=========================================================================
2025-08-07 16:25:43 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-08-07 16:25:45,001 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 AP510 20250730 7920.0 ... 7919.0 7940.0 AP
1 AP511 20250730 7740.0 ... 7723.0 7747.0 AP
2 AP512 20250730 7780.0 ... 7760.0 7745.0 AP
3 AP601 20250730 7817.0 ... 7818.0 7823.0 AP
4 AP603 20250730 7744.0 ... 7742.0 7742.0 AP
5 AP604 20250730 7794.0 ... 7773.0 7797.0 AP
6 AP605 20250730 7862.0 ... 7845.0 7854.0 AP
7 CF509 20250730 13900.0 ... 13825.0 14020.0 CF
8 CF511 20250730 13920.0 ... 13830.0 13980.0 CF
9 CF601 20250730 14000.0 ... 13925.0 14065.0 CF
10 CF603 20250730 13950.0 ... 13900.0 14030.0 CF
11 CF605 20250730 13950.0 ... 13870.0 13990.0 CF
12 CF607 20250730 13985.0 ... 13885.0 14000.0 CF
13 CJ509 20250730 9685.0 ... 9655.0 9675.0 CJ
14 CJ512 20250730 10685.0 ... 10640.0 10590.0 CJ
15 CJ601 20250730 10820.0 ... 10785.0 10735.0 CJ
16 CJ603 20250730 10885.0 ... 10870.0 10805.0 CJ
17 CJ605 20250730 11005.0 ... 11015.0 10935.0 CJ
18 CJ607 20250730 11130.0 ... 11125.0 11040.0 CJ
19 CY508 20250730 0.0 ... 20165.0 20165.0 CY
20 CY509 20250730 19960.0 ... 19920.0 20140.0 CY
21 CY510 20250730 0.0 ... 20030.0 20030.0 CY
22 CY511 20250730 0.0 ... 19880.0 20025.0 CY
23 CY512 20250730 19730.0 ... 19715.0 19755.0 CY
24 CY601 20250730 19960.0 ... 19820.0 20055.0 CY
25 CY602 20250730 0.0 ... 20055.0 20055.0 CY
26 CY603 20250730 20565.0 ... 20330.0 20305.0 CY
27 CY604 20250730 0.0 ... 20040.0 20040.0 CY
28 CY605 20250730 20135.0 ... 20105.0 20130.0 CY
29 CY606 20250730 0.0 ... 20010.0 20010.0 CY
30 CY607 20250730 20395.0 ... 20260.0 20335.0 CY
31 FG508 20250730 1177.0 ... 1213.0 1175.0 FG
32 FG509 20250730 1187.0 ... 1217.0 1182.0 FG
33 FG510 20250730 1250.0 ... 1284.0 1241.0 FG
34 FG511 20250730 1248.0 ... 1281.0 1232.0 FG
35 FG512 20250730 1322.0 ... 1353.0 1305.0 FG
36 FG601 20250730 1315.0 ... 1346.0 1294.0 FG
37 FG602 20250730 1338.0 ... 1366.0 1320.0 FG
38 FG603 20250730 1342.0 ... 1365.0 1317.0 FG
39 FG604 20250730 1367.0 ... 1400.0 1351.0 FG
40 FG605 20250730 1366.0 ... 1404.0 1340.0 FG
41 FG606 20250730 1387.0 ... 1417.0 1351.0 FG
42 FG607 20250730 1377.0 ... 1408.0 1346.0 FG
43 JR509 20250730 0.0 ... 2662.0 2662.0 JR
44 JR511 20250730 0.0 ... 2662.0 2662.0 JR
45 JR601 20250730 0.0 ... 2662.0 2662.0 JR
46 JR603 20250730 0.0 ... 2662.0 2662.0 JR
47 JR605 20250730 0.0 ... 2662.0 2662.0 JR
48 JR607 20250730 0.0 ... 2662.0 2662.0 JR
49 LR509 20250730 0.0 ... 2360.0 2360.0 LR
50 LR511 20250730 0.0 ... 2360.0 2360.0 LR
51 LR601 20250730 0.0 ... 2360.0 2360.0 LR
52 MA508 20250730 2414.0 ... 2382.0 2378.0 MA
53 MA509 20250730 2435.0 ... 2432.0 2417.0 MA
54 MA510 20250730 2463.0 ... 2460.0 2447.0 MA
55 MA511 20250730 2480.0 ... 2483.0 2471.0 MA
56 MA512 20250730 2512.0 ... 2511.0 2497.0 MA
57 MA601 20250730 2520.0 ... 2522.0 2507.0 MA
58 MA602 20250730 2516.0 ... 2517.0 2506.0 MA
59 MA603 20250730 2514.0 ... 2510.0 2485.0 MA
60 MA604 20250730 2493.0 ... 2491.0 2467.0 MA
61 MA605 20250730 2453.0 ... 2459.0 2442.0 MA
62 MA606 20250730 2475.0 ... 2470.0 2449.0 MA
63 MA607 20250730 2456.0 ... 2453.0 2438.0 MA
64 OI509 20250730 9506.0 ... 9571.0 9464.0 OI
65 OI511 20250730 9501.0 ... 9560.0 9447.0 OI
66 OI601 20250730 9456.0 ... 9515.0 9411.0 OI
67 OI603 20250730 9418.0 ... 9446.0 9373.0 OI
68 OI605 20250730 9342.0 ... 9375.0 9321.0 OI
69 OI607 20250730 9338.0 ... 9366.0 9312.0 OI
70 PF508 20250730 6494.0 ... 6500.0 6494.0 PF
71 PF509 20250730 6514.0 ... 6528.0 6502.0 PF
72 PF510 20250730 6560.0 ... 6584.0 6552.0 PF
73 PF511 20250730 6542.0 ... 6580.0 6542.0 PF
74 PF512 20250730 6532.0 ... 6560.0 6530.0 PF
75 PF601 20250730 6538.0 ... 6570.0 6532.0 PF
76 PF602 20250730 6570.0 ... 6582.0 6532.0 PF
77 PF603 20250730 0.0 ... 6556.0 6538.0 PF
78 PF604 20250730 0.0 ... 6560.0 6532.0 PF
79 PF605 20250730 6614.0 ... 6614.0 6576.0 PF
80 PF606 20250730 6594.0 ... 6594.0 6564.0 PF
81 PF607 20250730 0.0 ... 6604.0 6592.0 PF
82 PK510 20250730 8112.0 ... 8114.0 8090.0 PK
83 PK511 20250730 8010.0 ... 7996.0 7992.0 PK
84 PK512 20250730 8018.0 ... 8010.0 7990.0 PK
85 PK601 20250730 8022.0 ... 8030.0 8014.0 PK
86 PK603 20250730 8042.0 ... 8036.0 8018.0 PK
87 PK604 20250730 8064.0 ... 8034.0 8020.0 PK
88 PK605 20250730 8046.0 ... 8034.0 8020.0 PK
89 PL601 20250730 6598.0 ... 6587.0 6575.0 PL
90 PL602 20250730 6635.0 ... 6641.0 6638.0 PL
91 PL603 20250730 6575.0 ... 6570.0 6566.0 PL
92 PL604 20250730 6610.0 ... 6602.0 6573.0 PL
93 PL605 20250730 6537.0 ... 6516.0 6509.0 PL
94 PL606 20250730 0.0 ... 6589.0 6589.0 PL
95 PL607 20250730 0.0 ... 6593.0 6593.0 PL
96 PM509 20250730 0.0 ... 3122.0 3122.0 PM
97 PM511 20250730 0.0 ... 3122.0 3122.0 PM
98 PM601 20250730 0.0 ... 3122.0 3122.0 PM
99 PM603 20250730 0.0 ... 3122.0 3122.0 PM
100 PM605 20250730 0.0 ... 3122.0 3122.0 PM
101 PM607 20250730 0.0 ... 3122.0 3122.0 PM
102 PR508 20250730 6028.0 ... 6006.0 6010.0 PR
103 PR509 20250730 6018.0 ... 6036.0 6014.0 PR
104 PR510 20250730 6028.0 ... 6050.0 6032.0 PR
105 PR511 20250730 6020.0 ... 6040.0 6016.0 PR
106 PR512 20250730 6036.0 ... 6040.0 6030.0 PR
107 PR601 20250730 6032.0 ... 6046.0 6018.0 PR
108 PR602 20250730 0.0 ... 6052.0 6052.0 PR
109 PR603 20250730 0.0 ... 6044.0 6044.0 PR
110 PR604 20250730 6090.0 ... 6090.0 6058.0 PR
111 PR605 20250730 6078.0 ... 6084.0 6050.0 PR
112 PR606 20250730 6092.0 ... 6068.0 6020.0 PR
113 PR607 20250730 0.0 ... 6056.0 6026.0 PR
114 PX508 20250730 6872.0 ... 6934.0 6846.0 PX
115 PX509 20250730 6950.0 ... 6990.0 6938.0 PX
116 PX510 20250730 6934.0 ... 6966.0 6906.0 PX
117 PX511 20250730 6892.0 ... 6924.0 6868.0 PX
118 PX512 20250730 6880.0 ... 6914.0 6866.0 PX
119 PX601 20250730 6856.0 ... 6890.0 6834.0 PX
120 PX602 20250730 0.0 ... 6858.0 6822.0 PX
121 PX603 20250730 0.0 ... 6846.0 6824.0 PX
122 PX604 20250730 0.0 ... 6832.0 6784.0 PX
123 PX605 20250730 6816.0 ... 6848.0 6786.0 PX
124 PX606 20250730 6836.0 ... 6852.0 6804.0 PX
125 PX607 20250730 6858.0 ... 6862.0 6824.0 PX
126 RI509 20250730 0.0 ... 2479.0 2479.0 RI
127 RI511 20250730 0.0 ... 2479.0 2479.0 RI
128 RI601 20250730 0.0 ... 2479.0 2479.0 RI
129 RI603 20250730 0.0 ... 2479.0 2479.0 RI
130 RI605 20250730 0.0 ... 2479.0 2479.0 RI
131 RI607 20250730 0.0 ... 2479.0 2479.0 RI
132 RM508 20250730 2654.0 ... 2685.0 2642.0 RM
133 RM509 20250730 2661.0 ... 2703.0 2640.0 RM
134 RM511 20250730 2507.0 ... 2546.0 2498.0 RM
135 RM601 20250730 2383.0 ... 2409.0 2381.0 RM
136 RM603 20250730 2369.0 ... 2393.0 2365.0 RM
137 RM605 20250730 2371.0 ... 2380.0 2369.0 RM
138 RM607 20250730 2359.0 ... 2365.0 2356.0 RM
139 RS508 20250730 0.0 ... 5076.0 5056.0 RS
140 RS509 20250730 5139.0 ... 5159.0 5139.0 RS
141 RS511 20250730 5248.0 ... 5285.0 5217.0 RS
142 RS607 20250730 5329.0 ... 5291.0 5264.0 RS
143 SA508 20250730 1302.0 ... 1321.0 1289.0 SA
144 SA509 20250730 1318.0 ... 1333.0 1305.0 SA
145 SA510 20250730 1350.0 ... 1374.0 1335.0 SA
146 SA511 20250730 1363.0 ... 1384.0 1346.0 SA
147 SA512 20250730 1403.0 ... 1423.0 1381.0 SA
148 SA601 20250730 1410.0 ... 1425.0 1388.0 SA
149 SA602 20250730 1413.0 ... 1426.0 1392.0 SA
150 SA603 20250730 1411.0 ... 1433.0 1389.0 SA
151 SA604 20250730 1434.0 ... 1468.0 1420.0 SA
152 SA605 20250730 1446.0 ... 1473.0 1422.0 SA
153 SA606 20250730 1455.0 ... 1474.0 1421.0 SA
154 SA607 20250730 1434.0 ... 1459.0 1411.0 SA
155 SF508 20250730 6212.0 ... 6076.0 5944.0 SF
156 SF509 20250730 6256.0 ... 6100.0 5962.0 SF
157 SF510 20250730 6222.0 ... 6082.0 5940.0 SF
158 SF511 20250730 6372.0 ... 6248.0 6110.0 SF
159 SF512 20250730 6350.0 ... 6246.0 6092.0 SF
160 SF601 20250730 6372.0 ... 6228.0 6092.0 SF
161 SF602 20250730 6244.0 ... 6172.0 6026.0 SF
162 SF603 20250730 6388.0 ... 6256.0 6128.0 SF
163 SF604 20250730 6374.0 ... 6230.0 6152.0 SF
164 SF605 20250730 6342.0 ... 6262.0 6110.0 SF
165 SF606 20250730 6300.0 ... 6192.0 6050.0 SF
166 SF607 20250730 6388.0 ... 6266.0 6170.0 SF
167 SH508 20250730 2544.0 ... 2513.0 2542.0 SH
168 SH509 20250730 2642.0 ... 2622.0 2610.0 SH
169 SH510 20250730 2686.0 ... 2676.0 2656.0 SH
170 SH511 20250730 2662.0 ... 2658.0 2633.0 SH
171 SH512 20250730 2670.0 ... 2670.0 2647.0 SH
172 SH601 20250730 2662.0 ... 2663.0 2638.0 SH
173 SH602 20250730 2682.0 ... 2689.0 2662.0 SH
174 SH603 20250730 2684.0 ... 2693.0 2662.0 SH
175 SH604 20250730 2732.0 ... 2721.0 2698.0 SH
176 SH605 20250730 2722.0 ... 2727.0 2706.0 SH
177 SH606 20250730 2742.0 ... 2738.0 2703.0 SH
178 SH607 20250730 0.0 ... 2697.0 2697.0 SH
179 SM508 20250730 6308.0 ... 6206.0 6146.0 SM
180 SM509 20250730 6356.0 ... 6222.0 6142.0 SM
181 SM510 20250730 6350.0 ... 6222.0 6144.0 SM
182 SM511 20250730 6398.0 ... 6294.0 6210.0 SM
183 SM512 20250730 6424.0 ... 6302.0 6222.0 SM
184 SM601 20250730 6430.0 ... 6302.0 6214.0 SM
185 SM602 20250730 6440.0 ... 6300.0 6222.0 SM
186 SM603 20250730 6406.0 ... 6314.0 6190.0 SM
187 SM604 20250730 6398.0 ... 6328.0 6214.0 SM
188 SM605 20250730 6460.0 ... 6326.0 6236.0 SM
189 SM606 20250730 6462.0 ... 6328.0 6250.0 SM
190 SM607 20250730 6438.0 ... 6306.0 6256.0 SM
191 SR509 20250730 5860.0 ... 5839.0 5858.0 SR
192 SR511 20250730 5772.0 ... 5751.0 5763.0 SR
193 SR601 20250730 5726.0 ... 5709.0 5718.0 SR
194 SR603 20250730 5697.0 ... 5676.0 5682.0 SR
195 SR605 20250730 5663.0 ... 5650.0 5653.0 SR
196 SR607 20250730 5651.0 ... 5636.0 5644.0 SR
197 TA508 20250730 4844.0 ... 4846.0 4820.0 TA
198 TA509 20250730 4854.0 ... 4870.0 4836.0 TA
199 TA510 20250730 4854.0 ... 4872.0 4838.0 TA
200 TA511 20250730 4840.0 ... 4858.0 4836.0 TA
201 TA512 20250730 4834.0 ... 4858.0 4832.0 TA
202 TA601 20250730 4844.0 ... 4868.0 4832.0 TA
203 TA602 20250730 4848.0 ... 4862.0 4824.0 TA
204 TA603 20250730 4862.0 ... 4866.0 4822.0 TA
205 TA604 20250730 4864.0 ... 4882.0 4818.0 TA
206 TA605 20250730 4848.0 ... 4884.0 4842.0 TA
207 TA606 20250730 4882.0 ... 4886.0 4858.0 TA
208 TA607 20250730 4872.0 ... 4882.0 4864.0 TA
209 UR508 20250730 1755.0 ... 1745.0 1738.0 UR
210 UR509 20250730 1764.0 ... 1749.0 1739.0 UR
211 UR510 20250730 1758.0 ... 1752.0 1743.0 UR
212 UR511 20250730 1797.0 ... 1780.0 1768.0 UR
213 UR512 20250730 1784.0 ... 1774.0 1761.0 UR
214 UR601 20250730 1791.0 ... 1777.0 1760.0 UR
215 UR602 20250730 1782.0 ... 1768.0 1756.0 UR
216 UR603 20250730 1810.0 ... 1801.0 1782.0 UR
217 UR604 20250730 1803.0 ... 1801.0 1782.0 UR
218 UR605 20250730 1815.0 ... 1806.0 1786.0 UR
219 UR606 20250730 1816.0 ... 1801.0 1782.0 UR
220 UR607 20250730 1815.0 ... 1805.0 1791.0 UR
221 WH509 20250730 0.0 ... 3198.0 3198.0 WH
222 WH511 20250730 0.0 ... 3198.0 3198.0 WH
223 WH601 20250730 0.0 ... 3198.0 3198.0 WH
224 WH603 20250730 0.0 ... 3198.0 3198.0 WH
225 WH605 20250730 0.0 ... 3198.0 3198.0 WH
226 WH607 20250730 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250730 0.0 ... 801.4 801.4 ZC
228 ZC509 20250730 0.0 ... 801.4 801.4 ZC
229 ZC510 20250730 0.0 ... 801.4 801.4 ZC
230 ZC511 20250730 0.0 ... 801.4 801.4 ZC
231 ZC512 20250730 0.0 ... 801.4 801.4 ZC
232 ZC601 20250730 0.0 ... 801.4 801.4 ZC
233 ZC602 20250730 0.0 ... 801.4 801.4 ZC
234 ZC603 20250730 0.0 ... 801.4 801.4 ZC
235 ZC604 20250730 0.0 ... 801.4 801.4 ZC
236 ZC605 20250730 0.0 ... 801.4 801.4 ZC
237 ZC606 20250730 0.0 ... 801.4 801.4 ZC
238 ZC607 20250730 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:25:45,424 - future_1d - INFO - ak.get_czce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 a2509 20250730 4145.00 ... 4152.00 4136.00 A
1 a2511 20250730 4120.00 ... 4138.00 4105.00 A
2 a2601 20250730 4105.00 ... 4125.00 4090.00 A
3 a2603 20250730 4098.00 ... 4116.00 4080.00 A
4 a2605 20250730 4130.00 ... 4149.00 4119.00 A
5 a2607 20250730 4133.00 ... 4149.00 4117.00 A
6 b2508 20250730 3521.00 ... 3550.00 3521.00 B
7 b2509 20250730 3640.00 ... 3663.00 3621.00 B
8 b2510 20250730 3678.00 ... 3701.00 3669.00 B
9 b2511 20250730 3710.00 ... 3726.00 3695.00 B
10 b2512 20250730 3733.00 ... 3751.00 3720.00 B
11 b2601 20250730 3724.00 ... 3740.00 3714.00 B
12 b2602 20250730 3703.00 ... 3707.00 3684.00 B
13 b2603 20250730 3611.00 ... 3623.00 3603.00 B
14 b2604 20250730 3512.00 ... 3515.00 3500.00 B
15 b2605 20250730 3443.00 ... 3444.00 3438.00 B
16 b2606 20250730 3425.00 ... 3427.00 3421.00 B
17 b2607 20250730 3416.00 ... 3423.00 3414.00 B
18 bb2509 20250730 148.45 ... 144.50 147.60 BB
19 bb2511 20250730 151.50 ... 150.25 152.40 BB
20 bb2601 20250730 150.85 ... 149.60 150.25 BB
21 bb2603 20250730 0.00 ... 141.85 142.45 BB
22 bb2605 20250730 0.00 ... 141.90 142.50 BB
23 bb2607 20250730 0.00 ... 141.90 142.50 BB
24 bz2603 20250730 6295.00 ... 6304.00 6283.00 BZ
25 bz2604 20250730 6262.00 ... 6252.00 6228.00 BZ
26 bz2605 20250730 6269.00 ... 6261.00 6220.00 BZ
27 bz2606 20250730 6272.00 ... 6258.00 6244.00 BZ
28 bz2607 20250730 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250730 2303.00 ... 2310.00 2306.00 C
30 c2511 20250730 2243.00 ... 2242.00 2242.00 C
31 c2601 20250730 2215.00 ... 2218.00 2217.00 C
32 c2603 20250730 2216.00 ... 2217.00 2219.00 C
33 c2605 20250730 2262.00 ... 2264.00 2263.00 C
34 c2607 20250730 2276.00 ... 2279.00 2277.00 C
35 cs2509 20250730 2666.00 ... 2677.00 2671.00 CS
36 cs2511 20250730 2584.00 ... 2590.00 2584.00 CS
37 cs2601 20250730 2597.00 ... 2598.00 2599.00 CS
38 cs2603 20250730 2597.00 ... 2594.00 2600.00 CS
39 cs2605 20250730 2634.00 ... 2636.00 2641.00 CS
40 cs2607 20250730 2650.00 ... 2653.00 2653.00 CS
41 eb2508 20250730 7347.00 ... 7365.00 7347.00 EB
42 eb2509 20250730 7377.00 ... 7404.00 7359.00 EB
43 eb2510 20250730 7408.00 ... 7427.00 7374.00 EB
44 eb2511 20250730 7407.00 ... 7433.00 7381.00 EB
45 eb2512 20250730 7425.00 ... 7447.00 7392.00 EB
46 eb2601 20250730 7421.00 ... 7471.00 7412.00 EB
47 eb2602 20250730 7460.00 ... 7466.00 7417.00 EB
48 eb2603 20250730 7457.00 ... 7452.00 7412.00 EB
49 eb2604 20250730 7468.00 ... 7450.00 7432.00 EB
50 eb2605 20250730 7468.00 ... 7468.00 7437.00 EB
51 eb2606 20250730 7498.00 ... 7473.00 7446.00 EB
52 eb2607 20250730 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250730 4417.00 ... 4420.00 4417.00 EG
54 eg2509 20250730 4467.00 ... 4465.00 4450.00 EG
55 eg2510 20250730 4461.00 ... 4467.00 4449.00 EG
56 eg2511 20250730 4476.00 ... 4484.00 4459.00 EG
57 eg2512 20250730 4486.00 ... 4491.00 4469.00 EG
58 eg2601 20250730 4500.00 ... 4495.00 4480.00 EG
59 eg2602 20250730 4492.00 ... 4501.00 4476.00 EG
60 eg2603 20250730 4501.00 ... 4501.00 4490.00 EG
61 eg2604 20250730 0.00 ... 4497.00 4497.00 EG
62 eg2605 20250730 4517.00 ... 4519.00 4501.00 EG
63 eg2606 20250730 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250730 0.00 ... 4561.00 4561.00 EG
65 fb2508 20250730 0.00 ... 1395.00 1395.00 FB
66 fb2509 20250730 1282.00 ... 1282.50 1271.00 FB
67 fb2510 20250730 1310.00 ... 1311.50 1305.00 FB
68 fb2511 20250730 1312.00 ... 1312.00 1307.50 FB
69 fb2512 20250730 1300.50 ... 1314.50 1309.50 FB
70 fb2601 20250730 1311.00 ... 1318.00 1313.00 FB
71 fb2602 20250730 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250730 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250730 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250730 0.00 ... 1338.00 1330.50 FB
75 fb2606 20250730 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250730 1285.00 ... 1302.50 1295.00 FB
77 i2508 20250730 806.00 ... 800.50 791.50 I
78 i2509 20250730 798.00 ... 798.00 792.50 I
79 i2510 20250730 790.50 ... 795.00 786.50 I
80 i2511 20250730 787.00 ... 788.00 780.00 I
81 i2512 20250730 780.50 ... 782.50 773.00 I
82 i2601 20250730 772.00 ... 774.00 764.50 I
83 i2602 20250730 769.00 ... 769.00 760.00 I
84 i2603 20250730 763.50 ... 765.00 755.50 I
85 i2604 20250730 764.50 ... 762.50 752.00 I
86 i2605 20250730 750.50 ... 753.00 743.50 I
87 i2606 20250730 745.50 ... 748.50 737.50 I
88 i2607 20250730 741.00 ... 743.00 733.50 I
89 j2508 20250730 0.00 ... 1557.00 1557.00 J
90 j2509 20250730 1640.50 ... 1684.00 1612.00 J
91 j2510 20250730 1653.00 ... 1695.00 1632.00 J
92 j2511 20250730 1714.00 ... 1721.00 1655.00 J
93 j2512 20250730 1742.00 ... 1735.50 1644.00 J
94 j2601 20250730 1695.00 ... 1743.50 1664.50 J
95 j2602 20250730 1714.50 ... 1739.00 1727.00 J
96 j2603 20250730 1736.00 ... 1736.00 1733.00 J
97 j2604 20250730 1763.00 ... 1786.50 1724.50 J
98 j2605 20250730 1774.50 ... 1794.50 1717.50 J
99 j2606 20250730 1795.50 ... 1818.50 1714.50 J
100 j2607 20250730 1846.50 ... 1846.50 1780.50 J
101 jd2508 20250730 3340.00 ... 3304.00 3347.00 JD
102 jd2509 20250730 3578.00 ... 3574.00 3570.00 JD
103 jd2510 20250730 3385.00 ... 3364.00 3386.00 JD
104 jd2511 20250730 3413.00 ... 3399.00 3413.00 JD
105 jd2512 20250730 3555.00 ... 3541.00 3552.00 JD
106 jd2601 20250730 3640.00 ... 3638.00 3640.00 JD
107 jd2602 20250730 3218.00 ... 3209.00 3210.00 JD
108 jd2603 20250730 3217.00 ... 3213.00 3210.00 JD
109 jd2604 20250730 3372.00 ... 3370.00 3365.00 JD
110 jd2605 20250730 3477.00 ... 3479.00 3471.00 JD
111 jd2606 20250730 3303.00 ... 3300.00 3290.00 JD
112 jd2607 20250730 3507.00 ... 3513.00 3500.00 JD
113 jm2508 20250730 952.50 ... 971.00 956.00 JM
114 jm2509 20250730 1121.00 ... 1136.00 1087.50 JM
115 jm2510 20250730 1150.00 ... 1158.00 1106.00 JM
116 jm2511 20250730 1165.00 ... 1177.00 1119.50 JM
117 jm2512 20250730 1181.50 ... 1199.00 1140.00 JM
118 jm2601 20250730 1218.00 ... 1233.50 1164.00 JM
119 jm2602 20250730 1238.50 ... 1242.50 1161.50 JM
120 jm2603 20250730 1251.00 ... 1247.50 1167.50 JM
121 jm2604 20250730 1253.00 ... 1250.50 1166.50 JM
122 jm2605 20250730 1257.50 ... 1264.50 1181.50 JM
123 jm2606 20250730 1264.00 ... 1259.00 1184.00 JM
124 jm2607 20250730 1260.00 ... 1275.00 1192.50 JM
125 l2508 20250730 7347.00 ... 7361.00 7331.00 L
126 l2509 20250730 7399.00 ... 7402.00 7369.00 L
127 l2510 20250730 7415.00 ... 7429.00 7400.00 L
128 l2511 20250730 7430.00 ... 7446.00 7415.00 L
129 l2512 20250730 7447.00 ... 7455.00 7428.00 L
130 l2601 20250730 7441.00 ... 7455.00 7427.00 L
131 l2602 20250730 7462.00 ... 7448.00 7416.00 L
132 l2603 20250730 7437.00 ... 7440.00 7410.00 L
133 l2604 20250730 7470.00 ... 7459.00 7434.00 L
134 l2605 20250730 7428.00 ... 7441.00 7415.00 L
135 l2606 20250730 7427.00 ... 7429.00 7427.00 L
136 l2607 20250730 7448.00 ... 7448.00 7439.00 L
137 lg2509 20250730 835.50 ... 829.00 830.00 LG
138 lg2511 20250730 837.00 ... 832.00 833.50 LG
139 lg2601 20250730 837.50 ... 833.00 835.50 LG
140 lg2603 20250730 835.00 ... 831.50 833.50 LG
141 lg2605 20250730 838.00 ... 837.50 839.00 LG
142 lg2607 20250730 0.00 ... 841.50 841.50 LG
143 lh2509 20250730 14175.00 ... 14120.00 14145.00 LH
144 lh2511 20250730 14205.00 ... 14140.00 14160.00 LH
145 lh2601 20250730 14460.00 ... 14415.00 14420.00 LH
146 lh2603 20250730 13600.00 ... 13525.00 13540.00 LH
147 lh2605 20250730 14100.00 ... 14025.00 14055.00 LH
148 lh2607 20250730 14500.00 ... 14625.00 14495.00 LH
149 m2508 20250730 2972.00 ... 2991.00 2970.00 M
150 m2509 20250730 2983.00 ... 3001.00 2974.00 M
151 m2511 20250730 3015.00 ... 3038.00 3011.00 M
152 m2512 20250730 3048.00 ... 3068.00 3048.00 M
153 m2601 20250730 3027.00 ... 3041.00 3024.00 M
154 m2603 20250730 2914.00 ... 2917.00 2912.00 M
155 m2605 20250730 2744.00 ... 2743.00 2744.00 M
156 m2607 20250730 2723.00 ... 2727.00 2730.00 M
157 p2508 20250730 8832.00 ... 8878.00 8838.00 P
158 p2509 20250730 8970.00 ... 8972.00 8926.00 P
159 p2510 20250730 8978.00 ... 8982.00 8922.00 P
160 p2511 20250730 8976.00 ... 8986.00 8942.00 P
161 p2512 20250730 8986.00 ... 8988.00 8938.00 P
162 p2601 20250730 8990.00 ... 8992.00 8924.00 P
163 p2602 20250730 8944.00 ... 8952.00 8904.00 P
164 p2603 20250730 8904.00 ... 8898.00 8848.00 P
165 p2604 20250730 8848.00 ... 8848.00 8796.00 P
166 p2605 20250730 8784.00 ... 8796.00 8720.00 P
167 p2606 20250730 8686.00 ... 8706.00 8666.00 P
168 p2607 20250730 8660.00 ... 8654.00 8624.00 P
169 pg2508 20250730 4035.00 ... 4044.00 4013.00 PG
170 pg2509 20250730 4034.00 ... 4045.00 4020.00 PG
171 pg2510 20250730 4440.00 ... 4453.00 4430.00 PG
172 pg2511 20250730 4366.00 ... 4392.00 4366.00 PG
173 pg2512 20250730 4316.00 ... 4335.00 4305.00 PG
174 pg2601 20250730 4281.00 ... 4274.00 4241.00 PG
175 pg2602 20250730 4170.00 ... 4187.00 4158.00 PG
176 pg2603 20250730 4088.00 ... 4102.00 4076.00 PG
177 pg2604 20250730 4389.00 ... 4392.00 4365.00 PG
178 pg2605 20250730 4299.00 ... 4301.00 4278.00 PG
179 pg2606 20250730 4234.00 ... 4233.00 4218.00 PG
180 pg2607 20250730 4265.00 ... 4265.00 4209.00 PG
181 pp2508 20250730 7116.00 ... 7120.00 7108.00 PP
182 pp2509 20250730 7153.00 ... 7165.00 7147.00 PP
183 pp2510 20250730 7156.00 ... 7160.00 7137.00 PP
184 pp2511 20250730 7157.00 ... 7166.00 7145.00 PP
185 pp2512 20250730 7162.00 ... 7174.00 7150.00 PP
186 pp2601 20250730 7169.00 ... 7183.00 7157.00 PP
187 pp2602 20250730 7160.00 ... 7157.00 7130.00 PP
188 pp2603 20250730 7159.00 ... 7157.00 7130.00 PP
189 pp2604 20250730 7166.00 ... 7167.00 7144.00 PP
190 pp2605 20250730 7160.00 ... 7170.00 7150.00 PP
191 pp2606 20250730 7149.00 ... 7144.00 7124.00 PP
192 pp2607 20250730 7190.00 ... 7190.00 7178.00 PP
193 rr2508 20250730 3567.00 ... 3566.00 3574.00 RR
194 rr2509 20250730 3620.00 ... 3619.00 3611.00 RR
195 rr2510 20250730 3634.00 ... 3633.00 3631.00 RR
196 rr2511 20250730 3617.00 ... 3622.00 3623.00 RR
197 rr2512 20250730 3632.00 ... 3633.00 3629.00 RR
198 rr2601 20250730 3631.00 ... 3618.00 3625.00 RR
199 rr2602 20250730 3630.00 ... 3632.00 3626.00 RR
200 rr2603 20250730 3634.00 ... 3634.00 3634.00 RR
201 rr2604 20250730 3639.00 ... 3635.00 3629.00 RR
202 rr2605 20250730 3637.00 ... 3632.00 3626.00 RR
203 rr2606 20250730 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250730 0.00 ... 3629.00 3629.00 RR
205 v2508 20250730 5137.00 ... 5164.00 5137.00 V
206 v2509 20250730 5192.00 ... 5215.00 5161.00 V
207 v2510 20250730 5220.00 ... 5251.00 5194.00 V
208 v2511 20250730 5256.00 ... 5290.00 5227.00 V
209 v2512 20250730 5289.00 ... 5323.00 5250.00 V
210 v2601 20250730 5317.00 ... 5350.00 5290.00 V
211 v2602 20250730 5340.00 ... 5372.00 5321.00 V
212 v2603 20250730 5357.00 ... 5405.00 5320.00 V
213 v2604 20250730 5602.00 ... 5611.00 5521.00 V
214 v2605 20250730 5570.00 ... 5605.00 5557.00 V
215 v2606 20250730 5640.00 ... 5635.00 5569.00 V
216 v2607 20250730 5629.00 ... 5650.00 5574.00 V
217 y2508 20250730 8280.00 ... 8266.00 8188.00 Y
218 y2509 20250730 8236.00 ... 8244.00 8174.00 Y
219 y2511 20250730 8218.00 ... 8242.00 8176.00 Y
220 y2512 20250730 8248.00 ... 8248.00 8220.00 Y
221 y2601 20250730 8200.00 ... 8202.00 8138.00 Y
222 y2603 20250730 8080.00 ... 8070.00 8014.00 Y
223 y2605 20250730 7832.00 ... 7838.00 7784.00 Y
224 y2607 20250730 7820.00 ... 7802.00 7754.00 Y
[225 rows x 12 columns]
2025-08-07 16:25:46,298 - future_1d - INFO - ak.get_dce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 SC2508 20250730 531 ... 531 540.2 SC
1 SC2509 20250730 518.1 ... 523.8 514.7 SC
2 SC2510 20250730 511.2 ... 518.5 507.8 SC
3 SC2511 20250730 507.4 ... 515.1 503.8 SC
4 SC2512 20250730 503.6 ... 512.2 500.5 SC
5 SC2601 20250730 500.6 ... 509.3 497.5 SC
6 SC2602 20250730 497.9 ... 507.2 495.1 SC
7 SC2603 20250730 495.6 ... 505.9 492.1 SC
8 SC2604 20250730 501 ... 504.5 490.9 SC
9 SC2605 20250730 498.5 ... 500 487.9 SC
10 SC2606 20250730 493.5 ... 498 488.5 SC
11 SC2607 20250730 496.5 ... 496.5 482.7 SC
12 SC2609 20250730 488 ... 490.3 483.2 SC
13 SC2612 20250730 483.8 ... 487.7 478.7 SC
14 SC2703 20250730 ... 486.9 473 SC
15 SC2706 20250730 484.2 ... 484.2 474.6 SC
16 SC2709 20250730 490 ... 486 470.9 SC
17 SC2712 20250730 482.2 ... 481.5 474.9 SC
18 SC2803 20250730 479.6 ... 479.3 466.3 SC
19 SC2806 20250730 470.1 ... 472.3 467.7 SC
21 LU2508 20250730 3362 ... 3481 3498 LU
22 LU2509 20250730 3651 ... 3675 3615 LU
23 LU2510 20250730 3652 ... 3690 3620 LU
24 LU2511 20250730 3636 ... 3680 3608 LU
25 LU2512 20250730 3613 ... 3661 3574 LU
26 LU2601 20250730 3570 ... 3616 3546 LU
27 LU2602 20250730 3550 ... 3602 3530 LU
28 LU2603 20250730 3539 ... 3607 3512 LU
29 LU2604 20250730 3584 ... 3591 3507 LU
30 LU2605 20250730 3530 ... 3575 3504 LU
31 LU2606 20250730 3520 ... 3554 3492 LU
32 LU2607 20250730 3509 ... 3560 3483 LU
34 NR2508 20250730 12610 ... 12540 12605 NR
35 NR2509 20250730 12710 ... 12610 12665 NR
36 NR2510 20250730 12770 ... 12635 12665 NR
37 NR2511 20250730 12780 ... 12655 12665 NR
38 NR2512 20250730 12775 ... 12710 12665 NR
39 NR2601 20250730 12810 ... 12770 12750 NR
40 NR2602 20250730 12840 ... 12815 12840 NR
41 NR2603 20250730 12900 ... 12840 12665 NR
42 NR2604 20250730 12870 ... 12870 12760 NR
43 NR2605 20250730 12875 ... 12860 12790 NR
44 NR2606 20250730 ... 13020 13050 NR
45 NR2607 20250730 12885 ... 12880 13020 NR
47 BC2508 20250730 70050 ... 70080 70050 BC
48 BC2509 20250730 70200 ... 70230 70130 BC
49 BC2510 20250730 70180 ... 70310 70180 BC
50 BC2511 20250730 ... 69850 69850 BC
51 BC2512 20250730 ... 70400 70400 BC
52 BC2601 20250730 ... 70020 70020 BC
53 BC2602 20250730 ... 70000 70000 BC
54 BC2603 20250730 ... 70000 70000 BC
55 BC2604 20250730 ... 70000 70000 BC
56 BC2605 20250730 ... 70000 70000 BC
57 BC2606 20250730 ... 69340 69340 BC
58 BC2607 20250730 ... 68670 68670 BC
60 EC2508 20250730 2140 ... 2135.6 2105.6 EC
61 EC2510 20250730 1470 ... 1494.7 1475.4 EC
62 EC2512 20250730 1749 ... 1755.4 1734.5 EC
63 EC2602 20250730 1530 ... 1548.8 1522.7 EC
64 EC2604 20250730 1350 ... 1379.8 1366.2 EC
65 EC2606 20250730 1500.2 ... 1513.7 1501.8 EC
68 SC_TAS2509 20250730 ... SC_TAS
69 SC_TAS2510 20250730 ... SC_TAS
70 SC_TAS2511 20250730 ... SC_TAS
[65 rows x 12 columns]
2025-08-07 16:25:46,421 - future_1d - INFO - ak.get_ine_daily('2025-07-30') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250730 ... 79060 78920 CU
1 1 CU2509 20250730 ... 79070 78980 CU
2 2 CU2510 20250730 ... 79090 78990 CU
3 3 CU2511 20250730 ... 79040 78940 CU
4 4 CU2512 20250730 ... 78980 78890 CU
5 5 CU2601 20250730 ... 78940 78830 CU
6 6 CU2602 20250730 ... 78910 78750 CU
7 7 CU2603 20250730 ... 78910 78710 CU
8 8 CU2604 20250730 ... 78950 78750 CU
9 9 CU2605 20250730 ... 78960 78800 CU
10 10 CU2606 20250730 ... 78930 78790 CU
11 11 CU2607 20250730 ... 79000 78810 CU
12 12 BC2508 20250730 ... 70080 70050 BC
13 13 BC2509 20250730 ... 70230 70130 BC
14 14 BC2510 20250730 ... 70310 70180 BC
15 15 BC2511 20250730 ... 69850 69850 BC
16 16 BC2512 20250730 ... 70400 70400 BC
17 17 BC2601 20250730 ... 70020 70020 BC
18 18 BC2602 20250730 ... 70000 70000 BC
19 19 BC2603 20250730 ... 70000 70000 BC
20 20 BC2604 20250730 ... 70000 70000 BC
21 21 BC2605 20250730 ... 70000 70000 BC
22 22 BC2606 20250730 ... 69340 69340 BC
23 23 BC2607 20250730 ... 68670 68670 BC
24 24 AL2508 20250730 ... 20650 20650 AL
25 25 AL2509 20250730 ... 20620 20625 AL
26 26 AL2510 20250730 ... 20600 20590 AL
27 27 AL2511 20250730 ... 20555 20540 AL
28 28 AL2512 20250730 ... 20500 20480 AL
29 29 AL2601 20250730 ... 20475 20450 AL
30 30 AL2602 20250730 ... 20480 20460 AL
31 31 AL2603 20250730 ... 20495 20475 AL
32 32 AL2604 20250730 ... 20520 20490 AL
33 33 AL2605 20250730 ... 20530 20490 AL
34 34 AL2606 20250730 ... 20550 20515 AL
35 35 AL2607 20250730 ... 20570 20525 AL
36 36 ZN2508 20250730 ... 22650 22625 ZN
37 37 ZN2509 20250730 ... 22690 22660 ZN
38 38 ZN2510 20250730 ... 22715 22665 ZN
39 39 ZN2511 20250730 ... 22725 22650 ZN
40 40 ZN2512 20250730 ... 22685 22600 ZN
41 41 ZN2601 20250730 ... 22655 22555 ZN
42 42 ZN2602 20250730 ... 22645 22545 ZN
43 43 ZN2603 20250730 ... 22695 22495 ZN
44 44 ZN2604 20250730 ... 22665 22590 ZN
45 45 ZN2605 20250730 ... 22660 22595 ZN
46 46 ZN2606 20250730 ... 22665 22550 ZN
47 47 ZN2607 20250730 ... 22660 22525 ZN
48 48 PB2508 20250730 ... 16860 16920 PB
49 49 PB2509 20250730 ... 16880 16945 PB
50 50 PB2510 20250730 ... 16900 16965 PB
51 51 PB2511 20250730 ... 16925 16990 PB
52 52 PB2512 20250730 ... 16945 17010 PB
53 53 PB2601 20250730 ... 16970 17000 PB
54 54 PB2602 20250730 ... 17070 17090 PB
55 55 PB2603 20250730 ... 17055 17110 PB
56 56 PB2604 20250730 ... 17095 17095 PB
57 57 PB2605 20250730 ... 17090 17150 PB
58 58 PB2606 20250730 ... 17100 17100 PB
