2602 20250714 0.0 ... 4173.00 4173.00 PG
175 pg2603 20250714 4098.0 ... 4108.00 4088.00 PG
176 pg2604 20250714 0.0 ... 4386.00 4386.00 PG
177 pg2605 20250714 4290.0 ... 4295.00 4281.00 PG
178 pg2606 20250714 0.0 ... 4218.00 4218.00 PG
179 pp2507 20250714 0.0 ... 7075.00 7068.00 PP
180 pp2508 20250714 7069.0 ... 7051.00 7066.00 PP
181 pp2509 20250714 7065.0 ... 7065.00 7076.00 PP
182 pp2510 20250714 7053.0 ... 7045.00 7059.00 PP
183 pp2511 20250714 7047.0 ... 7050.00 7058.00 PP
184 pp2512 20250714 7054.0 ... 7054.00 7061.00 PP
185 pp2601 20250714 7050.0 ... 7058.00 7061.00 PP
186 pp2602 20250714 7033.0 ... 7032.00 7047.00 PP
187 pp2603 20250714 0.0 ... 7048.00 7048.00 PP
188 pp2604 20250714 0.0 ... 7038.00 7038.00 PP
189 pp2605 20250714 7037.0 ... 7051.00 7057.00 PP
190 pp2606 20250714 7035.0 ... 7033.00 7046.00 PP
191 rr2507 20250714 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250714 3584.0 ... 3582.00 3583.00 RR
193 rr2509 20250714 3598.0 ... 3603.00 3596.00 RR
194 rr2510 20250714 3612.0 ... 3612.00 3610.00 RR
195 rr2511 20250714 3610.0 ... 3608.00 3605.00 RR
196 rr2512 20250714 3600.0 ... 3603.00 3605.00 RR
197 rr2601 20250714 3606.0 ... 3604.00 3602.00 RR
198 rr2602 20250714 3611.0 ... 3615.00 3610.00 RR
199 rr2603 20250714 3617.0 ... 3617.00 3611.00 RR
200 rr2604 20250714 3623.0 ... 3623.00 3623.00 RR
201 rr2605 20250714 0.0 ... 3612.00 3612.00 RR
202 rr2606 20250714 3618.0 ... 3618.00 3610.00 RR
203 v2507 20250714 4910.0 ... 4837.00 4941.00 V
204 v2508 20250714 4947.0 ... 4946.00 4974.00 V
205 v2509 20250714 4980.0 ... 4985.00 5013.00 V
206 v2510 20250714 5011.0 ... 5018.00 5041.00 V
207 v2511 20250714 5043.0 ... 5047.00 5066.00 V
208 v2512 20250714 5071.0 ... 5076.00 5096.00 V
209 v2601 20250714 5096.0 ... 5098.00 5121.00 V
210 v2602 20250714 5112.0 ... 5121.00 5129.00 V
211 v2603 20250714 5138.0 ... 5147.00 5156.00 V
212 v2604 20250714 5270.0 ... 5285.00 5304.00 V
213 v2605 20250714 5289.0 ... 5299.00 5310.00 V
214 v2606 20250714 5304.0 ... 5305.00 5323.00 V
215 y2507 20250714 0.0 ... 8050.00 7970.00 Y
216 y2508 20250714 7976.0 ... 7994.00 7960.00 Y
217 y2509 20250714 7986.0 ... 7988.00 7970.00 Y
218 y2511 20250714 7994.0 ... 7994.00 7974.00 Y
219 y2512 20250714 8042.0 ... 8028.00 7996.00 Y
220 y2601 20250714 7976.0 ... 7960.00 7950.00 Y
221 y2603 20250714 7904.0 ... 7878.00 7842.00 Y
222 y2605 20250714 7620.0 ... 7652.00 7602.00 Y
[223 rows x 12 columns]
2025-07-14 20:57:05,589 - future_1d - INFO - ak.get_dce_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 PS2507 20250714 0.0 ... 35320.0 39850.0 PS
1 PS2508 20250714 41290.0 ... 41320.0 41430.0 PS
2 PS2509 20250714 41005.0 ... 40990.0 41040.0 PS
3 PS2510 20250714 40310.0 ... 40510.0 40660.0 PS
4 PS2511 20250714 40000.0 ... 39830.0 40205.0 PS
5 PS2512 20250714 41855.0 ... 41945.0 42420.0 PS
6 PS2601 20250714 41800.0 ... 41795.0 42260.0 PS
7 PS2602 20250714 41770.0 ... 41935.0 42185.0 PS
8 PS2603 20250714 41615.0 ... 41725.0 41865.0 PS
9 PS2604 20250714 41965.0 ... 41510.0 41965.0 PS
10 PS2605 20250714 41405.0 ... 41425.0 41865.0 PS
11 PS2606 20250714 42700.0 ... 42575.0 42810.0 PS
13 SI2507 20250714 8680.0 ... 8065.0 8465.0 SI
14 SI2508 20250714 8455.0 ... 8550.0 8425.0 SI
15 SI2509 20250714 8460.0 ... 8545.0 8420.0 SI
16 SI2510 20250714 8480.0 ... 8515.0 8385.0 SI
17 SI2511 20250714 8370.0 ... 8455.0 8355.0 SI
18 SI2512 20250714 8600.0 ... 8795.0 8655.0 SI
19 SI2601 20250714 8605.0 ... 8715.0 8605.0 SI
20 SI2602 20250714 8615.0 ... 8725.0 8595.0 SI
21 SI2603 20250714 8605.0 ... 8720.0 8580.0 SI
22 SI2604 20250714 8570.0 ... 8665.0 8570.0 SI
23 SI2605 20250714 8485.0 ... 8670.0 8570.0 SI
24 SI2606 20250714 8550.0 ... 8675.0 8550.0 SI
27 LC2507 20250714 64020.0 ... 63580.0 64020.0 LC
28 LC2508 20250714 64080.0 ... 66800.0 64380.0 LC
29 LC2509 20250714 64300.0 ... 66520.0 64100.0 LC
30 LC2510 20250714 64160.0 ... 66240.0 63920.0 LC
31 LC2511 20250714 63920.0 ... 65960.0 63780.0 LC
32 LC2512 20250714 64300.0 ... 66360.0 64220.0 LC
33 LC2601 20250714 64300.0 ... 66260.0 64240.0 LC
34 LC2602 20250714 64800.0 ... 66320.0 64100.0 LC
35 LC2603 20250714 64320.0 ... 66440.0 64360.0 LC
36 LC2604 20250714 64780.0 ... 66800.0 64920.0 LC
37 LC2605 20250714 64780.0 ... 66880.0 64980.0 LC
38 LC2606 20250714 64840.0 ... 66820.0 64980.0 LC
[36 rows x 12 columns]
2025-07-14 20:57:05,837 - future_1d - INFO - ak.get_gfex_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 IC2507 20250714 6029.000 ... 6015.600 6026.400 IC
1 IC2508 20250714 5983.200 ... 5961.600 5973.200 IC
2 IC2509 20250714 5916.400 ... 5908.600 5920.800 IC
3 IC2512 20250714 5795.200 ... 5783.400 5799.400 IC
4 IF2507 20250714 4016.200 ... 4014.400 4020.600 IF
5 IF2508 20250714 3998.000 ... 4000.600 4007.400 IF
6 IF2509 20250714 3993.600 ... 3990.200 3998.800 IF
7 IF2512 20250714 3968.000 ... 3958.400 3971.400 IF
8 IH2507 20250714 2753.600 ... 2756.200 2764.600 IH
9 IH2508 20250714 2750.000 ... 2753.200 2763.200 IH
10 IH2509 20250714 2750.000 ... 2751.800 2761.200 IH
11 IH2512 20250714 2754.400 ... 2753.400 2763.400 IH
12 IM2507 20250714 6459.000 ... 6450.600 6455.200 IM
13 IM2508 20250714 6392.600 ... 6382.000 6392.000 IM
14 IM2509 20250714 6326.000 ... 6312.000 6321.200 IM
15 IM2512 20250714 6140.600 ... 6130.600 6138.000 IM
16 T2509 20250714 108.775 ... 108.695 108.815 T
17 T2512 20250714 108.820 ... 108.735 108.855 T
18 T2603 20250714 108.810 ... 108.710 108.860 T
19 TF2509 20250714 105.970 ... 105.885 105.975 TF
20 TF2512 20250714 106.055 ... 105.980 106.080 TF
21 TF2603 20250714 106.085 ... 106.015 106.145 TF
22 TL2509 20250714 120.440 ... 120.200 120.510 TL
23 TL2512 20250714 120.300 ... 120.040 120.330 TL
24 TL2603 20250714 120.100 ... 119.790 120.160 TL
25 TS2509 20250714 102.360 ... 102.378 102.412 TS
26 TS2512 20250714 102.500 ... 102.472 102.512 TS
27 TS2603 20250714 102.602 ... 102.586 102.624 TS
[28 rows x 12 columns]
2025-07-14 20:57:06,057 - future_1d - INFO - ak.get_cffex_daily('2025-07-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250714 7780.0 7846.0 ... 376061.69 7804.0 7826.0 AP
1 AP511 20250714 7665.0 7665.0 ... 2075.25 7630.0 7659.0 AP
2 AP512 20250714 7690.0 7690.0 ... 53.56 7652.0 7672.0 AP
3 AP601 20250714 7674.0 7718.0 ... 17273.54 7667.0 7691.0 AP
4 AP603 20250714 7625.0 7625.0 ... 15.22 7612.0 7648.0 AP
5 AP604 20250714 0.0 0.0 ... 0.00 7693.0 7693.0 AP
6 AP605 20250714 7760.0 7760.0 ... 146.77 7724.0 7751.0 AP
7 CF507 20250714 13705.0 13720.0 ... 821.52 13690.0 13665.0 CF
8 CF509 20250714 13880.0 13945.0 ... 963976.77 13900.0 13905.0 CF
9 CF511 20250714 13755.0 13810.0 ... 163634.90 13770.0 13790.0 CF
10 CF601 20250714 13805.0 13865.0 ... 264517.05 13825.0 13845.0 CF
11 CF603 20250714 13790.0 13815.0 ... 544.51 13785.0 13810.0 CF
12 CF605 20250714 13795.0 13835.0 ... 6319.87 13800.0 13820.0 CF
13 CJ507 20250714 0.0 0.0 ... 0.00 9235.0 9400.0 CJ
14 CJ509 20250714 9560.0 9605.0 ... 180792.91 9450.0 9630.0 CJ
15 CJ512 20250714 10445.0 10480.0 ... 15274.93 10295.0 10485.0 CJ
16 CJ601 20250714 10555.0 10605.0 ... 1004099.54 10420.0 10605.0 CJ
17 CJ603 20250714 10650.0 10660.0 ... 14042.28 10500.0 10710.0 CJ
18 CJ605 20250714 10850.0 10885.0 ... 96143.65 10690.0 10910.0 CJ
19 CY507 20250714 0.0 0.0 ... 1079.64 20015.0 19960.0 CY
20 CY508 20250714 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250714 20070.0 20170.0 ... 54169.99 20125.0 20070.0 CY
22 CY510 20250714 0.0 0.0 ... 0.00 19745.0 19690.0 CY
23 CY511 20250714 0.0 0.0 ... 0.00 20065.0 20065.0 CY
24 CY512 20250714 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250714 20095.0 20145.0 ... 361.76 20100.0 20070.0 CY
26 CY602 20250714 0.0 0.0 ... 0.00 19840.0 19840.0 CY
27 CY603 20250714 0.0 0.0 ... 0.00 20215.0 20120.0 CY
28 CY604 20250714 0.0 0.0 ... 0.00 19750.0 19725.0 CY