59 59 PB2607 20250730 ... 17090 17160 PB
60 60 NI2508 20250730 ... 121710 121700 NI
61 61 NI2509 20250730 ... 122020 121900 NI
62 62 NI2510 20250730 ... 122110 121990 NI
63 63 NI2511 20250730 ... 122350 122240 NI
64 64 NI2512 20250730 ... 122490 122430 NI
65 65 NI2601 20250730 ... 122800 122690 NI
66 66 NI2602 20250730 ... 122960 122770 NI
67 67 NI2603 20250730 ... 123030 123040 NI
68 68 NI2604 20250730 ... 123260 123060 NI
69 69 NI2605 20250730 ... 123690 123420 NI
70 70 NI2606 20250730 ... 123560 123670 NI
71 71 NI2607 20250730 ... 124140 123840 NI
72 72 SN2508 20250730 ... 267430 267300 SN
73 73 SN2509 20250730 ... 267740 267360 SN
74 74 SN2510 20250730 ... 268060 267290 SN
75 75 SN2511 20250730 ... 267960 267050 SN
76 76 SN2512 20250730 ... 267930 267110 SN
77 77 SN2601 20250730 ... 268080 267390 SN
78 78 SN2602 20250730 ... 268000 267150 SN
79 79 SN2603 20250730 ... 268640 267340 SN
80 80 SN2604 20250730 ... 269260 267850 SN
81 81 SN2605 20250730 ... 268890 267880 SN
82 82 SN2606 20250730 ... 268100 267960 SN
83 83 SN2607 20250730 ... 268480 268480 SN
84 84 AO2508 20250730 ... 3360 3274 AO
85 85 AO2509 20250730 ... 3358 3272 AO
86 86 AO2510 20250730 ... 3324 3255 AO
87 87 AO2511 20250730 ... 3320 3253 AO
88 88 AO2512 20250730 ... 3321 3249 AO
89 89 AO2601 20250730 ... 3324 3246 AO
90 90 AO2602 20250730 ... 3320 3237 AO
91 91 AO2603 20250730 ... 3317 3237 AO
92 92 AO2604 20250730 ... 3312 3235 AO
93 93 AO2605 20250730 ... 3311 3233 AO
94 94 AO2606 20250730 ... 3293 3228 AO
95 95 AO2607 20250730 ... 3303 3226 AO
96 96 AD2511 20250730 ... 20035 20040 AD
97 97 AD2512 20250730 ... 20045 20020 AD
98 98 AD2601 20250730 ... 19945 19955 AD
99 99 AD2602 20250730 ... 19915 19930 AD
100 100 AD2603 20250730 ... 19850 19880 AD
101 101 AD2604 20250730 ... 19890 19890 AD
102 102 AD2605 20250730 ... 19755 19960 AD
103 103 AD2606 20250730 ... 19695 19695 AD
104 104 AD2607 20250730 ... 19830 19790 AD
105 105 AU2508 20250730 ... 770.38 768 AU
106 106 AU2509 20250730 ... 772.04 768.88 AU
107 107 AU2510 20250730 ... 773.12 770.56 AU
108 108 AU2512 20250730 ... 775.34 772.84 AU
109 109 AU2602 20250730 ... 777.5 774.98 AU
110 110 AU2604 20250730 ... 779.62 777.02 AU
111 111 AU2606 20250730 ... 781.98 779.48 AU
112 112 AU2608 20250730 ... 784.3 781.96 AU
113 113 AG2508 20250730 ... 9183 9168 AG
114 114 AG2509 20250730 ... 9198 9176 AG
115 115 AG2510 20250730 ... 9212 9192 AG
116 116 AG2511 20250730 ... 9223 9201 AG
117 117 AG2512 20250730 ... 9231 9213 AG
118 118 AG2601 20250730 ... 9245 9222 AG
119 119 AG2602 20250730 ... 9255 9238 AG
120 120 AG2603 20250730 ... 9266 9245 AG
121 121 AG2604 20250730 ... 9276 9254 AG
122 122 AG2605 20250730 ... 9289 9269 AG
123 123 AG2606 20250730 ... 9304 9284 AG
124 124 AG2607 20250730 ... 9314 9296 AG
125 125 RB2508 20250730 ... 3295 3217 RB
126 126 RB2509 20250730 ... 3296 3236 RB
127 127 RB2510 20250730 ... 3345 3301 RB
128 128 RB2511 20250730 ... 3355 3295 RB
129 129 RB2512 20250730 ... 3398 3322 RB
130 130 RB2601 20250730 ... 3401 3338 RB
131 131 RB2602 20250730 ... 3382 3333 RB
132 132 RB2603 20250730 ... 3391 3334 RB
133 133 RB2604 20250730 ... 3416 3361 RB
134 134 RB2605 20250730 ... 3416 3365 RB
135 135 RB2606 20250730 ... 3408 3346 RB
136 136 RB2607 20250730 ... 3426 3352 RB
137 137 WR2508 20250730 ... 3212 3212 WR
138 138 WR2509 20250730 ... 3335 3335 WR
139 139 WR2510 20250730 ... 3569 3516 WR
140 140 WR2511 20250730 ... 3500 3490 WR
141 141 WR2512 20250730 ... 3532 3532 WR
142 142 WR2601 20250730 ... 3560 3550 WR
143 143 WR2602 20250730 ... 3570 3570 WR
144 144 WR2603 20250730 ... 3565 3565 WR
145 145 WR2604 20250730 ... 3560 3559 WR
146 146 WR2605 20250730 ... 3616 3616 WR
147 147 WR2606 20250730 ... 3600 3600 WR
148 148 WR2607 20250730 ... 3635 3635 WR
149 149 HC2508 20250730 ... 3504 3468 HC
150 150 HC2509 20250730 ... 3514 3432 HC
151 151 HC2510 20250730 ... 3515 3455 HC
152 152 HC2511 20250730 ... 3515 3451 HC
153 153 HC2512 20250730 ... 3528 3469 HC
154 154 HC2601 20250730 ... 3524 3467 HC
155 155 HC2602 20250730 ... 3506 3429 HC
156 156 HC2603 20250730 ... 3515 3447 HC
157 157 HC2604 20250730 ... 3515 3451 HC
158 158 HC2605 20250730 ... 3518 3456 HC
159 159 HC2606 20250730 ... 3539 3471 HC
160 160 HC2607 20250730 ... 3541 3490 HC
161 161 SS2508 20250730 ... 12955 12885 SS
162 162 SS2509 20250730 ... 12940 12880 SS
163 163 SS2510 20250730 ... 12980 12920 SS
164 164 SS2511 20250730 ... 13025 12970 SS
165 165 SS2512 20250730 ... 13045 12995 SS
166 166 SS2601 20250730 ... 13075 13020 SS
167 167 SS2602 20250730 ... 13120 13065 SS
168 168 SS2603 20250730 ... 13175 13125 SS
169 169 SS2604 20250730 ... 13235 13215 SS
170 170 SS2605 20250730 ... 13270 13225 SS
171 171 SS2606 20250730 ... 13285 13235 SS
172 172 SS2607 20250730 ... 13340 13275 SS
173 173 SC2508 20250730 ... 531 540.2 SC
174 174 SC2509 20250730 ... 523.8 514.7 SC
175 175 SC2510 20250730 ... 518.5 507.8 SC
176 176 SC2511 20250730 ... 515.1 503.8 SC
177 177 SC2512 20250730 ... 512.2 500.5 SC
178 178 SC2601 20250730 ... 509.3 497.5 SC
179 179 SC2602 20250730 ... 507.2 495.1 SC
180 180 SC2603 20250730 ... 505.9 492.1 SC
181 181 SC2604 20250730 ... 504.5 490.9 SC
182 182 SC2605 20250730 ... 500 487.9 SC
183 183 SC2606 20250730 ... 498 488.5 SC
184 184 SC2607 20250730 ... 496.5 482.7 SC
185 185 SC2609 20250730 ... 490.3 483.2 SC
186 186 SC2612 20250730 ... 487.7 478.7 SC
187 187 SC2703 20250730 ... 486.9 473 SC
188 188 SC2706 20250730 ... 484.2 474.6 SC
189 189 SC2709 20250730 ... 486 470.9 SC
190 190 SC2712 20250730 ... 481.5 474.9 SC
191 191 SC2803 20250730 ... 479.3 466.3 SC
192 192 SC2806 20250730 ... 472.3 467.7 SC
193 193 LU2508 20250730 ... 3481 3498 LU
194 194 LU2509 20250730 ... 3675 3615 LU
195 195 LU2510 20250730 ... 3690 3620 LU
196 196 LU2511 20250730 ... 3680 3608 LU
197 197 LU2512 20250730 ... 3661 3574 LU
198 198 LU2601 20250730 ... 3616 3546 LU
199 199 LU2602 20250730 ... 3602 3530 LU
200 200 LU2603 20250730 ... 3607 3512 LU
201 201 LU2604 20250730 ... 3591 3507 LU
202 202 LU2605 20250730 ... 3575 3504 LU
203 203 LU2606 20250730 ... 3554 3492 LU
204 204 LU2607 20250730 ... 3560 3483 LU
205 205 FU2508 20250730 ... 2813 2883 FU
206 206 FU2509 20250730 ... 2944 2913 FU
207 207 FU2510 20250730 ... 2950 2917 FU
208 208 FU2511 20250730 ... 2954 2922 FU
209 209 FU2512 20250730 ... 2950 2915 FU
210 210 FU2601 20250730 ... 2950 2913 FU
211 211 FU2602 20250730 ... 2933 2901 FU
212 212 FU2603 20250730 ... 2929 2891 FU
213 213 FU2604 20250730 ... 2920 2877 FU
214 214 FU2605 20250730 ... 2902 2865 FU
215 215 FU2606 20250730 ... 2892 2857 FU
216 216 FU2607 20250730 ... 2869 2832 FU
217 217 BU2508 20250730 ... 3666 3640 BU
218 218 BU2509 20250730 ... 3648 3614 BU
219 219 BU2510 20250730 ... 3632 3592 BU
220 220 BU2511 20250730 ... 3591 3548 BU
221 221 BU2512 20250730 ... 3514 3480 BU
222 222 BU2601 20250730 ... 3481 3450 BU
223 223 BU2602 20250730 ... 3460 3427 BU
224 224 BU2603 20250730 ... 3461 3431 BU
225 225 BU2604 20250730 ... 3461 3421 BU
226 226 BU2605 20250730 ... 3445 3417 BU
227 227 BU2606 20250730 ... 3441 3411 BU
228 228 BU2607 20250730 ... 3431 3395 BU
229 229 BU2609 20250730 ... 3427 3398 BU
230 230 BU2612 20250730 ... 3373 3350 BU
231 231 BU2703 20250730 ... 3389 3352 BU
232 232 BU2706 20250730 ... 3390 3353 BU
233 233 BR2508 20250730 ... 11810 11845 BR
234 234 BR2509 20250730 ... 11835 11855 BR
235 235 BR2510 20250730 ... 11815 11815 BR
236 236 BR2511 20250730 ... 11810 11795 BR
237 237 BR2512 20250730 ... 11835 11855 BR
238 238 BR2601 20250730 ... 11885 11860 BR
239 239 BR2602 20250730 ... 11825 11820 BR
240 240 BR2603 20250730 ... 11885 11880 BR
241 241 BR2604 20250730 ... 11865 11820 BR
242 242 BR2605 20250730 ... 11885 11800 BR
243 243 BR2606 20250730 ... 11860 11820 BR
244 244 BR2607 20250730 ... 11890 11890 BR
245 245 RU2508 20250730 ... 15000 14940 RU
246 246 RU2509 20250730 ... 14995 14975 RU
247 247 RU2510 20250730 ... 14990 14955 RU
248 248 RU2511 20250730 ... 14945 14930 RU
249 249 RU2601 20250730 ... 15815 15750 RU
250 250 RU2603 20250730 ... 15845 15810 RU
251 251 RU2604 20250730 ... 15855 15800 RU
252 252 RU2605 20250730 ... 15910 15880 RU
253 253 RU2606 20250730 ... 15940 15890 RU
254 254 RU2607 20250730 ... 16025 15985 RU
255 255 NR2508 20250730 ... 12540 12605 NR
256 256 NR2509 20250730 ... 12610 12665 NR
257 257 NR2510 20250730 ... 12635 12665 NR
258 258 NR2511 20250730 ... 12655 12665 NR
259 259 NR2512 20250730 ... 12710 12665 NR
260 260 NR2601 20250730 ... 12770 12750 NR
261 261 NR2602 20250730 ... 12815 12840 NR
262 262 NR2603 20250730 ... 12840 12665 NR
263 263 NR2604 20250730 ... 12870 12760 NR
264 264 NR2605 20250730 ... 12860 12790 NR
265 265 NR2606 20250730 ... 13020 13050 NR
266 266 NR2607 20250730 ... 12880 13020 NR
267 267 SP2508 20250730 ... 5344 5352 SP
268 268 SP2509 20250730 ... 5366 5384 SP
269 269 SP2510 20250730 ... 5338 5344 SP
270 270 SP2511 20250730 ... 5338 5352 SP
271 271 SP2512 20250730 ... 5318 5328 SP
272 272 SP2601 20250730 ... 5530 5528 SP
273 273 SP2602 20250730 ... 5460 5438 SP
274 274 SP2603 20250730 ... 5432 5430 SP
275 275 SP2604 20250730 ... 5402 5420 SP
276 276 SP2605 20250730 ... 5396 5402 SP
277 277 SP2606 20250730 ... 5420 5402 SP
278 278 SP2607 20250730 ... 5396 5414 SP
279 279 EC2508 20250730 ... 2135.6 2105.6 EC
280 280 EC2510 20250730 ... 1494.7 1475.4 EC
281 281 EC2512 20250730 ... 1755.4 1734.5 EC
282 282 EC2602 20250730 ... 1548.8 1522.7 EC
283 283 EC2604 20250730 ... 1379.8 1366.2 EC
284 284 EC2606 20250730 ... 1513.7 1501.8 EC
285 285 SC_TAS2509 20250730 ... SC_TAS
286 286 SC_TAS2510 20250730 ... SC_TAS
287 287 SC_TAS2511 20250730 ... SC_TAS
[288 rows x 13 columns]
2025-08-07 16:25:46,559 - future_1d - INFO - ak.get_shfe_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 IC2508 20250730 6298.000 ... 6266.200 6298.000 IC
1 IC2509 20250730 6261.000 ... 6209.800 6241.600 IC
2 IC2512 20250730 6105.000 ... 6073.800 6101.200 IC
3 IC2603 20250730 5975.800 ... 5947.800 5973.800 IC
4 IF2508 20250730 4141.800 ... 4140.000 4145.400 IF
5 IF2509 20250730 4131.400 ... 4130.200 4134.600 IF
6 IF2512 20250730 4102.000 ... 4097.800 4102.000 IF
7 IF2603 20250730 4074.000 ... 4066.200 4069.000 IF
8 IH2508 20250730 2809.600 ... 2817.400 2812.400 IH
9 IH2509 20250730 2812.000 ... 2817.600 2812.200 IH
10 IH2512 20250730 2812.800 ... 2817.600 2813.800 IH
11 IH2603 20250730 2811.600 ... 2818.000 2814.200 IH
12 IM2508 20250730 6707.200 ... 6665.800 6705.400 IM
13 IM2509 20250730 6640.000 ... 6596.200 6633.000 IM
14 IM2512 20250730 6453.000 ... 6412.200 6443.200 IM
15 IM2603 20250730 6289.000 ... 6243.600 6277.000 IM
16 T2509 20250730 108.200 ... 108.305 108.140 T
17 T2512 20250730 108.160 ... 108.245 108.120 T
18 T2603 20250730 108.170 ... 108.205 108.100 T
19 TF2509 20250730 105.600 ... 105.640 105.550 TF
20 TF2512 20250730 105.640 ... 105.685 105.610 TF
21 TF2603 20250730 105.685 ... 105.735 105.660 TF
22 TL2509 20250730 118.000 ... 118.440 117.890 TL
23 TL2512 20250730 117.620 ... 118.010 117.550 TL
24 TL2603 20250730 117.400 ... 117.700 117.320 TL
25 TS2509 20250730 102.310 ... 102.342 102.302 TS
26 TS2512 20250730 102.370 ... 102.388 102.372 TS
27 TS2603 20250730 102.462 ... 102.452 102.454 TS
[28 rows x 12 columns]
2025-08-07 16:25:46,932 - future_1d - INFO - ak.get_cffex_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 PS2508 20250730 51700.0 ... 53090.0 50080.0 PS
1 PS2509 20250730 51800.0 ... 53290.0 50250.0 PS
2 PS2510 20250730 52005.0 ... 53435.0 50390.0 PS
3 PS2511 20250730 51500.0 ... 53575.0 50350.0 PS
4 PS2512 20250730 54000.0 ... 55945.0 52625.0 PS
5 PS2601 20250730 54880.0 ... 55985.0 52410.0 PS
6 PS2602 20250730 54060.0 ... 56060.0 52050.0 PS
7 PS2603 20250730 54500.0 ... 56140.0 52370.0 PS
8 PS2604 20250730 54190.0 ... 56185.0 52520.0 PS
9 PS2605 20250730 54000.0 ... 56005.0 52415.0 PS
10 PS2606 20250730 55340.0 ... 57410.0 53795.0 PS
11 PS2607 20250730 56000.0 ... 57350.0 53835.0 PS
13 SI2508 20250730 9345.0 ... 9325.0 8995.0 SI
14 SI2509 20250730 9500.0 ... 9345.0 9085.0 SI
15 SI2510 20250730 9500.0 ... 9325.0 9050.0 SI
16 SI2511 20250730 9550.0 ... 9320.0 9005.0 SI
17 SI2512 20250730 9845.0 ... 9625.0 9270.0 SI
18 SI2601 20250730 9605.0 ... 9580.0 9265.0 SI
19 SI2602 20250730 9580.0 ... 9575.0 9265.0 SI
20 SI2603 20250730 9585.0 ... 9545.0 9200.0 SI
21 SI2604 20250730 9565.0 ... 9535.0 9235.0 SI
22 SI2605 20250730 9515.0 ... 9515.0 9185.0 SI
23 SI2606 20250730 9465.0 ... 9515.0 9165.0 SI
24 SI2607 20250730 9525.0 ... 9525.0 9180.0 SI
27 LC2508 20250730 71600.0 ... 71480.0 70040.0 LC
28 LC2509 20250730 72980.0 ... 71620.0 70300.0 LC
29 LC2510 20250730 72240.0 ... 71300.0 69900.0 LC
30 LC2511 20250730 72500.0 ... 71440.0 69800.0 LC
31 LC2512 20250730 72740.0 ... 71600.0 69960.0 LC
32 LC2601 20250730 73220.0 ... 71680.0 69980.0 LC
33 LC2602 20250730 72420.0 ... 71420.0 69740.0 LC
34 LC2603 20250730 71640.0 ... 71180.0 69400.0 LC
35 LC2604 20250730 71100.0 ... 71260.0 69740.0 LC
36 LC2605 20250730 72000.0 ... 71600.0 69820.0 LC
37 LC2606 20250730 71860.0 ... 71400.0 69400.0 LC
38 LC2607 20250730 72300.0 ... 71200.0 69480.0 LC
[36 rows x 12 columns]
2025-08-07 16:25:47,159 - future_1d - INFO - ak.get_gfex_daily('2025-07-30') done
2025-08-07 16:25:48,921 - future_1d - INFO - save future_daily 2025-07-30 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250731 7881.0 7910.0 ... 494783.30 7828.0 7919.0 AP
1 AP511 20250731 7713.0 7713.0 ... 3340.06 7643.0 7723.0 AP
2 AP512 20250731 7715.0 7720.0 ... 392.45 7695.0 7760.0 AP
3 AP601 20250731 7780.0 7819.0 ... 33435.86 7761.0 7818.0 AP
4 AP603 20250731 7683.0 7716.0 ... 138.33 7685.0 7742.0 AP
5 AP604 20250731 7708.0 7744.0 ... 23.19 7729.0 7773.0 AP
6 AP605 20250731 7779.0 7821.0 ... 639.36 7797.0 7845.0 AP
7 CF509 20250731 13750.0 13785.0 ... 1577539.87 13700.0 13825.0 CF
8 CF511 20250731 13800.0 13820.0 ... 135978.15 13755.0 13830.0 CF
9 CF601 20250731 13875.0 13915.0 ... 709029.24 13845.0 13925.0 CF
10 CF603 20250731 13855.0 13880.0 ... 1700.88 13830.0 13900.0 CF
11 CF605 20250731 13830.0 13860.0 ... 27244.11 13795.0 13870.0 CF
12 CF607 20250731 13840.0 13840.0 ... 234.72 13805.0 13885.0 CF
13 CJ509 20250731 9660.0 9775.0 ... 97772.06 9630.0 9655.0 CJ
14 CJ512 20250731 10665.0 10790.0 ... 10864.36 10575.0 10640.0 CJ
15 CJ601 20250731 10850.0 10965.0 ... 939202.46 10750.0 10785.0 CJ
16 CJ603 20250731 10935.0 11030.0 ... 21785.13 10785.0 10870.0 CJ
17 CJ605 20250731 11090.0 11180.0 ... 109664.74 10970.0 11015.0 CJ
18 CJ607 20250731 11260.0 11260.0 ... 2364.62 11100.0 11125.0 CJ
19 CY508 20250731 0.0 0.0 ... 0.00 20070.0 20165.0 CY
20 CY509 20250731 19875.0 19945.0 ... 98694.56 19825.0 19920.0 CY
21 CY510 20250731 0.0 0.0 ... 0.00 19935.0 20030.0 CY
22 CY511 20250731 0.0 0.0 ... 0.00 19800.0 19880.0 CY
23 CY512 20250731 19720.0 19780.0 ... 29.61 19740.0 19715.0 CY
24 CY601 20250731 19700.0 19895.0 ... 2506.46 19815.0 19820.0 CY
25 CY602 20250731 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250731 20080.0 20360.0 ... 20.22 20220.0 20330.0 CY
27 CY604 20250731 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250731 0.0 0.0 ... 0.00 20040.0 20105.0 CY
29 CY606 20250731 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250731 20280.0 20280.0 ... 10.14 20280.0 20260.0 CY
31 FG508 20250731 1169.0 1169.0 ... 3358.55 1134.0 1213.0 FG
32 FG509 20250731 1175.0 1178.0 ... 6501631.95 1146.0 1217.0 FG
33 FG510 20250731 1249.0 1252.0 ... 69893.63 1217.0 1284.0 FG
34 FG511 20250731 1245.0 1246.0 ... 96515.60 1208.0 1281.0 FG
35 FG512 20250731 1315.0 1319.0 ... 38181.69 1278.0 1353.0 FG
36 FG601 20250731 1309.0 1311.0 ... 3430530.21 1265.0 1346.0 FG
37 FG602 20250731 1364.0 1364.0 ... 5608.52 1317.0 1366.0 FG
38 FG603 20250731 1355.0 1355.0 ... 6608.37 1310.0 1365.0 FG
39 FG604 20250731 1394.0 1394.0 ... 2556.85 1343.0 1400.0 FG
40 FG605 20250731 1379.0 1383.0 ... 76892.71 1334.0 1404.0 FG
41 FG606 20250731 1392.0 1398.0 ... 3424.52 1351.0 1417.0 FG
42 FG607 20250731 1391.0 1392.0 ... 2795.92 1344.0 1408.0 FG
43 JR509 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250731 2379.0 2401.0 ... 732.24 2385.0 2382.0 MA
53 MA509 20250731 2410.0 2426.0 ... 1273646.26 2412.0 2432.0 MA
54 MA510 20250731 2444.0 2455.0 ... 48972.72 2442.0 2460.0 MA
55 MA511 20250731 2467.0 2476.0 ... 62414.11 2463.0 2483.0 MA
56 MA512 20250731 2495.0 2505.0 ... 18210.92 2494.0 2511.0 MA
57 MA601 20250731 2503.0 2514.0 ... 327429.68 2502.0 2522.0 MA
58 MA602 20250731 2503.0 2505.0 ... 57.34 2493.0 2517.0 MA
59 MA603 20250731 2488.0 2498.0 ... 134.28 2487.0 2510.0 MA
60 MA604 20250731 2475.0 2475.0 ... 17.29 2470.0 2491.0 MA
61 MA605 20250731 2444.0 2451.0 ... 12608.57 2442.0 2459.0 MA
62 MA606 20250731 2456.0 2461.0 ... 31.90 2454.0 2470.0 MA
63 MA607 20250731 2444.0 2450.0 ... 58.53 2439.0 2453.0 MA
64 OI509 20250731 9606.0 9612.0 ... 2493171.77 9547.0 9571.0 OI
65 OI511 20250731 9585.0 9608.0 ... 118028.14 9544.0 9560.0 OI
66 OI601 20250731 9548.0 9548.0 ... 729588.86 9481.0 9515.0 OI
67 OI603 20250731 9471.0 9480.0 ... 1655.52 9406.0 9446.0 OI
68 OI605 20250731 9391.0 9404.0 ... 6106.39 9351.0 9375.0 OI
69 OI607 20250731 9359.0 9361.0 ... 93.29 9329.0 9366.0 OI
70 PF508 20250731 6456.0 6478.0 ... 2558.42 6454.0 6500.0 PF
71 PF509 20250731 6502.0 6526.0 ... 313868.41 6494.0 6528.0 PF
72 PF510 20250731 6560.0 6596.0 ... 168830.14 6566.0 6584.0 PF
73 PF511 20250731 6564.0 6592.0 ... 59756.72 6562.0 6580.0 PF
74 PF512 20250731 6560.0 6580.0 ... 11502.37 6542.0 6560.0 PF
75 PF601 20250731 6554.0 6582.0 ... 5967.76 6536.0 6570.0 PF
76 PF602 20250731 0.0 0.0 ... 0.00 6538.0 6582.0 PF
77 PF603 20250731 6576.0 6576.0 ... 13.13 6566.0 6556.0 PF
78 PF604 20250731 6602.0 6604.0 ... 13.17 6588.0 6560.0 PF
79 PF605 20250731 6612.0 6612.0 ... 16.49 6596.0 6614.0 PF
80 PF606 20250731 6606.0 6606.0 ... 9.90 6598.0 6594.0 PF
81 PF607 20250731 6620.0 6626.0 ... 13.24 6622.0 6604.0 PF
82 PK510 20250731 8098.0 8128.0 ... 153761.37 8100.0 8114.0 PK
83 PK511 20250731 7974.0 7988.0 ... 83254.08 7966.0 7996.0 PK
84 PK512 20250731 7984.0 7998.0 ... 1205.40 7956.0 8010.0 PK
85 PK601 20250731 8006.0 8016.0 ... 19844.77 7968.0 8030.0 PK
86 PK603 20250731 8016.0 8016.0 ... 151.81 7990.0 8036.0 PK
87 PK604 20250731 8020.0 8020.0 ... 87.98 7998.0 8034.0 PK
88 PK605 20250731 8020.0 8020.0 ... 1506.39 7992.0 8034.0 PK
89 PL601 20250731 6574.0 6588.0 ... 30744.27 6561.0 6587.0 PL
90 PL602 20250731 6624.0 6641.0 ... 2675.54 6623.0 6641.0 PL
91 PL603 20250731 6580.0 6585.0 ... 223.49 6573.0 6570.0 PL
92 PL604 20250731 6607.0 6607.0 ... 39.57 6595.0 6602.0 PL
93 PL605 20250731 6524.0 6525.0 ... 65.16 6516.0 6516.0 PL
94 PL606 20250731 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250731 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250731 5978.0 6000.0 ... 971.88 5944.0 6006.0 PR
103 PR509 20250731 6006.0 6038.0 ... 312355.43 5996.0 6036.0 PR
104 PR510 20250731 6034.0 6052.0 ... 184981.50 6016.0 6050.0 PR
105 PR511 20250731 6032.0 6054.0 ... 28674.55 6024.0 6040.0 PR
106 PR512 20250731 6032.0 6044.0 ... 162.79 6030.0 6040.0 PR
107 PR601 20250731 6050.0 6054.0 ... 732.82 6032.0 6046.0 PR
108 PR602 20250731 6058.0 6058.0 ... 54.49 6054.0 6052.0 PR
109 PR603 20250731 0.0 0.0 ... 0.00 6044.0 6044.0 PR
110 PR604 20250731 6048.0 6050.0 ... 63.46 6044.0 6090.0 PR
111 PR605 20250731 6090.0 6094.0 ... 81.73 6054.0 6084.0 PR
112 PR606 20250731 6086.0 6090.0 ... 27.36 6080.0 6068.0 PR
113 PR607 20250731 6066.0 6066.0 ... 9.10 6066.0 6056.0 PR
114 PX508 20250731 6926.0 7480.0 ... 129.11 6980.0 6934.0 PX
115 PX509 20250731 6988.0 7032.0 ... 557468.75 6980.0 6990.0 PX
116 PX510 20250731 6968.0 6998.0 ... 68392.48 6944.0 6966.0 PX
117 PX511 20250731 6920.0 6954.0 ... 94047.24 6920.0 6924.0 PX
118 PX512 20250731 6920.0 6946.0 ... 40864.05 6916.0 6914.0 PX
119 PX601 20250731 6888.0 6924.0 ... 131547.47 6888.0 6890.0 PX
120 PX602 20250731 6900.0 6902.0 ... 24.12 6892.0 6858.0 PX
121 PX603 20250731 0.0 0.0 ... 0.00 6846.0 6846.0 PX
122 PX604 20250731 0.0 0.0 ... 0.00 6832.0 6832.0 PX
123 PX605 20250731 6878.0 6882.0 ... 698.14 6846.0 6848.0 PX
124 PX606 20250731 6846.0 6846.0 ... 3.42 6846.0 6852.0 PX
125 PX607 20250731 6872.0 6880.0 ... 23.98 6852.0 6862.0 PX
126 RI509 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250731 2731.0 2757.0 ... 2849.41 2719.0 2685.0 RM
133 RM509 20250731 2730.0 2756.0 ... 1308851.83 2721.0 2703.0 RM
134 RM511 20250731 2568.0 2583.0 ... 16036.48 2559.0 2546.0 RM
135 RM601 20250731 2424.0 2446.0 ... 328863.28 2419.0 2409.0 RM
136 RM603 20250731 2405.0 2417.0 ... 18858.62 2396.0 2393.0 RM
137 RM605 20250731 2380.0 2388.0 ... 56609.43 2377.0 2380.0 RM
138 RM607 20250731 2359.0 2370.0 ... 3737.36 2362.0 2365.0 RM
139 RS508 20250731 0.0 0.0 ... 0.00 5049.0 5076.0 RS
140 RS509 20250731 5139.0 5148.0 ... 143.36 5120.0 5159.0 RS
141 RS511 20250731 5233.0 5303.0 ... 178.66 5255.0 5285.0 RS
142 RS607 20250731 5249.0 5311.0 ... 210.51 5263.0 5291.0 RS
143 SA508 20250731 1286.0 1286.0 ... 4012.20 1255.0 1321.0 SA
144 SA509 20250731 1296.0 1297.0 ... 5043528.84 1269.0 1333.0 SA
145 SA510 20250731 1337.0 1337.0 ... 235095.31 1308.0 1374.0 SA
146 SA511 20250731 1347.0 1347.0 ... 325339.79 1318.0 1384.0 SA
147 SA512 20250731 1385.0 1385.0 ... 122683.79 1347.0 1423.0 SA
148 SA601 20250731 1380.0 1385.0 ... 3591496.14 1349.0 1425.0 SA
149 SA602 20250731 1390.0 1394.0 ... 12530.59 1359.0 1426.0 SA
150 SA603 20250731 1395.0 1400.0 ... 17945.55 1360.0 1433.0 SA
151 SA604 20250731 1433.0 1438.0 ... 5850.07 1398.0 1468.0 SA
152 SA605 20250731 1443.0 1445.0 ... 148631.14 1402.0 1473.0 SA
153 SA606 20250731 1434.0 1446.0 ... 4926.13 1406.0 1474.0 SA
154 SA607 20250731 1445.0 1445.0 ... 4226.33 1400.0 1459.0 SA
155 SF508 20250731 5878.0 5878.0 ... 1347.25 5722.0 6076.0 SF
156 SF509 20250731 5948.0 5948.0 ... 1411518.40 5786.0 6100.0 SF
157 SF510 20250731 5930.0 5932.0 ... 120870.58 5774.0 6082.0 SF
158 SF511 20250731 6102.0 6104.0 ... 314857.63 5950.0 6248.0 SF
159 SF512 20250731 6132.0 6132.0 ... 30133.41 5930.0 6246.0 SF
160 SF601 20250731 6072.0 6084.0 ... 159009.54 5926.0 6228.0 SF
161 SF602 20250731 6086.0 6086.0 ... 2018.61 5878.0 6172.0 SF
162 SF603 20250731 6196.0 6196.0 ... 518.77 6032.0 6256.0 SF
163 SF604 20250731 6176.0 6176.0 ... 148.51 5940.0 6230.0 SF
164 SF605 20250731 6140.0 6140.0 ... 2417.53 5962.0 6262.0 SF
165 SF606 20250731 6000.0 6016.0 ... 555.58 5880.0 6192.0 SF
166 SF607 20250731 6108.0 6132.0 ... 244.17 6030.0 6266.0 SF
167 SH508 20250731 2500.0 2500.0 ... 2904.62 2476.0 2513.0 SH
168 SH509 20250731 2597.0 2607.0 ... 2851007.56 2572.0 2622.0 SH
169 SH510 20250731 2656.0 2671.0 ... 254028.21 2639.0 2676.0 SH
170 SH511 20250731 2643.0 2654.0 ... 209624.60 2626.0 2658.0 SH
171 SH512 20250731 2660.0 2666.0 ... 49158.00 2639.0 2670.0 SH
172 SH601 20250731 2642.0 2656.0 ... 503691.43 2625.0 2663.0 SH
173 SH602 20250731 2660.0 2672.0 ... 1632.71 2642.0 2689.0 SH
174 SH603 20250731 2666.0 2677.0 ... 922.61 2651.0 2693.0 SH
175 SH604 20250731 2698.0 2701.0 ... 741.38 2686.0 2721.0 SH
176 SH605 20250731 2710.0 2720.0 ... 10341.78 2695.0 2727.0 SH
177 SH606 20250731 2705.0 2717.0 ... 405.06 2700.0 2738.0 SH
178 SH607 20250731 2688.0 2700.0 ... 120.53 2678.0 2697.0 SH
179 SM508 20250731 6092.0 6092.0 ... 1676.01 6008.0 6206.0 SM
180 SM509 20250731 6054.0 6102.0 ... 1605066.76 5988.0 6222.0 SM
181 SM510 20250731 6072.0 6108.0 ... 83318.12 5994.0 6222.0 SM
182 SM511 20250731 6134.0 6178.0 ... 149084.30 6066.0 6294.0 SM
183 SM512 20250731 6150.0 6184.0 ... 30423.45 6070.0 6302.0 SM
184 SM601 20250731 6122.0 6182.0 ... 472379.44 6072.0 6302.0 SM
185 SM602 20250731 6214.0 6214.0 ... 1413.12 6066.0 6300.0 SM
186 SM603 20250731 6212.0 6212.0 ... 1643.64 6100.0 6314.0 SM
187 SM604 20250731 6162.0 6198.0 ... 551.49 6094.0 6328.0 SM
188 SM605 20250731 6164.0 6214.0 ... 9249.11 6106.0 6326.0 SM
189 SM606 20250731 6176.0 6176.0 ... 103.67 6098.0 6328.0 SM
190 SM607 20250731 6200.0 6202.0 ... 101.02 6124.0 6306.0 SM
191 SR509 20250731 5800.0 5822.0 ... 867731.91 5801.0 5839.0 SR
192 SR511 20250731 5695.0 5716.0 ... 95466.26 5691.0 5751.0 SR
193 SR601 20250731 5666.0 5686.0 ... 363582.91 5661.0 5709.0 SR
194 SR603 20250731 5636.0 5657.0 ... 4654.44 5635.0 5676.0 SR
195 SR605 20250731 5620.0 5636.0 ... 23956.18 5617.0 5650.0 SR
196 SR607 20250731 5616.0 5632.0 ... 1341.73 5614.0 5636.0 SR
197 TA508 20250731 4846.0 4864.0 ... 15024.94 4830.0 4846.0 TA
198 TA509 20250731 4864.0 4880.0 ... 1876771.09 4842.0 4870.0 TA
199 TA510 20250731 4876.0 4884.0 ... 76707.40 4846.0 4872.0 TA
200 TA511 20250731 4870.0 4878.0 ... 48589.55 4850.0 4858.0 TA
201 TA512 20250731 4864.0 4876.0 ... 16889.14 4854.0 4858.0 TA
202 TA601 20250731 4862.0 4880.0 ... 643821.84 4858.0 4868.0 TA
203 TA602 20250731 4872.0 4876.0 ... 36.36 4848.0 4862.0 TA
204 TA603 20250731 4878.0 4878.0 ... 46.14 4858.0 4866.0 TA
205 TA604 20250731 4854.0 4854.0 ... 4.85 4854.0 4882.0 TA
206 TA605 20250731 4876.0 4892.0 ... 8441.39 4870.0 4884.0 TA
207 TA606 20250731 4888.0 4888.0 ... 9.74 4872.0 4886.0 TA
208 TA607 20250731 4872.0 4872.0 ... 9.74 4870.0 4882.0 TA
209 UR508 20250731 1745.0 1745.0 ... 2860.61 1717.0 1745.0 UR
210 UR509 20250731 1739.0 1739.0 ... 466724.56 1722.0 1749.0 UR
211 UR510 20250731 1747.0 1747.0 ... 16760.08 1728.0 1752.0 UR
212 UR511 20250731 1769.0 1770.0 ... 15484.20 1759.0 1780.0 UR
213 UR512 20250731 1763.0 1765.0 ... 1308.83 1759.0 1774.0 UR
214 UR601 20250731 1765.0 1765.0 ... 173741.75 1749.0 1777.0 UR
215 UR602 20250731 1758.0 1760.0 ... 721.37 1742.0 1768.0 UR
216 UR603 20250731 1791.0 1792.0 ... 330.36 1776.0 1801.0 UR
217 UR604 20250731 1795.0 1795.0 ... 131.96 1783.0 1801.0 UR
218 UR605 20250731 1797.0 1798.0 ... 6937.58 1783.0 1806.0 UR
219 UR606 20250731 1792.0 1793.0 ... 209.81 1778.0 1801.0 UR
220 UR607 20250731 1800.0 1800.0 ... 200.37 1789.0 1805.0 UR
221 WH509 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:25:55,112 - future_1d - INFO - ak.get_czce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 a2509 20250731 4146.0 ... 4137.00 4152.00 A
1 a2511 20250731 4143.0 ... 4124.00 4138.00 A
2 a2601 20250731 4126.0 ... 4112.00 4125.00 A
3 a2603 20250731 4115.0 ... 4103.00 4116.00 A
4 a2605 20250731 4150.0 ... 4139.00 4149.00 A
5 a2607 20250731 4151.0 ... 4143.00 4149.00 A
6 b2508 20250731 3560.0 ... 3559.00 3550.00 B
7 b2509 20250731 3666.0 ... 3663.00 3663.00 B
8 b2510 20250731 3707.0 ... 3705.00 3701.00 B
9 b2511 20250731 3732.0 ... 3725.00 3726.00 B
10 b2512 20250731 3755.0 ... 3751.00 3751.00 B
11 b2601 20250731 3740.0 ... 3734.00 3740.00 B
12 b2602 20250731 3710.0 ... 3699.00 3707.00 B
13 b2603 20250731 3624.0 ... 3619.00 3623.00 B
14 b2604 20250731 3514.0 ... 3501.00 3515.00 B
15 b2605 20250731 3440.0 ... 3434.00 3444.00 B
16 b2606 20250731 3422.0 ... 3415.00 3427.00 B
17 b2607 20250731 3423.0 ... 3417.00 3423.00 B
18 bb2509 20250731 139.0 ... 140.70 144.50 BB
19 bb2511 20250731 148.8 ... 148.85 150.25 BB
20 bb2601 20250731 148.6 ... 148.35 149.60 BB
21 bb2603 20250731 0.0 ... 140.70 141.85 BB
22 bb2605 20250731 0.0 ... 140.75 141.90 BB
23 bb2607 20250731 0.0 ... 140.75 141.90 BB
24 bz2603 20250731 6310.0 ... 6313.00 6304.00 BZ
25 bz2604 20250731 6277.0 ... 6275.00 6252.00 BZ
26 bz2605 20250731 6289.0 ... 6295.00 6261.00 BZ
27 bz2606 20250731 0.0 ... 6258.00 6258.00 BZ
28 bz2607 20250731 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250731 2312.0 ... 2304.00 2310.00 C
30 c2511 20250731 2240.0 ... 2234.00 2242.00 C
31 c2601 20250731 2220.0 ... 2212.00 2218.00 C
32 c2603 20250731 2217.0 ... 2213.00 2217.00 C
33 c2605 20250731 2262.0 ... 2260.00 2264.00 C
34 c2607 20250731 2279.0 ... 2277.00 2279.00 C
35 cs2509 20250731 2685.0 ... 2676.00 2677.00 CS
36 cs2511 20250731 2589.0 ... 2579.00 2590.00 CS
37 cs2601 20250731 2596.0 ... 2589.00 2598.00 CS
38 cs2603 20250731 2594.0 ... 2584.00 2594.00 CS
39 cs2605 20250731 2638.0 ... 2628.00 2636.00 CS
40 cs2607 20250731 2644.0 ... 2636.00 2653.00 CS
41 eb2508 20250731 7336.0 ... 7328.00 7365.00 EB
42 eb2509 20250731 7384.0 ... 7373.00 7404.00 EB