29 CY605 20250714 0.0 0.0 ... 0.00 20015.0 20015.0 CY
30 CY606 20250714 0.0 0.0 ... 0.00 19800.0 19715.0 CY
31 FG507 20250714 987.0 987.0 ... 39.41 938.0 989.0 FG
32 FG508 20250714 1100.0 1110.0 ... 49969.90 1099.0 1100.0 FG
33 FG509 20250714 1087.0 1103.0 ... 3557557.02 1087.0 1090.0 FG
34 FG510 20250714 1133.0 1155.0 ... 33654.14 1139.0 1142.0 FG
35 FG511 20250714 1124.0 1142.0 ... 48483.50 1123.0 1127.0 FG
36 FG512 20250714 1181.0 1209.0 ... 25399.27 1186.0 1190.0 FG
37 FG601 20250714 1168.0 1199.0 ... 426038.83 1175.0 1177.0 FG
38 FG602 20250714 1207.0 1235.0 ... 395.00 1212.0 1215.0 FG
39 FG603 20250714 1206.0 1230.0 ... 698.17 1208.0 1210.0 FG
40 FG604 20250714 1241.0 1263.0 ... 467.57 1244.0 1243.0 FG
41 FG605 20250714 1232.0 1259.0 ... 8015.37 1240.0 1238.0 FG
42 FG606 20250714 1251.0 1273.0 ... 452.00 1256.0 1256.0 FG
43 JR507 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250714 2385.0 2385.0 ... 1978.10 2383.0 2353.0 MA
54 MA508 20250714 2377.0 2401.0 ... 17945.05 2383.0 2386.0 MA
55 MA509 20250714 2369.0 2405.0 ... 1729915.55 2387.0 2380.0 MA
56 MA510 20250714 2396.0 2427.0 ... 63006.98 2407.0 2402.0 MA
57 MA511 20250714 2416.0 2440.0 ... 61004.57 2423.0 2417.0 MA
58 MA512 20250714 2423.0 2459.0 ... 12591.97 2449.0 2445.0 MA
59 MA601 20250714 2443.0 2464.0 ... 181565.60 2454.0 2451.0 MA
60 MA602 20250714 2438.0 2445.0 ... 621.67 2438.0 2438.0 MA
61 MA603 20250714 2429.0 2442.0 ... 699.67 2429.0 2429.0 MA
62 MA604 20250714 2406.0 2415.0 ... 38.50 2406.0 2409.0 MA
63 MA605 20250714 2372.0 2389.0 ... 3107.38 2379.0 2377.0 MA
64 MA606 20250714 2371.0 2388.0 ... 38.13 2383.0 2379.0 MA
65 OI507 20250714 0.0 0.0 ... 0.00 9557.0 9600.0 OI
66 OI509 20250714 9418.0 9468.0 ... 2959146.36 9413.0 9455.0 OI
67 OI511 20250714 9418.0 9454.0 ... 190264.16 9399.0 9446.0 OI
68 OI601 20250714 9340.0 9394.0 ... 531431.46 9342.0 9390.0 OI
69 OI603 20250714 9287.0 9325.0 ... 2868.84 9284.0 9320.0 OI
70 OI605 20250714 9206.0 9256.0 ... 5913.89 9212.0 9245.0 OI
71 PF507 20250714 6300.0 6662.0 ... 660.74 6542.0 6606.0 PF
72 PF508 20250714 6512.0 6590.0 ... 291275.57 6540.0 6502.0 PF
73 PF509 20250714 6392.0 6446.0 ... 309340.54 6412.0 6400.0 PF
74 PF510 20250714 6418.0 6468.0 ... 95431.91 6436.0 6420.0 PF
75 PF511 20250714 6384.0 6432.0 ... 57000.39 6392.0 6386.0 PF
76 PF512 20250714 6364.0 6408.0 ... 17244.10 6374.0 6372.0 PF
77 PF601 20250714 6380.0 6414.0 ... 5533.43 6382.0 6378.0 PF
78 PF602 20250714 6368.0 6368.0 ... 3.18 6368.0 6366.0 PF
79 PF603 20250714 0.0 0.0 ... 0.00 6420.0 6374.0 PF
80 PF604 20250714 0.0 0.0 ... 0.00 6438.0 6400.0 PF
81 PF605 20250714 6398.0 6398.0 ... 3.20 6398.0 6408.0 PF
82 PF606 20250714 0.0 0.0 ... 0.00 6440.0 6406.0 PF
83 PK510 20250714 8182.0 8324.0 ... 466809.87 8256.0 8188.0 PK
84 PK511 20250714 8066.0 8150.0 ... 204218.15 8084.0 8026.0 PK
85 PK512 20250714 8002.0 8080.0 ... 2346.94 8024.0 7978.0 PK
86 PK601 20250714 7982.0 8070.0 ... 12790.51 8028.0 7982.0 PK
87 PK603 20250714 7986.0 8040.0 ... 531.61 7994.0 7974.0 PK
88 PK604 20250714 7990.0 8028.0 ... 108.00 8000.0 7974.0 PK
89 PK605 20250714 7982.0 8018.0 ... 911.25 7994.0 7968.0 PK
90 PM507 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250714 0.0 0.0 ... 347.96 5948.0 5932.0 PR
97 PR508 20250714 5932.0 5946.0 ... 10149.19 5920.0 5906.0 PR
98 PR509 20250714 5882.0 5930.0 ... 475562.51 5902.0 5886.0 PR
99 PR510 20250714 5878.0 5942.0 ... 248338.13 5914.0 5894.0 PR
100 PR511 20250714 5872.0 5934.0 ... 60271.91 5900.0 5878.0 PR
101 PR512 20250714 5866.0 5866.0 ... 8.80 5866.0 5864.0 PR
102 PR601 20250714 5874.0 5926.0 ... 531.01 5900.0 5874.0 PR
103 PR602 20250714 5940.0 5946.0 ... 17.83 5944.0 5898.0 PR
104 PR603 20250714 5950.0 5950.0 ... 44.63 5950.0 5904.0 PR
105 PR604 20250714 0.0 0.0 ... 0.00 5966.0 5910.0 PR
106 PR605 20250714 5938.0 5948.0 ... 26.75 5946.0 5914.0 PR
107 PR606 20250714 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250714 0.0 0.0 ... 0.00 6926.0 6896.0 PX
109 PX508 20250714 6770.0 6876.0 ... 426.92 6832.0 6774.0 PX
110 PX509 20250714 6700.0 6800.0 ... 769778.45 6748.0 6720.0 PX
111 PX510 20250714 6698.0 6786.0 ... 96879.50 6732.0 6714.0 PX
112 PX511 20250714 6658.0 6758.0 ... 161354.34 6702.0 6686.0 PX
113 PX512 20250714 6648.0 6738.0 ... 29398.33 6692.0 6674.0 PX
114 PX601 20250714 6634.0 6710.0 ... 46898.88 6664.0 6650.0 PX
115 PX602 20250714 6624.0 6670.0 ... 6.65 6648.0 6672.0 PX
116 PX603 20250714 0.0 0.0 ... 0.00 6656.0 6622.0 PX
117 PX604 20250714 0.0 0.0 ... 0.00 6642.0 6618.0 PX
118 PX605 20250714 6588.0 6654.0 ... 39.74 6624.0 6604.0 PX
119 PX606 20250714 0.0 0.0 ... 0.00 6614.0 6614.0 PX
120 RI507 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250714 2490.0 2518.0 ... 392.41 2499.0 2521.0 RM
127 RM508 20250714 2628.0 2668.0 ... 22259.65 2632.0 2631.0 RM
128 RM509 20250714 2627.0 2673.0 ... 1276330.25 2637.0 2630.0 RM
129 RM511 20250714 2437.0 2439.0 ... 6651.58 2420.0 2440.0 RM
130 RM601 20250714 2320.0 2325.0 ... 394329.01 2300.0 2327.0 RM
131 RM603 20250714 2303.0 2305.0 ... 21940.63 2284.0 2305.0 RM
132 RM605 20250714 2308.0 2315.0 ... 45991.93 2299.0 2312.0 RM
133 RS507 20250714 0.0 0.0 ... 0.00 4997.0 4972.0 RS
134 RS508 20250714 0.0 0.0 ... 0.00 4976.0 4976.0 RS
135 RS509 20250714 5061.0 5101.0 ... 324.79 5075.0 5050.0 RS
136 RS511 20250714 5130.0 5152.0 ... 168.82 5116.0 5101.0 RS
137 SA507 20250714 1175.0 1175.0 ... 1235.70 1174.0 1175.0 SA
138 SA508 20250714 1210.0 1234.0 ... 61737.77 1213.0 1220.0 SA
139 SA509 20250714 1215.0 1245.0 ... 4396346.50 1222.0 1225.0 SA
140 SA510 20250714 1226.0 1257.0 ... 120596.47 1232.0 1235.0 SA
141 SA511 20250714 1230.0 1260.0 ... 157085.58 1235.0 1236.0 SA
142 SA512 20250714 1249.0 1289.0 ... 61268.63 1263.0 1264.0 SA
143 SA601 20250714 1255.0 1293.0 ... 932964.80 1267.0 1266.0 SA
144 SA602 20250714 1267.0 1299.0 ... 7961.42 1282.0 1273.0 SA
145 SA603 20250714 1262.0 1299.0 ... 2852.51 1276.0 1272.0 SA
146 SA604 20250714 1284.0 1315.0 ... 1346.99 1295.0 1290.0 SA
147 SA605 20250714 1281.0 1317.0 ... 26128.45 1293.0 1290.0 SA
148 SA606 20250714 1292.0 1324.0 ... 1465.56 1302.0 1296.0 SA
149 SF507 20250714 5538.0 5680.0 ... 2978.69 5516.0 5552.0 SF
150 SF508 20250714 5440.0 5486.0 ... 21505.36 5462.0 5506.0 SF
151 SF509 20250714 5460.0 5502.0 ... 455279.38 5476.0 5522.0 SF
152 SF510 20250714 5440.0 5472.0 ... 52462.07 5446.0 5498.0 SF
153 SF511 20250714 5602.0 5620.0 ... 117783.33 5596.0 5642.0 SF
154 SF512 20250714 5568.0 5596.0 ... 12929.96 5574.0 5616.0 SF
155 SF601 20250714 5538.0 5572.0 ... 10990.14 5548.0 5586.0 SF
156 SF602 20250714 5478.0 5510.0 ... 411.52 5488.0 5512.0 SF
157 SF603 20250714 5632.0 5648.0 ... 59.08 5628.0 5636.0 SF
158 SF604 20250714 0.0 0.0 ... 0.00 5606.0 5602.0 SF
159 SF605 20250714 5590.0 5620.0 ... 195.89 5598.0 5618.0 SF
160 SF606 20250714 5538.0 5564.0 ... 24.93 5540.0 5572.0 SF
161 SH507 20250714 0.0 0.0 ... 0.00 2488.0 2467.0 SH
162 SH508 20250714 2485.0 2548.0 ... 211492.56 2508.0 2498.0 SH
163 SH509 20250714 2500.0 2555.0 ... 5464716.83 2527.0 2506.0 SH
164 SH510 20250714 2516.0 2574.0 ... 465196.92 2546.0 2530.0 SH
165 SH511 20250714 2489.0 2554.0 ... 288985.39 2527.0 2514.0 SH
166 SH512 20250714 2506.0 2555.0 ... 45542.27 2533.0 2518.0 SH
167 SH601 20250714 2476.0 2526.0 ... 143043.82 2504.0 2490.0 SH
168 SH602 20250714 2501.0 2539.0 ... 802.91 2525.0 2506.0 SH
169 SH603 20250714 2505.0 2545.0 ... 758.29 2528.0 2510.0 SH
170 SH604 20250714 2545.0 2585.0 ... 508.65 2569.0 2542.0 SH
171 SH605 20250714 2539.0 2585.0 ... 5786.49 2565.0 2540.0 SH
172 SH606 20250714 2574.0 2574.0 ... 7.72 2574.0 2556.0 SH
173 SM507 20250714 5720.0 5770.0 ... 351.23 5758.0 5754.0 SM
174 SM508 20250714 5716.0 5782.0 ... 28045.02 5742.0 5756.0 SM
175 SM509 20250714 5748.0 5800.0 ... 610436.07 5764.0 5774.0 SM