43 eb2510 20250731 7419.0 ... 7402.00 7427.00 EB
44 eb2511 20250731 7422.0 ... 7416.00 7433.00 EB
45 eb2512 20250731 7429.0 ... 7441.00 7447.00 EB
46 eb2601 20250731 7450.0 ... 7445.00 7471.00 EB
47 eb2602 20250731 7452.0 ... 7433.00 7466.00 EB
48 eb2603 20250731 7446.0 ... 7426.00 7452.00 EB
49 eb2604 20250731 7455.0 ... 7464.00 7450.00 EB
50 eb2605 20250731 7468.0 ... 7484.00 7468.00 EB
51 eb2606 20250731 7504.0 ... 7499.00 7473.00 EB
52 eb2607 20250731 7528.0 ... 7483.00 7481.00 EB
53 eg2508 20250731 4387.0 ... 4407.00 4420.00 EG
54 eg2509 20250731 4440.0 ... 4432.00 4465.00 EG
55 eg2510 20250731 4449.0 ... 4431.00 4467.00 EG
56 eg2511 20250731 4464.0 ... 4447.00 4484.00 EG
57 eg2512 20250731 4475.0 ... 4454.00 4491.00 EG
58 eg2601 20250731 4480.0 ... 4459.00 4495.00 EG
59 eg2602 20250731 4458.0 ... 4458.00 4501.00 EG
60 eg2603 20250731 4469.0 ... 4453.00 4501.00 EG
61 eg2604 20250731 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250731 4492.0 ... 4463.00 4519.00 EG
63 eg2606 20250731 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250731 4514.0 ... 4514.00 4561.00 EG
65 fb2508 20250731 1330.0 ... 1370.50 1395.00 FB
66 fb2509 20250731 1280.0 ... 1282.00 1282.50 FB
67 fb2510 20250731 1307.0 ... 1312.00 1311.50 FB
68 fb2511 20250731 1309.0 ... 1311.50 1312.00 FB
69 fb2512 20250731 1310.5 ... 1313.50 1314.50 FB
70 fb2601 20250731 1317.5 ... 1318.00 1318.00 FB
71 fb2602 20250731 0.0 ... 1305.50 1305.50 FB
72 fb2603 20250731 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250731 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250731 0.0 ... 1338.00 1338.00 FB
75 fb2606 20250731 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250731 0.0 ... 1302.50 1302.50 FB
77 i2508 20250731 790.5 ... 788.50 800.50 I
78 i2509 20250731 792.5 ... 784.50 798.00 I
79 i2510 20250731 785.5 ... 781.00 795.00 I
80 i2511 20250731 779.0 ... 774.00 788.00 I
81 i2512 20250731 774.0 ... 769.00 782.50 I
82 i2601 20250731 766.0 ... 760.50 774.00 I
83 i2602 20250731 765.5 ... 756.00 769.00 I
84 i2603 20250731 757.0 ... 753.00 765.00 I
85 i2604 20250731 753.5 ... 747.00 762.50 I
86 i2605 20250731 745.0 ... 738.50 753.00 I
87 i2606 20250731 740.5 ... 734.00 748.50 I
88 i2607 20250731 735.0 ... 730.00 743.00 I
89 j2508 20250731 1583.5 ... 1598.00 1557.00 J
90 j2509 20250731 1679.5 ... 1634.00 1684.00 J
91 j2510 20250731 1694.5 ... 1637.00 1695.00 J
92 j2511 20250731 1713.5 ... 1665.00 1721.00 J
93 j2512 20250731 1698.0 ... 1672.50 1735.50 J
94 j2601 20250731 1751.0 ... 1693.00 1743.50 J
95 j2602 20250731 0.0 ... 1723.00 1739.00 J
96 j2603 20250731 0.0 ... 1736.00 1736.00 J
97 j2604 20250731 1775.5 ... 1731.50 1786.50 J
98 j2605 20250731 1786.0 ... 1756.00 1794.50 J
99 j2606 20250731 1814.5 ... 1749.00 1818.50 J
100 j2607 20250731 1795.5 ... 1799.00 1846.50 J
101 jd2508 20250731 3258.0 ... 3236.00 3304.00 JD
102 jd2509 20250731 3564.0 ... 3529.00 3574.00 JD
103 jd2510 20250731 3353.0 ... 3312.00 3364.00 JD
104 jd2511 20250731 3390.0 ... 3363.00 3399.00 JD
105 jd2512 20250731 3539.0 ... 3523.00 3541.00 JD
106 jd2601 20250731 3645.0 ... 3621.00 3638.00 JD
107 jd2602 20250731 3206.0 ... 3196.00 3209.00 JD
108 jd2603 20250731 3206.0 ... 3193.00 3213.00 JD
109 jd2604 20250731 3361.0 ... 3333.00 3370.00 JD
110 jd2605 20250731 3481.0 ... 3458.00 3479.00 JD
111 jd2606 20250731 3300.0 ... 3288.00 3300.00 JD
112 jd2607 20250731 3506.0 ... 3499.00 3513.00 JD
113 jm2508 20250731 933.0 ... 917.00 971.00 JM
114 jm2509 20250731 1100.5 ... 1081.00 1136.00 JM
115 jm2510 20250731 1156.0 ... 1120.00 1158.00 JM
116 jm2511 20250731 1169.0 ... 1134.00 1177.00 JM
117 jm2512 20250731 1198.0 ... 1151.50 1199.00 JM
118 jm2601 20250731 1213.0 ... 1179.00 1233.50 JM
119 jm2602 20250731 1244.0 ... 1198.00 1242.50 JM
120 jm2603 20250731 1221.5 ... 1200.00 1247.50 JM
121 jm2604 20250731 1259.5 ... 1210.00 1250.50 JM
122 jm2605 20250731 1255.5 ... 1212.50 1264.50 JM
123 jm2606 20250731 1238.0 ... 1213.50 1259.00 JM
124 jm2607 20250731 1266.0 ... 1220.50 1275.00 JM
125 l2508 20250731 7361.0 ... 7329.00 7361.00 L
126 l2509 20250731 7390.0 ... 7369.00 7402.00 L
127 l2510 20250731 7416.0 ... 7394.00 7429.00 L
128 l2511 20250731 7438.0 ... 7413.00 7446.00 L
129 l2512 20250731 7450.0 ... 7428.00 7455.00 L
130 l2601 20250731 7453.0 ... 7422.00 7455.00 L
131 l2602 20250731 7412.0 ... 7430.00 7448.00 L
132 l2603 20250731 7407.0 ... 7394.00 7440.00 L
133 l2604 20250731 7429.0 ... 7429.00 7459.00 L
134 l2605 20250731 7420.0 ... 7407.00 7441.00 L
135 l2606 20250731 0.0 ... 7428.00 7429.00 L
136 l2607 20250731 7426.0 ... 7426.00 7448.00 L
137 lg2509 20250731 824.0 ... 824.00 829.00 LG
138 lg2511 20250731 834.0 ... 832.50 832.00 LG
139 lg2601 20250731 826.0 ... 830.00 833.00 LG
140 lg2603 20250731 826.0 ... 828.50 831.50 LG
141 lg2605 20250731 829.0 ... 834.00 837.50 LG
142 lg2607 20250731 833.0 ... 833.00 841.50 LG
143 lh2509 20250731 14100.0 ... 14125.00 14120.00 LH
144 lh2511 20250731 14110.0 ... 13995.00 14140.00 LH
145 lh2601 20250731 14405.0 ... 14240.00 14415.00 LH
146 lh2603 20250731 13455.0 ... 13350.00 13525.00 LH
147 lh2605 20250731 13980.0 ... 13785.00 14025.00 LH
148 lh2607 20250731 14600.0 ... 14500.00 14625.00 LH
149 m2508 20250731 3010.0 ... 2996.00 2991.00 M
150 m2509 20250731 3007.0 ... 3006.00 3001.00 M
151 m2511 20250731 3045.0 ... 3044.00 3038.00 M
152 m2512 20250731 3077.0 ... 3073.00 3068.00 M
153 m2601 20250731 3045.0 ... 3041.00 3041.00 M
154 m2603 20250731 2918.0 ... 2914.00 2917.00 M
155 m2605 20250731 2743.0 ... 2737.00 2743.00 M
156 m2607 20250731 2727.0 ... 2719.00 2727.00 M
157 p2508 20250731 8894.0 ... 8808.00 8878.00 P
158 p2509 20250731 8962.0 ... 8912.00 8972.00 P
159 p2510 20250731 8962.0 ... 8920.00 8982.00 P
160 p2511 20250731 8962.0 ... 8920.00 8986.00 P
161 p2512 20250731 8958.0 ... 8914.00 8988.00 P
162 p2601 20250731 8960.0 ... 8930.00 8992.00 P
163 p2602 20250731 8938.0 ... 8908.00 8952.00 P
164 p2603 20250731 8872.0 ... 8866.00 8898.00 P
165 p2604 20250731 8818.0 ... 8828.00 8848.00 P
166 p2605 20250731 8764.0 ... 8750.00 8796.00 P
167 p2606 20250731 8686.0 ... 8702.00 8706.00 P
168 p2607 20250731 8648.0 ... 8636.00 8654.00 P
169 pg2508 20250731 4054.0 ... 4030.00 4044.00 PG
170 pg2509 20250731 4056.0 ... 4056.00 4045.00 PG
171 pg2510 20250731 4469.0 ... 4481.00 4453.00 PG
172 pg2511 20250731 4411.0 ... 4425.00 4392.00 PG
173 pg2512 20250731 4352.0 ... 4366.00 4335.00 PG
174 pg2601 20250731 4288.0 ... 4302.00 4274.00 PG
175 pg2602 20250731 4206.0 ... 4215.00 4187.00 PG
176 pg2603 20250731 4123.0 ... 4134.00 4102.00 PG
177 pg2604 20250731 4419.0 ... 4392.00 4392.00 PG
178 pg2605 20250731 4349.0 ... 4337.00 4301.00 PG
179 pg2606 20250731 4236.0 ... 4270.00 4233.00 PG
180 pg2607 20250731 4254.0 ... 4254.00 4265.00 PG
181 pp2508 20250731 7106.0 ... 7100.00 7120.00 PP
182 pp2509 20250731 7163.0 ... 7138.00 7165.00 PP
183 pp2510 20250731 7145.0 ... 7137.00 7160.00 PP
184 pp2511 20250731 7156.0 ... 7146.00 7166.00 PP
185 pp2512 20250731 7167.0 ... 7155.00 7174.00 PP
186 pp2601 20250731 7167.0 ... 7157.00 7183.00 PP
187 pp2602 20250731 7124.0 ... 7122.00 7157.00 PP
188 pp2603 20250731 7118.0 ... 7119.00 7157.00 PP
189 pp2604 20250731 7128.0 ... 7165.00 7167.00 PP
190 pp2605 20250731 7166.0 ... 7149.00 7170.00 PP
191 pp2606 20250731 7130.0 ... 7125.00 7144.00 PP
192 pp2607 20250731 7131.0 ... 7131.00 7190.00 PP
193 rr2508 20250731 3552.0 ... 3562.00 3566.00 RR
194 rr2509 20250731 3617.0 ... 3615.00 3619.00 RR
195 rr2510 20250731 3634.0 ... 3632.00 3633.00 RR
196 rr2511 20250731 3631.0 ... 3628.00 3622.00 RR
197 rr2512 20250731 3636.0 ... 3629.00 3633.00 RR
198 rr2601 20250731 3644.0 ... 3640.00 3618.00 RR
199 rr2602 20250731 3641.0 ... 3638.00 3632.00 RR
200 rr2603 20250731 3644.0 ... 3638.00 3634.00 RR
201 rr2604 20250731 3642.0 ... 3640.00 3635.00 RR
202 rr2605 20250731 3634.0 ... 3636.00 3632.00 RR
203 rr2606 20250731 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250731 3642.0 ... 3633.00 3629.00 RR
205 v2508 20250731 5106.0 ... 5065.00 5164.00 V
206 v2509 20250731 5145.0 ... 5100.00 5215.00 V
207 v2510 20250731 5190.0 ... 5134.00 5251.00 V
208 v2511 20250731 5210.0 ... 5149.00 5290.00 V
209 v2512 20250731 5250.0 ... 5186.00 5323.00 V
210 v2601 20250731 5276.0 ... 5231.00 5350.00 V
211 v2602 20250731 5299.0 ... 5242.00 5372.00 V
212 v2603 20250731 5309.0 ... 5263.00 5405.00 V
213 v2604 20250731 5527.0 ... 5481.00 5611.00 V
214 v2605 20250731 5556.0 ... 5510.00 5605.00 V
215 v2606 20250731 5565.0 ... 5530.00 5635.00 V
216 v2607 20250731 5588.0 ... 5538.00 5650.00 V
217 y2508 20250731 8266.0 ... 8240.00 8266.00 Y
218 y2509 20250731 8220.0 ... 8206.00 8244.00 Y
219 y2511 20250731 8216.0 ... 8202.00 8242.00 Y
220 y2512 20250731 8214.0 ... 8204.00 8248.00 Y
221 y2601 20250731 8178.0 ... 8164.00 8202.00 Y
222 y2603 20250731 8054.0 ... 8052.00 8070.00 Y
223 y2605 20250731 7812.0 ... 7812.00 7838.00 Y
224 y2607 20250731 7778.0 ... 7782.00 7802.00 Y
[225 rows x 12 columns]
2025-08-07 16:25:55,684 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 SC2508 20250731 523 ... 526.6 531 SC
1 SC2509 20250731 529.7 ... 532 523.8 SC
2 SC2510 20250731 523.1 ... 525.3 518.5 SC
3 SC2511 20250731 519.3 ... 522 515.1 SC
4 SC2512 20250731 515.5 ... 518.2 512.2 SC
5 SC2601 20250731 513.8 ... 515.2 509.3 SC
6 SC2602 20250731 509.7 ... 511.7 507.2 SC
7 SC2603 20250731 507.7 ... 509.1 505.9 SC
8 SC2604 20250731 506.7 ... 506.3 504.5 SC
9 SC2605 20250731 505 ... 504.4 500 SC
10 SC2606 20250731 502 ... 503.2 498 SC
11 SC2607 20250731 ... 497.1 496.5 SC
12 SC2609 20250731 496.7 ... 496.3 490.3 SC
13 SC2612 20250731 493.1 ... 493.1 487.7 SC
14 SC2703 20250731 ... 486.9 486.9 SC
15 SC2706 20250731 485 ... 485.4 484.2 SC
16 SC2709 20250731 483.3 ... 483.3 486 SC
17 SC2712 20250731 483.1 ... 483.1 481.5 SC
18 SC2803 20250731 482.2 ... 482.2 479.3 SC
19 SC2806 20250731 476.4 ... 478.3 472.3 SC
21 LU2508 20250731 3200 ... 3496 3481 LU
22 LU2509 20250731 3693 ... 3672 3675 LU
23 LU2510 20250731 3704 ... 3697 3690 LU
24 LU2511 20250731 3700 ... 3699 3680 LU
25 LU2512 20250731 3681 ... 3677 3661 LU
26 LU2601 20250731 3643 ... 3642 3616 LU
27 LU2602 20250731 3630 ... 3625 3602 LU
28 LU2603 20250731 3623 ... 3622 3607 LU
29 LU2604 20250731 3594 ... 3604 3591 LU
30 LU2605 20250731 3610 ... 3607 3575 LU
31 LU2606 20250731 3563 ... 3572 3554 LU
32 LU2607 20250731 3575 ... 3573 3560 LU
34 NR2508 20250731 12465 ... 12320 12540 NR
35 NR2509 20250731 12575 ... 12365 12610 NR
36 NR2510 20250731 12610 ... 12395 12635 NR
37 NR2511 20250731 12590 ... 12445 12655 NR
38 NR2512 20250731 12660 ... 12465 12710 NR
39 NR2601 20250731 12720 ... 12490 12770 NR
40 NR2602 20250731 12730 ... 12590 12815 NR
41 NR2603 20250731 12745 ... 12650 12840 NR
42 NR2604 20250731 12755 ... 12640 12870 NR
43 NR2605 20250731 12780 ... 12585 12860 NR
44 NR2606 20250731 12670 ... 12630 13020 NR
45 NR2607 20250731 12550 ... 12550 12880 NR
47 BC2508 20250731 69650 ... 69490 70080 BC
48 BC2509 20250731 69830 ... 69640 70230 BC
49 BC2510 20250731 69910 ... 69630 70310 BC
50 BC2511 20250731 69200 ... 69240 69850 BC
51 BC2512 20250731 70160 ... 69700 70400 BC
52 BC2601 20250731 ... 70020 70020 BC
53 BC2602 20250731 ... 70000 70000 BC
54 BC2603 20250731 ... 70000 70000 BC
55 BC2604 20250731 ... 70000 70000 BC
56 BC2605 20250731 ... 70000 70000 BC
57 BC2606 20250731 ... 69340 69340 BC
58 BC2607 20250731 ... 68670 68670 BC
60 EC2508 20250731 2139 ... 2123.5 2135.6 EC
61 EC2510 20250731 1450 ... 1428.2 1494.7 EC
62 EC2512 20250731 1720 ... 1700.9 1755.4 EC
63 EC2602 20250731 1530 ... 1496.3 1548.8 EC
64 EC2604 20250731 1375.5 ... 1340.3 1379.8 EC
65 EC2606 20250731 1500 ... 1475.5 1513.7 EC
69 SC_TAS2509 20250731 ... SC_TAS
70 SC_TAS2510 20250731 ... SC_TAS
71 SC_TAS2511 20250731 ... SC_TAS
[65 rows x 12 columns]
2025-08-07 16:25:55,760 - future_1d - INFO - ak.get_ine_daily('2025-07-31') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250731 ... 78430 79060 CU
1 1 CU2509 20250731 ... 78440 79070 CU
2 2 CU2510 20250731 ... 78420 79090 CU
3 3 CU2511 20250731 ... 78420 79040 CU
4 4 CU2512 20250731 ... 78340 78980 CU
5 5 CU2601 20250731 ... 78280 78940 CU
6 6 CU2602 20250731 ... 78270 78910 CU
7 7 CU2603 20250731 ... 78260 78910 CU
8 8 CU2604 20250731 ... 78330 78950 CU
9 9 CU2605 20250731 ... 78350 78960 CU
10 10 CU2606 20250731 ... 78300 78930 CU
11 11 CU2607 20250731 ... 78330 79000 CU
12 12 BC2508 20250731 ... 69490 70080 BC
13 13 BC2509 20250731 ... 69640 70230 BC
14 14 BC2510 20250731 ... 69630 70310 BC
15 15 BC2511 20250731 ... 69240 69850 BC
16 16 BC2512 20250731 ... 69700 70400 BC
17 17 BC2601 20250731 ... 70020 70020 BC
18 18 BC2602 20250731 ... 70000 70000 BC
19 19 BC2603 20250731 ... 70000 70000 BC
20 20 BC2604 20250731 ... 70000 70000 BC
21 21 BC2605 20250731 ... 70000 70000 BC
22 22 BC2606 20250731 ... 69340 69340 BC
23 23 BC2607 20250731 ... 68670 68670 BC
24 24 AL2508 20250731 ... 20625 20650 AL
25 25 AL2509 20250731 ... 20570 20620 AL
26 26 AL2510 20250731 ... 20550 20600 AL
27 27 AL2511 20250731 ... 20505 20555 AL
28 28 AL2512 20250731 ... 20460 20500 AL
29 29 AL2601 20250731 ... 20420 20475 AL
30 30 AL2602 20250731 ... 20435 20480 AL
31 31 AL2603 20250731 ... 20430 20495 AL
32 32 AL2604 20250731 ... 20450 20520 AL
33 33 AL2605 20250731 ... 20485 20530 AL
34 34 AL2606 20250731 ... 20490 20550 AL
35 35 AL2607 20250731 ... 20460 20570 AL
36 36 ZN2508 20250731 ... 22365 22650 ZN
37 37 ZN2509 20250731 ... 22440 22690 ZN
38 38 ZN2510 20250731 ... 22440 22715 ZN
39 39 ZN2511 20250731 ... 22435 22725 ZN
40 40 ZN2512 20250731 ... 22385 22685 ZN
41 41 ZN2601 20250731 ... 22370 22655 ZN
42 42 ZN2602 20250731 ... 22380 22645 ZN
43 43 ZN2603 20250731 ... 22390 22695 ZN
44 44 ZN2604 20250731 ... 22425 22665 ZN
45 45 ZN2605 20250731 ... 22455 22660 ZN
46 46 ZN2606 20250731 ... 22425 22665 ZN
47 47 ZN2607 20250731 ... 22405 22660 ZN
48 48 PB2508 20250731 ... 16785 16860 PB
49 49 PB2509 20250731 ... 16810 16880 PB
50 50 PB2510 20250731 ... 16815 16900 PB
51 51 PB2511 20250731 ... 16815 16925 PB
52 52 PB2512 20250731 ... 16840 16945 PB
53 53 PB2601 20250731 ... 16865 16970 PB
54 54 PB2602 20250731 ... 16885 17070 PB
55 55 PB2603 20250731 ... 16895 17055 PB
56 56 PB2604 20250731 ... 16950 17095 PB
57 57 PB2605 20250731 ... 16990 17090 PB
58 58 PB2606 20250731 ... 17100 17100 PB
59 59 PB2607 20250731 ... 16995 17090 PB
60 60 NI2508 20250731 ... 120130 121710 NI
61 61 NI2509 20250731 ... 120480 122020 NI
62 62 NI2510 20250731 ... 120610 122110 NI
63 63 NI2511 20250731 ... 120770 122350 NI
64 64 NI2512 20250731 ... 121030 122490 NI
65 65 NI2601 20250731 ... 121280 122800 NI
66 66 NI2602 20250731 ... 121610 122960 NI
67 67 NI2603 20250731 ... 121740 123030 NI
68 68 NI2604 20250731 ... 121690 123260 NI
69 69 NI2605 20250731 ... 122180 123690 NI
70 70 NI2606 20250731 ... 122360 123560 NI
71 71 NI2607 20250731 ... 122640 124140 NI
72 72 SN2508 20250731 ... 265890 267430 SN
73 73 SN2509 20250731 ... 266160 267740 SN
74 74 SN2510 20250731 ... 266440 268060 SN
75 75 SN2511 20250731 ... 266310 267960 SN
76 76 SN2512 20250731 ... 266040 267930 SN
77 77 SN2601 20250731 ... 266500 268080 SN
78 78 SN2602 20250731 ... 266500 268000 SN
79 79 SN2603 20250731 ... 266320 268640 SN
80 80 SN2604 20250731 ... 266870 269260 SN
81 81 SN2605 20250731 ... 267230 268890 SN
82 82 SN2606 20250731 ... 267240 268100 SN
83 83 SN2607 20250731 ... 266520 268480 SN
84 84 AO2508 20250731 ... 3274 3360 AO
85 85 AO2509 20250731 ... 3255 3358 AO
86 86 AO2510 20250731 ... 3233 3324 AO
87 87 AO2511 20250731 ... 3233 3320 AO
88 88 AO2512 20250731 ... 3230 3321 AO
89 89 AO2601 20250731 ... 3228 3324 AO
90 90 AO2602 20250731 ... 3229 3320 AO
91 91 AO2603 20250731 ... 3226 3317 AO
92 92 AO2604 20250731 ... 3211 3312 AO
93 93 AO2605 20250731 ... 3207 3311 AO
94 94 AO2606 20250731 ... 3210 3293 AO
95 95 AO2607 20250731 ... 3200 3303 AO
96 96 AD2511 20250731 ... 19980 20035 AD
97 97 AD2512 20250731 ... 19990 20045 AD
98 98 AD2601 20250731 ... 19935 19945 AD
99 99 AD2602 20250731 ... 19970 19915 AD
100 100 AD2603 20250731 ... 19925 19850 AD
101 101 AD2604 20250731 ... 19870 19890 AD
102 102 AD2605 20250731 ... 19755 19755 AD
103 103 AD2606 20250731 ... 19665 19695 AD
104 104 AD2607 20250731 ... 19830 19830 AD
105 105 AU2508 20250731 ... 766.48 770.38 AU
106 106 AU2509 20250731 ... 768.88 772.04 AU
107 107 AU2510 20250731 ... 769.96 773.12 AU
108 108 AU2512 20250731 ... 771.9 775.34 AU
109 109 AU2602 20250731 ... 774.08 777.5 AU
110 110 AU2604 20250731 ... 776.42 779.62 AU
111 111 AU2606 20250731 ... 778.24 781.98 AU
112 112 AU2608 20250731 ... 780.76 784.3 AU
113 113 AG2508 20250731 ... 9029 9183 AG
114 114 AG2509 20250731 ... 9034 9198 AG
115 115 AG2510 20250731 ... 9059 9212 AG
116 116 AG2511 20250731 ... 9063 9223 AG
117 117 AG2512 20250731 ... 9073 9231 AG
118 118 AG2601 20250731 ... 9092 9245 AG
119 119 AG2602 20250731 ... 9097 9255 AG
120 120 AG2603 20250731 ... 9102 9266 AG
121 121 AG2604 20250731 ... 9123 9276 AG
122 122 AG2605 20250731 ... 9132 9289 AG
123 123 AG2606 20250731 ... 9146 9304 AG
124 124 AG2607 20250731 ... 9163 9314 AG
125 125 RB2508 20250731 ... 3206 3295 RB
126 126 RB2509 20250731 ... 3199 3296 RB
127 127 RB2510 20250731 ... 3243 3345 RB
128 128 RB2511 20250731 ... 3262 3355 RB
129 129 RB2512 20250731 ... 3287 3398 RB
130 130 RB2601 20250731 ... 3302 3401 RB
131 131 RB2602 20250731 ... 3279 3382 RB
132 132 RB2603 20250731 ... 3300 3391 RB
133 133 RB2604 20250731 ... 3327 3416 RB
134 134 RB2605 20250731 ... 3326 3416 RB
135 135 RB2606 20250731 ... 3333 3408 RB
136 136 RB2607 20250731 ... 3332 3426 RB
137 137 WR2508 20250731 ... 3212 3212 WR
138 138 WR2509 20250731 ... 3335 3335 WR
139 139 WR2510 20250731 ... 3451 3569 WR
140 140 WR2511 20250731 ... 3500 3500 WR
141 141 WR2512 20250731 ... 3519 3532 WR
142 142 WR2601 20250731 ... 3410 3560 WR
143 143 WR2602 20250731 ... 3540 3570 WR
144 144 WR2603 20250731 ... 3565 3565 WR
145 145 WR2604 20250731 ... 3560 3560 WR
146 146 WR2605 20250731 ... 3595 3616 WR
147 147 WR2606 20250731 ... 3599 3600 WR
148 148 WR2607 20250731 ... 3635 3635 WR
149 149 HC2508 20250731 ... 3426 3504 HC
150 150 HC2509 20250731 ... 3434 3514 HC
151 151 HC2510 20250731 ... 3421 3515 HC
152 152 HC2511 20250731 ... 3425 3515 HC
153 153 HC2512 20250731 ... 3427 3528 HC
154 154 HC2601 20250731 ... 3432 3524 HC
155 155 HC2602 20250731 ... 3414 3506 HC
156 156 HC2603 20250731 ... 3427 3515 HC
157 157 HC2604 20250731 ... 3451 3515 HC
158 158 HC2605 20250731 ... 3425 3518 HC
159 159 HC2606 20250731 ... 3429 3539 HC
160 160 HC2607 20250731 ... 3446 3541 HC
161 161 SS2508 20250731 ... 12865 12955 SS
162 162 SS2509 20250731 ... 12835 12940 SS
163 163 SS2510 20250731 ... 12885 12980 SS
164 164 SS2511 20250731 ... 12925 13025 SS
165 165 SS2512 20250731 ... 12930 13045 SS
166 166 SS2601 20250731 ... 12975 13075 SS
167 167 SS2602 20250731 ... 13030 13120 SS
168 168 SS2603 20250731 ... 13075 13175 SS
169 169 SS2604 20250731 ... 13080 13235 SS
170 170 SS2605 20250731 ... 13145 13270 SS
171 171 SS2606 20250731 ... 13175 13285 SS
172 172 SS2607 20250731 ... 13240 13340 SS
173 173 SC2508 20250731 ... 526.6 531 SC
174 174 SC2509 20250731 ... 532 523.8 SC
175 175 SC2510 20250731 ... 525.3 518.5 SC
176 176 SC2511 20250731 ... 522 515.1 SC
177 177 SC2512 20250731 ... 518.2 512.2 SC
178 178 SC2601 20250731 ... 515.2 509.3 SC
179 179 SC2602 20250731 ... 511.7 507.2 SC
180 180 SC2603 20250731 ... 509.1 505.9 SC
181 181 SC2604 20250731 ... 506.3 504.5 SC
182 182 SC2605 20250731 ... 504.4 500 SC
183 183 SC2606 20250731 ... 503.2 498 SC
184 184 SC2607 20250731 ... 497.1 496.5 SC
185 185 SC2609 20250731 ... 496.3 490.3 SC
186 186 SC2612 20250731 ... 493.1 487.7 SC
187 187 SC2703 20250731 ... 486.9 486.9 SC
188 188 SC2706 20250731 ... 485.4 484.2 SC
189 189 SC2709 20250731 ... 483.3 486 SC
190 190 SC2712 20250731 ... 483.1 481.5 SC
191 191 SC2803 20250731 ... 482.2 479.3 SC
192 192 SC2806 20250731 ... 478.3 472.3 SC
193 193 LU2508 20250731 ... 3496 3481 LU
194 194 LU2509 20250731 ... 3672 3675 LU
195 195 LU2510 20250731 ... 3697 3690 LU
196 196 LU2511 20250731 ... 3699 3680 LU
197 197 LU2512 20250731 ... 3677 3661 LU
198 198 LU2601 20250731 ... 3642 3616 LU
199 199 LU2602 20250731 ... 3625 3602 LU
200 200 LU2603 20250731 ... 3622 3607 LU
201 201 LU2604 20250731 ... 3604 3591 LU
202 202 LU2605 20250731 ... 3607 3575 LU
203 203 LU2606 20250731 ... 3572 3554 LU
204 204 LU2607 20250731 ... 3573 3560 LU
205 205 FU2508 20250731 ... 2880 2813 FU
206 206 FU2509 20250731 ... 2953 2944 FU
207 207 FU2510 20250731 ... 2969 2950 FU
208 208 FU2511 20250731 ... 2978 2954 FU
209 209 FU2512 20250731 ... 2972 2950 FU
210 210 FU2601 20250731 ... 2969 2950 FU
211 211 FU2602 20250731 ... 2960 2933 FU
212 212 FU2603 20250731 ... 2948 2929 FU
213 213 FU2604 20250731 ... 2933 2920 FU
214 214 FU2605 20250731 ... 2921 2902 FU
215 215 FU2606 20250731 ... 2905 2892 FU
216 216 FU2607 20250731 ... 2882 2869 FU
217 217 BU2508 20250731 ... 3684 3666 BU
218 218 BU2509 20250731 ... 3665 3648 BU
219 219 BU2510 20250731 ... 3650 3632 BU
220 220 BU2511 20250731 ... 3612 3591 BU
221 221 BU2512 20250731 ... 3535 3514 BU
222 222 BU2601 20250731 ... 3500 3481 BU
223 223 BU2602 20250731 ... 3480 3460 BU
224 224 BU2603 20250731 ... 3482 3461 BU
225 225 BU2604 20250731 ... 3469 3461 BU
226 226 BU2605 20250731 ... 3462 3445 BU
227 227 BU2606 20250731 ... 3454 3441 BU
228 228 BU2607 20250731 ... 3461 3431 BU
229 229 BU2609 20250731 ... 3436 3427 BU
230 230 BU2612 20250731 ... 3393 3373 BU
231 231 BU2703 20250731 ... 3391 3389 BU
232 232 BU2706 20250731 ... 3388 3390 BU
233 233 BR2508 20250731 ... 11580 11810 BR
234 234 BR2509 20250731 ... 11580 11835 BR
235 235 BR2510 20250731 ... 11560 11815 BR
236 236 BR2511 20250731 ... 11575 11810 BR
237 237 BR2512 20250731 ... 11635 11835 BR
238 238 BR2601 20250731 ... 11650 11885 BR
239 239 BR2602 20250731 ... 11705 11825 BR
240 240 BR2603 20250731 ... 11705 11885 BR
241 241 BR2604 20250731 ... 11665 11865 BR
242 242 BR2605 20250731 ... 11675 11885 BR
243 243 BR2606 20250731 ... 11635 11860 BR
244 244 BR2607 20250731 ... 11690 11890 BR
245 245 RU2508 20250731 ... 14725 15000 RU
246 246 RU2509 20250731 ... 14720 14995 RU
247 247 RU2510 20250731 ... 14745 14990 RU
248 248 RU2511 20250731 ... 14675 14945 RU
249 249 RU2601 20250731 ... 15515 15815 RU
250 250 RU2603 20250731 ... 15635 15845 RU
251 251 RU2604 20250731 ... 15635 15855 RU
252 252 RU2605 20250731 ... 15650 15910 RU
253 253 RU2606 20250731 ... 15565 15940 RU
254 254 RU2607 20250731 ... 15655 16025 RU
255 255 NR2508 20250731 ... 12320 12540 NR
256 256 NR2509 20250731 ... 12365 12610 NR
257 257 NR2510 20250731 ... 12395 12635 NR
258 258 NR2511 20250731 ... 12445 12655 NR
259 259 NR2512 20250731 ... 12465 12710 NR
260 260 NR2601 20250731 ... 12490 12770 NR
261 261 NR2602 20250731 ... 12590 12815 NR
262 262 NR2603 20250731 ... 12650 12840 NR
263 263 NR2604 20250731 ... 12640 12870 NR
264 264 NR2605 20250731 ... 12585 12860 NR
265 265 NR2606 20250731 ... 12630 13020 NR
266 266 NR2607 20250731 ... 12550 12880 NR
267 267 SP2508 20250731 ... 5240 5344 SP
268 268 SP2509 20250731 ... 5268 5366 SP
269 269 SP2510 20250731 ... 5248 5338 SP
270 270 SP2511 20250731 ... 5246 5338 SP
271 271 SP2512 20250731 ... 5232 5318 SP
272 272 SP2601 20250731 ... 5444 5530 SP
273 273 SP2602 20250731 ... 5368 5460 SP
274 274 SP2603 20250731 ... 5366 5432 SP
275 275 SP2604 20250731 ... 5366 5402 SP
276 276 SP2605 20250731 ... 5354 5396 SP
277 277 SP2606 20250731 ... 5348 5420 SP
278 278 SP2607 20250731 ... 5348 5396 SP
279 279 EC2508 20250731 ... 2123.5 2135.6 EC
280 280 EC2510 20250731 ... 1428.2 1494.7 EC
281 281 EC2512 20250731 ... 1700.9 1755.4 EC
282 282 EC2602 20250731 ... 1496.3 1548.8 EC
283 283 EC2604 20250731 ... 1340.3 1379.8 EC
284 284 EC2606 20250731 ... 1475.5 1513.7 EC
285 287 SC_TAS2509 20250731 ... SC_TAS
286 288 SC_TAS2510 20250731 ... SC_TAS
287 289 SC_TAS2511 20250731 ... SC_TAS
[288 rows x 13 columns]
2025-08-07 16:25:55,865 - future_1d - INFO - ak.get_shfe_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 IC2508 20250731 6256.000 ... 6175.600 6266.200 IC
1 IC2509 20250731 6198.400 ... 6112.200 6209.800 IC
2 IC2512 20250731 6041.800 ... 5964.600 6073.800 IC
3 IC2603 20250731 5935.200 ... 5839.200 5947.800 IC
4 IF2508 20250731 4130.000 ... 4063.800 4140.000 IF
5 IF2509 20250731 4124.800 ... 4050.800 4130.200 IF
6 IF2512 20250731 4087.000 ... 4016.400 4097.800 IF
7 IF2603 20250731 4059.600 ... 3985.600 4066.200 IF
8 IH2508 20250731 2812.000 ... 2772.600 2817.400 IH
9 IH2509 20250731 2811.600 ... 2772.000 2817.600 IH
10 IH2512 20250731 2808.000 ... 2773.600 2817.600 IH
11 IH2603 20250731 2810.600 ... 2775.600 2818.000 IH
12 IM2508 20250731 6669.800 ... 6602.800 6665.800 IM
13 IM2509 20250731 6589.000 ... 6526.600 6596.200 IM
14 IM2512 20250731 6381.000 ... 6340.000 6412.200 IM
15 IM2603 20250731 6225.600 ... 6173.000 6243.600 IM
16 T2509 20250731 108.380 ... 108.460 108.305 T
17 T2512 20250731 108.300 ... 108.435 108.245 T
18 T2603 20250731 108.290 ... 108.405 108.205 T
19 TF2509 20250731 105.680 ... 105.725 105.640 TF
20 TF2512 20250731 105.715 ... 105.790 105.685 TF
21 TF2603 20250731 105.760 ... 105.840 105.735 TF
22 TL2509 20250731 118.700 ... 119.120 118.440 TL
23 TL2512 20250731 118.360 ... 118.770 118.010 TL
24 TL2603 20250731 118.010 ... 118.430 117.700 TL
25 TS2509 20250731 102.362 ... 102.350 102.342 TS
26 TS2512 20250731 102.392 ... 102.414 102.388 TS
27 TS2603 20250731 102.476 ... 102.484 102.452 TS
[28 rows x 12 columns]
2025-08-07 16:25:56,207 - future_1d - INFO - ak.get_cffex_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 PS2508 20250731 53120.0 ... 50910.0 53090.0 PS
1 PS2509 20250731 52500.0 ... 50735.0 53290.0 PS
2 PS2510 20250731 53270.0 ... 50895.0 53435.0 PS
3 PS2511 20250731 53000.0 ... 50990.0 53575.0 PS
4 PS2512 20250731 55650.0 ... 53875.0 55945.0 PS
5 PS2601 20250731 55420.0 ... 53970.0 55985.0 PS
6 PS2602 20250731 56700.0 ... 54305.0 56060.0 PS
7 PS2603 20250731 56655.0 ... 54680.0 56140.0 PS
8 PS2604 20250731 56140.0 ... 54580.0 56185.0 PS
9 PS2605 20250731 55000.0 ... 54455.0 56005.0 PS
10 PS2606 20250731 58835.0 ... 56210.0 57410.0 PS
11 PS2607 20250731 57900.0 ... 56430.0 57350.0 PS
13 SI2508 20250731 9225.0 ... 8920.0 9325.0 SI
14 SI2509 20250731 9090.0 ... 8860.0 9345.0 SI
15 SI2510 20250731 9110.0 ... 8845.0 9325.0 SI
16 SI2511 20250731 9045.0 ... 8825.0 9320.0 SI
17 SI2512 20250731 9400.0 ... 9135.0 9625.0 SI
18 SI2601 20250731 9300.0 ... 9105.0 9580.0 SI
19 SI2602 20250731 9270.0 ... 9095.0 9575.0 SI
20 SI2603 20250731 9230.0 ... 9065.0 9545.0 SI
21 SI2604 20250731 9260.0 ... 9095.0 9535.0 SI
22 SI2605 20250731 9370.0 ... 9090.0 9515.0 SI
23 SI2606 20250731 9345.0 ... 9095.0 9515.0 SI
24 SI2607 20250731 9320.0 ... 9110.0 9525.0 SI
27 LC2508 20250731 68480.0 ... 67900.0 71480.0 LC
28 LC2509 20250731 68540.0 ... 67840.0 71620.0 LC
29 LC2510 20250731 69500.0 ... 67940.0 71300.0 LC
30 LC2511 20250731 69040.0 ... 68040.0 71440.0 LC
31 LC2512 20250731 69600.0 ... 68460.0 71600.0 LC
32 LC2601 20250731 68660.0 ... 68560.0 71680.0 LC
33 LC2602 20250731 68700.0 ... 68620.0 71420.0 LC
34 LC2603 20250731 69960.0 ... 68580.0 71180.0 LC
35 LC2604 20250731 69220.0 ... 69020.0 71260.0 LC
36 LC2605 20250731 70000.0 ... 69260.0 71600.0 LC
37 LC2606 20250731 70040.0 ... 69160.0 71400.0 LC
38 LC2607 20250731 69800.0 ... 69220.0 71200.0 LC
[36 rows x 12 columns]
2025-08-07 16:25:56,509 - future_1d - INFO - ak.get_gfex_daily('2025-07-31') done
2025-08-07 16:25:58,239 - future_1d - INFO - save future_daily 2025-07-31 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250801 7806.0 7827.0 ... 296622.40 7791.0 7828.0 AP
1 AP511 20250801 7620.0 7631.0 ... 1596.73 7603.0 7643.0 AP
2 AP512 20250801 7678.0 7684.0 ... 237.54 7663.0 7695.0 AP
3 AP601 20250801 7743.0 7755.0 ... 21502.40 7718.0 7761.0 AP
4 AP603 20250801 7666.0 7705.0 ... 376.12 7676.0 7685.0 AP
5 AP604 20250801 7715.0 7715.0 ... 23.13 7710.0 7729.0 AP