176 SM510 20250714 5742.0 5780.0 ... 53788.09 5750.0 5752.0 SM
177 SM511 20250714 5792.0 5852.0 ... 94906.90 5822.0 5826.0 SM
178 SM512 20250714 5794.0 5838.0 ... 11733.24 5812.0 5822.0 SM
179 SM601 20250714 5792.0 5836.0 ... 38253.60 5802.0 5814.0 SM
180 SM602 20250714 5790.0 5834.0 ... 78.41 5808.0 5804.0 SM
181 SM603 20250714 5800.0 5838.0 ... 32.01 5820.0 5798.0 SM
182 SM604 20250714 0.0 0.0 ... 0.00 5834.0 5820.0 SM
183 SM605 20250714 5808.0 5862.0 ... 1226.79 5828.0 5838.0 SM
184 SM606 20250714 5846.0 5846.0 ... 2.92 5846.0 5862.0 SM
185 SR507 20250714 5800.0 5817.0 ... 2718.55 5809.0 5800.0 SR
186 SR509 20250714 5801.0 5837.0 ... 1026840.33 5825.0 5808.0 SR
187 SR511 20250714 5687.0 5706.0 ... 133701.11 5697.0 5691.0 SR
188 SR601 20250714 5627.0 5651.0 ... 136664.38 5641.0 5631.0 SR
189 SR603 20250714 5599.0 5617.0 ... 1979.76 5608.0 5601.0 SR
190 SR605 20250714 5578.0 5591.0 ... 6534.78 5585.0 5577.0 SR
191 TA507 20250714 4706.0 4746.0 ... 2109.98 4726.0 4720.0 TA
192 TA508 20250714 4706.0 4764.0 ... 42263.64 4732.0 4718.0 TA
193 TA509 20250714 4704.0 4758.0 ... 2395048.03 4726.0 4710.0 TA
194 TA510 20250714 4688.0 4736.0 ... 74480.00 4710.0 4704.0 TA
195 TA511 20250714 4698.0 4734.0 ... 49065.21 4702.0 4700.0 TA
196 TA512 20250714 4682.0 4728.0 ... 13770.06 4696.0 4694.0 TA
197 TA601 20250714 4668.0 4722.0 ... 281249.79 4692.0 4684.0 TA
198 TA602 20250714 4672.0 4722.0 ... 23.50 4700.0 4704.0 TA
199 TA603 20250714 4682.0 4742.0 ... 61.23 4710.0 4680.0 TA
200 TA604 20250714 4678.0 4752.0 ... 23.53 4706.0 4700.0 TA
201 TA605 20250714 4682.0 4736.0 ... 3727.82 4710.0 4702.0 TA
202 TA606 20250714 4694.0 4720.0 ... 4.71 4708.0 4700.0 TA
203 UR507 20250714 1755.0 1755.0 ... 428.52 1742.0 1760.0 UR
204 UR508 20250714 1761.0 1761.0 ... 2048.26 1754.0 1768.0 UR
205 UR509 20250714 1765.0 1768.0 ... 639981.04 1761.0 1776.0 UR
206 UR510 20250714 1752.0 1753.0 ... 20361.59 1746.0 1759.0 UR
207 UR511 20250714 1748.0 1754.0 ... 17443.09 1746.0 1759.0 UR
208 UR512 20250714 1727.0 1742.0 ... 121.53 1736.0 1746.0 UR
209 UR601 20250714 1728.0 1733.0 ... 83570.28 1726.0 1735.0 UR
210 UR602 20250714 1721.0 1727.0 ... 516.84 1723.0 1729.0 UR
211 UR603 20250714 1747.0 1749.0 ... 62.72 1742.0 1750.0 UR
212 UR604 20250714 1727.0 1738.0 ... 20.78 1732.0 1742.0 UR
213 UR605 20250714 1740.0 1740.0 ... 3653.09 1731.0 1739.0 UR
214 UR606 20250714 1718.0 1733.0 ... 141.45 1725.0 1737.0 UR
215 WH507 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-14 20:57:06,349 - future_1d - INFO - ak.get_czce_daily('2025-07-14') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250714 ... 78450 78680 CU
1 1 CU2508 20250714 ... 78290 78530 CU
2 2 CU2509 20250714 ... 78200 78420 CU
3 3 CU2510 20250714 ... 78120 78300 CU
4 4 CU2511 20250714 ... 78060 78180 CU
5 5 CU2512 20250714 ... 77980 78070 CU
6 6 CU2601 20250714 ... 77930 77980 CU
7 7 CU2602 20250714 ... 77910 77900 CU
8 8 CU2603 20250714 ... 77940 77900 CU
9 9 CU2604 20250714 ... 77950 77870 CU
10 10 CU2605 20250714 ... 77970 77900 CU
11 11 CU2606 20250714 ... 77930 77910 CU
12 12 BC2507 20250714 ... 69200 70600 BC
13 13 BC2508 20250714 ... 69480 69750 BC
14 14 BC2509 20250714 ... 69520 69710 BC
15 15 BC2510 20250714 ... 69600 69600 BC
16 16 BC2511 20250714 ... 69190 69190 BC
17 17 BC2512 20250714 ... 69320 69320 BC
18 18 BC2601 20250714 ... 69800 69800 BC
19 19 BC2602 20250714 ... 69410 69410 BC
20 20 BC2603 20250714 ... 69290 69290 BC
21 21 BC2604 20250714 ... 69750 69750 BC
22 22 BC2605 20250714 ... 69460 69460 BC
23 23 BC2606 20250714 ... 67820 67820 BC
24 24 AL2507 20250714 ... 20530 20845 AL
25 25 AL2508 20250714 ... 20435 20715 AL
26 26 AL2509 20250714 ... 20380 20660 AL
27 27 AL2510 20250714 ... 20315 20565 AL
28 28 AL2511 20250714 ... 20230 20475 AL
29 29 AL2512 20250714 ... 20200 20405 AL
30 30 AL2601 20250714 ... 20155 20355 AL
31 31 AL2602 20250714 ... 20165 20355 AL