6 AP605 20250801 7794.0 7820.0 ... 179.21 7792.0 7797.0 AP
7 CF509 20250801 13690.0 13695.0 ... 1305277.19 13615.0 13700.0 CF
8 CF511 20250801 13765.0 13780.0 ... 148870.99 13685.0 13755.0 CF
9 CF601 20250801 13875.0 13880.0 ... 690930.10 13800.0 13845.0 CF
10 CF603 20250801 13820.0 13845.0 ... 1936.31 13780.0 13830.0 CF
11 CF605 20250801 13800.0 13835.0 ... 47628.61 13770.0 13795.0 CF
12 CF607 20250801 13800.0 13845.0 ... 681.32 13765.0 13805.0 CF
13 CJ509 20250801 9580.0 9860.0 ... 88355.86 9715.0 9630.0 CJ
14 CJ512 20250801 10570.0 10860.0 ... 11504.21 10725.0 10575.0 CJ
15 CJ601 20250801 10695.0 11025.0 ... 1201752.97 10880.0 10750.0 CJ
16 CJ603 20250801 10760.0 11055.0 ... 11816.29 10915.0 10785.0 CJ
17 CJ605 20250801 10980.0 11220.0 ... 124614.86 11085.0 10970.0 CJ
18 CJ607 20250801 11115.0 11385.0 ... 1002.70 11265.0 11100.0 CJ
19 CY508 20250801 0.0 0.0 ... 0.00 20005.0 20070.0 CY
20 CY509 20250801 19760.0 19850.0 ... 40966.60 19760.0 19825.0 CY
21 CY510 20250801 0.0 0.0 ... 0.00 19900.0 19935.0 CY
22 CY511 20250801 19765.0 19815.0 ... 31040.01 19765.0 19800.0 CY
23 CY512 20250801 19650.0 19650.0 ... 19.57 19570.0 19740.0 CY
24 CY601 20250801 19650.0 19785.0 ... 1102.80 19695.0 19815.0 CY
25 CY602 20250801 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250801 20190.0 20190.0 ... 20.15 20150.0 20220.0 CY
27 CY604 20250801 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250801 19960.0 19960.0 ... 9.98 19960.0 20040.0 CY
29 CY606 20250801 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250801 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250801 1108.0 1111.0 ... 486.91 1092.0 1134.0 FG
32 FG509 20250801 1116.0 1134.0 ... 5790527.14 1104.0 1146.0 FG
33 FG510 20250801 1194.0 1201.0 ... 123653.30 1181.0 1217.0 FG
34 FG511 20250801 1176.0 1193.0 ... 151058.96 1172.0 1208.0 FG
35 FG512 20250801 1244.0 1263.0 ... 44885.39 1238.0 1278.0 FG
36 FG601 20250801 1224.0 1252.0 ... 2873978.68 1226.0 1265.0 FG
37 FG602 20250801 1270.0 1292.0 ... 4190.96 1268.0 1317.0 FG
38 FG603 20250801 1271.0 1286.0 ... 3750.74 1264.0 1310.0 FG
39 FG604 20250801 1304.0 1328.0 ... 2184.58 1302.0 1343.0 FG
40 FG605 20250801 1299.0 1320.0 ... 51996.77 1297.0 1334.0 FG
41 FG606 20250801 1320.0 1342.0 ... 2500.50 1320.0 1351.0 FG
42 FG607 20250801 1318.0 1338.0 ... 1621.89 1316.0 1344.0 FG
43 JR509 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250801 0.0 0.0 ... 0.00 2368.0 2385.0 MA
53 MA509 20250801 2403.0 2417.0 ... 1214195.45 2403.0 2412.0 MA
54 MA510 20250801 2434.0 2447.0 ... 33130.56 2431.0 2442.0 MA
55 MA511 20250801 2455.0 2468.0 ... 53905.77 2452.0 2463.0 MA
56 MA512 20250801 2485.0 2499.0 ... 22011.90 2485.0 2494.0 MA
57 MA601 20250801 2496.0 2508.0 ... 303307.74 2495.0 2502.0 MA
58 MA602 20250801 2495.0 2500.0 ... 187.01 2494.0 2493.0 MA
59 MA603 20250801 2488.0 2497.0 ... 154.37 2490.0 2487.0 MA
60 MA604 20250801 2473.0 2473.0 ... 12.34 2468.0 2470.0 MA
61 MA605 20250801 2438.0 2451.0 ... 7145.86 2443.0 2442.0 MA
62 MA606 20250801 2457.0 2457.0 ... 4.91 2457.0 2454.0 MA
63 MA607 20250801 2442.0 2442.0 ... 24.39 2439.0 2439.0 MA
64 OI509 20250801 9497.0 9557.0 ... 2057457.97 9495.0 9547.0 OI
65 OI511 20250801 9504.0 9564.0 ... 155603.36 9506.0 9544.0 OI
66 OI601 20250801 9435.0 9492.0 ... 637241.18 9434.0 9481.0 OI
67 OI603 20250801 9377.0 9422.0 ... 1423.15 9363.0 9406.0 OI
68 OI605 20250801 9304.0 9383.0 ... 8283.48 9328.0 9351.0 OI
69 OI607 20250801 9276.0 9373.0 ... 149.02 9314.0 9329.0 OI
70 PF508 20250801 6420.0 6420.0 ... 349.81 6360.0 6454.0 PF
71 PF509 20250801 6450.0 6458.0 ... 282086.69 6408.0 6494.0 PF
72 PF510 20250801 6514.0 6530.0 ... 229932.27 6474.0 6566.0 PF
73 PF511 20250801 6512.0 6526.0 ... 70807.75 6468.0 6562.0 PF
74 PF512 20250801 6522.0 6522.0 ... 27708.06 6464.0 6542.0 PF
75 PF601 20250801 6504.0 6510.0 ... 17386.08 6470.0 6536.0 PF
76 PF602 20250801 6486.0 6486.0 ... 12.95 6474.0 6538.0 PF
77 PF603 20250801 6488.0 6496.0 ... 19.46 6486.0 6566.0 PF
78 PF604 20250801 6516.0 6518.0 ... 22.78 6508.0 6588.0 PF
79 PF605 20250801 6506.0 6540.0 ... 39.13 6522.0 6596.0 PF
80 PF606 20250801 6524.0 6536.0 ... 6.53 6530.0 6598.0 PF
81 PF607 20250801 0.0 0.0 ... 0.00 6540.0 6622.0 PF
82 PK510 20250801 8082.0 8118.0 ... 115372.45 8094.0 8100.0 PK
83 PK511 20250801 7954.0 7986.0 ... 61739.03 7962.0 7966.0 PK
84 PK512 20250801 7940.0 7964.0 ... 18562.80 7946.0 7956.0 PK
85 PK601 20250801 7948.0 7958.0 ... 8995.87 7944.0 7968.0 PK
86 PK603 20250801 7970.0 7970.0 ... 194.95 7958.0 7990.0 PK
87 PK604 20250801 7974.0 7974.0 ... 43.81 7966.0 7998.0 PK
88 PK605 20250801 7980.0 7980.0 ... 1678.35 7954.0 7992.0 PK
89 PL601 20250801 6555.0 6555.0 ... 44929.98 6504.0 6561.0 PL
90 PL602 20250801 6619.0 6619.0 ... 1014.42 6587.0 6623.0 PL
91 PL603 20250801 6530.0 6542.0 ... 1028.89 6512.0 6573.0 PL
92 PL604 20250801 6509.0 6514.0 ... 181.75 6491.0 6595.0 PL
93 PL605 20250801 6476.0 6477.0 ... 782.61 6415.0 6516.0 PL
94 PL606 20250801 6551.0 6551.0 ... 13.10 6551.0 6589.0 PL
95 PL607 20250801 6542.0 6543.0 ... 26.17 6543.0 6593.0 PL
96 PM509 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250801 5944.0 5944.0 ... 44.32 5910.0 5944.0 PR
103 PR509 20250801 5972.0 5980.0 ... 194068.45 5934.0 5996.0 PR
104 PR510 20250801 6004.0 6012.0 ... 195863.10 5974.0 6016.0 PR
105 PR511 20250801 6012.0 6012.0 ... 127549.36 5986.0 6024.0 PR
106 PR512 20250801 5994.0 6002.0 ... 20621.75 5986.0 6030.0 PR
107 PR601 20250801 5998.0 6002.0 ... 3457.03 5986.0 6032.0 PR
108 PR602 20250801 0.0 0.0 ... 0.00 6020.0 6054.0 PR
109 PR603 20250801 0.0 0.0 ... 0.00 6026.0 6044.0 PR
110 PR604 20250801 0.0 0.0 ... 0.00 6036.0 6044.0 PR
111 PR605 20250801 6036.0 6036.0 ... 27.14 6032.0 6054.0 PR
112 PR606 20250801 6036.0 6036.0 ... 18.08 6026.0 6080.0 PR
113 PR607 20250801 0.0 0.0 ... 0.00 6066.0 6066.0 PR
114 PX508 20250801 0.0 0.0 ... 0.00 6846.0 6980.0 PX
115 PX509 20250801 6912.0 6914.0 ... 484983.96 6846.0 6980.0 PX
116 PX510 20250801 6900.0 6902.0 ... 104498.08 6842.0 6944.0 PX
117 PX511 20250801 6878.0 6882.0 ... 167962.69 6828.0 6920.0 PX
118 PX512 20250801 6868.0 6868.0 ... 71488.55 6828.0 6916.0 PX
119 PX601 20250801 6858.0 6858.0 ... 110416.51 6810.0 6888.0 PX
120 PX602 20250801 6814.0 6814.0 ... 13.59 6796.0 6892.0 PX
121 PX603 20250801 0.0 0.0 ... 0.00 6788.0 6846.0 PX
122 PX604 20250801 0.0 0.0 ... 0.00 6792.0 6832.0 PX
123 PX605 20250801 6780.0 6804.0 ... 250.76 6778.0 6846.0 PX
124 PX606 20250801 6774.0 6774.0 ... 3.39 6774.0 6846.0 PX
125 PX607 20250801 0.0 0.0 ... 0.00 6790.0 6852.0 PX
126 RI509 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250801 2670.0 2678.0 ... 4266.11 2666.0 2719.0 RM
133 RM509 20250801 2692.0 2702.0 ... 795040.51 2679.0 2721.0 RM
134 RM511 20250801 2540.0 2552.0 ... 5222.49 2536.0 2559.0 RM
135 RM601 20250801 2411.0 2414.0 ... 245832.38 2401.0 2419.0 RM
136 RM603 20250801 2391.0 2391.0 ... 7803.84 2381.0 2396.0 RM
137 RM605 20250801 2375.0 2377.0 ... 35514.65 2371.0 2377.0 RM
138 RM607 20250801 2357.0 2364.0 ... 2342.05 2359.0 2362.0 RM
139 RS508 20250801 0.0 0.0 ... 0.00 5075.0 5049.0 RS
140 RS509 20250801 5137.0 5160.0 ... 61.64 5136.0 5120.0 RS
141 RS511 20250801 5190.0 5255.0 ... 36.69 5241.0 5255.0 RS
142 RS607 20250801 5241.0 5389.0 ... 248.62 5290.0 5263.0 RS
143 SA508 20250801 1239.0 1243.0 ... 439.28 1241.0 1255.0 SA
144 SA509 20250801 1248.0 1268.0 ... 3629655.86 1254.0 1269.0 SA
145 SA510 20250801 1276.0 1295.0 ... 384590.38 1275.0 1308.0 SA
146 SA511 20250801 1287.0 1303.0 ... 452801.63 1285.0 1318.0 SA
147 SA512 20250801 1324.0 1339.0 ... 71622.54 1324.0 1347.0 SA
148 SA601 20250801 1327.0 1344.0 ... 2649974.18 1328.0 1349.0 SA
149 SA602 20250801 1338.0 1351.0 ... 5437.01 1337.0 1359.0 SA
150 SA603 20250801 1339.0 1354.0 ... 6395.79 1340.0 1360.0 SA
151 SA604 20250801 1374.0 1386.0 ... 2833.42 1373.0 1398.0 SA
152 SA605 20250801 1376.0 1393.0 ... 73859.25 1376.0 1402.0 SA
153 SA606 20250801 1379.0 1398.0 ... 2169.28 1382.0 1406.0 SA
154 SA607 20250801 1376.0 1390.0 ... 1927.17 1375.0 1400.0 SA
155 SF508 20250801 5718.0 5718.0 ... 796.21 5708.0 5722.0 SF
156 SF509 20250801 5736.0 5750.0 ... 797622.22 5706.0 5786.0 SF
157 SF510 20250801 5712.0 5736.0 ... 104697.36 5692.0 5774.0 SF
158 SF511 20250801 5910.0 5920.0 ... 208696.21 5872.0 5950.0 SF
159 SF512 20250801 5894.0 5908.0 ... 24536.44 5860.0 5930.0 SF
160 SF601 20250801 5872.0 5892.0 ... 86096.85 5852.0 5926.0 SF
161 SF602 20250801 5818.0 5842.0 ... 727.97 5802.0 5878.0 SF
162 SF603 20250801 5958.0 5964.0 ... 180.81 5928.0 6032.0 SF
163 SF604 20250801 5938.0 5938.0 ... 44.35 5914.0 5940.0 SF
164 SF605 20250801 5940.0 5954.0 ... 711.63 5906.0 5962.0 SF
165 SF606 20250801 5848.0 5872.0 ... 55.47 5840.0 5880.0 SF
166 SF607 20250801 5960.0 5990.0 ... 20.87 5962.0 6030.0 SF
167 SH508 20250801 2476.0 2476.0 ... 215.39 2476.0 2476.0 SH
168 SH509 20250801 2531.0 2564.0 ... 1833904.73 2541.0 2572.0 SH
169 SH510 20250801 2587.0 2629.0 ... 370571.20 2606.0 2639.0 SH
170 SH511 20250801 2608.0 2616.0 ... 337712.15 2595.0 2626.0 SH
171 SH512 20250801 2618.0 2632.0 ... 62371.94 2610.0 2639.0 SH
172 SH601 20250801 2588.0 2620.0 ... 376489.02 2599.0 2625.0 SH
173 SH602 20250801 2624.0 2634.0 ... 588.09 2614.0 2642.0 SH
174 SH603 20250801 2636.0 2645.0 ... 773.35 2630.0 2651.0 SH
175 SH604 20250801 2666.0 2684.0 ... 537.04 2672.0 2686.0 SH
176 SH605 20250801 2676.0 2696.0 ... 6765.35 2681.0 2695.0 SH
177 SH606 20250801 2681.0 2698.0 ... 249.89 2687.0 2700.0 SH
178 SH607 20250801 2671.0 2671.0 ... 23.96 2662.0 2678.0 SH
179 SM508 20250801 5952.0 5990.0 ... 657.88 5982.0 6008.0 SM
180 SM509 20250801 5982.0 6014.0 ... 1071391.14 5974.0 5988.0 SM
181 SM510 20250801 5986.0 6020.0 ... 114350.56 5986.0 5994.0 SM
182 SM511 20250801 6044.0 6084.0 ... 174764.36 6050.0 6066.0 SM
183 SM512 20250801 6052.0 6092.0 ... 41543.94 6054.0 6070.0 SM
184 SM601 20250801 6068.0 6094.0 ... 304792.38 6060.0 6072.0 SM
185 SM602 20250801 6062.0 6080.0 ... 439.00 6056.0 6066.0 SM
186 SM603 20250801 6080.0 6100.0 ... 837.41 6068.0 6100.0 SM
187 SM604 20250801 6086.0 6092.0 ... 142.96 6084.0 6094.0 SM
188 SM605 20250801 6092.0 6126.0 ... 7489.69 6092.0 6106.0 SM
189 SM606 20250801 6098.0 6128.0 ... 33.54 6098.0 6098.0 SM
190 SM607 20250801 6094.0 6142.0 ... 30.64 6130.0 6124.0 SM
191 SR509 20250801 5782.0 5794.0 ... 1057928.04 5762.0 5801.0 SR
192 SR511 20250801 5678.0 5688.0 ... 86016.27 5662.0 5691.0 SR
193 SR601 20250801 5649.0 5663.0 ... 480826.92 5639.0 5661.0 SR
194 SR603 20250801 5619.0 5636.0 ... 4858.16 5610.0 5635.0 SR
195 SR605 20250801 5605.0 5619.0 ... 24401.08 5590.0 5617.0 SR
196 SR607 20250801 5600.0 5612.0 ... 1934.05 5590.0 5614.0 SR
197 TA508 20250801 4790.0 4790.0 ... 2297.12 4772.0 4830.0 TA
198 TA509 20250801 4794.0 4800.0 ... 1614610.20 4762.0 4842.0 TA
199 TA510 20250801 4810.0 4820.0 ... 69027.65 4782.0 4846.0 TA
200 TA511 20250801 4818.0 4824.0 ... 47505.16 4790.0 4850.0 TA
201 TA512 20250801 4838.0 4838.0 ... 19002.97 4796.0 4854.0 TA
202 TA601 20250801 4832.0 4836.0 ... 597637.87 4800.0 4858.0 TA
203 TA602 20250801 4792.0 4822.0 ... 100.68 4794.0 4848.0 TA
204 TA603 20250801 4830.0 4830.0 ... 204.00 4800.0 4858.0 TA
205 TA604 20250801 4810.0 4824.0 ... 103.37 4808.0 4854.0 TA
206 TA605 20250801 4846.0 4846.0 ... 22098.62 4820.0 4870.0 TA
207 TA606 20250801 4846.0 4848.0 ... 19.34 4834.0 4872.0 TA
208 TA607 20250801 4840.0 4840.0 ... 4.84 4840.0 4870.0 TA
209 UR508 20250801 0.0 0.0 ... 0.00 1707.0 1717.0 UR
210 UR509 20250801 1717.0 1723.0 ... 373047.19 1714.0 1722.0 UR
211 UR510 20250801 1721.0 1730.0 ... 34256.73 1723.0 1728.0 UR
212 UR511 20250801 1749.0 1758.0 ... 35320.16 1752.0 1759.0 UR
213 UR512 20250801 1745.0 1751.0 ... 331.59 1745.0 1759.0 UR
214 UR601 20250801 1735.0 1747.0 ... 127680.42 1741.0 1749.0 UR
215 UR602 20250801 1737.0 1744.0 ... 306.02 1739.0 1742.0 UR
216 UR603 20250801 1775.0 1780.0 ... 156.25 1776.0 1776.0 UR
217 UR604 20250801 1781.0 1783.0 ... 138.70 1778.0 1783.0 UR
218 UR605 20250801 1775.0 1786.0 ... 5553.55 1780.0 1783.0 UR
219 UR606 20250801 1770.0 1781.0 ... 202.34 1775.0 1778.0 UR
220 UR607 20250801 1785.0 1785.0 ... 153.21 1782.0 1789.0 UR
221 WH509 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:26:04,577 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250801 4131.0 ... 4126.00 4137.00 A
1 a2511 20250801 4116.0 ... 4110.00 4124.00 A
2 a2601 20250801 4104.0 ... 4098.00 4112.00 A
3 a2603 20250801 4075.0 ... 4090.00 4103.00 A
4 a2605 20250801 4124.0 ... 4129.00 4139.00 A
5 a2607 20250801 4126.0 ... 4126.00 4143.00 A
6 b2508 20250801 3562.0 ... 3592.00 3559.00 B
7 b2509 20250801 3656.0 ... 3670.00 3663.00 B
8 b2510 20250801 3696.0 ... 3709.00 3705.00 B
9 b2511 20250801 3717.0 ... 3727.00 3725.00 B
10 b2512 20250801 3732.0 ... 3744.00 3751.00 B
11 b2601 20250801 3726.0 ... 3729.00 3734.00 B
12 b2602 20250801 3687.0 ... 3700.00 3699.00 B
13 b2603 20250801 3606.0 ... 3616.00 3619.00 B
14 b2604 20250801 3496.0 ... 3504.00 3501.00 B
15 b2605 20250801 3430.0 ... 3431.00 3434.00 B
16 b2606 20250801 3415.0 ... 3416.00 3415.00 B
17 b2607 20250801 3409.0 ... 3412.00 3417.00 B
18 bb2509 20250801 140.5 ... 144.90 140.70 BB
19 bb2511 20250801 147.9 ... 148.35 148.85 BB
20 bb2601 20250801 148.1 ... 148.00 148.35 BB
21 bb2603 20250801 141.2 ... 146.35 140.70 BB
22 bb2605 20250801 0.0 ... 140.75 140.75 BB
23 bb2607 20250801 0.0 ... 146.40 140.75 BB
24 bz2603 20250801 6300.0 ... 6284.00 6313.00 BZ
25 bz2604 20250801 6239.0 ... 6241.00 6275.00 BZ
26 bz2605 20250801 6234.0 ... 6256.00 6295.00 BZ
27 bz2606 20250801 6300.0 ... 6253.00 6258.00 BZ
28 bz2607 20250801 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250801 2287.0 ... 2296.00 2304.00 C
30 c2511 20250801 2230.0 ... 2233.00 2234.00 C
31 c2601 20250801 2206.0 ... 2213.00 2212.00 C
32 c2603 20250801 2210.0 ... 2213.00 2213.00 C
33 c2605 20250801 2256.0 ... 2258.00 2260.00 C
34 c2607 20250801 2273.0 ... 2276.00 2277.00 C
35 cs2509 20250801 2654.0 ... 2665.00 2676.00 CS
36 cs2511 20250801 2567.0 ... 2573.00 2579.00 CS
37 cs2601 20250801 2577.0 ... 2579.00 2589.00 CS
38 cs2603 20250801 2571.0 ... 2573.00 2584.00 CS
39 cs2605 20250801 2618.0 ... 2621.00 2628.00 CS
40 cs2607 20250801 2631.0 ... 2630.00 2636.00 CS
41 eb2508 20250801 7328.0 ... 7262.00 7328.00 EB
42 eb2509 20250801 7310.0 ... 7319.00 7373.00 EB
43 eb2510 20250801 7371.0 ... 7356.00 7402.00 EB
44 eb2511 20250801 7396.0 ... 7386.00 7416.00 EB
45 eb2512 20250801 7403.0 ... 7411.00 7441.00 EB
46 eb2601 20250801 7400.0 ... 7417.00 7445.00 EB
47 eb2602 20250801 7380.0 ... 7419.00 7433.00 EB
48 eb2603 20250801 7429.0 ... 7420.00 7426.00 EB
49 eb2604 20250801 7403.0 ... 7423.00 7464.00 EB
50 eb2605 20250801 7419.0 ... 7423.00 7484.00 EB
51 eb2606 20250801 7449.0 ... 7449.00 7499.00 EB
52 eb2607 20250801 7380.0 ... 7370.00 7483.00 EB
53 eg2508 20250801 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250801 4411.0 ... 4406.00 4432.00 EG
55 eg2510 20250801 4417.0 ... 4406.00 4431.00 EG
56 eg2511 20250801 4421.0 ... 4422.00 4447.00 EG
57 eg2512 20250801 4428.0 ... 4432.00 4454.00 EG
58 eg2601 20250801 4441.0 ... 4438.00 4459.00 EG
59 eg2602 20250801 0.0 ... 4458.00 4458.00 EG
60 eg2603 20250801 4437.0 ... 4438.00 4453.00 EG
61 eg2604 20250801 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250801 4452.0 ... 4444.00 4463.00 EG
63 eg2606 20250801 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250801 0.0 ... 4514.00 4514.00 EG
65 fb2508 20250801 0.0 ... 1370.50 1370.50 FB
66 fb2509 20250801 1282.0 ... 1282.00 1282.00 FB
67 fb2510 20250801 1312.5 ... 1317.50 1312.00 FB
68 fb2511 20250801 1307.0 ... 1311.50 1311.50 FB
69 fb2512 20250801 1306.5 ... 1312.00 1313.50 FB
70 fb2601 20250801 1314.5 ... 1314.50 1318.00 FB
71 fb2602 20250801 1260.0 ... 1299.00 1305.50 FB
72 fb2603 20250801 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250801 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250801 1339.0 ... 1339.00 1338.00 FB
75 fb2606 20250801 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250801 0.0 ... 1302.50 1302.50 FB
77 i2508 20250801 780.5 ... 793.50 788.50 I
78 i2509 20250801 780.0 ... 784.50 784.50 I
79 i2510 20250801 775.0 ... 779.50 781.00 I
80 i2511 20250801 768.5 ... 773.50 774.00 I
81 i2512 20250801 762.0 ... 766.50 769.00 I
82 i2601 20250801 753.5 ... 758.00 760.50 I
83 i2602 20250801 749.5 ... 754.50 756.00 I
84 i2603 20250801 746.5 ... 750.00 753.00 I
85 i2604 20250801 741.0 ... 745.00 747.00 I
86 i2605 20250801 732.0 ... 735.50 738.50 I
87 i2606 20250801 728.0 ... 730.50 734.00 I
88 i2607 20250801 724.5 ... 726.50 730.00 I
89 j2508 20250801 0.0 ... 1598.00 1598.00 J
90 j2509 20250801 1603.0 ... 1617.50 1634.00 J
91 j2510 20250801 1618.0 ... 1613.00 1637.00 J
92 j2511 20250801 1672.0 ... 1628.50 1665.00 J
93 j2512 20250801 1675.0 ... 1665.00 1672.50 J
94 j2601 20250801 1652.0 ... 1658.50 1693.00 J
95 j2602 20250801 0.0 ... 1689.00 1723.00 J
96 j2603 20250801 1628.0 ... 1635.00 1736.00 J
97 j2604 20250801 0.0 ... 1708.50 1731.50 J
98 j2605 20250801 1716.5 ... 1708.00 1756.00 J
99 j2606 20250801 1750.5 ... 1733.00 1749.00 J
100 j2607 20250801 1783.5 ... 1693.50 1799.00 J
101 jd2508 20250801 3248.0 ... 3271.00 3236.00 JD
102 jd2509 20250801 3524.0 ... 3501.00 3529.00 JD
103 jd2510 20250801 3283.0 ... 3294.00 3312.00 JD
104 jd2511 20250801 3350.0 ... 3355.00 3363.00 JD
105 jd2512 20250801 3518.0 ... 3516.00 3523.00 JD
106 jd2601 20250801 3622.0 ... 3616.00 3621.00 JD
107 jd2602 20250801 3180.0 ... 3197.00 3196.00 JD
108 jd2603 20250801 3184.0 ... 3198.00 3193.00 JD
109 jd2604 20250801 3339.0 ... 3341.00 3333.00 JD
110 jd2605 20250801 3435.0 ... 3454.00 3458.00 JD
111 jd2606 20250801 3273.0 ... 3285.00 3288.00 JD
112 jd2607 20250801 3480.0 ... 3497.00 3499.00 JD
113 jm2508 20250801 916.0 ... 910.00 917.00 JM
114 jm2509 20250801 1045.0 ... 1017.00 1081.00 JM
115 jm2510 20250801 1077.0 ... 1053.50 1120.00 JM
116 jm2511 20250801 1079.5 ... 1074.00 1134.00 JM
117 jm2512 20250801 1100.0 ... 1091.00 1151.50 JM
118 jm2601 20250801 1120.0 ... 1115.00 1179.00 JM
119 jm2602 20250801 1132.0 ... 1119.50 1198.00 JM
120 jm2603 20250801 1139.5 ... 1137.00 1200.00 JM
121 jm2604 20250801 1147.5 ... 1141.50 1210.00 JM
122 jm2605 20250801 1149.5 ... 1142.00 1212.50 JM
123 jm2606 20250801 1163.0 ... 1146.50 1213.50 JM
124 jm2607 20250801 1171.0 ... 1157.50 1220.50 JM
125 l2508 20250801 7307.0 ... 7311.00 7329.00 L
126 l2509 20250801 7344.0 ... 7336.00 7369.00 L
127 l2510 20250801 7379.0 ... 7361.00 7394.00 L
128 l2511 20250801 7396.0 ... 7384.00 7413.00 L
129 l2512 20250801 7407.0 ... 7399.00 7428.00 L
130 l2601 20250801 7390.0 ... 7398.00 7422.00 L
131 l2602 20250801 7383.0 ... 7389.00 7430.00 L
132 l2603 20250801 7377.0 ... 7389.00 7394.00 L
133 l2604 20250801 7403.0 ... 7386.00 7429.00 L
134 l2605 20250801 7390.0 ... 7377.00 7407.00 L
135 l2606 20250801 7382.0 ... 7367.00 7428.00 L
136 l2607 20250801 7393.0 ... 7395.00 7426.00 L
137 lg2509 20250801 822.0 ... 819.00 824.00 LG
138 lg2511 20250801 830.0 ... 825.00 832.50 LG
139 lg2601 20250801 830.5 ... 826.00 830.00 LG
140 lg2603 20250801 827.0 ... 824.00 828.50 LG
141 lg2605 20250801 833.0 ... 830.00 834.00 LG
142 lg2607 20250801 826.0 ... 827.50 833.00 LG
143 lh2509 20250801 14085.0 ... 14010.00 14125.00 LH
144 lh2511 20250801 13915.0 ... 13860.00 13995.00 LH
145 lh2601 20250801 14160.0 ... 14185.00 14240.00 LH
146 lh2603 20250801 13280.0 ... 13290.00 13350.00 LH
147 lh2605 20250801 13785.0 ... 13740.00 13785.00 LH
148 lh2607 20250801 14430.0 ... 14445.00 14500.00 LH
149 m2508 20250801 2983.0 ... 2998.00 2996.00 M
150 m2509 20250801 2996.0 ... 3004.00 3006.00 M
151 m2511 20250801 3033.0 ... 3043.00 3044.00 M
152 m2512 20250801 3062.0 ... 3068.00 3073.00 M
153 m2601 20250801 3038.0 ... 3035.00 3041.00 M
154 m2603 20250801 2912.0 ... 2918.00 2914.00 M
155 m2605 20250801 2736.0 ... 2734.00 2737.00 M
156 m2607 20250801 2720.0 ... 2717.00 2719.00 M
157 p2508 20250801 0.0 ... 8808.00 8808.00 P
158 p2509 20250801 8880.0 ... 8894.00 8912.00 P
159 p2510 20250801 8892.0 ... 8900.00 8920.00 P
160 p2511 20250801 8878.0 ... 8902.00 8920.00 P
161 p2512 20250801 8896.0 ... 8898.00 8914.00 P
162 p2601 20250801 8878.0 ... 8914.00 8930.00 P
163 p2602 20250801 8878.0 ... 8886.00 8908.00 P
164 p2603 20250801 8840.0 ... 8836.00 8866.00 P
165 p2604 20250801 9300.0 ... 8804.00 8828.00 P
166 p2605 20250801 8722.0 ... 8732.00 8750.00 P
167 p2606 20250801 8660.0 ... 8664.00 8702.00 P
168 p2607 20250801 8620.0 ... 8594.00 8636.00 P
169 pg2508 20250801 4030.0 ... 3984.00 4030.00 PG
170 pg2509 20250801 4003.0 ... 3987.00 4056.00 PG
171 pg2510 20250801 4441.0 ... 4432.00 4481.00 PG
172 pg2511 20250801 4383.0 ... 4377.00 4425.00 PG
173 pg2512 20250801 4324.0 ... 4319.00 4366.00 PG
174 pg2601 20250801 4258.0 ... 4255.00 4302.00 PG
175 pg2602 20250801 4174.0 ... 4171.00 4215.00 PG
176 pg2603 20250801 4094.0 ... 4085.00 4134.00 PG
177 pg2604 20250801 4399.0 ... 4381.00 4392.00 PG
178 pg2605 20250801 4286.0 ... 4287.00 4337.00 PG
179 pg2606 20250801 4188.0 ... 4227.00 4270.00 PG
180 pg2607 20250801 4223.0 ... 4200.00 4254.00 PG
181 pp2508 20250801 7092.0 ... 7061.00 7100.00 PP
182 pp2509 20250801 7110.0 ... 7113.00 7138.00 PP
183 pp2510 20250801 7119.0 ... 7116.00 7137.00 PP
184 pp2511 20250801 7131.0 ... 7128.00 7146.00 PP
185 pp2512 20250801 7139.0 ... 7136.00 7155.00 PP
186 pp2601 20250801 7144.0 ... 7137.00 7157.00 PP
187 pp2602 20250801 7122.0 ... 7120.00 7122.00 PP
188 pp2603 20250801 7104.0 ... 7104.00 7119.00 PP
189 pp2604 20250801 7131.0 ... 7125.00 7165.00 PP
190 pp2605 20250801 7140.0 ... 7134.00 7149.00 PP
191 pp2606 20250801 7120.0 ... 7112.00 7125.00 PP
192 pp2607 20250801 0.0 ... 7131.00 7131.00 PP
193 rr2508 20250801 0.0 ... 3562.00 3562.00 RR
194 rr2509 20250801 3606.0 ... 3615.00 3615.00 RR
195 rr2510 20250801 3628.0 ... 3629.00 3632.00 RR
196 rr2511 20250801 3625.0 ... 3629.00 3628.00 RR
197 rr2512 20250801 3631.0 ... 3624.00 3629.00 RR
198 rr2601 20250801 3637.0 ... 3631.00 3640.00 RR
199 rr2602 20250801 3630.0 ... 3625.00 3638.00 RR
200 rr2603 20250801 3624.0 ... 3619.00 3638.00 RR
201 rr2604 20250801 3630.0 ... 3624.00 3640.00 RR
202 rr2605 20250801 3622.0 ... 3624.00 3636.00 RR
203 rr2606 20250801 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250801 0.0 ... 3633.00 3633.00 RR
205 v2508 20250801 5015.0 ... 5001.00 5065.00 V
206 v2509 20250801 5040.0 ... 5040.00 5100.00 V
207 v2510 20250801 5079.0 ... 5075.00 5134.00 V
208 v2511 20250801 5117.0 ... 5114.00 5149.00 V
209 v2512 20250801 5151.0 ... 5145.00 5186.00 V
210 v2601 20250801 5167.0 ... 5179.00 5231.00 V
211 v2602 20250801 5199.0 ... 5204.00 5242.00 V
212 v2603 20250801 5238.0 ... 5233.00 5263.00 V
213 v2604 20250801 5446.0 ... 5443.00 5481.00 V
214 v2605 20250801 5457.0 ... 5464.00 5510.00 V
215 v2606 20250801 5493.0 ... 5473.00 5530.00 V
216 v2607 20250801 5518.0 ... 5503.00 5538.00 V
217 y2508 20250801 0.0 ... 8240.00 8240.00 Y
218 y2509 20250801 8190.0 ... 8228.00 8206.00 Y
219 y2511 20250801 8190.0 ... 8220.00 8202.00 Y
220 y2512 20250801 8194.0 ... 8230.00 8204.00 Y
221 y2601 20250801 8160.0 ... 8186.00 8164.00 Y
222 y2603 20250801 8038.0 ... 8078.00 8052.00 Y
223 y2605 20250801 7802.0 ... 7834.00 7812.00 Y
224 y2607 20250801 7800.0 ... 7802.00 7782.00 Y
[225 rows x 12 columns]
2025-08-07 16:26:05,177 - future_1d - INFO - ak.get_dce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 SC2509 20250801 529.6 ... 528.1 532 SC
1 SC2510 20250801 524.8 ... 523.7 525.3 SC
2 SC2511 20250801 521.6 ... 519.8 522 SC
3 SC2512 20250801 518.2 ... 516 518.2 SC
4 SC2601 20250801 515.1 ... 513 515.2 SC
5 SC2602 20250801 508.7 ... 509.6 511.7 SC
6 SC2603 20250801 506.9 ... 506.4 509.1 SC
7 SC2604 20250801 504.4 ... 503.7 506.3 SC
8 SC2605 20250801 502.7 ... 502.9 504.4 SC
9 SC2606 20250801 500.5 ... 500.8 503.2 SC
10 SC2607 20250801 498.8 ... 498.8 497.1 SC
11 SC2608 20250801 492 ... 496.8 497.1 SC
12 SC2609 20250801 ... 495.1 496.3 SC
13 SC2612 20250801 488.3 ... 488.2 493.1 SC
14 SC2703 20250801 ... 486.9 486.9 SC
15 SC2706 20250801 484.5 ... 484.5 485.4 SC
16 SC2709 20250801 ... 483.3 483.3 SC
17 SC2712 20250801 ... 483.1 483.1 SC
18 SC2803 20250801 476.1 ... 476.1 482.2 SC
19 SC2806 20250801 474.6 ... 474.2 478.3 SC
21 LU2509 20250801 3649 ... 3645 3672 LU
22 LU2510 20250801 3670 ... 3663 3697 LU
23 LU2511 20250801 3678 ... 3668 3699 LU
24 LU2512 20250801 3653 ... 3651 3677 LU
25 LU2601 20250801 3620 ... 3612 3642 LU
26 LU2602 20250801 3604 ... 3595 3625 LU
27 LU2603 20250801 3599 ... 3596 3622 LU
28 LU2604 20250801 3576 ... 3576 3604 LU
29 LU2605 20250801 3382 ... 3498 3607 LU
30 LU2606 20250801 ... 3572 3572 LU
31 LU2607 20250801 3539 ... 3542 3573 LU
32 LU2608 20250801 3530 ... 3529 3573 LU
34 NR2508 20250801 12250 ... 12185 12320 NR
35 NR2509 20250801 12290 ... 12220 12365 NR
36 NR2510 20250801 12325 ... 12260 12395 NR
37 NR2511 20250801 12350 ... 12295 12445 NR
38 NR2512 20250801 12390 ... 12340 12465 NR
39 NR2601 20250801 12435 ... 12385 12490 NR
40 NR2602 20250801 12485 ... 12465 12590 NR
41 NR2603 20250801 12310 ... 12310 12650 NR
42 NR2604 20250801 12250 ... 12285 12640 NR
43 NR2605 20250801 12500 ... 12430 12585 NR
44 NR2606 20250801 12150 ... 12290 12630 NR
45 NR2607 20250801 ... 12550 12550 NR
47 BC2508 20250801 67930 ... 68830 69490 BC
48 BC2509 20250801 69240 ... 69410 69640 BC
49 BC2510 20250801 69370 ... 69430 69630 BC
50 BC2511 20250801 ... 69240 69240 BC
51 BC2512 20250801 ... 69700 69700 BC
52 BC2601 20250801 ... 70020 70020 BC
53 BC2602 20250801 ... 70000 70000 BC
54 BC2603 20250801 ... 70000 70000 BC
55 BC2604 20250801 ... 70000 70000 BC
56 BC2605 20250801 ... 70000 70000 BC
57 BC2606 20250801 ... 69340 69340 BC
58 BC2607 20250801 ... 68670 68670 BC
60 EC2508 20250801 2118 ... 2114.3 2123.5 EC
61 EC2510 20250801 1420.8 ... 1432.1 1428.2 EC
62 EC2512 20250801 1684.1 ... 1687.9 1700.9 EC
63 EC2602 20250801 1480.7 ... 1485.8 1496.3 EC
64 EC2604 20250801 1329 ... 1329.8 1340.3 EC
65 EC2606 20250801 1474.4 ... 1469.7 1475.5 EC
68 SC_TAS2509 20250801 ... SC_TAS
69 SC_TAS2510 20250801 ... SC_TAS
70 SC_TAS2511 20250801 ... SC_TAS
71 SC_TAS2512 20250801 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 16:26:05,290 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250801 ... 78260 78430 CU
1 1 CU2509 20250801 ... 78270 78440 CU
2 2 CU2510 20250801 ... 78220 78420 CU
3 3 CU2511 20250801 ... 78210 78420 CU
4 4 CU2512 20250801 ... 78120 78340 CU
5 5 CU2601 20250801 ... 78040 78280 CU
6 6 CU2602 20250801 ... 78000 78270 CU
7 7 CU2603 20250801 ... 78080 78260 CU
8 8 CU2604 20250801 ... 78200 78330 CU
9 9 CU2605 20250801 ... 78070 78350 CU
10 10 CU2606 20250801 ... 78190 78300 CU
11 11 CU2607 20250801 ... 78180 78330 CU
12 12 BC2508 20250801 ... 68830 69490 BC
13 13 BC2509 20250801 ... 69410 69640 BC
14 14 BC2510 20250801 ... 69430 69630 BC
15 15 BC2511 20250801 ... 69240 69240 BC
16 16 BC2512 20250801 ... 69700 69700 BC
17 17 BC2601 20250801 ... 70020 70020 BC
18 18 BC2602 20250801 ... 70000 70000 BC
19 19 BC2603 20250801 ... 70000 70000 BC
20 20 BC2604 20250801 ... 70000 70000 BC
21 21 BC2605 20250801 ... 70000 70000 BC
22 22 BC2606 20250801 ... 69340 69340 BC
23 23 BC2607 20250801 ... 68670 68670 BC
24 24 AL2508 20250801 ... 20520 20625 AL
25 25 AL2509 20250801 ... 20475 20570 AL
26 26 AL2510 20250801 ... 20445 20550 AL
27 27 AL2511 20250801 ... 20400 20505 AL
28 28 AL2512 20250801 ... 20360 20460 AL
29 29 AL2601 20250801 ... 20325 20420 AL
30 30 AL2602 20250801 ... 20330 20435 AL
31 31 AL2603 20250801 ... 20365 20430 AL
32 32 AL2604 20250801 ... 20385 20450 AL
33 33 AL2605 20250801 ... 20400 20485 AL
34 34 AL2606 20250801 ... 20410 20490 AL
35 35 AL2607 20250801 ... 20420 20460 AL
36 36 ZN2508 20250801 ... 22315 22365 ZN
37 37 ZN2509 20250801 ... 22345 22440 ZN
38 38 ZN2510 20250801 ... 22355 22440 ZN
39 39 ZN2511 20250801 ... 22360 22435 ZN
40 40 ZN2512 20250801 ... 22330 22385 ZN
41 41 ZN2601 20250801 ... 22305 22370 ZN
42 42 ZN2602 20250801 ... 22305 22380 ZN
43 43 ZN2603 20250801 ... 22315 22390 ZN
44 44 ZN2604 20250801 ... 22310 22425 ZN
45 45 ZN2605 20250801 ... 22340 22455 ZN
46 46 ZN2606 20250801 ... 22350 22425 ZN
47 47 ZN2607 20250801 ... 22330 22405 ZN
48 48 PB2508 20250801 ... 16630 16785 PB
49 49 PB2509 20250801 ... 16660 16810 PB
50 50 PB2510 20250801 ... 16675 16815 PB
51 51 PB2511 20250801 ... 16705 16815 PB
52 52 PB2512 20250801 ... 16710 16840 PB
53 53 PB2601 20250801 ... 16745 16865 PB
54 54 PB2602 20250801 ... 16885 16885 PB
55 55 PB2603 20250801 ... 16840 16895 PB
56 56 PB2604 20250801 ... 16850 16950 PB
57 57 PB2605 20250801 ... 16850 16990 PB
58 58 PB2606 20250801 ... 17100 17100 PB
59 59 PB2607 20250801 ... 16890 16995 PB
60 60 NI2508 20250801 ... 119950 120130 NI
61 61 NI2509 20250801 ... 119980 120480 NI
62 62 NI2510 20250801 ... 120080 120610 NI
63 63 NI2511 20250801 ... 120270 120770 NI
64 64 NI2512 20250801 ... 120570 121030 NI
65 65 NI2601 20250801 ... 120780 121280 NI
66 66 NI2602 20250801 ... 120930 121610 NI
67 67 NI2603 20250801 ... 121270 121740 NI
68 68 NI2604 20250801 ... 121360 121690 NI
69 69 NI2605 20250801 ... 121760 122180 NI
70 70 NI2606 20250801 ... 121880 122360 NI
71 71 NI2607 20250801 ... 122430 122640 NI
72 72 SN2508 20250801 ... 263970 265890 SN
73 73 SN2509 20250801 ... 264250 266160 SN
74 74 SN2510 20250801 ... 264600 266440 SN
75 75 SN2511 20250801 ... 264620 266310 SN
76 76 SN2512 20250801 ... 264530 266040 SN
77 77 SN2601 20250801 ... 264800 266500 SN
78 78 SN2602 20250801 ... 265000 266500 SN
79 79 SN2603 20250801 ... 265120 266320 SN
80 80 SN2604 20250801 ... 266870 266870 SN
81 81 SN2605 20250801 ... 266350 267230 SN
82 82 SN2606 20250801 ... 266530 267240 SN
83 83 SN2607 20250801 ... 266520 266520 SN
84 84 AO2508 20250801 ... 3233 3274 AO
85 85 AO2509 20250801 ... 3205 3255 AO
86 86 AO2510 20250801 ... 3180 3233 AO
87 87 AO2511 20250801 ... 3183 3233 AO
88 88 AO2512 20250801 ... 3177 3230 AO
89 89 AO2601 20250801 ... 3175 3228 AO
90 90 AO2602 20250801 ... 3157 3229 AO
91 91 AO2603 20250801 ... 3155 3226 AO
92 92 AO2604 20250801 ... 3173 3211 AO
93 93 AO2605 20250801 ... 3163 3207 AO
94 94 AO2606 20250801 ... 3148 3210 AO
95 95 AO2607 20250801 ... 3119 3200 AO
96 96 AD2511 20250801 ... 19890 19980 AD
97 97 AD2512 20250801 ... 19895 19990 AD
98 98 AD2601 20250801 ... 19885 19935 AD
99 99 AD2602 20250801 ... 19760 19970 AD
100 100 AD2603 20250801 ... 19790 19925 AD
101 101 AD2604 20250801 ... 19760 19870 AD
102 102 AD2605 20250801 ... 19670 19755 AD
103 103 AD2606 20250801 ... 19650 19665 AD
104 104 AD2607 20250801 ... 19830 19830 AD
105 105 AU2508 20250801 ... 767.7 766.48 AU
106 106 AU2509 20250801 ... 769.98 768.88 AU
107 107 AU2510 20250801 ... 770.9 769.96 AU
108 108 AU2512 20250801 ... 772.98 771.9 AU
109 109 AU2602 20250801 ... 775.08 774.08 AU
110 110 AU2604 20250801 ... 777.4 776.42 AU
111 111 AU2606 20250801 ... 779.84 778.24 AU
112 112 AU2608 20250801 ... 781.88 780.76 AU
113 113 AG2508 20250801 ... 8902 9029 AG
114 114 AG2509 20250801 ... 8914 9034 AG
115 115 AG2510 20250801 ... 8923 9059 AG
116 116 AG2511 20250801 ... 8934 9063 AG
117 117 AG2512 20250801 ... 8947 9073 AG
118 118 AG2601 20250801 ... 8961 9092 AG
119 119 AG2602 20250801 ... 8971 9097 AG
120 120 AG2603 20250801 ... 8988 9102 AG
121 121 AG2604 20250801 ... 8998 9123 AG
122 122 AG2605 20250801 ... 9015 9132 AG
123 123 AG2606 20250801 ... 9026 9146 AG
124 124 AG2607 20250801 ... 9033 9163 AG
125 125 RB2508 20250801 ... 3170 3206 RB
126 126 RB2509 20250801 ... 3171 3199 RB
127 127 RB2510 20250801 ... 3213 3243 RB
128 128 RB2511 20250801 ... 3236 3262 RB
129 129 RB2512 20250801 ... 3264 3287 RB
130 130 RB2601 20250801 ... 3270 3302 RB
131 131 RB2602 20250801 ... 3256 3279 RB
132 132 RB2603 20250801 ... 3277 3300 RB
133 133 RB2604 20250801 ... 3294 3327 RB
134 134 RB2605 20250801 ... 3297 3326 RB
135 135 RB2606 20250801 ... 3307 3333 RB
136 136 RB2607 20250801 ... 3311 3332 RB
137 137 WR2508 20250801 ... 3212 3212 WR
138 138 WR2509 20250801 ... 3342 3335 WR
139 139 WR2510 20250801 ... 3448 3451 WR
140 140 WR2511 20250801 ... 3500 3500 WR
141 141 WR2512 20250801 ... 3501 3519 WR
142 142 WR2601 20250801 ... 3410 3410 WR
143 143 WR2602 20250801 ... 3540 3540 WR
144 144 WR2603 20250801 ... 3565 3565 WR
145 145 WR2604 20250801 ... 3560 3560 WR
146 146 WR2605 20250801 ... 3595 3595 WR
147 147 WR2606 20250801 ... 3599 3599 WR
148 148 WR2607 20250801 ... 3635 3635 WR
149 149 HC2508 20250801 ... 3395 3426 HC
150 150 HC2509 20250801 ... 3417 3434 HC
151 151 HC2510 20250801 ... 3408 3421 HC
152 152 HC2511 20250801 ... 3408 3425 HC
153 153 HC2512 20250801 ... 3417 3427 HC
154 154 HC2601 20250801 ... 3413 3432 HC
155 155 HC2602 20250801 ... 3403 3414 HC
156 156 HC2603 20250801 ... 3407 3427 HC
157 157 HC2604 20250801 ... 3413 3451 HC
158 158 HC2605 20250801 ... 3411 3425 HC
159 159 HC2606 20250801 ... 3409 3429 HC
160 160 HC2607 20250801 ... 3419 3446 HC
161 161 SS2508 20250801 ... 12915 12865 SS
162 162 SS2509 20250801 ... 12865 12835 SS
163 163 SS2510 20250801 ... 12905 12885 SS
164 164 SS2511 20250801 ... 12955 12925 SS
165 165 SS2512 20250801 ... 12975 12930 SS
166 166 SS2601 20250801 ... 13000 12975 SS
167 167 SS2602 20250801 ... 13025 13030 SS
168 168 SS2603 20250801 ... 13105 13075 SS
169 169 SS2604 20250801 ... 13115 13080 SS
170 170 SS2605 20250801 ... 13185 13145 SS
171 171 SS2606 20250801 ... 13210 13175 SS
172 172 SS2607 20250801 ... 13265 13240 SS
173 173 SC2509 20250801 ... 528.1 532 SC
174 174 SC2510 20250801 ... 523.7 525.3 SC
175 175 SC2511 20250801 ... 519.8 522 SC
176 176 SC2512 20250801 ... 516 518.2 SC
177 177 SC2601 20250801 ... 513 515.2 SC
178 178 SC2602 20250801 ... 509.6 511.7 SC
179 179 SC2603 20250801 ... 506.4 509.1 SC
180 180 SC2604 20250801 ... 503.7 506.3 SC
181 181 SC2605 20250801 ... 502.9 504.4 SC
182 182 SC2606 20250801 ... 500.8 503.2 SC
183 183 SC2607 20250801 ... 498.8 497.1 SC
184 184 SC2608 20250801 ... 496.8 497.1 SC
185 185 SC2609 20250801 ... 495.1 496.3 SC
186 186 SC2612 20250801 ... 488.2 493.1 SC
187 187 SC2703 20250801 ... 486.9 486.9 SC
188 188 SC2706 20250801 ... 484.5 485.4 SC
189 189 SC2709 20250801 ... 483.3 483.3 SC
190 190 SC2712 20250801 ... 483.1 483.1 SC
191 191 SC2803 20250801 ... 476.1 482.2 SC
192 192 SC2806 20250801 ... 474.2 478.3 SC
193 193 LU2509 20250801 ... 3645 3672 LU
194 194 LU2510 20250801 ... 3663 3697 LU
195 195 LU2511 20250801 ... 3668 3699 LU
196 196 LU2512 20250801 ... 3651 3677 LU
197 197 LU2601 20250801 ... 3612 3642 LU
198 198 LU2602 20250801 ... 3595 3625 LU
199 199 LU2603 20250801 ... 3596 3622 LU
200 200 LU2604 20250801 ... 3576 3604 LU
201 201 LU2605 20250801 ... 3498 3607 LU
202 202 LU2606 20250801 ... 3572 3572 LU
203 203 LU2607 20250801 ... 3542 3573 LU
204 204 LU2608 20250801 ... 3529 3573 LU
205 205 FU2509 20250801 ... 2914 2953 FU
206 206 FU2510 20250801 ... 2936 2969 FU
207 207 FU2511 20250801 ... 2952 2978 FU
208 208 FU2512 20250801 ... 2949 2972 FU
209 209 FU2601 20250801 ... 2943 2969 FU
210 210 FU2602 20250801 ... 2938 2960 FU
211 211 FU2603 20250801 ... 2929 2948 FU
212 212 FU2604 20250801 ... 2917 2933 FU
213 213 FU2605 20250801 ... 2903 2921 FU
214 214 FU2606 20250801 ... 2890 2905 FU
215 215 FU2607 20250801 ... 2867 2882 FU
216 216 FU2608 20250801 ... 2852 2882 FU
217 217 BU2508 20250801 ... 3657 3684 BU
218 218 BU2509 20250801 ... 3652 3665 BU
219 219 BU2510 20250801 ... 3643 3650 BU
220 220 BU2511 20250801 ... 3610 3612 BU
221 221 BU2512 20250801 ... 3531 3535 BU
222 222 BU2601 20250801 ... 3499 3500 BU
223 223 BU2602 20250801 ... 3478 3480 BU
224 224 BU2603 20250801 ... 3470 3482 BU
225 225 BU2604 20250801 ... 3467 3469 BU
226 226 BU2605 20250801 ... 3464 3462 BU
227 227 BU2606 20250801 ... 3454 3454 BU
228 228 BU2607 20250801 ... 3451 3461 BU
229 229 BU2609 20250801 ... 3428 3436 BU
230 230 BU2612 20250801 ... 3382 3393 BU
231 231 BU2703 20250801 ... 3378 3391 BU
232 232 BU2706 20250801 ... 3374 3388 BU
233 233 BR2508 20250801 ... 11505 11580 BR
234 234 BR2509 20250801 ... 11475 11580 BR
235 235 BR2510 20250801 ... 11455 11560 BR
236 236 BR2511 20250801 ... 11450 11575 BR
237 237 BR2512 20250801 ... 11480 11635 BR
238 238 BR2601 20250801 ... 11525 11650 BR
239 239 BR2602 20250801 ... 11510 11705 BR
240 240 BR2603 20250801 ... 11550 11705 BR
241 241 BR2604 20250801 ... 11615 11665 BR
242 242 BR2605 20250801 ... 11625 11675 BR
243 243 BR2606 20250801 ... 11575 11635 BR
244 244 BR2607 20250801 ... 11700 11690 BR
245 245 RU2508 20250801 ... 14405 14725 RU
246 246 RU2509 20250801 ... 14440 14720 RU
247 247 RU2510 20250801 ... 14430 14745 RU
248 248 RU2511 20250801 ... 14405 14675 RU
249 249 RU2601 20250801 ... 15280 15515 RU
250 250 RU2603 20250801 ... 15385 15635 RU
251 251 RU2604 20250801 ... 15405 15635 RU
252 252 RU2605 20250801 ... 15390 15650 RU
253 253 RU2606 20250801 ... 15300 15565 RU
254 254 RU2607 20250801 ... 15360 15655 RU
255 255 NR2508 20250801 ... 12185 12320 NR
256 256 NR2509 20250801 ... 12220 12365 NR
257 257 NR2510 20250801 ... 12260 12395 NR
258 258 NR2511 20250801 ... 12295 12445 NR
259 259 NR2512 20250801 ... 12340 12465 NR
260 260 NR2601 20250801 ... 12385 12490 NR
261 261 NR2602 20250801 ... 12465 12590 NR
262 262 NR2603 20250801 ... 12310 12650 NR
263 263 NR2604 20250801 ... 12285 12640 NR
264 264 NR2605 20250801 ... 12430 12585 NR
265 265 NR2606 20250801 ... 12290 12630 NR
266 266 NR2607 20250801 ... 12550 12550 NR
267 267 SP2508 20250801 ... 5194 5240 SP
268 268 SP2509 20250801 ... 5206 5268 SP
269 269 SP2510 20250801 ... 5196 5248 SP
270 270 SP2511 20250801 ... 5202 5246 SP
271 271 SP2512 20250801 ... 5198 5232 SP
272 272 SP2601 20250801 ... 5414 5444 SP
273 273 SP2602 20250801 ... 5356 5368 SP
274 274 SP2603 20250801 ... 5362 5366 SP
275 275 SP2604 20250801 ... 5354 5366 SP
276 276 SP2605 20250801 ... 5352 5354 SP
277 277 SP2606 20250801 ... 5354 5348 SP
278 278 SP2607 20250801 ... 5348 5348 SP
279 279 EC2508 20250801 ... 2114.3 2123.5 EC
280 280 EC2510 20250801 ... 1432.1 1428.2 EC
281 281 EC2512 20250801 ... 1687.9 1700.9 EC
282 282 EC2602 20250801 ... 1485.8 1496.3 EC
283 283 EC2604 20250801 ... 1329.8 1340.3 EC
284 284 EC2606 20250801 ... 1469.7 1475.5 EC
285 285 SC_TAS2509 20250801 ... SC_TAS
286 286 SC_TAS2510 20250801 ... SC_TAS
287 287 SC_TAS2511 20250801 ... SC_TAS
288 288 SC_TAS2512 20250801 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 16:26:05,408 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 IC2508 20250801 6182.000 ... 6173.600 6175.600 IC
1 IC2509 20250801 6130.000 ... 6109.800 6112.200 IC
2 IC2512 20250801 5977.000 ... 5961.800 5964.600 IC
3 IC2603 20250801 5852.000 ... 5835.800 5839.200 IC
4 IF2508 20250801 4064.800 ... 4044.000 4063.800 IF
5 IF2509 20250801 4057.800 ... 4031.800 4050.800 IF
6 IF2512 20250801 4021.000 ... 4000.000 4016.400 IF
7 IF2603 20250801 3990.800 ... 3969.000 3985.600 IF
8 IH2508 20250801 2773.600 ... 2755.400 2772.600 IH
9 IH2509 20250801 2776.000 ... 2755.400 2772.000 IH
10 IH2512 20250801 2775.000 ... 2757.400 2773.600 IH
11 IH2603 20250801 2776.200 ... 2757.000 2775.600 IH
12 IM2508 20250801 6625.000 ... 6625.200 6602.800 IM
13 IM2509 20250801 6554.600 ... 6549.800 6526.600 IM
14 IM2512 20250801 6350.000 ... 6364.800 6340.000 IM
15 IM2603 20250801 6188.000 ... 6194.600 6173.000 IM
16 T2509 20250801 108.395 ... 108.450 108.460 T
17 T2512 20250801 108.400 ... 108.425 108.435 T
18 T2603 20250801 108.310 ... 108.395 108.405 T
19 TF2509 20250801 105.715 ... 105.730 105.725 TF
20 TF2512 20250801 105.790 ... 105.785 105.790 TF
21 TF2603 20250801 105.820 ... 105.840 105.840 TF
22 TL2509 20250801 118.950 ... 119.090 119.120 TL
23 TL2512 20250801 118.700 ... 118.820 118.770 TL
24 TL2603 20250801 118.270 ... 118.520 118.430 TL
25 TS2509 20250801 102.346 ... 102.352 102.350 TS
26 TS2512 20250801 102.402 ... 102.394 102.414 TS
27 TS2603 20250801 102.470 ... 102.462 102.484 TS
[28 rows x 12 columns]
2025-08-07 16:26:05,515 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 PS2508 20250801 50580.0 ... 49395.0 50910.0 PS
1 PS2509 20250801 50300.0 ... 49350.0 50735.0 PS
2 PS2510 20250801 50395.0 ... 49490.0 50895.0 PS
3 PS2511 20250801 51000.0 ... 49590.0 50990.0 PS
4 PS2512 20250801 53100.0 ... 52650.0 53875.0 PS
5 PS2601 20250801 53800.0 ... 52835.0 53970.0 PS
6 PS2602 20250801 54000.0 ... 53380.0 54305.0 PS
7 PS2603 20250801 54070.0 ... 53405.0 54680.0 PS
8 PS2604 20250801 54045.0 ... 53565.0 54580.0 PS
9 PS2605 20250801 54000.0 ... 53300.0 54455.0 PS
10 PS2606 20250801 55400.0 ... 55335.0 56210.0 PS
11 PS2607 20250801 56235.0 ... 55500.0 56430.0 PS
13 SI2508 20250801 8775.0 ... 8710.0 8920.0 SI
14 SI2509 20250801 8850.0 ... 8660.0 8860.0 SI
15 SI2510 20250801 8780.0 ... 8655.0 8845.0 SI
16 SI2511 20250801 8755.0 ... 8645.0 8825.0 SI
17 SI2512 20250801 8965.0 ... 8995.0 9135.0 SI
18 SI2601 20250801 9090.0 ... 8975.0 9105.0 SI
19 SI2602 20250801 9070.0 ... 8935.0 9095.0 SI
20 SI2603 20250801 9100.0 ... 8965.0 9065.0 SI
21 SI2604 20250801 9090.0 ... 8970.0 9095.0 SI
22 SI2605 20250801 9105.0 ... 8990.0 9090.0 SI
23 SI2606 20250801 9120.0 ... 8995.0 9095.0 SI
24 SI2607 20250801 9135.0 ... 8975.0 9110.0 SI
27 LC2508 20250801 67600.0 ... 68480.0 67900.0 LC
28 LC2509 20250801 69080.0 ... 68860.0 67840.0 LC
29 LC2510 20250801 68540.0 ... 69000.0 67940.0 LC
30 LC2511 20250801 69040.0 ... 69100.0 68040.0 LC
31 LC2512 20250801 69340.0 ... 69520.0 68460.0 LC
32 LC2601 20250801 69700.0 ... 69500.0 68560.0 LC
33 LC2602 20250801 69600.0 ... 69400.0 68620.0 LC
34 LC2603 20250801 69000.0 ... 69260.0 68580.0 LC
35 LC2604 20250801 70000.0 ... 69900.0 69020.0 LC
36 LC2605 20250801 70040.0 ... 70080.0 69260.0 LC
37 LC2606 20250801 70140.0 ... 70060.0 69160.0 LC
38 LC2607 20250801 70260.0 ... 70160.0 69220.0 LC
[36 rows x 12 columns]
2025-08-07 16:26:05,787 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
2025-08-07 16:26:07,523 - future_1d - INFO - save future_daily 2025-08-01 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250804 7773.0 7849.0 ... 300951.68 7814.0 7791.0 AP
1 AP511 20250804 7605.0 7653.0 ... 1725.71 7636.0 7603.0 AP
2 AP512 20250804 7674.0 7706.0 ... 53.89 7698.0 7663.0 AP
3 AP601 20250804 7682.0 7768.0 ... 19704.24 7736.0 7718.0 AP
4 AP603 20250804 7662.0 7733.0 ... 169.46 7703.0 7676.0 AP
5 AP604 20250804 7724.0 7797.0 ... 139.63 7757.0 7710.0 AP
6 AP605 20250804 7800.0 7877.0 ... 352.93 7843.0 7792.0 AP
7 CF509 20250804 13585.0 13725.0 ... 1297244.37 13640.0 13615.0 CF
8 CF511 20250804 13650.0 13730.0 ... 141482.60 13655.0 13685.0 CF
9 CF601 20250804 13780.0 13850.0 ... 771390.51 13780.0 13800.0 CF
10 CF603 20250804 13725.0 13815.0 ... 4326.38 13755.0 13780.0 CF
11 CF605 20250804 13725.0 13790.0 ... 31564.35 13720.0 13770.0 CF
12 CF607 20250804 13730.0 13800.0 ... 1444.25 13755.0 13765.0 CF
13 CJ509 20250804 9855.0 9965.0 ... 53058.83 9790.0 9715.0 CJ
14 CJ512 20250804 10885.0 10970.0 ... 13609.31 10750.0 10725.0 CJ
15 CJ601 20250804 11030.0 11135.0 ... 931396.45 10920.0 10880.0 CJ
16 CJ603 20250804 11075.0 11200.0 ... 14148.16 11000.0 10915.0 CJ
17 CJ605 20250804 11220.0 11330.0 ... 133541.52 11135.0 11085.0 CJ
18 CJ607 20250804 11440.0 11470.0 ... 3045.32 11300.0 11265.0 CJ
19 CY508 20250804 0.0 0.0 ... 0.00 20005.0 20005.0 CY
20 CY509 20250804 19730.0 19855.0 ... 40417.30 19790.0 19760.0 CY
21 CY510 20250804 0.0 0.0 ... 0.00 19900.0 19900.0 CY
22 CY511 20250804 19735.0 19830.0 ... 50819.35 19765.0 19765.0 CY
23 CY512 20250804 19650.0 19650.0 ... 9.83 19650.0 19570.0 CY
24 CY601 20250804 19680.0 19740.0 ... 363.90 19670.0 19695.0 CY
25 CY602 20250804 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250804 0.0 0.0 ... 0.00 20150.0 20150.0 CY
27 CY604 20250804 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250804 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250804 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250804 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250804 1060.0 1062.0 ... 110.41 1062.0 1092.0 FG
32 FG509 20250804 1102.0 1114.0 ... 3978523.83 1084.0 1104.0 FG
33 FG510 20250804 1182.0 1191.0 ... 111783.35 1162.0 1181.0 FG
34 FG511 20250804 1170.0 1180.0 ... 144753.47 1156.0 1172.0 FG
35 FG512 20250804 1246.0 1250.0 ... 38624.12 1228.0 1238.0 FG
36 FG601 20250804 1225.0 1239.0 ... 2136501.70 1218.0 1226.0 FG
37 FG602 20250804 1275.0 1281.0 ... 4936.81 1261.0 1268.0 FG
38 FG603 20250804 1268.0 1278.0 ... 2449.13 1256.0 1264.0 FG
39 FG604 20250804 1315.0 1323.0 ... 1652.62 1303.0 1302.0 FG
40 FG605 20250804 1305.0 1312.0 ... 39571.16 1292.0 1297.0 FG
41 FG606 20250804 1333.0 1336.0 ... 1654.59 1322.0 1320.0 FG
42 FG607 20250804 1328.0 1333.0 ... 1215.33 1315.0 1316.0 FG
43 JR509 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250804 0.0 0.0 ... 0.00 2366.0 2368.0 MA
53 MA509 20250804 2398.0 2398.0 ... 937605.55 2384.0 2403.0 MA
54 MA510 20250804 2423.0 2426.0 ... 47736.70 2413.0 2431.0 MA
55 MA511 20250804 2445.0 2448.0 ... 86842.31 2437.0 2452.0 MA
56 MA512 20250804 2475.0 2482.0 ... 51185.22 2472.0 2485.0 MA
57 MA601 20250804 2490.0 2492.0 ... 293457.67 2481.0 2495.0 MA
58 MA602 20250804 2476.0 2487.0 ... 14.89 2482.0 2494.0 MA
59 MA603 20250804 2477.0 2480.0 ... 71.73 2474.0 2490.0 MA
60 MA604 20250804 2458.0 2460.0 ... 14.74 2456.0 2468.0 MA
61 MA605 20250804 2438.0 2440.0 ... 8826.55 2427.0 2443.0 MA
62 MA606 20250804 2435.0 2443.0 ... 29.25 2438.0 2457.0 MA
63 MA607 20250804 2425.0 2428.0 ... 31.53 2425.0 2439.0 MA
64 OI509 20250804 9516.0 9545.0 ... 2070972.21 9490.0 9495.0 OI
65 OI511 20250804 9519.0 9555.0 ... 196916.07 9496.0 9506.0 OI
66 OI601 20250804 9462.0 9478.0 ... 724308.93 9429.0 9434.0 OI
67 OI603 20250804 9387.0 9414.0 ... 1143.75 9375.0 9363.0 OI
68 OI605 20250804 9337.0 9357.0 ... 9060.38 9321.0 9328.0 OI
69 OI607 20250804 9288.0 9338.0 ... 65.18 9312.0 9314.0 OI
70 PF508 20250804 6342.0 6342.0 ... 309.71 6322.0 6360.0 PF
71 PF509 20250804 6392.0 6394.0 ... 236650.30 6362.0 6408.0 PF
72 PF510 20250804 6460.0 6484.0 ... 235468.09 6420.0 6474.0 PF
73 PF511 20250804 6448.0 6454.0 ... 75736.25 6412.0 6468.0 PF
74 PF512 20250804 6442.0 6448.0 ... 32645.95 6404.0 6464.0 PF
75 PF601 20250804 6452.0 6458.0 ... 7784.22 6416.0 6470.0 PF
76 PF602 20250804 6454.0 6454.0 ... 125.43 6432.0 6474.0 PF
77 PF603 20250804 6432.0 6436.0 ... 32.10 6420.0 6486.0 PF
78 PF604 20250804 6432.0 6432.0 ... 6.43 6432.0 6508.0 PF
79 PF605 20250804 6488.0 6488.0 ... 35.56 6466.0 6522.0 PF
80 PF606 20250804 6474.0 6474.0 ... 9.70 6468.0 6530.0 PF
81 PF607 20250804 6476.0 6476.0 ... 3.24 6476.0 6540.0 PF
82 PK510 20250804 8086.0 8116.0 ... 138040.34 8092.0 8094.0 PK
83 PK511 20250804 7936.0 7992.0 ... 65133.48 7960.0 7962.0 PK
84 PK512 20250804 7944.0 7964.0 ... 12139.21 7948.0 7946.0 PK
85 PK601 20250804 7938.0 7960.0 ... 9737.21 7950.0 7944.0 PK
86 PK603 20250804 7948.0 7970.0 ... 143.10 7950.0 7958.0 PK
87 PK604 20250804 7964.0 7970.0 ... 55.71 7960.0 7966.0 PK
88 PK605 20250804 7964.0 7968.0 ... 1057.86 7954.0 7954.0 PK
89 PL601 20250804 6480.0 6494.0 ... 27644.28 6468.0 6504.0 PL
90 PL602 20250804 6559.0 6565.0 ... 2547.66 6532.0 6587.0 PL
91 PL603 20250804 6503.0 6503.0 ... 1308.30 6477.0 6512.0 PL
92 PL604 20250804 6500.0 6500.0 ... 90.64 6475.0 6491.0 PL
93 PL605 20250804 6394.0 6399.0 ... 368.63 6356.0 6415.0 PL
94 PL606 20250804 6487.0 6488.0 ... 38.86 6477.0 6551.0 PL
95 PL607 20250804 6480.0 6480.0 ... 38.86 6477.0 6543.0 PL
96 PM509 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250804 5910.0 5910.0 ... 883.53 5890.0 5910.0 PR
103 PR509 20250804 5920.0 5930.0 ... 131191.51 5896.0 5934.0 PR
104 PR510 20250804 5958.0 5960.0 ... 261631.81 5932.0 5974.0 PR
105 PR511 20250804 5960.0 5976.0 ... 144239.65 5946.0 5986.0 PR
106 PR512 20250804 5970.0 5978.0 ... 24440.54 5962.0 5986.0 PR
107 PR601 20250804 5980.0 5982.0 ... 2565.75 5960.0 5986.0 PR
108 PR602 20250804 5988.0 6010.0 ... 18.00 6000.0 6020.0 PR
109 PR603 20250804 6000.0 6020.0 ... 36.03 6006.0 6026.0 PR
110 PR604 20250804 6010.0 6012.0 ... 27.05 6012.0 6036.0 PR
111 PR605 20250804 6000.0 6000.0 ... 44.95 5994.0 6032.0 PR
112 PR606 20250804 0.0 0.0 ... 0.00 6026.0 6026.0 PR
113 PR607 20250804 0.0 0.0 ... 0.00 6038.0 6066.0 PR
114 PX508 20250804 0.0 0.0 ... 0.00 6780.0 6846.0 PX
115 PX509 20250804 6814.0 6840.0 ... 334445.39 6780.0 6846.0 PX
116 PX510 20250804 6822.0 6836.0 ... 74595.13 6768.0 6842.0 PX
117 PX511 20250804 6792.0 6818.0 ... 152374.76 6744.0 6828.0 PX
118 PX512 20250804 6808.0 6820.0 ... 62508.73 6748.0 6828.0 PX
119 PX601 20250804 6784.0 6802.0 ... 65389.34 6746.0 6810.0 PX
120 PX602 20250804 6760.0 6760.0 ... 20.16 6722.0 6796.0 PX
121 PX603 20250804 6706.0 6706.0 ... 3.35 6706.0 6788.0 PX
122 PX604 20250804 0.0 0.0 ... 0.00 6718.0 6792.0 PX
123 PX605 20250804 6750.0 6752.0 ... 228.14 6710.0 6778.0 PX
124 PX606 20250804 6736.0 6736.0 ... 10.08 6718.0 6774.0 PX
125 PX607 20250804 6740.0 6740.0 ... 10.08 6720.0 6790.0 PX
126 RI509 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250804 2675.0 2690.0 ... 1239.52 2683.0 2666.0 RM
133 RM509 20250804 2668.0 2706.0 ... 707768.85 2686.0 2679.0 RM
134 RM511 20250804 2535.0 2565.0 ... 9752.72 2555.0 2536.0 RM
135 RM601 20250804 2403.0 2443.0 ... 289576.57 2428.0 2401.0 RM
136 RM603 20250804 2384.0 2414.0 ... 18395.60 2403.0 2381.0 RM
137 RM605 20250804 2372.0 2388.0 ... 66568.85 2380.0 2371.0 RM
138 RM607 20250804 2360.0 2371.0 ... 5984.32 2363.0 2359.0 RM
139 RS508 20250804 0.0 0.0 ... 0.00 5037.0 5075.0 RS
140 RS509 20250804 5020.0 5126.0 ... 56.08 5098.0 5136.0 RS
141 RS511 20250804 0.0 0.0 ... 0.00 5241.0 5241.0 RS
142 RS607 20250804 0.0 0.0 ... 0.00 5350.0 5290.0 RS
143 SA508 20250804 1243.0 1253.0 ... 628.17 1246.0 1241.0 SA
144 SA509 20250804 1261.0 1265.0 ... 2853354.68 1246.0 1254.0 SA
145 SA510 20250804 1284.0 1294.0 ... 262195.50 1274.0 1275.0 SA
146 SA511 20250804 1293.0 1304.0 ... 322932.05 1284.0 1285.0 SA
147 SA512 20250804 1328.0 1342.0 ... 115764.91 1323.0 1324.0 SA
148 SA601 20250804 1336.0 1348.0 ... 2655822.59 1327.0 1328.0 SA
149 SA602 20250804 1347.0 1356.0 ... 5451.06 1334.0 1337.0 SA
150 SA603 20250804 1341.0 1360.0 ... 6134.95 1337.0 1340.0 SA
151 SA604 20250804 1384.0 1394.0 ... 2576.12 1370.0 1373.0 SA
152 SA605 20250804 1387.0 1399.0 ... 68878.89 1376.0 1376.0 SA
153 SA606 20250804 1389.0 1403.0 ... 2068.54 1381.0 1382.0 SA
154 SA607 20250804 1381.0 1396.0 ... 1834.07 1373.0 1375.0 SA
155 SF508 20250804 5654.0 5654.0 ... 565.40 5654.0 5708.0 SF
156 SF509 20250804 5650.0 5686.0 ... 630654.35 5658.0 5706.0 SF
157 SF510 20250804 5636.0 5674.0 ... 117651.91 5638.0 5692.0 SF
158 SF511 20250804 5810.0 5850.0 ... 191289.12 5808.0 5872.0 SF
159 SF512 20250804 5794.0 5840.0 ... 21588.72 5802.0 5860.0 SF
160 SF601 20250804 5788.0 5828.0 ... 59683.99 5790.0 5852.0 SF
161 SF602 20250804 5750.0 5786.0 ... 628.50 5740.0 5802.0 SF
162 SF603 20250804 5890.0 5918.0 ... 123.44 5878.0 5928.0 SF
163 SF604 20250804 5850.0 5902.0 ... 43.97 5862.0 5914.0 SF
164 SF605 20250804 5860.0 5900.0 ... 556.94 5862.0 5906.0 SF
165 SF606 20250804 5778.0 5820.0 ... 46.31 5790.0 5840.0 SF
166 SF607 20250804 5926.0 5938.0 ... 26.67 5926.0 5962.0 SF
167 SH508 20250804 0.0 0.0 ... 741.00 2459.0 2476.0 SH
168 SH509 20250804 2537.0 2548.0 ... 1513544.15 2517.0 2541.0 SH
169 SH510 20250804 2600.0 2612.0 ... 316036.16 2590.0 2606.0 SH
170 SH511 20250804 2587.0 2611.0 ... 280266.17 2584.0 2595.0 SH
171 SH512 20250804 2607.0 2623.0 ... 85877.07 2597.0 2610.0 SH
172 SH601 20250804 2600.0 2607.0 ... 401607.32 2587.0 2599.0 SH
173 SH602 20250804 2619.0 2626.0 ... 617.95 2607.0 2614.0 SH
174 SH603 20250804 2629.0 2636.0 ... 416.18 2617.0 2630.0 SH
175 SH604 20250804 2666.0 2676.0 ... 175.74 2663.0 2672.0 SH
176 SH605 20250804 2686.0 2688.0 ... 4474.98 2673.0 2681.0 SH
177 SH606 20250804 2686.0 2693.0 ... 233.36 2682.0 2687.0 SH
178 SH607 20250804 2671.0 2671.0 ... 47.93 2663.0 2662.0 SH
179 SM508 20250804 5950.0 5968.0 ... 1159.78 5948.0 5982.0 SM
180 SM509 20250804 5950.0 5996.0 ... 838339.68 5962.0 5974.0 SM
181 SM510 20250804 5942.0 5998.0 ... 71556.61 5964.0 5986.0 SM
182 SM511 20250804 6016.0 6064.0 ... 134514.72 6032.0 6050.0 SM
183 SM512 20250804 6024.0 6072.0 ... 34306.74 6040.0 6054.0 SM
184 SM601 20250804 6040.0 6082.0 ... 235811.29 6050.0 6060.0 SM
185 SM602 20250804 6018.0 6068.0 ... 1023.27 6056.0 6056.0 SM
186 SM603 20250804 6012.0 6078.0 ... 202.33 6040.0 6068.0 SM
187 SM604 20250804 6032.0 6086.0 ... 138.95 6042.0 6084.0 SM
188 SM605 20250804 6048.0 6114.0 ... 4435.33 6080.0 6092.0 SM
189 SM606 20250804 6072.0 6112.0 ... 51.73 6086.0 6098.0 SM
190 SM607 20250804 6100.0 6130.0 ... 79.35 6104.0 6130.0 SM
191 SR509 20250804 5730.0 5735.0 ... 851954.10 5721.0 5762.0 SR
192 SR511 20250804 5653.0 5657.0 ... 80022.35 5650.0 5662.0 SR
193 SR601 20250804 5618.0 5639.0 ... 428796.21 5626.0 5639.0 SR
194 SR603 20250804 5592.0 5609.0 ... 4269.87 5596.0 5610.0 SR
195 SR605 20250804 5566.0 5575.0 ... 28518.38 5567.0 5590.0 SR
196 SR607 20250804 5568.0 5571.0 ... 1363.09 5564.0 5590.0 SR
197 TA508 20250804 4740.0 4740.0 ... 2013.21 4688.0 4772.0 TA
198 TA509 20250804 4750.0 4758.0 ... 1193028.62 4716.0 4762.0 TA
199 TA510 20250804 4754.0 4776.0 ... 93498.83 4734.0 4782.0 TA
200 TA511 20250804 4776.0 4782.0 ... 65366.60 4740.0 4790.0 TA
201 TA512 20250804 4778.0 4782.0 ... 25256.18 4742.0 4796.0 TA
202 TA601 20250804 4782.0 4786.0 ... 551070.31 4744.0 4800.0 TA
203 TA602 20250804 4772.0 4772.0 ... 68.79 4744.0 4794.0 TA
204 TA603 20250804 4778.0 4778.0 ... 23.76 4752.0 4800.0 TA
205 TA604 20250804 4760.0 4760.0 ... 14.28 4758.0 4808.0 TA
206 TA605 20250804 4808.0 4820.0 ... 8422.00 4784.0 4820.0 TA
207 TA606 20250804 4794.0 4794.0 ... 11.96 4784.0 4834.0 TA
208 TA607 20250804 4786.0 4788.0 ... 7.18 4786.0 4840.0 TA
209 UR508 20250804 0.0 0.0 ... 0.00 1722.0 1707.0 UR
210 UR509 20250804 1714.0 1742.0 ... 511274.84 1726.0 1714.0 UR
211 UR510 20250804 1719.0 1748.0 ... 24919.67 1734.0 1723.0 UR
212 UR511 20250804 1741.0 1776.0 ... 23864.82 1765.0 1752.0 UR
213 UR512 20250804 1752.0 1770.0 ... 715.44 1762.0 1745.0 UR
214 UR601 20250804 1740.0 1765.0 ... 144639.26 1752.0 1741.0 UR
215 UR602 20250804 1733.0 1762.0 ... 2181.49 1751.0 1739.0 UR
216 UR603 20250804 1777.0 1794.0 ... 92.82 1785.0 1776.0 UR
217 UR604 20250804 1778.0 1794.0 ... 160.22 1780.0 1778.0 UR
218 UR605 20250804 1782.0 1799.0 ... 4427.03 1788.0 1780.0 UR
219 UR606 20250804 1771.0 1789.0 ... 181.43 1779.0 1775.0 UR
220 UR607 20250804 1776.0 1793.0 ... 139.19 1785.0 1782.0 UR
221 WH509 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:26:14,788 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 a2509 20250804 4122.00 ... 4126.00 4126.00 A
1 a2511 20250804 4107.00 ... 4105.00 4110.00 A
2 a2601 20250804 4098.00 ... 4098.00 4098.00 A
3 a2603 20250804 4091.00 ... 4089.00 4090.00 A
4 a2605 20250804 4130.00 ... 4130.00 4129.00 A
5 a2607 20250804 4125.00 ... 4122.00 4126.00 A
6 b2508 20250804 3566.00 ... 3510.00 3592.00 B
7 b2509 20250804 3684.00 ... 3687.00 3670.00 B
8 b2510 20250804 3720.00 ... 3734.00 3709.00 B
9 b2511 20250804 3750.00 ... 3754.00 3727.00 B
10 b2512 20250804 3751.00 ... 3764.00 3744.00 B
11 b2601 20250804 3735.00 ... 3744.00 3729.00 B
12 b2602 20250804 3706.00 ... 3712.00 3700.00 B
13 b2603 20250804 3630.00 ... 3630.00 3616.00 B
14 b2604 20250804 3518.00 ... 3517.00 3504.00 B
15 b2605 20250804 3441.00 ... 3441.00 3431.00 B
16 b2606 20250804 3427.00 ... 3424.00 3416.00 B
17 b2607 20250804 3418.00 ... 3416.00 3412.00 B
18 bb2509 20250804 151.30 ... 148.85 144.90 BB
19 bb2511 20250804 149.60 ... 150.50 148.35 BB
20 bb2601 20250804 147.85 ... 149.50 148.00 BB
21 bb2603 20250804 148.70 ... 147.75 146.35 BB
22 bb2605 20250804 0.00 ... 142.05 140.75 BB
23 bb2607 20250804 0.00 ... 147.80 146.40 BB
24 bz2603 20250804 6270.00 ... 6231.00 6284.00 BZ
25 bz2604 20250804 6241.00 ... 6190.00 6241.00 BZ
26 bz2605 20250804 6255.00 ... 6254.00 6256.00 BZ
27 bz2606 20250804 0.00 ... 6253.00 6253.00 BZ
28 bz2607 20250804 6140.00 ... 6175.00 6250.00 BZ
29 c2509 20250804 2298.00 ... 2288.00 2296.00 C
30 c2511 20250804 2231.00 ... 2227.00 2233.00 C
31 c2601 20250804 2211.00 ... 2213.00 2213.00 C