32 32 AL2603 20250714 ... 20205 20340 AL
33 33 AL2604 20250714 ... 20205 20375 AL
34 34 AL2605 20250714 ... 20175 20355 AL
35 35 AL2606 20250714 ... 20195 20390 AL
36 36 ZN2507 20250714 ... 22140 22360 ZN
37 37 ZN2508 20250714 ... 22205 22400 ZN
38 38 ZN2509 20250714 ... 22185 22375 ZN
39 39 ZN2510 20250714 ... 22175 22345 ZN
40 40 ZN2511 20250714 ... 22140 22305 ZN
41 41 ZN2512 20250714 ... 22100 22255 ZN
42 42 ZN2601 20250714 ... 22065 22210 ZN
43 43 ZN2602 20250714 ... 22075 22150 ZN
44 44 ZN2603 20250714 ... 22080 22175 ZN
45 45 ZN2604 20250714 ... 22070 22190 ZN
46 46 ZN2605 20250714 ... 22070 22200 ZN
47 47 ZN2606 20250714 ... 22055 22195 ZN
48 48 PB2507 20250714 ... 17005 17165 PB
49 49 PB2508 20250714 ... 17060 17105 PB
50 50 PB2509 20250714 ... 17090 17125 PB
51 51 PB2510 20250714 ... 17105 17145 PB
52 52 PB2511 20250714 ... 17105 17135 PB
53 53 PB2512 20250714 ... 17100 17160 PB
54 54 PB2601 20250714 ... 17120 17155 PB
55 55 PB2602 20250714 ... 17210 17160 PB
56 56 PB2603 20250714 ... 17195 17185 PB
57 57 PB2604 20250714 ... 17115 17140 PB
58 58 PB2605 20250714 ... 17170 17180 PB
59 59 PB2606 20250714 ... 17190 17160 PB
60 60 NI2507 20250714 ... 121870 121020 NI
61 61 NI2508 20250714 ... 120770 121190 NI
62 62 NI2509 20250714 ... 120910 121360 NI
63 63 NI2510 20250714 ... 121080 121480 NI
64 64 NI2511 20250714 ... 121210 121610 NI
65 65 NI2512 20250714 ... 121390 121920 NI
66 66 NI2601 20250714 ... 121650 122170 NI
67 67 NI2602 20250714 ... 121580 122320 NI
68 68 NI2603 20250714 ... 121850 122420 NI
69 69 NI2604 20250714 ... 122430 122640 NI
70 70 NI2605 20250714 ... 122470 122830 NI
71 71 NI2606 20250714 ... 122750 122940 NI
72 72 SN2507 20250714 ... 266500 265210 SN
73 73 SN2508 20250714 ... 266220 265630 SN
74 74 SN2509 20250714 ... 266340 265520 SN
75 75 SN2510 20250714 ... 266300 265330 SN
76 76 SN2511 20250714 ... 266030 264740 SN
77 77 SN2512 20250714 ... 266480 264510 SN
78 78 SN2601 20250714 ... 266100 264790 SN
79 79 SN2602 20250714 ... 265020 265470 SN
80 80 SN2603 20250714 ... 266480 264290 SN
81 81 SN2604 20250714 ... 265430 264650 SN
82 82 SN2605 20250714 ... 265400 265660 SN
83 83 SN2606 20250714 ... 263750 265110 SN
84 84 AO2507 20250714 ... 3195 3195 AO
85 85 AO2508 20250714 ... 3161 3189 AO
86 86 AO2509 20250714 ... 3127 3164 AO
87 87 AO2510 20250714 ... 3092 3126 AO
88 88 AO2511 20250714 ... 3079 3110 AO
89 89 AO2512 20250714 ... 3068 3101 AO
90 90 AO2601 20250714 ... 3059 3089 AO
91 91 AO2602 20250714 ... 3051 3088 AO
92 92 AO2603 20250714 ... 3048 3074 AO
93 93 AO2604 20250714 ... 3048 3068 AO
94 94 AO2605 20250714 ... 3037 3051 AO
95 95 AO2606 20250714 ... 3031 3050 AO
96 96 AD2511 20250714 ... 19790 19980 AD
97 97 AD2512 20250714 ... 19720 19900 AD
98 98 AD2601 20250714 ... 19645 19835 AD
99 99 AD2602 20250714 ... 19680 19770 AD
100 100 AD2603 20250714 ... 19760 19760 AD
101 101 AD2604 20250714 ... 19710 19710 AD
102 102 AD2605 20250714 ... 19735 19735 AD
103 103 AD2606 20250714 ... 19550 19760 AD
104 104 AU2507 20250714 ... 775.52 770.48 AU
105 105 AU2508 20250714 ... 776.12 771.34 AU
106 106 AU2509 20250714 ... 777.42 772.62 AU
107 107 AU2510 20250714 ... 778.44 773.18 AU
108 108 AU2512 20250714 ... 780.54 775.44 AU
109 109 AU2602 20250714 ... 782.86 777 AU
110 110 AU2604 20250714 ... 784.76 779.54 AU
111 111 AU2606 20250714 ... 786.24 780.76 AU
112 112 AG2507 20250714 ... 9121 9002 AG
113 113 AG2508 20250714 ... 9150 8990 AG
114 114 AG2509 20250714 ... 9165 9003 AG
115 115 AG2510 20250714 ... 9177 9017 AG
116 116 AG2511 20250714 ... 9184 9027 AG
117 117 AG2512 20250714 ... 9202 9040 AG
118 118 AG2601 20250714 ... 9210 9053 AG
119 119 AG2602 20250714 ... 9215 9074 AG
120 120 AG2603 20250714 ... 9240 9086 AG
121 121 AG2604 20250714 ... 9245 9089 AG
122 122 AG2605 20250714 ... 9252 9105 AG
123 123 AG2606 20250714 ... 9266 9106 AG
124 124 RB2507 20250714 ... 3115 3127 RB