32 c2603 20250804 2213.00 ... 2214.00 2213.00 C
33 c2605 20250804 2258.00 ... 2259.00 2258.00 C
34 c2607 20250804 2274.00 ... 2275.00 2276.00 C
35 cs2509 20250804 2664.00 ... 2662.00 2665.00 CS
36 cs2511 20250804 2579.00 ... 2568.00 2573.00 CS
37 cs2601 20250804 2582.00 ... 2577.00 2579.00 CS
38 cs2603 20250804 2576.00 ... 2570.00 2573.00 CS
39 cs2605 20250804 2618.00 ... 2620.00 2621.00 CS
40 cs2607 20250804 2628.00 ... 2629.00 2630.00 CS
41 eb2508 20250804 7264.00 ... 7225.00 7262.00 EB
42 eb2509 20250804 7296.00 ... 7273.00 7319.00 EB
43 eb2510 20250804 7333.00 ... 7294.00 7356.00 EB
44 eb2511 20250804 7370.00 ... 7315.00 7386.00 EB
45 eb2512 20250804 7386.00 ... 7336.00 7411.00 EB
46 eb2601 20250804 7410.00 ... 7345.00 7417.00 EB
47 eb2602 20250804 7390.00 ... 7357.00 7419.00 EB
48 eb2603 20250804 7369.00 ... 7331.00 7420.00 EB
49 eb2604 20250804 7398.00 ... 7356.00 7423.00 EB
50 eb2605 20250804 7407.00 ... 7371.00 7423.00 EB
51 eb2606 20250804 0.00 ... 7449.00 7449.00 EB
52 eb2607 20250804 0.00 ... 7370.00 7370.00 EB
53 eg2508 20250804 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250804 4402.00 ... 4375.00 4406.00 EG
55 eg2510 20250804 4397.00 ... 4380.00 4406.00 EG
56 eg2511 20250804 4418.00 ... 4400.00 4422.00 EG
57 eg2512 20250804 4419.00 ... 4410.00 4432.00 EG
58 eg2601 20250804 4438.00 ... 4410.00 4438.00 EG
59 eg2602 20250804 4404.00 ... 4414.00 4458.00 EG
60 eg2603 20250804 4410.00 ... 4411.00 4438.00 EG
61 eg2604 20250804 4423.00 ... 4423.00 4497.00 EG
62 eg2605 20250804 4431.00 ... 4429.00 4444.00 EG
63 eg2606 20250804 4429.00 ... 4424.00 4503.00 EG
64 eg2607 20250804 4446.00 ... 4446.00 4514.00 EG
65 fb2508 20250804 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250804 1280.50 ... 1270.00 1282.00 FB
67 fb2510 20250804 1320.00 ... 1309.00 1317.50 FB
68 fb2511 20250804 1314.00 ... 1301.50 1311.50 FB
69 fb2512 20250804 1310.00 ... 1304.50 1312.00 FB
70 fb2601 20250804 1319.50 ... 1304.00 1314.50 FB
71 fb2602 20250804 1329.50 ... 1312.00 1299.00 FB
72 fb2603 20250804 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250804 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250804 0.00 ... 1339.00 1339.00 FB
75 fb2606 20250804 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250804 0.00 ... 1302.50 1302.50 FB
77 i2508 20250804 799.00 ... 805.00 793.50 I
78 i2509 20250804 787.00 ... 789.00 784.50 I
79 i2510 20250804 780.00 ... 784.00 779.50 I
80 i2511 20250804 774.00 ... 778.00 773.50 I
81 i2512 20250804 767.00 ... 772.00 766.50 I
82 i2601 20250804 759.00 ... 764.00 758.00 I
83 i2602 20250804 754.00 ... 759.50 754.50 I
84 i2603 20250804 749.50 ... 754.50 750.00 I
85 i2604 20250804 745.00 ... 750.00 745.00 I
86 i2605 20250804 734.50 ... 740.00 735.50 I
87 i2606 20250804 730.50 ... 735.50 730.50 I
88 i2607 20250804 727.50 ... 731.50 726.50 I
89 j2508 20250804 0.00 ... 1598.00 1598.00 J
90 j2509 20250804 1585.50 ... 1584.50 1617.50 J
91 j2510 20250804 1604.50 ... 1604.00 1613.00 J
92 j2511 20250804 1612.00 ... 1621.50 1628.50 J
93 j2512 20250804 1621.50 ... 1629.00 1665.00 J
94 j2601 20250804 1629.50 ... 1641.00 1658.50 J
95 j2602 20250804 1634.50 ... 1634.50 1689.00 J
96 j2603 20250804 0.00 ... 1639.00 1635.00 J
97 j2604 20250804 1673.50 ... 1673.50 1708.50 J
98 j2605 20250804 1674.00 ... 1707.50 1708.00 J
99 j2606 20250804 0.00 ... 1733.00 1733.00 J
100 j2607 20250804 1686.50 ... 1733.00 1693.50 J
101 jd2508 20250804 3100.00 ... 3093.00 3271.00 JD
102 jd2509 20250804 3450.00 ... 3394.00 3501.00 JD
103 jd2510 20250804 3270.00 ... 3258.00 3294.00 JD
104 jd2511 20250804 3332.00 ... 3335.00 3355.00 JD
105 jd2512 20250804 3500.00 ... 3510.00 3516.00 JD
106 jd2601 20250804 3609.00 ... 3619.00 3616.00 JD
107 jd2602 20250804 3195.00 ... 3205.00 3197.00 JD
108 jd2603 20250804 3195.00 ... 3211.00 3198.00 JD
109 jd2604 20250804 3340.00 ... 3362.00 3341.00 JD
110 jd2605 20250804 3456.00 ... 3467.00 3454.00 JD
111 jd2606 20250804 3295.00 ... 3300.00 3285.00 JD
112 jd2607 20250804 3500.00 ... 3515.00 3497.00 JD
113 jm2508 20250804 0.00 ... 910.00 910.00 JM
114 jm2509 20250804 987.00 ... 982.50 1017.00 JM
115 jm2510 20250804 1020.00 ... 1014.00 1053.50 JM
116 jm2511 20250804 1044.00 ... 1042.50 1074.00 JM
117 jm2512 20250804 1067.50 ... 1068.00 1091.00 JM
118 jm2601 20250804 1099.50 ... 1105.50 1115.00 JM
119 jm2602 20250804 1108.00 ... 1115.50 1119.50 JM
120 jm2603 20250804 1110.50 ... 1120.50 1137.00 JM
121 jm2604 20250804 1119.50 ... 1130.00 1141.50 JM
122 jm2605 20250804 1127.00 ... 1142.00 1142.00 JM
123 jm2606 20250804 1124.00 ... 1153.00 1146.50 JM
124 jm2607 20250804 1140.00 ... 1158.00 1157.50 JM
125 l2508 20250804 0.00 ... 7311.00 7311.00 L
126 l2509 20250804 7312.00 ... 7276.00 7336.00 L
127 l2510 20250804 7342.00 ... 7299.00 7361.00 L
128 l2511 20250804 7364.00 ... 7327.00 7384.00 L
129 l2512 20250804 7372.00 ... 7342.00 7399.00 L
130 l2601 20250804 7385.00 ... 7343.00 7398.00 L
131 l2602 20250804 7360.00 ... 7340.00 7389.00 L
132 l2603 20250804 0.00 ... 7389.00 7389.00 L
133 l2604 20250804 7370.00 ... 7363.00 7386.00 L
134 l2605 20250804 7372.00 ... 7336.00 7377.00 L
135 l2606 20250804 0.00 ... 7367.00 7367.00 L
136 l2607 20250804 7340.00 ... 7340.00 7395.00 L
137 lg2509 20250804 820.00 ... 834.00 819.00 LG
138 lg2511 20250804 826.50 ... 835.00 825.00 LG
139 lg2601 20250804 829.00 ... 835.50 826.00 LG
140 lg2603 20250804 829.00 ... 832.50 824.00 LG
141 lg2605 20250804 834.50 ... 839.50 830.00 LG
142 lg2607 20250804 830.00 ... 833.00 827.50 LG
143 lh2509 20250804 13975.00 ... 13880.00 14010.00 LH
144 lh2511 20250804 13800.00 ... 13840.00 13860.00 LH
145 lh2601 20250804 14105.00 ... 14145.00 14185.00 LH
146 lh2603 20250804 13220.00 ... 13230.00 13290.00 LH
147 lh2605 20250804 13700.00 ... 13740.00 13740.00 LH
148 lh2607 20250804 14390.00 ... 14395.00 14445.00 LH
149 m2508 20250804 3000.00 ... 3001.00 2998.00 M
150 m2509 20250804 3006.00 ... 3021.00 3004.00 M
151 m2511 20250804 3042.00 ... 3060.00 3043.00 M
152 m2512 20250804 3069.00 ... 3084.00 3068.00 M
153 m2601 20250804 3033.00 ... 3050.00 3035.00 M
154 m2603 20250804 2919.00 ... 2929.00 2918.00 M
155 m2605 20250804 2735.00 ... 2742.00 2734.00 M
156 m2607 20250804 2718.00 ... 2723.00 2717.00 M
157 p2508 20250804 0.00 ... 8808.00 8808.00 P
158 p2509 20250804 8918.00 ... 8814.00 8894.00 P
159 p2510 20250804 8910.00 ... 8818.00 8900.00 P
160 p2511 20250804 8910.00 ... 8814.00 8902.00 P
161 p2512 20250804 8924.00 ... 8812.00 8898.00 P
162 p2601 20250804 8946.00 ... 8830.00 8914.00 P
163 p2602 20250804 8890.00 ... 8804.00 8886.00 P
164 p2603 20250804 8844.00 ... 8766.00 8836.00 P
165 p2604 20250804 8798.00 ... 8720.00 8804.00 P
166 p2605 20250804 8770.00 ... 8648.00 8732.00 P
167 p2606 20250804 8558.00 ... 8548.00 8664.00 P
168 p2607 20250804 8470.00 ... 8484.00 8594.00 P
169 pg2508 20250804 3965.00 ... 3935.00 3984.00 PG
170 pg2509 20250804 3973.00 ... 3921.00 3987.00 PG
171 pg2510 20250804 4407.00 ... 4347.00 4432.00 PG
172 pg2511 20250804 4353.00 ... 4286.00 4377.00 PG
173 pg2512 20250804 4307.00 ... 4231.00 4319.00 PG
174 pg2601 20250804 4246.00 ... 4175.00 4255.00 PG
175 pg2602 20250804 4160.00 ... 4093.00 4171.00 PG
176 pg2603 20250804 4081.00 ... 4019.00 4085.00 PG
177 pg2604 20250804 4342.00 ... 4330.00 4381.00 PG
178 pg2605 20250804 4260.00 ... 4209.00 4287.00 PG
179 pg2606 20250804 4210.00 ... 4163.00 4227.00 PG
180 pg2607 20250804 4154.00 ... 4116.00 4200.00 PG
181 pp2508 20250804 7042.00 ... 7033.00 7061.00 PP
182 pp2509 20250804 7098.00 ... 7069.00 7113.00 PP
183 pp2510 20250804 7092.00 ... 7062.00 7116.00 PP
184 pp2511 20250804 7101.00 ... 7082.00 7128.00 PP
185 pp2512 20250804 7110.00 ... 7094.00 7136.00 PP
186 pp2601 20250804 7130.00 ... 7099.00 7137.00 PP
187 pp2602 20250804 7100.00 ... 7084.00 7120.00 PP
188 pp2603 20250804 7092.00 ... 7085.00 7104.00 PP
189 pp2604 20250804 7107.00 ... 7101.00 7125.00 PP
190 pp2605 20250804 7120.00 ... 7107.00 7134.00 PP
191 pp2606 20250804 7100.00 ... 7085.00 7112.00 PP
192 pp2607 20250804 7100.00 ... 7100.00 7131.00 PP
193 rr2508 20250804 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250804 3601.00 ... 3611.00 3615.00 RR
195 rr2510 20250804 3627.00 ... 3622.00 3629.00 RR
196 rr2511 20250804 3631.00 ... 3626.00 3629.00 RR
197 rr2512 20250804 3626.00 ... 3622.00 3624.00 RR
198 rr2601 20250804 3631.00 ... 3629.00 3631.00 RR
199 rr2602 20250804 3625.00 ... 3623.00 3625.00 RR
200 rr2603 20250804 3624.00 ... 3621.00 3619.00 RR
201 rr2604 20250804 3622.00 ... 3622.00 3624.00 RR
202 rr2605 20250804 3620.00 ... 3620.00 3624.00 RR
203 rr2606 20250804 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250804 0.00 ... 3633.00 3633.00 RR
205 v2508 20250804 4952.00 ... 4937.00 5001.00 V
206 v2509 20250804 5019.00 ... 4978.00 5040.00 V
207 v2510 20250804 5043.00 ... 5012.00 5075.00 V
208 v2511 20250804 5082.00 ... 5053.00 5114.00 V
209 v2512 20250804 5118.00 ... 5084.00 5145.00 V
210 v2601 20250804 5170.00 ... 5116.00 5179.00 V
211 v2602 20250804 5166.00 ... 5144.00 5204.00 V
212 v2603 20250804 5190.00 ... 5169.00 5233.00 V
213 v2604 20250804 5410.00 ... 5385.00 5443.00 V
214 v2605 20250804 5452.00 ... 5410.00 5464.00 V
215 v2606 20250804 5453.00 ... 5440.00 5473.00 V
216 v2607 20250804 5500.00 ... 5454.00 5503.00 V
217 y2508 20250804 8210.00 ... 8284.00 8240.00 Y
218 y2509 20250804 8274.00 ... 8246.00 8228.00 Y
219 y2511 20250804 8266.00 ... 8240.00 8220.00 Y
220 y2512 20250804 8284.00 ... 8258.00 8230.00 Y
221 y2601 20250804 8230.00 ... 8204.00 8186.00 Y
222 y2603 20250804 8120.00 ... 8104.00 8078.00 Y
223 y2605 20250804 7850.00 ... 7842.00 7834.00 Y
224 y2607 20250804 7800.00 ... 7792.00 7802.00 Y
[225 rows x 12 columns]
2025-08-07 16:26:15,594 - future_1d - INFO - ak.get_dce_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250804 527.6 527.7 ... 7537481.8 516.8 528.1 SC
1 SC2510 20250804 523.1 523.1 ... 1718415.83 511.8 523.7 SC
2 SC2511 20250804 519 519 ... 271381.83 507.9 519.8 SC
3 SC2512 20250804 516.3 516.3 ... 64483.96 505.7 516 SC
4 SC2601 20250804 511.2 511.2 ... 21919.61 501.5 513 SC
5 SC2602 20250804 507.1 507.1 ... 13994.73 499.8 509.6 SC
6 SC2603 20250804 505.8 505.8 ... 17388.31 496.8 506.4 SC
7 SC2604 20250804 503 503 ... 2690.04 489 503.7 SC
8 SC2605 20250804 502.5 502.5 ... 392.58 490.7 502.9 SC
9 SC2606 20250804 497 497 ... 2624.28 485.9 500.8 SC
10 SC2607 20250804 ... 0 485 498.8 SC
11 SC2608 20250804 ... 0 486.8 496.8 SC
12 SC2609 20250804 480.4 480.4 ... 48.04 480.4 495.1 SC
13 SC2612 20250804 487.7 487.7 ... 192.82 482 488.2 SC
14 SC2703 20250804 ... 0 478.1 486.9 SC
15 SC2706 20250804 484.5 484.5 ... 96.18 480.9 484.5 SC
16 SC2709 20250804 472 472 ... 94.34 471.7 483.3 SC
17 SC2712 20250804 470.1 470.1 ... 47.01 470.1 483.1 SC
18 SC2803 20250804 ... 0 469.5 476.1 SC
19 SC2806 20250804 474.5 474.5 ... 141.74 472.4 474.2 SC
21 LU2509 20250804 3633 3643 ... 30108.692 3572 3645 LU
22 LU2510 20250804 3652 3661 ... 391774.499 3588 3663 LU
23 LU2511 20250804 3669 3670 ... 162900.07 3600 3668 LU
24 LU2512 20250804 3634 3654 ... 10543.715 3571 3651 LU
25 LU2601 20250804 3600 3616 ... 10236.398 3529 3612 LU
26 LU2602 20250804 3572 3580 ... 518.326 3526 3595 LU
27 LU2603 20250804 3579 3580 ... 355.004 3550 3596 LU
28 LU2604 20250804 3543 3543 ... 28.048 3506 3576 LU
29 LU2605 20250804 3485 3485 ... 38.14 3467 3498 LU
30 LU2606 20250804 3551 3551 ... 31.436 3492 3572 LU
31 LU2607 20250804 3545 3545 ... 59.126 3478 3542 LU
32 LU2608 20250804 3508 3508 ... 20.862 3477 3529 LU
34 NR2508 20250804 12185 12185 ... 1331.5 12100 12185 NR
35 NR2509 20250804 12230 12230 ... 817545.835 12145 12220 NR
36 NR2510 20250804 12265 12270 ... 451114.65 12190 12260 NR
37 NR2511 20250804 12320 12320 ... 41742.415 12220 12295 NR
38 NR2512 20250804 12345 12345 ... 10967.365 12265 12340 NR
39 NR2601 20250804 12335 12390 ... 28054.275 12305 12385 NR
40 NR2602 20250804 12360 12360 ... 579.87 12335 12465 NR
41 NR2603 20250804 12310 12400 ... 692.76 12370 12310 NR
42 NR2604 20250804 12425 12425 ... 198 12375 12285 NR
43 NR2605 20250804 12360 12400 ... 37.16 12385 12430 NR
44 NR2606 20250804 12505 12505 ... 137.365 12485 12290 NR
45 NR2607 20250804 12475 12500 ... 24.975 12485 12550 NR
47 BC2508 20250804 69350 69440 ... 346.975 69390 68830 BC
48 BC2509 20250804 69600 69640 ... 125883.2 69370 69410 BC
49 BC2510 20250804 69510 69650 ... 13987.375 69410 69430 BC
50 BC2511 20250804 ... 0 69240 69240 BC
51 BC2512 20250804 69660 69660 ... 69.655 69650 69700 BC
52 BC2601 20250804 ... 0 70020 70020 BC
53 BC2602 20250804 ... 0 70000 70000 BC
54 BC2603 20250804 ... 0 70000 70000 BC
55 BC2604 20250804 ... 0 70000 70000 BC
56 BC2605 20250804 ... 0 70000 70000 BC
57 BC2606 20250804 ... 0 69340 69340 BC
58 BC2607 20250804 ... 0 68670 68670 BC
60 EC2508 20250804 2100 2122.3 ... 5068.865 2112 2114.3 EC
61 EC2510 20250804 1415.9 1432 ... 212521.427 1404.2 1432.1 EC
62 EC2512 20250804 1670 1700 ... 29799.638 1670.3 1687.9 EC
63 EC2602 20250804 1485.8 1490 ... 5042.7065 1474.4 1485.8 EC
64 EC2604 20250804 1325.9 1330 ... 4879.1515 1315.1 1329.8 EC
65 EC2606 20250804 1454.6 1467.8 ... 713.0175 1455.1 1469.7 EC
68 SC_TAS2509 20250804 ... SC_TAS
69 SC_TAS2510 20250804 ... SC_TAS
70 SC_TAS2511 20250804 ... SC_TAS
71 SC_TAS2512 20250804 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 16:26:15,706 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250804 ... 78240 78260 CU
1 1 CU2509 20250804 ... 78220 78270 CU
2 2 CU2510 20250804 ... 78200 78220 CU
3 3 CU2511 20250804 ... 78130 78210 CU
4 4 CU2512 20250804 ... 78100 78120 CU
5 5 CU2601 20250804 ... 78080 78040 CU
6 6 CU2602 20250804 ... 78070 78000 CU
7 7 CU2603 20250804 ... 78030 78080 CU
8 8 CU2604 20250804 ... 78120 78200 CU
9 9 CU2605 20250804 ... 78080 78070 CU
10 10 CU2606 20250804 ... 78120 78190 CU
11 11 CU2607 20250804 ... 78080 78180 CU
12 12 BC2508 20250804 ... 69390 68830 BC
13 13 BC2509 20250804 ... 69370 69410 BC
14 14 BC2510 20250804 ... 69410 69430 BC
15 15 BC2511 20250804 ... 69240 69240 BC
16 16 BC2512 20250804 ... 69650 69700 BC
17 17 BC2601 20250804 ... 70020 70020 BC
18 18 BC2602 20250804 ... 70000 70000 BC
19 19 BC2603 20250804 ... 70000 70000 BC
20 20 BC2604 20250804 ... 70000 70000 BC
21 21 BC2605 20250804 ... 70000 70000 BC
22 22 BC2606 20250804 ... 69340 69340 BC
23 23 BC2607 20250804 ... 68670 68670 BC
24 24 AL2508 20250804 ... 20515 20520 AL
25 25 AL2509 20250804 ... 20455 20475 AL
26 26 AL2510 20250804 ... 20415 20445 AL
27 27 AL2511 20250804 ... 20370 20400 AL
28 28 AL2512 20250804 ... 20325 20360 AL
29 29 AL2601 20250804 ... 20295 20325 AL
30 30 AL2602 20250804 ... 20300 20330 AL
31 31 AL2603 20250804 ... 20320 20365 AL
32 32 AL2604 20250804 ... 20355 20385 AL
33 33 AL2605 20250804 ... 20360 20400 AL
34 34 AL2606 20250804 ... 20355 20410 AL
35 35 AL2607 20250804 ... 20355 20420 AL
36 36 ZN2508 20250804 ... 22175 22315 ZN
37 37 ZN2509 20250804 ... 22205 22345 ZN
38 38 ZN2510 20250804 ... 22190 22355 ZN
39 39 ZN2511 20250804 ... 22190 22360 ZN
40 40 ZN2512 20250804 ... 22165 22330 ZN
41 41 ZN2601 20250804 ... 22140 22305 ZN
42 42 ZN2602 20250804 ... 22130 22305 ZN
43 43 ZN2603 20250804 ... 22150 22315 ZN
44 44 ZN2604 20250804 ... 22180 22310 ZN
45 45 ZN2605 20250804 ... 22170 22340 ZN
46 46 ZN2606 20250804 ... 22185 22350 ZN
47 47 ZN2607 20250804 ... 22170 22330 ZN
48 48 PB2508 20250804 ... 16735 16630 PB
49 49 PB2509 20250804 ... 16780 16660 PB
50 50 PB2510 20250804 ... 16780 16675 PB
51 51 PB2511 20250804 ... 16805 16705 PB
52 52 PB2512 20250804 ... 16830 16710 PB
53 53 PB2601 20250804 ... 16855 16745 PB
54 54 PB2602 20250804 ... 16835 16885 PB
55 55 PB2603 20250804 ... 16860 16840 PB
56 56 PB2604 20250804 ... 16850 16850 PB
57 57 PB2605 20250804 ... 16910 16850 PB
58 58 PB2606 20250804 ... 17100 17100 PB
59 59 PB2607 20250804 ... 16895 16890 PB
60 60 NI2508 20250804 ... 119880 119950 NI
61 61 NI2509 20250804 ... 119910 119980 NI
62 62 NI2510 20250804 ... 120020 120080 NI
63 63 NI2511 20250804 ... 120150 120270 NI
64 64 NI2512 20250804 ... 120170 120570 NI
65 65 NI2601 20250804 ... 120750 120780 NI
66 66 NI2602 20250804 ... 120670 120930 NI
67 67 NI2603 20250804 ... 120940 121270 NI
68 68 NI2604 20250804 ... 121190 121360 NI
69 69 NI2605 20250804 ... 121790 121760 NI
70 70 NI2606 20250804 ... 122260 121880 NI
71 71 NI2607 20250804 ... 122100 122430 NI
72 72 SN2508 20250804 ... 265590 263970 SN
73 73 SN2509 20250804 ... 266150 264250 SN
74 74 SN2510 20250804 ... 266410 264600 SN
75 75 SN2511 20250804 ... 266390 264620 SN
76 76 SN2512 20250804 ... 266610 264530 SN
77 77 SN2601 20250804 ... 266980 264800 SN
78 78 SN2602 20250804 ... 267390 265000 SN
79 79 SN2603 20250804 ... 267380 265120 SN
80 80 SN2604 20250804 ... 267470 266870 SN
81 81 SN2605 20250804 ... 267140 266350 SN
82 82 SN2606 20250804 ... 268030 266530 SN
83 83 SN2607 20250804 ... 267110 266520 SN
84 84 AO2508 20250804 ... 3178 3233 AO
85 85 AO2509 20250804 ... 3190 3205 AO
86 86 AO2510 20250804 ... 3185 3180 AO
87 87 AO2511 20250804 ... 3189 3183 AO
88 88 AO2512 20250804 ... 3183 3177 AO
89 89 AO2601 20250804 ... 3184 3175 AO
90 90 AO2602 20250804 ... 3173 3157 AO
91 91 AO2603 20250804 ... 3168 3155 AO
92 92 AO2604 20250804 ... 3179 3173 AO
93 93 AO2605 20250804 ... 3175 3163 AO
94 94 AO2606 20250804 ... 3164 3148 AO
95 95 AO2607 20250804 ... 3172 3119 AO
96 96 AD2511 20250804 ... 19880 19890 AD
97 97 AD2512 20250804 ... 19890 19895 AD
98 98 AD2601 20250804 ... 19830 19885 AD
99 99 AD2602 20250804 ... 19760 19760 AD
100 100 AD2603 20250804 ... 19790 19790 AD
101 101 AD2604 20250804 ... 19710 19760 AD
102 102 AD2605 20250804 ... 19650 19670 AD
103 103 AD2606 20250804 ... 19650 19650 AD
104 104 AD2607 20250804 ... 19830 19830 AD
105 105 AU2508 20250804 ... 777.22 767.7 AU
106 106 AU2509 20250804 ... 779.2 769.98 AU
107 107 AU2510 20250804 ... 780.48 770.9 AU
108 108 AU2512 20250804 ... 782.76 772.98 AU
109 109 AU2602 20250804 ... 784.98 775.08 AU
110 110 AU2604 20250804 ... 787 777.4 AU
111 111 AU2606 20250804 ... 789.08 779.84 AU
112 112 AU2608 20250804 ... 791.5 781.88 AU
113 113 AG2508 20250804 ... 8986 8902 AG
114 114 AG2509 20250804 ... 8992 8914 AG
115 115 AG2510 20250804 ... 9001 8923 AG
116 116 AG2511 20250804 ... 9014 8934 AG
117 117 AG2512 20250804 ... 9026 8947 AG
118 118 AG2601 20250804 ... 9038 8961 AG
119 119 AG2602 20250804 ... 9049 8971 AG
120 120 AG2603 20250804 ... 9064 8988 AG
121 121 AG2604 20250804 ... 9075 8998 AG
122 122 AG2605 20250804 ... 9092 9015 AG
123 123 AG2606 20250804 ... 9104 9026 AG
124 124 AG2607 20250804 ... 9115 9033 AG
125 125 RB2508 20250804 ... 3146 3170 RB
126 126 RB2509 20250804 ... 3160 3171 RB
127 127 RB2510 20250804 ... 3189 3213 RB
128 128 RB2511 20250804 ... 3212 3236 RB
129 129 RB2512 20250804 ... 3244 3264 RB
130 130 RB2601 20250804 ... 3250 3270 RB
131 131 RB2602 20250804 ... 3235 3256 RB
132 132 RB2603 20250804 ... 3258 3277 RB
133 133 RB2604 20250804 ... 3270 3294 RB
134 134 RB2605 20250804 ... 3284 3297 RB
135 135 RB2606 20250804 ... 3290 3307 RB
136 136 RB2607 20250804 ... 3297 3311 RB
137 137 WR2508 20250804 ... 3212 3212 WR
138 138 WR2509 20250804 ... 3342 3342 WR
139 139 WR2510 20250804 ... 3401 3448 WR
140 140 WR2511 20250804 ... 3490 3500 WR
141 141 WR2512 20250804 ... 3499 3501 WR
142 142 WR2601 20250804 ... 3416 3410 WR
143 143 WR2602 20250804 ... 3540 3540 WR
144 144 WR2603 20250804 ... 3565 3565 WR
145 145 WR2604 20250804 ... 3560 3560 WR
146 146 WR2605 20250804 ... 3595 3595 WR
147 147 WR2606 20250804 ... 3599 3599 WR
148 148 WR2607 20250804 ... 3635 3635 WR
149 149 HC2508 20250804 ... 3395 3395 HC
150 150 HC2509 20250804 ... 3404 3417 HC
151 151 HC2510 20250804 ... 3393 3408 HC
152 152 HC2511 20250804 ... 3391 3408 HC
153 153 HC2512 20250804 ... 3405 3417 HC
154 154 HC2601 20250804 ... 3396 3413 HC
155 155 HC2602 20250804 ... 3377 3403 HC
156 156 HC2603 20250804 ... 3389 3407 HC
157 157 HC2604 20250804 ... 3414 3413 HC
158 158 HC2605 20250804 ... 3399 3411 HC
159 159 HC2606 20250804 ... 3394 3409 HC
160 160 HC2607 20250804 ... 3414 3419 HC
161 161 SS2508 20250804 ... 12895 12915 SS
162 162 SS2509 20250804 ... 12845 12865 SS
163 163 SS2510 20250804 ... 12895 12905 SS
164 164 SS2511 20250804 ... 12945 12955 SS
165 165 SS2512 20250804 ... 12970 12975 SS
166 166 SS2601 20250804 ... 12990 13000 SS
167 167 SS2602 20250804 ... 13045 13025 SS
168 168 SS2603 20250804 ... 13090 13105 SS
169 169 SS2604 20250804 ... 13190 13115 SS
170 170 SS2605 20250804 ... 13150 13185 SS
171 171 SS2606 20250804 ... 13220 13210 SS
172 172 SS2607 20250804 ... 13240 13265 SS
173 173 SC2509 20250804 ... 516.8 528.1 SC
174 174 SC2510 20250804 ... 511.8 523.7 SC
175 175 SC2511 20250804 ... 507.9 519.8 SC
176 176 SC2512 20250804 ... 505.7 516 SC
177 177 SC2601 20250804 ... 501.5 513 SC
178 178 SC2602 20250804 ... 499.8 509.6 SC
179 179 SC2603 20250804 ... 496.8 506.4 SC
180 180 SC2604 20250804 ... 489 503.7 SC
181 181 SC2605 20250804 ... 490.7 502.9 SC
182 182 SC2606 20250804 ... 485.9 500.8 SC
183 183 SC2607 20250804 ... 485 498.8 SC
184 184 SC2608 20250804 ... 486.8 496.8 SC
185 185 SC2609 20250804 ... 480.4 495.1 SC
186 186 SC2612 20250804 ... 482 488.2 SC
187 187 SC2703 20250804 ... 478.1 486.9 SC
188 188 SC2706 20250804 ... 480.9 484.5 SC
189 189 SC2709 20250804 ... 471.7 483.3 SC
190 190 SC2712 20250804 ... 470.1 483.1 SC
191 191 SC2803 20250804 ... 469.5 476.1 SC
192 192 SC2806 20250804 ... 472.4 474.2 SC
193 193 LU2509 20250804 ... 3572 3645 LU
194 194 LU2510 20250804 ... 3588 3663 LU
195 195 LU2511 20250804 ... 3600 3668 LU
196 196 LU2512 20250804 ... 3571 3651 LU
197 197 LU2601 20250804 ... 3529 3612 LU
198 198 LU2602 20250804 ... 3526 3595 LU
199 199 LU2603 20250804 ... 3550 3596 LU
200 200 LU2604 20250804 ... 3506 3576 LU
201 201 LU2605 20250804 ... 3467 3498 LU
202 202 LU2606 20250804 ... 3492 3572 LU
203 203 LU2607 20250804 ... 3478 3542 LU
204 204 LU2608 20250804 ... 3477 3529 LU
205 205 FU2509 20250804 ... 2869 2914 FU
206 206 FU2510 20250804 ... 2889 2936 FU
207 207 FU2511 20250804 ... 2903 2952 FU
208 208 FU2512 20250804 ... 2894 2949 FU
209 209 FU2601 20250804 ... 2893 2943 FU
210 210 FU2602 20250804 ... 2876 2938 FU
211 211 FU2603 20250804 ... 2870 2929 FU
212 212 FU2604 20250804 ... 2855 2917 FU
213 213 FU2605 20250804 ... 2856 2903 FU
214 214 FU2606 20250804 ... 2843 2890 FU
215 215 FU2607 20250804 ... 2824 2867 FU
216 216 FU2608 20250804 ... 2825 2852 FU
217 217 BU2508 20250804 ... 3625 3657 BU
218 218 BU2509 20250804 ... 3601 3652 BU
219 219 BU2510 20250804 ... 3580 3643 BU
220 220 BU2511 20250804 ... 3553 3610 BU
221 221 BU2512 20250804 ... 3487 3531 BU
222 222 BU2601 20250804 ... 3442 3499 BU
223 223 BU2602 20250804 ... 3423 3478 BU
224 224 BU2603 20250804 ... 3405 3470 BU
225 225 BU2604 20250804 ... 3404 3467 BU
226 226 BU2605 20250804 ... 3402 3464 BU
227 227 BU2606 20250804 ... 3420 3454 BU
228 228 BU2607 20250804 ... 3399 3451 BU
229 229 BU2609 20250804 ... 3394 3428 BU
230 230 BU2612 20250804 ... 3352 3382 BU
231 231 BU2703 20250804 ... 3354 3378 BU
232 232 BU2706 20250804 ... 3353 3374 BU
233 233 BR2508 20250804 ... 11480 11505 BR
234 234 BR2509 20250804 ... 11405 11475 BR
235 235 BR2510 20250804 ... 11410 11455 BR
236 236 BR2511 20250804 ... 11430 11450 BR
237 237 BR2512 20250804 ... 11475 11480 BR
238 238 BR2601 20250804 ... 11515 11525 BR
239 239 BR2602 20250804 ... 11510 11510 BR
240 240 BR2603 20250804 ... 11525 11550 BR
241 241 BR2604 20250804 ... 11590 11615 BR
242 242 BR2605 20250804 ... 11610 11625 BR
243 243 BR2606 20250804 ... 11575 11575 BR
244 244 BR2607 20250804 ... 11655 11700 BR
245 245 RU2508 20250804 ... 14275 14405 RU
246 246 RU2509 20250804 ... 14320 14440 RU
247 247 RU2510 20250804 ... 14345 14430 RU
248 248 RU2511 20250804 ... 14325 14405 RU
249 249 RU2601 20250804 ... 15210 15280 RU
250 250 RU2603 20250804 ... 15280 15385 RU
251 251 RU2604 20250804 ... 15230 15405 RU
252 252 RU2605 20250804 ... 15325 15390 RU
253 253 RU2606 20250804 ... 15330 15300 RU
254 254 RU2607 20250804 ... 15400 15360 RU
255 255 NR2508 20250804 ... 12100 12185 NR
256 256 NR2509 20250804 ... 12145 12220 NR
257 257 NR2510 20250804 ... 12190 12260 NR
258 258 NR2511 20250804 ... 12220 12295 NR
259 259 NR2512 20250804 ... 12265 12340 NR
260 260 NR2601 20250804 ... 12305 12385 NR
261 261 NR2602 20250804 ... 12335 12465 NR
262 262 NR2603 20250804 ... 12370 12310 NR
263 263 NR2604 20250804 ... 12375 12285 NR
264 264 NR2605 20250804 ... 12385 12430 NR
265 265 NR2606 20250804 ... 12485 12290 NR
266 266 NR2607 20250804 ... 12485 12550 NR
267 267 SP2508 20250804 ... 5194 5194 SP
268 268 SP2509 20250804 ... 5170 5206 SP
269 269 SP2510 20250804 ... 5172 5196 SP
270 270 SP2511 20250804 ... 5178 5202 SP
271 271 SP2512 20250804 ... 5186 5198 SP
272 272 SP2601 20250804 ... 5410 5414 SP
273 273 SP2602 20250804 ... 5362 5356 SP
274 274 SP2603 20250804 ... 5374 5362 SP
275 275 SP2604 20250804 ... 5350 5354 SP
276 276 SP2605 20250804 ... 5362 5352 SP
277 277 SP2606 20250804 ... 5378 5354 SP
278 278 SP2607 20250804 ... 5362 5348 SP
279 279 EC2508 20250804 ... 2112 2114.3 EC
280 280 EC2510 20250804 ... 1404.2 1432.1 EC
281 281 EC2512 20250804 ... 1670.3 1687.9 EC
282 282 EC2602 20250804 ... 1474.4 1485.8 EC
283 283 EC2604 20250804 ... 1315.1 1329.8 EC
284 284 EC2606 20250804 ... 1455.1 1469.7 EC
285 286 SC_TAS2509 20250804 ... SC_TAS
286 287 SC_TAS2510 20250804 ... SC_TAS
287 288 SC_TAS2511 20250804 ... SC_TAS
288 289 SC_TAS2512 20250804 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 16:26:15,803 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 IC2508 20250804 6158.800 ... 6220.600 6173.600 IC
1 IC2509 20250804 6084.000 ... 6157.800 6109.800 IC
2 IC2512 20250804 5937.800 ... 6001.200 5961.800 IC
3 IC2603 20250804 5803.800 ... 5873.200 5835.800 IC
4 IF2508 20250804 4034.000 ... 4060.000 4044.000 IF
5 IF2509 20250804 4018.200 ... 4048.000 4031.800 IF
6 IF2512 20250804 3983.000 ... 4017.000 4000.000 IF
7 IF2603 20250804 3951.800 ... 3987.200 3969.000 IF
8 IH2508 20250804 2749.000 ... 2767.200 2755.400 IH
9 IH2509 20250804 2750.000 ... 2768.000 2755.400 IH
10 IH2512 20250804 2751.400 ... 2770.000 2757.400 IH
11 IH2603 20250804 2754.000 ... 2769.800 2757.000 IH
12 IM2508 20250804 6606.000 ... 6694.400 6625.200 IM
13 IM2509 20250804 6528.000 ... 6622.600 6549.800 IM
14 IM2512 20250804 6336.400 ... 6433.000 6364.800 IM
15 IM2603 20250804 6165.000 ... 6262.000 6194.600 IM
16 T2509 20250804 108.595 ... 108.485 108.450 T
17 T2512 20250804 108.450 ... 108.265 108.425 T
18 T2603 20250804 108.200 ... 108.035 108.395 T
19 TF2509 20250804 105.810 ... 105.715 105.730 TF
20 TF2512 20250804 105.825 ... 105.710 105.785 TF
21 TF2603 20250804 105.845 ... 105.695 105.840 TF
22 TL2509 20250804 119.700 ... 119.250 119.090 TL
23 TL2512 20250804 119.180 ... 118.900 118.820 TL
24 TL2603 20250804 118.490 ... 118.540 118.520 TL
25 TS2509 20250804 102.384 ... 102.354 102.352 TS
26 TS2512 20250804 102.396 ... 102.362 102.394 TS
27 TS2603 20250804 102.400 ... 102.332 102.462 TS
[28 rows x 12 columns]
2025-08-07 16:26:15,925 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 PS2508 20250804 48000.0 ... 48370.0 49395.0 PS
1 PS2509 20250804 48500.0 ... 48250.0 49350.0 PS
2 PS2510 20250804 48500.0 ... 48405.0 49490.0 PS
3 PS2511 20250804 48800.0 ... 48450.0 49590.0 PS
4 PS2512 20250804 52475.0 ... 51430.0 52650.0 PS
5 PS2601 20250804 51600.0 ... 51605.0 52835.0 PS
6 PS2602 20250804 51940.0 ... 51880.0 53380.0 PS
7 PS2603 20250804 52065.0 ... 52045.0 53405.0 PS
8 PS2604 20250804 52100.0 ... 52185.0 53565.0 PS
9 PS2605 20250804 51900.0 ... 51875.0 53300.0 PS
10 PS2606 20250804 54600.0 ... 54095.0 55335.0 PS
11 PS2607 20250804 54235.0 ... 54260.0 55500.0 PS
13 SI2508 20250804 8330.0 ... 8490.0 8710.0 SI
14 SI2509 20250804 8490.0 ... 8365.0 8660.0 SI
15 SI2510 20250804 8465.0 ... 8380.0 8655.0 SI
16 SI2511 20250804 8450.0 ... 8375.0 8645.0 SI
17 SI2512 20250804 8825.0 ... 8720.0 8995.0 SI
18 SI2601 20250804 8795.0 ... 8715.0 8975.0 SI
19 SI2602 20250804 8750.0 ... 8700.0 8935.0 SI
20 SI2603 20250804 8750.0 ... 8725.0 8965.0 SI
21 SI2604 20250804 8760.0 ... 8745.0 8970.0 SI
22 SI2605 20250804 8885.0 ... 8745.0 8990.0 SI
23 SI2606 20250804 8885.0 ... 8770.0 8995.0 SI
24 SI2607 20250804 8895.0 ... 8790.0 8975.0 SI
27 LC2508 20250804 68500.0 ... 69520.0 68480.0 LC
28 LC2509 20250804 69280.0 ... 69520.0 68860.0 LC
29 LC2510 20250804 69360.0 ... 69480.0 69000.0 LC
30 LC2511 20250804 69320.0 ... 69500.0 69100.0 LC
31 LC2512 20250804 69580.0 ... 69580.0 69520.0 LC
32 LC2601 20250804 69600.0 ... 69640.0 69500.0 LC
33 LC2602 20250804 69460.0 ... 69320.0 69400.0 LC
34 LC2603 20250804 69000.0 ... 69440.0 69260.0 LC
35 LC2604 20250804 69860.0 ... 70200.0 69900.0 LC
36 LC2605 20250804 71000.0 ... 70300.0 70080.0 LC
37 LC2606 20250804 69160.0 ... 70140.0 70060.0 LC
38 LC2607 20250804 70060.0 ... 70220.0 70160.0 LC
[36 rows x 12 columns]
2025-08-07 16:26:16,189 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
2025-08-07 16:26:17,919 - future_1d - INFO - save future_daily 2025-08-04 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250805 7830.0 7862.0 ... 235841.35 7842.0 7814.0 AP
1 AP511 20250805 7647.0 7677.0 ... 750.70 7660.0 7636.0 AP
2 AP512 20250805 7717.0 7730.0 ... 154.41 7721.0 7698.0 AP
3 AP601 20250805 7738.0 7796.0 ... 18030.53 7775.0 7736.0 AP
4 AP603 20250805 7727.0 7744.0 ... 23.20 7734.0 7703.0 AP
5 AP604 20250805 7779.0 7798.0 ... 23.37 7790.0 7757.0 AP
6 AP605 20250805 7852.0 7863.0 ... 78.54 7854.0 7843.0 AP
7 CF509 20250805 13690.0 13730.0 ... 842950.86 13670.0 13640.0 CF
8 CF511 20250805 13685.0 13730.0 ... 131987.93 13690.0 13655.0 CF
9 CF601 20250805 13810.0 13860.0 ... 548656.50 13825.0 13780.0 CF
10 CF603 20250805 13810.0 13830.0 ... 1400.46 13800.0 13755.0 CF
11 CF605 20250805 13790.0 13810.0 ... 22176.58 13775.0 13720.0 CF
12 CF607 20250805 13795.0 13830.0 ... 413.39 13780.0 13755.0 CF
13 CJ509 20250805 9760.0 9775.0 ... 26137.23 9705.0 9790.0 CJ
14 CJ512 20250805 10685.0 10720.0 ... 6106.67 10650.0 10750.0 CJ
15 CJ601 20250805 10855.0 10870.0 ... 526585.97 10795.0 10920.0 CJ
16 CJ603 20250805 10905.0 10940.0 ... 8639.97 10860.0 11000.0 CJ
17 CJ605 20250805 11090.0 11090.0 ... 71540.60 11015.0 11135.0 CJ
18 CJ607 20250805 11280.0 11290.0 ... 1054.96 11225.0 11300.0 CJ
19 CY508 20250805 0.0 0.0 ... 0.00 19995.0 20005.0 CY
20 CY509 20250805 19790.0 19880.0 ... 31312.45 19835.0 19790.0 CY
21 CY510 20250805 0.0 0.0 ... 0.00 19945.0 19900.0 CY
22 CY511 20250805 19760.0 19820.0 ... 85583.75 19755.0 19765.0 CY
23 CY512 20250805 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250805 19705.0 19810.0 ... 2086.66 19780.0 19670.0 CY
25 CY602 20250805 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250805 0.0 0.0 ... 0.00 20165.0 20150.0 CY
27 CY604 20250805 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250805 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250805 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250805 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250805 1063.0 1063.0 ... 358.78 1055.0 1062.0 FG
32 FG509 20250805 1082.0 1096.0 ... 4498783.48 1073.0 1084.0 FG
33 FG510 20250805 1167.0 1184.0 ... 101232.64 1162.0 1162.0 FG
34 FG511 20250805 1164.0 1181.0 ... 131088.75 1157.0 1156.0 FG
35 FG512 20250805 1241.0 1256.0 ... 52281.08 1231.0 1228.0 FG
36 FG601 20250805 1226.0 1250.0 ... 2701612.95 1220.0 1218.0 FG
37 FG602 20250805 1272.0 1299.0 ... 4076.46 1268.0 1261.0 FG
38 FG603 20250805 1269.0 1300.0 ... 5348.23 1268.0 1256.0 FG
39 FG604 20250805 1306.0 1348.0 ... 1981.39 1316.0 1303.0 FG
40 FG605 20250805 1298.0 1353.0 ... 74841.65 1310.0 1292.0 FG
41 FG606 20250805 1329.0 1369.0 ... 1919.69 1339.0 1322.0 FG
42 FG607 20250805 1323.0 1364.0 ... 1824.68 1334.0 1315.0 FG
43 JR509 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250805 2330.0 2355.0 ... 14.06 2343.0 2366.0 MA
53 MA509 20250805 2374.0 2402.0 ... 886984.32 2381.0 2384.0 MA
54 MA510 20250805 2407.0 2431.0 ... 33703.88 2411.0 2413.0 MA
55 MA511 20250805 2432.0 2455.0 ... 87044.37 2435.0 2437.0 MA
56 MA512 20250805 2468.0 2491.0 ... 64912.40 2470.0 2472.0 MA
57 MA601 20250805 2475.0 2501.0 ... 314568.77 2482.0 2481.0 MA
58 MA602 20250805 2476.0 2494.0 ... 14.90 2484.0 2482.0 MA
59 MA603 20250805 2470.0 2488.0 ... 17.33 2476.0 2474.0 MA
60 MA604 20250805 2453.0 2458.0 ... 9.82 2454.0 2456.0 MA
61 MA605 20250805 2428.0 2447.0 ... 10276.31 2427.0 2427.0 MA
62 MA606 20250805 2435.0 2448.0 ... 114.48 2436.0 2438.0 MA
63 MA607 20250805 2426.0 2441.0 ... 60.68 2427.0 2425.0 MA
64 OI509 20250805 9522.0 9617.0 ... 1954380.69 9566.0 9490.0 OI
65 OI511 20250805 9533.0 9626.0 ... 199001.02 9581.0 9496.0 OI
66 OI601 20250805 9458.0 9549.0 ... 737180.32 9506.0 9429.0 OI
67 OI603 20250805 9393.0 9495.0 ... 850.47 9450.0 9375.0 OI
68 OI605 20250805 9345.0 9425.0 ... 15399.45 9367.0 9321.0 OI
69 OI607 20250805 9344.0 9401.0 ... 84.42 9380.0 9312.0 OI
70 PF508 20250805 6304.0 6304.0 ... 314.49 6290.0 6322.0 PF
71 PF509 20250805 6324.0 6342.0 ... 266245.52 6322.0 6362.0 PF
72 PF510 20250805 6388.0 6408.0 ... 448532.33 6376.0 6420.0 PF
73 PF511 20250805 6388.0 6400.0 ... 290508.89 6372.0 6412.0 PF
74 PF512 20250805 6354.0 6398.0 ... 98389.80 6370.0 6404.0 PF
75 PF601 20250805 6378.0 6406.0 ... 4769.03 6390.0 6416.0 PF
76 PF602 20250805 6406.0 6426.0 ... 115.23 6402.0 6432.0 PF
77 PF603 20250805 6412.0 6436.0 ... 35.26 6410.0 6420.0 PF
78 PF604 20250805 6438.0 6438.0 ... 9.65 6432.0 6432.0 PF
79 PF605 20250805 6452.0 6458.0 ... 32.23 6446.0 6466.0 PF
80 PF606 20250805 0.0 0.0 ... 0.00 6468.0 6468.0 PF
81 PF607 20250805 0.0 0.0 ... 0.00 6476.0 6476.0 PF
82 PK510 20250805 8090.0 8118.0 ... 224696.08 8074.0 8092.0 PK
83 PK511 20250805 7964.0 7980.0 ... 97660.24 7954.0 7960.0 PK
84 PK512 20250805 7962.0 7990.0 ... 32543.37 7952.0 7948.0 PK
85 PK601 20250805 7944.0 7966.0 ... 11826.48 7952.0 7950.0 PK
86 PK603 20250805 7956.0 7960.0 ... 47.74 7958.0 7950.0 PK
87 PK604 20250805 7954.0 7962.0 ... 51.74 7960.0 7960.0 PK
88 PK605 20250805 7952.0 7964.0 ... 962.77 7958.0 7954.0 PK
89 PL601 20250805 6464.0 6520.0 ... 25561.90 6485.0 6468.0 PL
90 PL602 20250805 6532.0 6571.0 ... 1359.06 6534.0 6532.0 PL
91 PL603 20250805 6477.0 6526.0 ... 765.08 6484.0 6477.0 PL
92 PL604 20250805 6470.0 6494.0 ... 64.78 6478.0 6475.0 PL
93 PL605 20250805 6374.0 6375.0 ... 229.48 6375.0 6356.0 PL
94 PL606 20250805 0.0 0.0 ... 0.00 6499.0 6477.0 PL
95 PL607 20250805 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250805 5862.0 5864.0 ... 211.10 5864.0 5890.0 PR
103 PR509 20250805 5880.0 5882.0 ... 91859.90 5864.0 5896.0 PR
104 PR510 20250805 5902.0 5918.0 ... 193980.16 5894.0 5932.0 PR
105 PR511 20250805 5930.0 5930.0 ... 154302.83 5900.0 5946.0 PR
106 PR512 20250805 5946.0 5948.0 ... 81031.67 5916.0 5962.0 PR
107 PR601 20250805 5960.0 5960.0 ... 1992.51 5930.0 5960.0 PR
108 PR602 20250805 0.0 0.0 ... 0.00 5978.0 6000.0 PR
109 PR603 20250805 5968.0 5968.0 ... 17.90 5968.0 6006.0 PR
110 PR604 20250805 5970.0 5970.0 ... 17.90 5968.0 6012.0 PR
111 PR605 20250805 5986.0 5990.0 ... 26.90 5978.0 5994.0 PR
112 PR606 20250805 5958.0 5958.0 ... 17.87 5958.0 6026.0 PR
113 PR607 20250805 0.0 0.0 ... 0.00 6012.0 6038.0 PR
114 PX508 20250805 0.0 0.0 ... 0.00 6722.0 6780.0 PX
115 PX509 20250805 6700.0 6752.0 ... 287706.30 6722.0 6780.0 PX
116 PX510 20250805 6708.0 6744.0 ... 75540.37 6720.0 6768.0 PX
117 PX511 20250805 6688.0 6984.0 ... 137494.16 6710.0 6744.0 PX
118 PX512 20250805 6724.0 6736.0 ... 40628.30 6718.0 6748.0 PX
119 PX601 20250805 6674.0 6714.0 ... 56275.05 6696.0 6746.0 PX
120 PX602 20250805 6682.0 6700.0 ... 33.44 6688.0 6722.0 PX
121 PX603 20250805 6686.0 6686.0 ... 3.34 6686.0 6706.0 PX
122 PX604 20250805 6696.0 6696.0 ... 3.35 6696.0 6718.0 PX
123 PX605 20250805 6704.0 6704.0 ... 103.66 6688.0 6710.0 PX
124 PX606 20250805 6670.0 6688.0 ... 6.68 6680.0 6718.0 PX
125 PX607 20250805 6736.0 6736.0 ... 10.05 6700.0 6720.0 PX
126 RI509 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250805 2717.0 2727.0 ... 244.95 2722.0 2683.0 RM
133 RM509 20250805 2677.0 2752.0 ... 1124493.67 2720.0 2686.0 RM
134 RM511 20250805 2558.0 2599.0 ... 21642.63 2578.0 2555.0 RM
135 RM601 20250805 2433.0 2463.0 ... 386167.74 2448.0 2428.0 RM
136 RM603 20250805 2403.0 2429.0 ... 13907.27 2418.0 2403.0 RM
137 RM605 20250805 2379.0 2393.0 ... 64955.65 2387.0 2380.0 RM
138 RM607 20250805 2363.0 2372.0 ... 3133.86 2367.0 2363.0 RM
139 RS508 20250805 0.0 0.0 ... 0.00 5061.0 5037.0 RS
140 RS509 20250805 5110.0 5151.0 ... 368.80 5122.0 5098.0 RS
141 RS511 20250805 5207.0 5305.0 ... 193.59 5232.0 5241.0 RS
142 RS607 20250805 5400.0 5557.0 ... 22.05 5512.0 5350.0 RS
143 SA508 20250805 1246.0 1250.0 ... 640.66 1237.0 1246.0 SA
144 SA509 20250805 1248.0 1286.0 ... 2494890.38 1255.0 1246.0 SA
145 SA510 20250805 1275.0 1315.0 ... 155705.65 1285.0 1274.0 SA
146 SA511 20250805 1290.0 1324.0 ... 277493.74 1291.0 1284.0 SA
147 SA512 20250805 1334.0 1376.0 ... 161061.14 1334.0 1323.0 SA
148 SA601 20250805 1338.0 1384.0 ... 3322117.25 1346.0 1327.0 SA
149 SA602 20250805 1347.0 1394.0 ... 7793.67 1366.0 1334.0 SA
150 SA603 20250805 1346.0 1400.0 ... 8901.83 1369.0 1337.0 SA
151 SA604 20250805 1380.0 1434.0 ... 4332.05 1407.0 1370.0 SA
152 SA605 20250805 1380.0 1444.0 ... 122224.29 1402.0 1376.0 SA
153 SA606 20250805 1389.0 1446.0 ... 1926.10 1406.0 1381.0 SA
154 SA607 20250805 1382.0 1441.0 ... 1598.22 1404.0 1373.0 SA
155 SF508 20250805 5654.0 5654.0 ... 1843.20 5654.0 5654.0 SF
156 SF509 20250805 5662.0 5774.0 ... 624386.09 5666.0 5658.0 SF
157 SF510 20250805 5658.0 5754.0 ... 123816.74 5650.0 5638.0 SF
158 SF511 20250805 5820.0 5930.0 ... 221454.27 5830.0 5808.0 SF
159 SF512 20250805 5802.0 5918.0 ... 28597.46 5824.0 5802.0 SF
160 SF601 20250805 5804.0 5910.0 ... 67956.20 5810.0 5790.0 SF
161 SF602 20250805 5740.0 5866.0 ... 663.41 5770.0 5740.0 SF
162 SF603 20250805 5850.0 6000.0 ... 56.15 5912.0 5878.0 SF
163 SF604 20250805 5828.0 5992.0 ... 23.56 5890.0 5862.0 SF
164 SF605 20250805 5860.0 5992.0 ... 1168.91 5904.0 5862.0 SF
165 SF606 20250805 5778.0 5920.0 ... 46.90 5864.0 5790.0 SF
166 SF607 20250805 5960.0 6038.0 ... 9.01 6010.0 5926.0 SF
167 SH508 20250805 2631.0 2631.0 ... 459.11 2354.0 2459.0 SH
168 SH509 20250805 2519.0 2523.0 ... 1767704.91 2490.0 2517.0 SH
169 SH510 20250805 2601.0 2601.0 ... 336289.88 2572.0 2590.0 SH
170 SH511 20250805 2594.0 2603.0 ... 329124.30 2573.0 2584.0 SH
171 SH512 20250805 2613.0 2619.0 ... 67065.91 2593.0 2597.0 SH
172 SH601 20250805 2600.0 2606.0 ... 467479.99 2584.0 2587.0 SH
173 SH602 20250805 2618.0 2627.0 ... 453.23 2605.0 2607.0 SH
174 SH603 20250805 2636.0 2639.0 ... 549.90 2619.0 2617.0 SH
175 SH604 20250805 2669.0 2688.0 ... 583.36 2664.0 2663.0 SH
176 SH605 20250805 2677.0 2702.0 ... 8191.81 2674.0 2673.0 SH
177 SH606 20250805 2690.0 2710.0 ... 444.04 2691.0 2682.0 SH
178 SH607 20250805 2664.0 2693.0 ... 56.34 2683.0 2663.0 SH
179 SM508 20250805 5912.0 5988.0 ... 71.60 5968.0 5948.0 SM
180 SM509 20250805 5960.0 6054.0 ... 845698.40 5970.0 5962.0 SM
181 SM510 20250805 5966.0 6062.0 ... 77467.83 5978.0 5964.0 SM
182 SM511 20250805 6022.0 6128.0 ... 139178.56 6038.0 6032.0 SM
183 SM512 20250805 6032.0 6134.0 ... 30364.10 6058.0 6040.0 SM
184 SM601 20250805 6054.0 6146.0 ... 245962.38 6058.0 6050.0 SM
185 SM602 20250805 6026.0 6136.0 ... 208.90 6056.0 6056.0 SM
186 SM603 20250805 6014.0 6146.0 ... 240.82 6098.0 6040.0 SM
187 SM604 20250805 6044.0 6162.0 ... 137.70 6120.0 6042.0 SM
188 SM605 20250805 6078.0 6178.0 ... 3645.77 6092.0 6080.0 SM
189 SM606 20250805 6076.0 6164.0 ... 39.56 6088.0 6086.0 SM
190 SM607 20250805 6074.0 6136.0 ... 18.33 6112.0 6104.0 SM
191 SR509 20250805 5727.0 5730.0 ... 784438.98 5707.0 5721.0 SR
192 SR511 20250805 5660.0 5667.0 ... 89600.92 5656.0 5650.0 SR
193 SR601 20250805 5646.0 5650.0 ... 503022.73 5637.0 5626.0 SR
194 SR603 20250805 5611.0 5618.0 ... 3509.62 5606.0 5596.0 SR
195 SR605 20250805 5584.0 5586.0 ... 18665.17 5575.0 5567.0 SR
196 SR607 20250805 5575.0 5581.0 ... 813.37 5571.0 5564.0 SR
197 TA508 20250805 4660.0 4678.0 ... 9503.18 4666.0 4688.0 TA
198 TA509 20250805 4674.0 4696.0 ... 1051774.00 4678.0 4716.0 TA
199 TA510 20250805 4686.0 4714.0 ... 62341.57 4698.0 4734.0 TA
200 TA511 20250805 4710.0 4720.0 ... 63460.08 4706.0 4740.0 TA
201 TA512 20250805 4702.0 4726.0 ... 23842.44 4712.0 4742.0 TA
202 TA601 20250805 4710.0 4728.0 ... 471120.64 4714.0 4744.0 TA
203 TA602 20250805 4704.0 4716.0 ... 54.17 4712.0 4744.0 TA
204 TA603 20250805 4730.0 4732.0 ... 28.37 4728.0 4752.0 TA
205 TA604 20250805 4742.0 4742.0 ... 4.74 4740.0 4758.0 TA
206 TA605 20250805 4744.0 4780.0 ... 13541.38 4752.0 4784.0 TA
207 TA606 20250805 4750.0 4750.0 ... 2.38 4750.0 4784.0 TA
208 TA607 20250805 4768.0 4770.0 ... 7.15 4770.0 4786.0 TA
209 UR508 20250805 1742.0 1766.0 ... 705.20 1754.0 1722.0 UR
210 UR509 20250805 1736.0 1779.0 ... 732016.43 1756.0 1726.0 UR
211 UR510 20250805 1742.0 1772.0 ... 26455.04 1750.0 1734.0 UR
212 UR511 20250805 1770.0 1794.0 ... 22591.34 1773.0 1765.0 UR
213 UR512 20250805 1766.0 1788.0 ... 1378.66 1772.0 1762.0 UR
214 UR601 20250805 1763.0 1789.0 ... 236678.26 1772.0 1752.0 UR
215 UR602 20250805 1760.0 1785.0 ... 1017.90 1773.0 1751.0 UR
216 UR603 20250805 1793.0 1814.0 ... 371.29 1802.0 1785.0 UR
217 UR604 20250805 1794.0 1814.0 ... 449.46 1798.0 1780.0 UR
218 UR605 20250805 1793.0 1815.0 ... 7963.73 1802.0 1788.0 UR
219 UR606 20250805 1785.0 1803.0 ... 219.09 1796.0 1779.0 UR
220 UR607 20250805 1793.0 1814.0 ... 201.79 1802.0 1785.0 UR
221 WH509 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:26:26,821 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 a2509 20250805 4115.00 ... 4121.00 4126.00 A
1 a2511 20250805 4098.00 ... 4100.00 4105.00 A
2 a2601 20250805 4090.00 ... 4101.00 4098.00 A
3 a2603 20250805 4080.00 ... 4091.00 4089.00 A
4 a2605 20250805 4124.00 ... 4130.00 4130.00 A
5 a2607 20250805 4115.00 ... 4122.00 4122.00 A
6 b2508 20250805 3565.00 ... 3616.00 3510.00 B
7 b2509 20250805 3685.00 ... 3701.00 3687.00 B
8 b2510 20250805 3741.00 ... 3751.00 3734.00 B
9 b2511 20250805 3759.00 ... 3771.00 3754.00 B
10 b2512 20250805 3769.00 ... 3780.00 3764.00 B
11 b2601 20250805 3750.00 ... 3769.00 3744.00 B
12 b2602 20250805 3718.00 ... 3732.00 3712.00 B
13 b2603 20250805 3628.00 ... 3643.00 3630.00 B
14 b2604 20250805 3523.00 ... 3529.00 3517.00 B
15 b2605 20250805 3444.00 ... 3455.00 3441.00 B
16 b2606 20250805 3427.00 ... 3436.00 3424.00 B
17 b2607 20250805 3424.00 ... 3428.00 3416.00 B
18 bb2509 20250805 148.85 ... 149.25 148.85 BB
19 bb2511 20250805 150.45 ... 150.85 150.50 BB
20 bb2601 20250805 148.60 ... 149.75 149.50 BB
21 bb2603 20250805 147.35 ... 147.75 147.75 BB
22 bb2605 20250805 0.00 ... 142.05 142.05 BB
23 bb2607 20250805 0.00 ... 147.80 147.80 BB
24 bz2603 20250805 6200.00 ... 6210.00 6231.00 BZ
25 bz2604 20250805 6180.00 ... 6172.00 6190.00 BZ
26 bz2605 20250805 6186.00 ... 6194.00 6254.00 BZ
27 bz2606 20250805 6150.00 ... 6165.00 6253.00 BZ
28 bz2607 20250805 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250805 2281.00 ... 2259.00 2288.00 C
30 c2511 20250805 2225.00 ... 2215.00 2227.00 C
31 c2601 20250805 2213.00 ... 2198.00 2213.00 C
32 c2603 20250805 2216.00 ... 2200.00 2214.00 C
33 c2605 20250805 2263.00 ... 2246.00 2259.00 C
34 c2607 20250805 2277.00 ... 2264.00 2275.00 C
35 cs2509 20250805 2665.00 ... 2651.00 2662.00 CS
36 cs2511 20250805 2569.00 ... 2557.00 2568.00 CS
37 cs2601 20250805 2582.00 ... 2564.00 2577.00 CS
38 cs2603 20250805 2571.00 ... 2557.00 2570.00 CS
39 cs2605 20250805 2615.00 ... 2607.00 2620.00 CS
40 cs2607 20250805 2621.00 ... 2616.00 2629.00 CS
41 eb2508 20250805 7250.00 ... 7251.00 7225.00 EB
42 eb2509 20250805 7250.00 ... 7267.00 7273.00 EB
43 eb2510 20250805 7260.00 ... 7290.00 7294.00 EB
44 eb2511 20250805 7267.00 ... 7303.00 7315.00 EB
45 eb2512 20250805 7293.00 ... 7322.00 7336.00 EB
46 eb2601 20250805 7304.00 ... 7329.00 7345.00 EB
47 eb2602 20250805 7324.00 ... 7339.00 7357.00 EB
48 eb2603 20250805 7328.00 ... 7341.00 7331.00 EB
49 eb2604 20250805 7349.00 ... 7348.00 7356.00 EB
50 eb2605 20250805 7315.00 ... 7343.00 7371.00 EB
51 eb2606 20250805 7357.00 ... 7391.00 7449.00 EB
52 eb2607 20250805 7319.00 ... 7313.00 7370.00 EB
53 eg2508 20250805 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250805 4380.00 ... 4380.00 4375.00 EG
55 eg2510 20250805 4396.00 ... 4392.00 4380.00 EG
56 eg2511 20250805 4400.00 ... 4397.00 4400.00 EG
57 eg2512 20250805 4409.00 ... 4411.00 4410.00 EG
58 eg2601 20250805 4405.00 ... 4409.00 4410.00 EG
59 eg2602 20250805 4411.00 ... 4412.00 4414.00 EG
60 eg2603 20250805 4410.00 ... 4400.00 4411.00 EG
61 eg2604 20250805 4413.00 ... 4420.00 4423.00 EG
62 eg2605 20250805 4425.00 ... 4432.00 4429.00 EG
63 eg2606 20250805 4425.00 ... 4419.00 4424.00 EG
64 eg2607 20250805 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250805 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250805 1270.00 ... 1268.00 1270.00 FB
67 fb2510 20250805 1296.50 ... 1291.50 1309.00 FB
68 fb2511 20250805 1290.00 ... 1289.00 1301.50 FB
69 fb2512 20250805 1294.00 ... 1292.00 1304.50 FB
70 fb2601 20250805 1291.00 ... 1295.00 1304.00 FB
71 fb2602 20250805 1303.50 ... 1297.00 1312.00 FB
72 fb2603 20250805 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250805 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250805 0.00 ... 1337.50 1339.00 FB
75 fb2606 20250805 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250805 0.00 ... 1302.50 1302.50 FB
77 i2508 20250805 808.00 ... 809.50 805.00 I
78 i2509 20250805 792.00 ... 795.00 789.00 I
79 i2510 20250805 787.00 ... 791.50 784.00 I
80 i2511 20250805 782.00 ... 786.00 778.00 I
81 i2512 20250805 776.50 ... 779.50 772.00 I
82 i2601 20250805 766.00 ... 773.00 764.00 I
83 i2602 20250805 764.50 ... 766.00 759.50 I
84 i2603 20250805 758.00 ... 762.00 754.50 I
85 i2604 20250805 753.50 ... 757.00 750.00 I
86 i2605 20250805 744.00 ... 749.00 740.00 I
87 i2606 20250805 739.50 ... 743.50 735.50 I
88 i2607 20250805 736.00 ... 739.50 731.50 I
89 j2508 20250805 0.00 ... 1598.00 1598.00 J
90 j2509 20250805 1610.00 ... 1613.00 1584.50 J
91 j2510 20250805 1632.50 ... 1634.00 1604.00 J
92 j2511 20250805 1649.00 ... 1656.00 1621.50 J
93 j2512 20250805 1661.50 ... 1677.50 1629.00 J
94 j2601 20250805 1669.50 ... 1680.50 1641.00 J
95 j2602 20250805 1692.00 ... 1728.50 1634.50 J
96 j2603 20250805 1703.00 ... 1740.00 1639.00 J
97 j2604 20250805 1787.00 ... 1795.00 1673.50 J
98 j2605 20250805 1760.00 ... 1759.50 1707.50 J
99 j2606 20250805 1762.50 ... 1753.50 1733.00 J
100 j2607 20250805 1779.50 ... 1754.50 1733.00 J
101 jd2508 20250805 2902.00 ... 2871.00 3093.00 JD
102 jd2509 20250805 3359.00 ... 3345.00 3394.00 JD
103 jd2510 20250805 3245.00 ... 3254.00 3258.00 JD
104 jd2511 20250805 3323.00 ... 3341.00 3335.00 JD
105 jd2512 20250805 3518.00 ... 3525.00 3510.00 JD
106 jd2601 20250805 3622.00 ... 3628.00 3619.00 JD
107 jd2602 20250805 3209.00 ... 3210.00 3205.00 JD
108 jd2603 20250805 3215.00 ... 3214.00 3211.00 JD
109 jd2604 20250805 3361.00 ... 3359.00 3362.00 JD
110 jd2605 20250805 3463.00 ... 3467.00 3467.00 JD
111 jd2606 20250805 3301.00 ... 3301.00 3300.00 JD
112 jd2607 20250805 3516.00 ... 3515.00 3515.00 JD
113 jm2508 20250805 880.00 ... 878.00 910.00 JM
114 jm2509 20250805 1008.00 ... 1013.00 982.50 JM
115 jm2510 20250805 1039.50 ... 1041.00 1014.00 JM
116 jm2511 20250805 1070.00 ... 1075.00 1042.50 JM
117 jm2512 20250805 1100.00 ... 1107.50 1068.00 JM
118 jm2601 20250805 1140.00 ... 1147.00 1105.50 JM
119 jm2602 20250805 1159.50 ... 1169.00 1115.50 JM
120 jm2603 20250805 1171.00 ... 1179.00 1120.50 JM
121 jm2604 20250805 1182.00 ... 1194.00 1130.00 JM
122 jm2605 20250805 1178.00 ... 1200.00 1142.00 JM
123 jm2606 20250805 1194.50 ... 1216.00 1153.00 JM
124 jm2607 20250805 1207.50 ... 1220.00 1158.00 JM
125 l2508 20250805 0.00 ... 7311.00 7311.00 L
126 l2509 20250805 7256.00 ... 7288.00 7276.00 L
127 l2510 20250805 7279.00 ... 7308.00 7299.00 L
128 l2511 20250805 7307.00 ... 7332.00 7327.00 L
129 l2512 20250805 7323.00 ... 7345.00 7342.00 L
130 l2601 20250805 7328.00 ... 7355.00 7343.00 L
131 l2602 20250805 7329.00 ... 7341.00 7340.00 L
132 l2603 20250805 7325.00 ... 7373.00 7389.00 L
133 l2604 20250805 7353.00 ... 7394.00 7363.00 L
134 l2605 20250805 7336.00 ... 7342.00 7336.00 L
135 l2606 20250805 7332.00 ... 7333.00 7367.00 L
136 l2607 20250805 7361.00 ... 7361.00 7340.00 L
137 lg2509 20250805 841.50 ... 831.50 834.00 LG
138 lg2511 20250805 849.00 ... 836.50 835.00 LG
139 lg2601 20250805 846.00 ... 840.50 835.50 LG
140 lg2603 20250805 837.00 ... 836.50 832.50 LG
141 lg2605 20250805 843.00 ... 842.00 839.50 LG
142 lg2607 20250805 842.00 ... 841.00 833.00 LG
143 lh2509 20250805 13945.00 ... 13900.00 13880.00 LH
144 lh2511 20250805 13900.00 ... 13915.00 13840.00 LH
145 lh2601 20250805 14240.00 ... 14170.00 14145.00 LH
146 lh2603 20250805 13275.00 ... 13260.00 13230.00 LH
147 lh2605 20250805 13810.00 ... 13775.00 13740.00 LH
148 lh2607 20250805 14415.00 ... 14440.00 14395.00 LH
149 m2508 20250805 3010.00 ... 3016.00 3001.00 M
150 m2509 20250805 3022.00 ... 3030.00 3021.00 M
151 m2511 20250805 3059.00 ... 3066.00 3060.00 M
152 m2512 20250805 3085.00 ... 3096.00 3084.00 M
153 m2601 20250805 3052.00 ... 3069.00 3050.00 M
154 m2603 20250805 2929.00 ... 2935.00 2929.00 M
155 m2605 20250805 2746.00 ... 2752.00 2742.00 M
156 m2607 20250805 2726.00 ... 2730.00 2723.00 M
157 p2508 20250805 0.00 ... 8808.00 8808.00 P
158 p2509 20250805 8808.00 ... 8946.00 8814.00 P
159 p2510 20250805 8822.00 ... 8934.00 8818.00 P
160 p2511 20250805 8814.00 ... 8942.00 8814.00 P
161 p2512 20250805 8806.00 ... 8906.00 8812.00 P
162 p2601 20250805 8810.00 ... 8930.00 8830.00 P
163 p2602 20250805 8780.00 ... 8906.00 8804.00 P
164 p2603 20250805 8746.00 ... 8832.00 8766.00 P
165 p2604 20250805 8698.00 ... 8840.00 8720.00 P
166 p2605 20250805 8616.00 ... 8744.00 8648.00 P
167 p2606 20250805 8628.00 ... 8684.00 8548.00 P
168 p2607 20250805 8512.00 ... 8594.00 8484.00 P
169 pg2508 20250805 3888.00 ... 3885.00 3935.00 PG
170 pg2509 20250805 3869.00 ... 3849.00 3921.00 PG
171 pg2510 20250805 4290.00 ... 4272.00 4347.00 PG
172 pg2511 20250805 4230.00 ... 4209.00 4286.00 PG
173 pg2512 20250805 4192.00 ... 4163.00 4231.00 PG
174 pg2601 20250805 4130.00 ... 4117.00 4175.00 PG
175 pg2602 20250805 4051.00 ... 4048.00 4093.00 PG
176 pg2603 20250805 3990.00 ... 3972.00 4019.00 PG
177 pg2604 20250805 4257.00 ... 4258.00 4330.00 PG
178 pg2605 20250805 4171.00 ... 4164.00 4209.00 PG
179 pg2606 20250805 4110.00 ... 4113.00 4163.00 PG
180 pg2607 20250805 4112.00 ... 4086.00 4116.00 PG
181 pp2508 20250805 7021.00 ... 7033.00 7033.00 PP
182 pp2509 20250805 7049.00 ... 7066.00 7069.00 PP
183 pp2510 20250805 7055.00 ... 7069.00 7062.00 PP
184 pp2511 20250805 7070.00 ... 7085.00 7082.00 PP
185 pp2512 20250805 7084.00 ... 7091.00 7094.00 PP
186 pp2601 20250805 7085.00 ... 7101.00 7099.00 PP
187 pp2602 20250805 7077.00 ... 7083.00 7084.00 PP
188 pp2603 20250805 7101.00 ... 7101.00 7085.00 PP
189 pp2604 20250805 7080.00 ... 7105.00 7101.00 PP
190 pp2605 20250805 7094.00 ... 7111.00 7107.00 PP
191 pp2606 20250805 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250805 0.00 ... 7109.00 7100.00 PP
193 rr2508 20250805 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250805 3611.00 ... 3609.00 3611.00 RR
195 rr2510 20250805 3622.00 ... 3618.00 3622.00 RR
196 rr2511 20250805 3620.00 ... 3620.00 3626.00 RR
197 rr2512 20250805 3620.00 ... 3615.00 3622.00 RR
198 rr2601 20250805 3628.00 ... 3623.00 3629.00 RR
199 rr2602 20250805 3621.00 ... 3620.00 3623.00 RR
200 rr2603 20250805 3618.00 ... 3615.00 3621.00 RR
201 rr2604 20250805 3621.00 ... 3620.00 3622.00 RR
202 rr2605 20250805 3618.00 ... 3620.00 3620.00 RR
203 rr2606 20250805 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250805 0.00 ... 3633.00 3633.00 RR
205 v2508 20250805 4950.00 ... 4948.00 4937.00 V
206 v2509 20250805 4930.00 ... 4992.00 4978.00 V
207 v2510 20250805 5005.00 ... 5027.00 5012.00 V
208 v2511 20250805 5039.00 ... 5061.00 5053.00 V
209 v2512 20250805 5072.00 ... 5103.00 5084.00 V
210 v2601 20250805 5106.00 ... 5132.00 5116.00 V
211 v2602 20250805 5145.00 ... 5179.00 5144.00 V
212 v2603 20250805 5166.00 ... 5174.00 5169.00 V
213 v2604 20250805 5405.00 ... 5396.00 5385.00 V
214 v2605 20250805 5405.00 ... 5428.00 5410.00 V
215 v2606 20250805 5447.00 ... 5459.00 5440.00 V
216 v2607 20250805 5482.00 ... 5477.00 5454.00 V
217 y2508 20250805 0.00 ... 8284.00 8284.00 Y
218 y2509 20250805 8226.00 ... 8294.00 8246.00 Y
219 y2511 20250805 8234.00 ... 8296.00 8240.00 Y
220 y2512 20250805 8246.00 ... 8298.00 8258.00 Y
221 y2601 20250805 8194.00 ... 8264.00 8204.00 Y
222 y2603 20250805 8104.00 ... 8192.00 8104.00 Y
223 y2605 20250805 7832.00 ... 7904.00 7842.00 Y
224 y2607 20250805 7844.00 ... 7882.00 7792.00 Y
[225 rows x 12 columns]
2025-08-07 16:26:27,467 - future_1d - INFO - ak.get_dce_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250805 502.7 513.2 ... 5459613.72 509.1 516.8 SC
1 SC2510 20250805 497.8 507.5 ... 1479824.73 503.3 511.8 SC
2 SC2511 20250805 494.7 503.5 ... 281418.06 499.4 507.9 SC
3 SC2512 20250805 490 499.4 ... 65747.36 494.7 505.7 SC
4 SC2601 20250805 487.9 495.8 ... 15354.48 490.5 501.5 SC
5 SC2602 20250805 485.2 491.7 ... 6862.23 486.6 499.8 SC
6 SC2603 20250805 483 487.8 ... 3345.39 484.8 496.8 SC
7 SC2604 20250805 480.1 485.6 ... 1204.3 481.7 489 SC
8 SC2605 20250805 478.8 483.1 ... 529.53 481.3 490.7 SC
9 SC2606 20250805 477.7 483.9 ... 2972.12 479.3 485.9 SC
10 SC2607 20250805 ... 0 482.4 485 SC
11 SC2608 20250805 474.3 490 ... 240.81 481.6 486.8 SC
12 SC2609 20250805 ... 0 478 480.4 SC
13 SC2612 20250805 470 474.7 ... 94.47 472.3 482 SC
14 SC2703 20250805 ... 0 473.1 478.1 SC
15 SC2706 20250805 ... 0 473 480.9 SC
16 SC2709 20250805 467.5 467.5 ... 93.36 466.8 471.7 SC
17 SC2712 20250805 ... 0 466.3 470.1 SC
18 SC2803 20250805 453 473 ... 92.6 463 469.5 SC
19 SC2806 20250805 463 463 ... 366.94 458.6 472.4 SC
21 LU2509 20250805 3501 3570 ... 12623.133 3544 3572 LU
22 LU2510 20250805 3507 3567 ... 307314.131 3539 3588 LU
23 LU2511 20250805 3512 3565 ... 133821.897 3541 3600 LU
24 LU2512 20250805 3501 3547 ... 8740.935 3528 3571 LU
25 LU2601 20250805 3498 3512 ... 7071.373 3495 3529 LU
26 LU2602 20250805 3488 3500 ... 1396.232 3473 3526 LU
27 LU2603 20250805 3478 3526 ... 360.621 3467 3550 LU
28 LU2604 20250805 3436 3454 ... 30.987 3443 3506 LU
29 LU2605 20250805 3425 3453 ... 17.176 3435 3467 LU
30 LU2606 20250805 3418 3444 ... 13.748 3437 3492 LU
31 LU2607 20250805 3413 3437 ... 30.806 3422 3478 LU
32 LU2608 20250805 3415 3432 ... 13.675 3418 3477 LU
34 NR2508 20250805 12110 12280 ... 4037.1 12230 12100 NR
35 NR2509 20250805 12230 12345 ... 771088.43 12270 12145 NR
36 NR2510 20250805 12275 12395 ... 542097.88 12315 12190 NR
37 NR2511 20250805 12350 12440 ... 102313.575 12365 12220 NR
38 NR2512 20250805 12310 12470 ... 33457.98 12390 12265 NR
39 NR2601 20250805 12360 12525 ... 82388.275 12415 12305 NR
40 NR2602 20250805 12455 13005 ... 1072.095 12465 12335 NR
41 NR2603 20250805 12440 12535 ... 448.985 12470 12370 NR
42 NR2604 20250805 12435 12555 ... 62.61 12520 12375 NR
43 NR2605 20250805 13300 13300 ... 127.815 12780 12385 NR
44 NR2606 20250805 12510 12610 ... 37.62 12540 12485 NR
45 NR2607 20250805 12560 12560 ... 12.56 12560 12485 NR
47 BC2508 20250805 69500 69500 ... 173.75 69500 69390 BC
48 BC2509 20250805 69530 69790 ... 95558.87 69640 69370 BC
49 BC2510 20250805 69440 69850 ... 11567.63 69680 69410 BC
50 BC2511 20250805 ... 0 69240 69240 BC
51 BC2512 20250805 69910 69910 ... 34.955 69910 69650 BC
52 BC2601 20250805 ... 0 70020 70020 BC
53 BC2602 20250805 ... 0 70000 70000 BC
54 BC2603 20250805 ... 0 70000 70000 BC
55 BC2604 20250805 ... 0 70000 70000 BC
56 BC2605 20250805 ... 0 70000 70000 BC
57 BC2606 20250805 ... 0 69340 69340 BC
58 BC2607 20250805 ... 0 68670 68670 BC
60 EC2508 20250805 2103.1 2104 ... 7378.154 2096 2112 EC