125 125 RB2508 20250714 ... 3073 3076 RB
126 126 RB2509 20250714 ... 3087 3097 RB
127 127 RB2510 20250714 ... 3131 3133 RB
128 128 RB2511 20250714 ... 3148 3151 RB
129 129 RB2512 20250714 ... 3165 3166 RB
130 130 RB2601 20250714 ... 3160 3164 RB
131 131 RB2602 20250714 ... 3148 3149 RB
132 132 RB2603 20250714 ... 3154 3151 RB
133 133 RB2604 20250714 ... 3152 3159 RB
134 134 RB2605 20250714 ... 3170 3171 RB
135 135 RB2606 20250714 ... 3177 3180 RB
136 136 WR2507 20250714 ... 3356 3356 WR
137 137 WR2508 20250714 ... 3212 3190 WR
138 138 WR2509 20250714 ... 3335 3265 WR
139 139 WR2510 20250714 ... 3421 3363 WR
140 140 WR2511 20250714 ... 3408 3350 WR
141 141 WR2512 20250714 ... 3420 3362 WR
142 142 WR2601 20250714 ... 3373 3350 WR
143 143 WR2602 20250714 ... 3396 3396 WR
144 144 WR2603 20250714 ... 3387 3387 WR
145 145 WR2604 20250714 ... 3392 3392 WR
146 146 WR2605 20250714 ... 3370 3370 WR
147 147 WR2606 20250714 ... 3400 3377 WR
148 148 HC2507 20250714 ... 3270 3240 HC
149 149 HC2508 20250714 ... 3269 3266 HC
150 150 HC2509 20250714 ... 3275 3280 HC
151 151 HC2510 20250714 ... 3269 3273 HC
152 152 HC2511 20250714 ... 3272 3278 HC
153 153 HC2512 20250714 ... 3279 3282 HC
154 154 HC2601 20250714 ... 3279 3285 HC
155 155 HC2602 20250714 ... 3277 3277 HC
156 156 HC2603 20250714 ... 3278 3286 HC
157 157 HC2604 20250714 ... 3283 3295 HC
158 158 HC2605 20250714 ... 3280 3286 HC
159 159 HC2606 20250714 ... 3284 3296 HC
160 160 SS2507 20250714 ... 12720 12720 SS
161 161 SS2508 20250714 ... 12685 12745 SS
162 162 SS2509 20250714 ... 12700 12720 SS
163 163 SS2510 20250714 ... 12750 12740 SS
164 164 SS2511 20250714 ... 12770 12770 SS
165 165 SS2512 20250714 ... 12810 12795 SS
166 166 SS2601 20250714 ... 12840 12850 SS
167 167 SS2602 20250714 ... 12900 12900 SS
168 168 SS2603 20250714 ... 12925 12905 SS
169 169 SS2604 20250714 ... 12960 12975 SS
170 170 SS2605 20250714 ... 13025 13000 SS
171 171 SS2606 20250714 ... 13050 13055 SS
172 172 SC2508 20250714 ... 523 514.1 SC
173 173 SC2509 20250714 ... 511.9 504.1 SC
174 174 SC2510 20250714 ... 504.9 497.4 SC
175 175 SC2511 20250714 ... 500 492.1 SC
176 176 SC2512 20250714 ... 496.6 488.3 SC
177 177 SC2601 20250714 ... 494 484.8 SC
178 178 SC2602 20250714 ... 491.9 481.2 SC
179 179 SC2603 20250714 ... 490.6 479.1 SC
180 180 SC2604 20250714 ... 489.6 477.2 SC
181 181 SC2605 20250714 ... 488.4 474.7 SC
182 182 SC2606 20250714 ... 487.1 474 SC
183 183 SC2607 20250714 ... 481.5 473.7 SC
184 184 SC2609 20250714 ... 478.4 469.5 SC
185 185 SC2612 20250714 ... 474.6 468.1 SC
186 186 SC2703 20250714 ... 470.4 468 SC
187 187 SC2706 20250714 ... 469.7 468.9 SC
188 188 SC2709 20250714 ... 469 464.6 SC
189 189 SC2712 20250714 ... 466.5 462.2 SC
190 190 SC2803 20250714 ... 467 461.6 SC
191 191 SC2806 20250714 ... 463 462.1 SC
192 192 LU2508 20250714 ... 3682 3647 LU
193 193 LU2509 20250714 ... 3679 3640 LU
194 194 LU2510 20250714 ... 3654 3611 LU
195 195 LU2511 20250714 ... 3633 3585 LU
196 196 LU2512 20250714 ... 3597 3562 LU
197 197 LU2601 20250714 ... 3572 3534 LU
198 198 LU2602 20250714 ... 3536 3514 LU
199 199 LU2603 20250714 ... 3524 3488 LU
200 200 LU2604 20250714 ... 3493 3460 LU
201 201 LU2605 20250714 ... 3501 3447 LU
202 202 LU2606 20250714 ... 3474 3424 LU
203 203 LU2607 20250714 ... 3470 3421 LU
204 204 FU2508 20250714 ... 2896 2873 FU
205 205 FU2509 20250714 ... 2919 2908 FU
206 206 FU2510 20250714 ... 2907 2898 FU
207 207 FU2511 20250714 ... 2889 2881 FU
208 208 FU2512 20250714 ... 2877 2861 FU
209 209 FU2601 20250714 ... 2870 2855 FU
210 210 FU2602 20250714 ... 2860 2845 FU
211 211 FU2603 20250714 ... 2844 2829 FU
212 212 FU2604 20250714 ... 2834 2821 FU
213 213 FU2605 20250714 ... 2817 2805 FU
214 214 FU2606 20250714 ... 2804 2788 FU
215 215 FU2607 20250714 ... 2790 2775 FU
216 216 BU2507 20250714 ... 3660 3700 BU
217 217 BU2508 20250714 ... 3662 3638 BU
218 218 BU2509 20250714 ... 3631 3607 BU
219 219 BU2510 20250714 ... 3577 3555 BU
220 220 BU2511 20250714 ... 3522 3498 BU
221 221 BU2512 20250714 ... 3452 3428 BU
222 222 BU2601 20250714 ... 3417 3392 BU
223 223 BU2602 20250714 ... 3404 3380 BU
224 224 BU2603 20250714 ... 3408 3368 BU
225 225 BU2604 20250714 ... 3392 3378 BU
226 226 BU2605 20250714 ... 3383 3357 BU
227 227 BU2606 20250714 ... 3376 3349 BU
228 228 BU2609 20250714 ... 3366 3326 BU
229 229 BU2612 20250714 ... 3301 3277 BU
230 230 BU2703 20250714 ... 3297 3269 BU
231 231 BU2706 20250714 ... 3295 3277 BU
232 232 BR2507 20250714 ... 11410 11750 BR
233 233 BR2508 20250714 ... 11585 11605 BR
234 234 BR2509 20250714 ... 11545 11585 BR
235 235 BR2510 20250714 ... 11520 11555 BR
236 236 BR2511 20250714 ... 11520 11530 BR
237 237 BR2512 20250714 ... 11525 11550 BR
238 238 BR2601 20250714 ... 11515 11530 BR
239 239 BR2602 20250714 ... 11480 11540 BR
240 240 BR2603 20250714 ... 11505 11540 BR
241 241 BR2604 20250714 ... 11525 11570 BR
242 242 BR2605 20250714 ... 11490 11525 BR
243 243 BR2606 20250714 ... 11455 11495 BR
244 244 RU2507 20250714 ... 14140 14140 RU
245 245 RU2508 20250714 ... 14300 14325 RU
246 246 RU2509 20250714 ... 14305 14385 RU
247 247 RU2510 20250714 ... 14320 14405 RU
248 248 RU2511 20250714 ... 14330 14380 RU
249 249 RU2601 20250714 ... 15170 15235 RU
250 250 RU2603 20250714 ... 15145 15210 RU
251 251 RU2604 20250714 ... 15190 15250 RU
252 252 RU2605 20250714 ... 15270 15295 RU
253 253 RU2606 20250714 ... 15315 15315 RU
254 254 NR2507 20250714 ... 12235 12315 NR
255 255 NR2508 20250714 ... 12275 12390 NR
256 256 NR2509 20250714 ... 12290 12410 NR
257 257 NR2510 20250714 ... 12295 12410 NR
258 258 NR2511 20250714 ... 12310 12415 NR
259 259 NR2512 20250714 ... 12330 12440 NR
260 260 NR2601 20250714 ... 12350 12445 NR
261 261 NR2602 20250714 ... 12395 12450 NR
262 262 NR2603 20250714 ... 12380 12450 NR
263 263 NR2604 20250714 ... 12435 12455 NR
264 264 NR2605 20250714 ... 12430 12520 NR
265 265 NR2606 20250714 ... 12510 12560 NR
266 266 SP2507 20250714 ... 5198 5188 SP
267 267 SP2508 20250714 ... 5208 5216 SP
268 268 SP2509 20250714 ... 5232 5228 SP
269 269 SP2510 20250714 ... 5226 5222 SP
270 270 SP2511 20250714 ... 5210 5216 SP
271 271 SP2512 20250714 ... 5190 5198 SP
272 272 SP2601 20250714 ... 5398 5410 SP
273 273 SP2602 20250714 ... 5330 5336 SP
274 274 SP2603 20250714 ... 5328 5340 SP
275 275 SP2604 20250714 ... 5314 5336 SP
276 276 SP2605 20250714 ... 5326 5336 SP
277 277 SP2606 20250714 ... 5318 5328 SP
278 278 EC2508 20250714 ... 2029.2 2016.6 EC
279 279 EC2510 20250714 ... 1434.9 1385.3 EC
280 280 EC2512 20250714 ... 1582 1542 EC
281 281 EC2602 20250714 ... 1380.9 1352.1 EC
282 282 EC2604 20250714 ... 1217.3 1193.9 EC
283 283 EC2606 20250714 ... 1374.5 1336.6 EC
284 285 SC_TAS2508 20250714 ... SC_TAS
285 286 SC_TAS2509 20250714 ... SC_TAS
286 287 SC_TAS2510 20250714 ... SC_TAS
287 288 SC_TAS2511 20250714 ... SC_TAS
[288 rows x 13 columns]
2025-07-14 20:57:06,443 - future_1d - INFO - ak.get_shfe_daily('2025-07-14') done
2025-07-14 20:57:08,235 - future_1d - INFO - save future_daily 2025-07-14 add
2025-07-14 20:57:08,242 - future_1d - INFO - 0 1 2 3 4
symbol SC2508 SC2509 SC2510 SC2511 SC2512
date 2025-07-14 2025-07-14 2025-07-14 2025-07-14 2025-07-14
opencol 515.5 506.1 499.1 493.2 492.0
high 528.1 515.3 508.1 503.2 499.6
low 515.3 505.5 498.6 493.2 490.0
close 527.5 513.0 506.5 501.5 497.5
volume 118839.0 48322.0 7493.0 1143.0 674.0
open_interest 20909.0 24552.0 13094.0 3954.0 3778.0
turnover 6216092.51 2473716.47 378354.5 57154.31 33472.71
settle 523.0 511.9 504.9 500.0 496.6
pre_settle 514.1 504.1 497.4 492.1 488.3
variety SC SC SC SC SC
exchange INE INE INE INE INE
comd sc sc sc sc sc
contract sc2508 sc2509 sc2510 sc2511 sc2512
contract_yymm 2508 2509 2510 2511 2512
maturity_month 1 2 3 4 5
maturity_day 18 49 79 110 140