61 EC2510 20250805 1400 1434.9 ... 215916.821 1411.1 1404.2 EC
62 EC2512 20250805 1665 1700.3 ... 23347.8595 1682.1 1670.3 EC
63 EC2602 20250805 1465.8 1498.8 ... 5306.773 1478.2 1474.4 EC
64 EC2604 20250805 1309.9 1339 ... 4990.0835 1323.6 1315.1 EC
65 EC2606 20250805 1454.1 1472.5 ... 606.269 1460.8 1455.1 EC
68 SC_TAS2509 20250805 ... SC_TAS
69 SC_TAS2510 20250805 ... SC_TAS
70 SC_TAS2511 20250805 ... SC_TAS
71 SC_TAS2512 20250805 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 16:26:27,577 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250805 ... 78490 78240 CU
1 1 CU2509 20250805 ... 78480 78220 CU
2 2 CU2510 20250805 ... 78480 78200 CU
3 3 CU2511 20250805 ... 78440 78130 CU
4 4 CU2512 20250805 ... 78420 78100 CU
5 5 CU2601 20250805 ... 78400 78080 CU
6 6 CU2602 20250805 ... 78330 78070 CU
7 7 CU2603 20250805 ... 78340 78030 CU
8 8 CU2604 20250805 ... 78360 78120 CU
9 9 CU2605 20250805 ... 78390 78080 CU
10 10 CU2606 20250805 ... 78380 78120 CU
11 11 CU2607 20250805 ... 78380 78080 CU
12 12 BC2508 20250805 ... 69500 69390 BC
13 13 BC2509 20250805 ... 69640 69370 BC
14 14 BC2510 20250805 ... 69680 69410 BC
15 15 BC2511 20250805 ... 69240 69240 BC
16 16 BC2512 20250805 ... 69910 69650 BC
17 17 BC2601 20250805 ... 70020 70020 BC
18 18 BC2602 20250805 ... 70000 70000 BC
19 19 BC2603 20250805 ... 70000 70000 BC
20 20 BC2604 20250805 ... 70000 70000 BC
21 21 BC2605 20250805 ... 70000 70000 BC
22 22 BC2606 20250805 ... 69340 69340 BC
23 23 BC2607 20250805 ... 68670 68670 BC
24 24 AL2508 20250805 ... 20535 20515 AL
25 25 AL2509 20250805 ... 20495 20455 AL
26 26 AL2510 20250805 ... 20460 20415 AL
27 27 AL2511 20250805 ... 20420 20370 AL
28 28 AL2512 20250805 ... 20360 20325 AL
29 29 AL2601 20250805 ... 20325 20295 AL
30 30 AL2602 20250805 ... 20320 20300 AL
31 31 AL2603 20250805 ... 20355 20320 AL
32 32 AL2604 20250805 ... 20345 20355 AL
33 33 AL2605 20250805 ... 20370 20360 AL
34 34 AL2606 20250805 ... 20405 20355 AL
35 35 AL2607 20250805 ... 20420 20355 AL
36 36 ZN2508 20250805 ... 22295 22175 ZN
37 37 ZN2509 20250805 ... 22315 22205 ZN
38 38 ZN2510 20250805 ... 22315 22190 ZN
39 39 ZN2511 20250805 ... 22315 22190 ZN
40 40 ZN2512 20250805 ... 22295 22165 ZN
41 41 ZN2601 20250805 ... 22260 22140 ZN
42 42 ZN2602 20250805 ... 22230 22130 ZN
43 43 ZN2603 20250805 ... 22300 22150 ZN
44 44 ZN2604 20250805 ... 22280 22180 ZN
45 45 ZN2605 20250805 ... 22300 22170 ZN
46 46 ZN2606 20250805 ... 22310 22185 ZN
47 47 ZN2607 20250805 ... 22295 22170 ZN
48 48 PB2508 20250805 ... 16665 16735 PB
49 49 PB2509 20250805 ... 16715 16780 PB
50 50 PB2510 20250805 ... 16720 16780 PB
51 51 PB2511 20250805 ... 16760 16805 PB
52 52 PB2512 20250805 ... 16785 16830 PB
53 53 PB2601 20250805 ... 16785 16855 PB
54 54 PB2602 20250805 ... 16800 16835 PB
55 55 PB2603 20250805 ... 16825 16860 PB
56 56 PB2604 20250805 ... 16855 16850 PB
57 57 PB2605 20250805 ... 16925 16910 PB
58 58 PB2606 20250805 ... 16860 17100 PB
59 59 PB2607 20250805 ... 16980 16895 PB
60 60 NI2508 20250805 ... 120660 119880 NI
61 61 NI2509 20250805 ... 120800 119910 NI
62 62 NI2510 20250805 ... 120900 120020 NI
63 63 NI2511 20250805 ... 121090 120150 NI
64 64 NI2512 20250805 ... 121380 120170 NI
65 65 NI2601 20250805 ... 121610 120750 NI
66 66 NI2602 20250805 ... 121950 120670 NI
67 67 NI2603 20250805 ... 122050 120940 NI
68 68 NI2604 20250805 ... 122250 121190 NI
69 69 NI2605 20250805 ... 122680 121790 NI
70 70 NI2606 20250805 ... 122900 122260 NI
71 71 NI2607 20250805 ... 123210 122100 NI
72 72 SN2508 20250805 ... 265600 265590 SN
73 73 SN2509 20250805 ... 266140 266150 SN
74 74 SN2510 20250805 ... 266620 266410 SN
75 75 SN2511 20250805 ... 266700 266390 SN
76 76 SN2512 20250805 ... 266960 266610 SN
77 77 SN2601 20250805 ... 266920 266980 SN
78 78 SN2602 20250805 ... 268140 267390 SN
79 79 SN2603 20250805 ... 268190 267380 SN
80 80 SN2604 20250805 ... 268730 267470 SN
81 81 SN2605 20250805 ... 267070 267140 SN
82 82 SN2606 20250805 ... 267870 268030 SN
83 83 SN2607 20250805 ... 268490 267110 SN
84 84 AO2508 20250805 ... 3225 3178 AO
85 85 AO2509 20250805 ... 3210 3190 AO
86 86 AO2510 20250805 ... 3213 3185 AO
87 87 AO2511 20250805 ... 3215 3189 AO
88 88 AO2512 20250805 ... 3219 3183 AO
89 89 AO2601 20250805 ... 3220 3184 AO
90 90 AO2602 20250805 ... 3220 3173 AO
91 91 AO2603 20250805 ... 3218 3168 AO
92 92 AO2604 20250805 ... 3209 3179 AO
93 93 AO2605 20250805 ... 3215 3175 AO
94 94 AO2606 20250805 ... 3208 3164 AO
95 95 AO2607 20250805 ... 3212 3172 AO
96 96 AD2511 20250805 ... 19940 19880 AD
97 97 AD2512 20250805 ... 19935 19890 AD
98 98 AD2601 20250805 ... 19880 19830 AD
99 99 AD2602 20250805 ... 19800 19760 AD
100 100 AD2603 20250805 ... 19795 19790 AD
101 101 AD2604 20250805 ... 19710 19710 AD
102 102 AD2605 20250805 ... 19650 19650 AD
103 103 AD2606 20250805 ... 19715 19650 AD
104 104 AD2607 20250805 ... 19830 19830 AD
105 105 AU2508 20250805 ... 781.16 777.22 AU
106 106 AU2509 20250805 ... 783.04 779.2 AU
107 107 AU2510 20250805 ... 784.32 780.48 AU
108 108 AU2512 20250805 ... 786.54 782.76 AU
109 109 AU2602 20250805 ... 788.78 784.98 AU
110 110 AU2604 20250805 ... 790.86 787 AU
111 111 AU2606 20250805 ... 793 789.08 AU
112 112 AU2608 20250805 ... 795.52 791.5 AU
113 113 AG2508 20250805 ... 9030 8986 AG
114 114 AG2509 20250805 ... 9063 8992 AG
115 115 AG2510 20250805 ... 9074 9001 AG
116 116 AG2511 20250805 ... 9086 9014 AG
117 117 AG2512 20250805 ... 9099 9026 AG
118 118 AG2601 20250805 ... 9110 9038 AG
119 119 AG2602 20250805 ... 9123 9049 AG
120 120 AG2603 20250805 ... 9135 9064 AG
121 121 AG2604 20250805 ... 9148 9075 AG
122 122 AG2605 20250805 ... 9163 9092 AG
123 123 AG2606 20250805 ... 9173 9104 AG
124 124 AG2607 20250805 ... 9185 9115 AG
125 125 RB2508 20250805 ... 3168 3146 RB
126 126 RB2509 20250805 ... 3180 3160 RB
127 127 RB2510 20250805 ... 3210 3189 RB
128 128 RB2511 20250805 ... 3227 3212 RB
129 129 RB2512 20250805 ... 3265 3244 RB
130 130 RB2601 20250805 ... 3284 3250 RB
131 131 RB2602 20250805 ... 3269 3235 RB
132 132 RB2603 20250805 ... 3286 3258 RB
133 133 RB2604 20250805 ... 3315 3270 RB
134 134 RB2605 20250805 ... 3311 3284 RB
135 135 RB2606 20250805 ... 3330 3290 RB
136 136 RB2607 20250805 ... 3331 3297 RB
137 137 WR2508 20250805 ... 3212 3212 WR
138 138 WR2509 20250805 ... 3342 3342 WR
139 139 WR2510 20250805 ... 3449 3401 WR
140 140 WR2511 20250805 ... 3490 3490 WR
141 141 WR2512 20250805 ... 3499 3499 WR
142 142 WR2601 20250805 ... 3473 3416 WR
143 143 WR2602 20250805 ... 3507 3540 WR
144 144 WR2603 20250805 ... 3565 3565 WR
145 145 WR2604 20250805 ... 3560 3560 WR
146 146 WR2605 20250805 ... 3439 3595 WR
147 147 WR2606 20250805 ... 3599 3599 WR
148 148 WR2607 20250805 ... 3635 3635 WR
149 149 HC2508 20250805 ... 3453 3395 HC
150 150 HC2509 20250805 ... 3443 3404 HC
151 151 HC2510 20250805 ... 3437 3393 HC
152 152 HC2511 20250805 ... 3434 3391 HC
153 153 HC2512 20250805 ... 3435 3405 HC
154 154 HC2601 20250805 ... 3440 3396 HC
155 155 HC2602 20250805 ... 3431 3377 HC
156 156 HC2603 20250805 ... 3434 3389 HC
157 157 HC2604 20250805 ... 3441 3414 HC
158 158 HC2605 20250805 ... 3439 3399 HC
159 159 HC2606 20250805 ... 3456 3394 HC
160 160 HC2607 20250805 ... 3459 3414 HC
161 161 SS2508 20250805 ... 12960 12895 SS
162 162 SS2509 20250805 ... 12950 12845 SS
163 163 SS2510 20250805 ... 12995 12895 SS
164 164 SS2511 20250805 ... 13035 12945 SS
165 165 SS2512 20250805 ... 13055 12970 SS
166 166 SS2601 20250805 ... 13095 12990 SS
167 167 SS2602 20250805 ... 13135 13045 SS
168 168 SS2603 20250805 ... 13195 13090 SS
169 169 SS2604 20250805 ... 13190 13190 SS
170 170 SS2605 20250805 ... 13265 13150 SS
171 171 SS2606 20250805 ... 13290 13220 SS
172 172 SS2607 20250805 ... 13345 13240 SS
173 173 SC2509 20250805 ... 509.1 516.8 SC
174 174 SC2510 20250805 ... 503.3 511.8 SC
175 175 SC2511 20250805 ... 499.4 507.9 SC
176 176 SC2512 20250805 ... 494.7 505.7 SC
177 177 SC2601 20250805 ... 490.5 501.5 SC
178 178 SC2602 20250805 ... 486.6 499.8 SC
179 179 SC2603 20250805 ... 484.8 496.8 SC
180 180 SC2604 20250805 ... 481.7 489 SC
181 181 SC2605 20250805 ... 481.3 490.7 SC
182 182 SC2606 20250805 ... 479.3 485.9 SC
183 183 SC2607 20250805 ... 482.4 485 SC
184 184 SC2608 20250805 ... 481.6 486.8 SC
185 185 SC2609 20250805 ... 478 480.4 SC
186 186 SC2612 20250805 ... 472.3 482 SC
187 187 SC2703 20250805 ... 473.1 478.1 SC
188 188 SC2706 20250805 ... 473 480.9 SC
189 189 SC2709 20250805 ... 466.8 471.7 SC
190 190 SC2712 20250805 ... 466.3 470.1 SC
191 191 SC2803 20250805 ... 463 469.5 SC
192 192 SC2806 20250805 ... 458.6 472.4 SC
193 193 LU2509 20250805 ... 3544 3572 LU
194 194 LU2510 20250805 ... 3539 3588 LU
195 195 LU2511 20250805 ... 3541 3600 LU
196 196 LU2512 20250805 ... 3528 3571 LU
197 197 LU2601 20250805 ... 3495 3529 LU
198 198 LU2602 20250805 ... 3473 3526 LU
199 199 LU2603 20250805 ... 3467 3550 LU
200 200 LU2604 20250805 ... 3443 3506 LU
201 201 LU2605 20250805 ... 3435 3467 LU
202 202 LU2606 20250805 ... 3437 3492 LU
203 203 LU2607 20250805 ... 3422 3478 LU
204 204 LU2608 20250805 ... 3418 3477 LU
205 205 FU2509 20250805 ... 2818 2869 FU
206 206 FU2510 20250805 ... 2839 2889 FU
207 207 FU2511 20250805 ... 2849 2903 FU
208 208 FU2512 20250805 ... 2848 2894 FU
209 209 FU2601 20250805 ... 2841 2893 FU
210 210 FU2602 20250805 ... 2836 2876 FU
211 211 FU2603 20250805 ... 2830 2870 FU
212 212 FU2604 20250805 ... 2825 2855 FU
213 213 FU2605 20250805 ... 2815 2856 FU
214 214 FU2606 20250805 ... 2810 2843 FU
215 215 FU2607 20250805 ... 2797 2824 FU
216 216 FU2608 20250805 ... 2793 2825 FU
217 217 BU2508 20250805 ... 3557 3625 BU
218 218 BU2509 20250805 ... 3543 3601 BU
219 219 BU2510 20250805 ... 3523 3580 BU
220 220 BU2511 20250805 ... 3494 3553 BU
221 221 BU2512 20250805 ... 3434 3487 BU
222 222 BU2601 20250805 ... 3399 3442 BU
223 223 BU2602 20250805 ... 3383 3423 BU
224 224 BU2603 20250805 ... 3371 3405 BU
225 225 BU2604 20250805 ... 3372 3404 BU
226 226 BU2605 20250805 ... 3368 3402 BU
227 227 BU2606 20250805 ... 3366 3420 BU
228 228 BU2607 20250805 ... 3361 3399 BU
229 229 BU2609 20250805 ... 3364 3394 BU
230 230 BU2612 20250805 ... 3316 3352 BU
231 231 BU2703 20250805 ... 3315 3354 BU
232 232 BU2706 20250805 ... 3335 3353 BU
233 233 BR2508 20250805 ... 11480 11480 BR
234 234 BR2509 20250805 ... 11460 11405 BR
235 235 BR2510 20250805 ... 11465 11410 BR
236 236 BR2511 20250805 ... 11490 11430 BR
237 237 BR2512 20250805 ... 11540 11475 BR
238 238 BR2601 20250805 ... 11555 11515 BR
239 239 BR2602 20250805 ... 11570 11510 BR
240 240 BR2603 20250805 ... 11585 11525 BR
241 241 BR2604 20250805 ... 11615 11590 BR
242 242 BR2605 20250805 ... 11670 11610 BR
243 243 BR2606 20250805 ... 11675 11575 BR
244 244 BR2607 20250805 ... 11660 11655 BR
245 245 RU2508 20250805 ... 14460 14275 RU
246 246 RU2509 20250805 ... 14465 14320 RU
247 247 RU2510 20250805 ... 14475 14345 RU
248 248 RU2511 20250805 ... 14495 14325 RU
249 249 RU2601 20250805 ... 15380 15210 RU
250 250 RU2603 20250805 ... 15420 15280 RU
251 251 RU2604 20250805 ... 15500 15230 RU
252 252 RU2605 20250805 ... 15480 15325 RU
253 253 RU2606 20250805 ... 15615 15330 RU
254 254 RU2607 20250805 ... 15590 15400 RU
255 255 NR2508 20250805 ... 12230 12100 NR
256 256 NR2509 20250805 ... 12270 12145 NR
257 257 NR2510 20250805 ... 12315 12190 NR
258 258 NR2511 20250805 ... 12365 12220 NR
259 259 NR2512 20250805 ... 12390 12265 NR
260 260 NR2601 20250805 ... 12415 12305 NR
261 261 NR2602 20250805 ... 12465 12335 NR
262 262 NR2603 20250805 ... 12470 12370 NR
263 263 NR2604 20250805 ... 12520 12375 NR
264 264 NR2605 20250805 ... 12780 12385 NR
265 265 NR2606 20250805 ... 12540 12485 NR
266 266 NR2607 20250805 ... 12560 12485 NR
267 267 SP2508 20250805 ... 5108 5194 SP
268 268 SP2509 20250805 ... 5156 5170 SP
269 269 SP2510 20250805 ... 5156 5172 SP
270 270 SP2511 20250805 ... 5162 5178 SP
271 271 SP2512 20250805 ... 5168 5186 SP
272 272 SP2601 20250805 ... 5394 5410 SP
273 273 SP2602 20250805 ... 5368 5362 SP
274 274 SP2603 20250805 ... 5378 5374 SP
275 275 SP2604 20250805 ... 5350 5350 SP
276 276 SP2605 20250805 ... 5374 5362 SP
277 277 SP2606 20250805 ... 5394 5378 SP
278 278 SP2607 20250805 ... 5370 5362 SP
279 279 EC2508 20250805 ... 2096 2112 EC
280 280 EC2510 20250805 ... 1411.1 1404.2 EC
281 281 EC2512 20250805 ... 1682.1 1670.3 EC
282 282 EC2602 20250805 ... 1478.2 1474.4 EC
283 283 EC2604 20250805 ... 1323.6 1315.1 EC
284 284 EC2606 20250805 ... 1460.8 1455.1 EC
285 286 SC_TAS2509 20250805 ... SC_TAS
286 287 SC_TAS2510 20250805 ... SC_TAS
287 288 SC_TAS2511 20250805 ... SC_TAS
288 289 SC_TAS2512 20250805 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 16:26:27,672 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 IC2508 20250805 6240.400 ... 6260.200 6220.600 IC
1 IC2509 20250805 6177.000 ... 6195.600 6157.800 IC
2 IC2512 20250805 6030.800 ... 6038.000 6001.200 IC
3 IC2603 20250805 5896.000 ... 5903.400 5873.200 IC
4 IF2508 20250805 4072.000 ... 4094.400 4060.000 IF
5 IF2509 20250805 4060.000 ... 4081.800 4048.000 IF
6 IF2512 20250805 4026.000 ... 4050.800 4017.000 IF
7 IF2603 20250805 3999.800 ... 4019.000 3987.200 IF
8 IH2508 20250805 2770.200 ... 2789.800 2767.200 IH
9 IH2509 20250805 2772.000 ... 2790.800 2768.000 IH
10 IH2512 20250805 2775.200 ... 2792.600 2770.000 IH
11 IH2603 20250805 2775.600 ... 2792.800 2769.800 IH
12 IM2508 20250805 6729.800 ... 6744.600 6694.400 IM
13 IM2509 20250805 6658.000 ... 6673.200 6622.600 IM
14 IM2512 20250805 6468.000 ... 6482.200 6433.000 IM
15 IM2603 20250805 6294.000 ... 6304.800 6262.000 IM
16 T2509 20250805 108.470 ... 108.550 108.485 T
17 T2512 20250805 108.210 ... 108.360 108.265 T
18 T2603 20250805 108.000 ... 108.150 108.035 T
19 TF2509 20250805 105.700 ... 105.755 105.715 TF
20 TF2512 20250805 105.655 ... 105.770 105.710 TF
21 TF2603 20250805 105.685 ... 105.770 105.695 TF
22 TL2509 20250805 119.200 ... 119.380 119.250 TL
23 TL2512 20250805 118.650 ... 119.020 118.900 TL
24 TL2603 20250805 118.450 ... 118.610 118.540 TL
25 TS2509 20250805 102.358 ... 102.352 102.354 TS
26 TS2512 20250805 102.356 ... 102.392 102.362 TS
27 TS2603 20250805 102.338 ... 102.368 102.332 TS
[28 rows x 12 columns]
2025-08-07 16:26:27,783 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 PS2508 20250805 48370.0 ... 48635.0 48370.0 PS
1 PS2509 20250805 48100.0 ... 49445.0 48250.0 PS
2 PS2510 20250805 48480.0 ... 49665.0 48405.0 PS
3 PS2511 20250805 48615.0 ... 49740.0 48450.0 PS
4 PS2512 20250805 51470.0 ... 52710.0 51430.0 PS
5 PS2601 20250805 51795.0 ... 52905.0 51605.0 PS
6 PS2602 20250805 51960.0 ... 53055.0 51880.0 PS
7 PS2603 20250805 52045.0 ... 53175.0 52045.0 PS
8 PS2604 20250805 52500.0 ... 53395.0 52185.0 PS
9 PS2605 20250805 51820.0 ... 53265.0 51875.0 PS
10 PS2606 20250805 54505.0 ... 55725.0 54095.0 PS
11 PS2607 20250805 54620.0 ... 55890.0 54260.0 PS
13 SI2508 20250805 0.0 ... 8490.0 8490.0 SI
14 SI2509 20250805 8330.0 ... 8365.0 8365.0 SI
15 SI2510 20250805 8315.0 ... 8400.0 8380.0 SI
16 SI2511 20250805 8345.0 ... 8395.0 8375.0 SI
17 SI2512 20250805 8830.0 ... 8785.0 8720.0 SI
18 SI2601 20250805 8730.0 ... 8770.0 8715.0 SI
19 SI2602 20250805 8700.0 ... 8810.0 8700.0 SI
20 SI2603 20250805 8715.0 ... 8780.0 8725.0 SI
21 SI2604 20250805 8670.0 ... 8830.0 8745.0 SI
22 SI2605 20250805 8735.0 ... 8805.0 8745.0 SI
23 SI2606 20250805 8740.0 ... 8825.0 8770.0 SI
24 SI2607 20250805 8755.0 ... 8795.0 8790.0 SI
27 LC2508 20250805 69200.0 ... 68200.0 69520.0 LC
28 LC2509 20250805 69160.0 ... 68400.0 69520.0 LC
29 LC2510 20250805 69080.0 ... 68520.0 69480.0 LC
30 LC2511 20250805 68840.0 ... 68540.0 69500.0 LC
31 LC2512 20250805 69460.0 ... 68680.0 69580.0 LC
32 LC2601 20250805 69000.0 ... 68800.0 69640.0 LC
33 LC2602 20250805 68900.0 ... 68520.0 69320.0 LC
34 LC2603 20250805 69000.0 ... 68720.0 69440.0 LC
35 LC2604 20250805 69740.0 ... 69360.0 70200.0 LC
36 LC2605 20250805 70040.0 ... 69560.0 70300.0 LC
37 LC2606 20250805 70020.0 ... 69560.0 70140.0 LC
38 LC2607 20250805 70060.0 ... 69780.0 70220.0 LC
[36 rows x 12 columns]
2025-08-07 16:26:28,066 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
2025-08-07 16:26:29,806 - future_1d - INFO - save future_daily 2025-08-05 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250806 7859.0 7944.0 ... 314392.84 7906.0 7842.0 AP
1 AP511 20250806 7681.0 7736.0 ... 1357.23 7712.0 7660.0 AP
2 AP512 20250806 7758.0 7780.0 ... 225.27 7768.0 7721.0 AP
3 AP601 20250806 7780.0 7875.0 ... 24187.54 7843.0 7775.0 AP
4 AP603 20250806 7771.0 7805.0 ... 210.39 7792.0 7734.0 AP
5 AP604 20250806 7823.0 7839.0 ... 39.17 7833.0 7790.0 AP
6 AP605 20250806 7879.0 7910.0 ... 339.88 7904.0 7854.0 AP
7 CF509 20250806 13675.0 13730.0 ... 913008.41 13690.0 13670.0 CF
8 CF511 20250806 13705.0 13780.0 ... 132938.10 13740.0 13690.0 CF
9 CF601 20250806 13825.0 13885.0 ... 630239.11 13855.0 13825.0 CF
10 CF603 20250806 13800.0 13850.0 ... 2011.96 13830.0 13800.0 CF
11 CF605 20250806 13780.0 13830.0 ... 35816.87 13810.0 13775.0 CF
12 CF607 20250806 13780.0 13840.0 ... 614.93 13820.0 13780.0 CF
13 CJ509 20250806 9730.0 9850.0 ... 25882.81 9770.0 9705.0 CJ
14 CJ512 20250806 10720.0 10840.0 ... 9756.43 10735.0 10650.0 CJ
15 CJ601 20250806 10865.0 10985.0 ... 584003.04 10885.0 10795.0 CJ
16 CJ603 20250806 10925.0 11055.0 ... 7041.43 10960.0 10860.0 CJ
17 CJ605 20250806 11090.0 11190.0 ... 95692.16 11100.0 11015.0 CJ
18 CJ607 20250806 11300.0 11380.0 ... 1372.66 11300.0 11225.0 CJ
19 CY508 20250806 0.0 0.0 ... 0.00 19965.0 19995.0 CY
20 CY509 20250806 19850.0 19970.0 ... 16492.96 19905.0 19835.0 CY
21 CY510 20250806 0.0 0.0 ... 0.00 20015.0 19945.0 CY
22 CY511 20250806 19665.0 19775.0 ... 57069.79 19725.0 19755.0 CY
23 CY512 20250806 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250806 19735.0 19815.0 ... 731.66 19775.0 19780.0 CY
25 CY602 20250806 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250806 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250806 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250806 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250806 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250806 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250806 1064.0 1064.0 ... 63.84 1064.0 1055.0 FG
32 FG509 20250806 1079.0 1093.0 ... 2810737.49 1079.0 1073.0 FG
33 FG510 20250806 1174.0 1181.0 ... 71895.64 1169.0 1162.0 FG
34 FG511 20250806 1169.0 1179.0 ... 114846.97 1165.0 1157.0 FG
35 FG512 20250806 1242.0 1255.0 ... 61444.01 1238.0 1231.0 FG
36 FG601 20250806 1241.0 1248.0 ... 2646818.98 1229.0 1220.0 FG
37 FG602 20250806 1274.0 1296.0 ... 1933.74 1279.0 1268.0 FG
38 FG603 20250806 1277.0 1296.0 ... 3103.22 1280.0 1268.0 FG
39 FG604 20250806 1331.0 1340.0 ... 878.30 1323.0 1316.0 FG
40 FG605 20250806 1328.0 1336.0 ... 41995.88 1319.0 1310.0 FG
41 FG606 20250806 1343.0 1364.0 ... 1741.96 1340.0 1339.0 FG
42 FG607 20250806 1355.0 1355.0 ... 1119.48 1336.0 1334.0 FG
43 JR509 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250806 0.0 0.0 ... 0.00 2347.0 2343.0 MA
53 MA509 20250806 2394.0 2407.0 ... 684868.97 2397.0 2381.0 MA
54 MA510 20250806 2425.0 2438.0 ... 30656.62 2427.0 2411.0 MA
55 MA511 20250806 2445.0 2462.0 ... 64448.95 2452.0 2435.0 MA
56 MA512 20250806 2483.0 2499.0 ... 49791.62 2489.0 2470.0 MA
57 MA601 20250806 2490.0 2512.0 ... 320208.79 2502.0 2482.0 MA
58 MA602 20250806 2496.0 2507.0 ... 40.00 2500.0 2484.0 MA
59 MA603 20250806 2493.0 2503.0 ... 521.55 2495.0 2476.0 MA
60 MA604 20250806 2479.0 2484.0 ... 27.27 2479.0 2454.0 MA
61 MA605 20250806 2442.0 2460.0 ... 6942.59 2451.0 2427.0 MA
62 MA606 20250806 2450.0 2462.0 ... 12.29 2458.0 2436.0 MA
63 MA607 20250806 2444.0 2450.0 ... 26.88 2444.0 2427.0 MA
64 OI509 20250806 9620.0 9642.0 ... 1907396.47 9576.0 9566.0 OI
65 OI511 20250806 9620.0 9649.0 ... 191023.53 9589.0 9581.0 OI
66 OI601 20250806 9550.0 9573.0 ... 806394.17 9524.0 9506.0 OI
67 OI603 20250806 9499.0 9502.0 ... 3009.78 9465.0 9450.0 OI
68 OI605 20250806 9425.0 9445.0 ... 9691.28 9400.0 9367.0 OI
69 OI607 20250806 9425.0 9425.0 ... 187.81 9390.0 9380.0 OI
70 PF508 20250806 6298.0 6298.0 ... 31.49 6298.0 6290.0 PF
71 PF509 20250806 6314.0 6370.0 ... 156581.91 6332.0 6322.0 PF
72 PF510 20250806 6382.0 6436.0 ... 481228.55 6400.0 6376.0 PF
73 PF511 20250806 6374.0 6440.0 ... 277996.92 6408.0 6372.0 PF
74 PF512 20250806 6386.0 6438.0 ... 55692.20 6416.0 6370.0 PF
75 PF601 20250806 6386.0 6450.0 ... 8806.79 6410.0 6390.0 PF
76 PF602 20250806 6418.0 6452.0 ... 12.87 6434.0 6402.0 PF
77 PF603 20250806 6424.0 6448.0 ... 35.34 6426.0 6410.0 PF
78 PF604 20250806 6442.0 6444.0 ... 22.54 6442.0 6432.0 PF
79 PF605 20250806 6444.0 6484.0 ... 25.86 6466.0 6446.0 PF
80 PF606 20250806 6472.0 6488.0 ... 9.72 6478.0 6468.0 PF
81 PF607 20250806 6484.0 6490.0 ... 6.49 6488.0 6476.0 PF
82 PK510 20250806 8084.0 8100.0 ... 95588.20 8084.0 8074.0 PK
83 PK511 20250806 7956.0 7980.0 ... 75915.97 7956.0 7954.0 PK
84 PK512 20250806 7934.0 7970.0 ... 24022.29 7950.0 7952.0 PK
85 PK601 20250806 7960.0 7966.0 ... 7857.54 7954.0 7952.0 PK
86 PK603 20250806 7954.0 7974.0 ... 51.74 7960.0 7958.0 PK
87 PK604 20250806 7974.0 7976.0 ... 59.77 7970.0 7960.0 PK
88 PK605 20250806 7970.0 7986.0 ... 1087.79 7970.0 7958.0 PK
89 PL601 20250806 6510.0 6555.0 ... 24983.14 6499.0 6485.0 PL
90 PL602 20250806 6532.0 6570.0 ... 275.07 6549.0 6534.0 PL
91 PL603 20250806 6489.0 6531.0 ... 104.13 6508.0 6484.0 PL
92 PL604 20250806 6511.0 6511.0 ... 65.09 6509.0 6478.0 PL
93 PL605 20250806 6393.0 6393.0 ... 25.52 6379.0 6375.0 PL
94 PL606 20250806 0.0 0.0 ... 0.00 6499.0 6499.0 PL
95 PL607 20250806 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250806 0.0 0.0 ... 0.00 5896.0 5864.0 PR
103 PR509 20250806 5868.0 5916.0 ... 59208.19 5886.0 5864.0 PR
104 PR510 20250806 5900.0 5950.0 ... 235479.50 5924.0 5894.0 PR
105 PR511 20250806 5908.0 5956.0 ... 199802.34 5936.0 5900.0 PR
106 PR512 20250806 5930.0 5962.0 ... 61986.56 5952.0 5916.0 PR
107 PR601 20250806 5934.0 5960.0 ... 2570.78 5930.0 5930.0 PR
108 PR602 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
109 PR603 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
110 PR604 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
112 PR606 20250806 0.0 0.0 ... 0.00 5968.0 5958.0 PR
113 PR607 20250806 0.0 0.0 ... 0.00 6012.0 6012.0 PR
114 PX508 20250806 0.0 0.0 ... 0.00 6756.0 6722.0 PX
115 PX509 20250806 6716.0 6828.0 ... 351097.13 6756.0 6722.0 PX
116 PX510 20250806 6726.0 6804.0 ... 106039.48 6754.0 6720.0 PX
117 PX511 20250806 6708.0 6794.0 ... 197629.57 6740.0 6710.0 PX
118 PX512 20250806 6708.0 6788.0 ... 62266.54 6742.0 6718.0 PX
119 PX601 20250806 6684.0 6768.0 ... 80619.70 6722.0 6696.0 PX
120 PX602 20250806 6730.0 6740.0 ... 16.84 6738.0 6688.0 PX
121 PX603 20250806 0.0 0.0 ... 0.00 6718.0 6686.0 PX
122 PX604 20250806 6744.0 6744.0 ... 6.74 6744.0 6696.0 PX
123 PX605 20250806 6688.0 6752.0 ... 100.68 6712.0 6688.0 PX
124 PX606 20250806 6700.0 6708.0 ... 10.06 6706.0 6680.0 PX
125 PX607 20250806 6710.0 6752.0 ... 26.90 6726.0 6700.0 PX
126 RI509 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250806 2733.0 2745.0 ... 273.82 2738.0 2722.0 RM
133 RM509 20250806 2728.0 2793.0 ... 1508398.63 2761.0 2720.0 RM
134 RM511 20250806 2585.0 2615.0 ... 24847.32 2597.0 2578.0 RM
135 RM601 20250806 2444.0 2485.0 ... 553827.23 2462.0 2448.0 RM
136 RM603 20250806 2416.0 2445.0 ... 24039.15 2428.0 2418.0 RM
137 RM605 20250806 2392.0 2408.0 ... 67191.42 2397.0 2387.0 RM
138 RM607 20250806 2374.0 2383.0 ... 8859.63 2375.0 2367.0 RM
139 RS508 20250806 0.0 0.0 ... 0.00 5023.0 5061.0 RS
140 RS509 20250806 5278.0 5278.0 ... 238.96 5084.0 5122.0 RS
141 RS511 20250806 5269.0 5269.0 ... 15.73 5243.0 5232.0 RS
142 RS607 20250806 5584.0 5683.0 ... 123.77 5626.0 5512.0 RS
143 SA508 20250806 1254.0 1254.0 ... 97.57 1251.0 1237.0 SA
144 SA509 20250806 1269.0 1295.0 ... 1806727.84 1272.0 1255.0 SA
145 SA510 20250806 1305.0 1321.0 ... 191626.94 1302.0 1285.0 SA
146 SA511 20250806 1317.0 1331.0 ... 358539.66 1307.0 1291.0 SA
147 SA512 20250806 1362.0 1379.0 ... 187919.91 1352.0 1334.0 SA
148 SA601 20250806 1377.0 1388.0 ... 4578416.06 1363.0 1346.0 SA
149 SA602 20250806 1377.0 1396.0 ... 7750.65 1373.0 1366.0 SA
150 SA603 20250806 1385.0 1399.0 ... 7013.32 1377.0 1369.0 SA
151 SA604 20250806 1420.0 1438.0 ... 2587.76 1414.0 1407.0 SA
152 SA605 20250806 1427.0 1443.0 ... 125623.01 1421.0 1402.0 SA
153 SA606 20250806 1425.0 1445.0 ... 2443.86 1426.0 1406.0 SA
154 SA607 20250806 1424.0 1438.0 ... 2703.06 1424.0 1404.0 SA
155 SF508 20250806 5768.0 5944.0 ... 2384.39 5858.0 5654.0 SF
156 SF509 20250806 5708.0 6012.0 ... 1454719.26 5906.0 5666.0 SF
157 SF510 20250806 5692.0 5994.0 ... 258542.24 5880.0 5650.0 SF
158 SF511 20250806 5882.0 6176.0 ... 534537.38 6070.0 5830.0 SF
159 SF512 20250806 5864.0 6164.0 ... 59896.00 6054.0 5824.0 SF
160 SF601 20250806 5854.0 6148.0 ... 186150.55 6042.0 5810.0 SF
161 SF602 20250806 5844.0 6092.0 ... 1463.63 5986.0 5770.0 SF
162 SF603 20250806 6030.0 6226.0 ... 254.94 6144.0 5912.0 SF
163 SF604 20250806 6060.0 6182.0 ... 39.89 6138.0 5890.0 SF
164 SF605 20250806 5950.0 6204.0 ... 2949.62 6126.0 5904.0 SF
165 SF606 20250806 5946.0 6130.0 ... 275.76 6062.0 5864.0 SF
166 SF607 20250806 6058.0 6238.0 ... 172.68 6168.0 6010.0 SF
167 SH508 20250806 0.0 0.0 ... 0.00 2349.0 2354.0 SH
168 SH509 20250806 2506.0 2515.0 ... 1426910.21 2485.0 2490.0 SH
169 SH510 20250806 2590.0 2593.0 ... 321298.15 2569.0 2572.0 SH
170 SH511 20250806 2588.0 2590.0 ... 312692.04 2570.0 2573.0 SH
171 SH512 20250806 2607.0 2609.0 ... 76908.55 2593.0 2593.0 SH
172 SH601 20250806 2596.0 2598.0 ... 434692.64 2583.0 2584.0 SH
173 SH602 20250806 2621.0 2621.0 ... 492.90 2608.0 2605.0 SH
174 SH603 20250806 2634.0 2634.0 ... 715.35 2620.0 2619.0 SH
175 SH604 20250806 2672.0 2680.0 ... 528.43 2669.0 2664.0 SH
176 SH605 20250806 2697.0 2697.0 ... 5362.71 2680.0 2674.0 SH
177 SH606 20250806 2692.0 2702.0 ... 307.27 2695.0 2691.0 SH
178 SH607 20250806 2678.0 2690.0 ... 88.48 2681.0 2683.0 SH
179 SM508 20250806 6030.0 6148.0 ... 36.38 6064.0 5968.0 SM
180 SM509 20250806 6012.0 6192.0 ... 1381334.61 6110.0 5970.0 SM
181 SM510 20250806 6030.0 6188.0 ... 140567.57 6116.0 5978.0 SM
182 SM511 20250806 6078.0 6264.0 ... 213775.66 6196.0 6038.0 SM
183 SM512 20250806 6104.0 6270.0 ... 41131.80 6204.0 6058.0 SM
184 SM601 20250806 6102.0 6280.0 ... 444589.37 6202.0 6058.0 SM
185 SM602 20250806 6130.0 6258.0 ... 244.73 6196.0 6056.0 SM
186 SM603 20250806 6188.0 6278.0 ... 152.23 6214.0 6098.0 SM
187 SM604 20250806 6140.0 6290.0 ... 86.92 6210.0 6120.0 SM
188 SM605 20250806 6150.0 6312.0 ... 5777.89 6236.0 6092.0 SM
189 SM606 20250806 6204.0 6300.0 ... 53.05 6242.0 6088.0 SM
190 SM607 20250806 6164.0 6310.0 ... 56.48 6276.0 6112.0 SM
191 SR509 20250806 5680.0 5702.0 ... 635289.07 5689.0 5707.0 SR
192 SR511 20250806 5645.0 5654.0 ... 80865.75 5645.0 5656.0 SR
193 SR601 20250806 5623.0 5637.0 ... 475524.18 5627.0 5637.0 SR
194 SR603 20250806 5586.0 5605.0 ... 3027.70 5596.0 5606.0 SR
195 SR605 20250806 5566.0 5574.0 ... 19250.64 5565.0 5575.0 SR
196 SR607 20250806 5556.0 5569.0 ... 1718.81 5562.0 5571.0 SR
197 TA508 20250806 4666.0 4732.0 ... 1524.18 4668.0 4666.0 TA
198 TA509 20250806 4678.0 4748.0 ... 1408293.52 4702.0 4678.0 TA
199 TA510 20250806 4650.0 4756.0 ... 113324.77 4720.0 4698.0 TA
200 TA511 20250806 4706.0 4760.0 ... 119080.35 4728.0 4706.0 TA
201 TA512 20250806 4714.0 4764.0 ... 29852.27 4732.0 4712.0 TA
202 TA601 20250806 4710.0 4768.0 ... 651324.84 4734.0 4714.0 TA
203 TA602 20250806 4710.0 4758.0 ... 231.32 4722.0 4712.0 TA
204 TA603 20250806 4728.0 4774.0 ... 68.81 4746.0 4728.0 TA
205 TA604 20250806 4742.0 4782.0 ... 7.15 4768.0 4740.0 TA
206 TA605 20250806 4756.0 4800.0 ... 10110.05 4776.0 4752.0 TA
207 TA606 20250806 0.0 0.0 ... 0.00 4794.0 4750.0 TA
208 TA607 20250806 4806.0 4806.0 ... 2.40 4806.0 4770.0 TA
209 UR508 20250806 1775.0 1780.0 ... 206.40 1749.0 1754.0 UR
210 UR509 20250806 1784.0 1792.0 ... 833313.96 1761.0 1756.0 UR
211 UR510 20250806 1773.0 1785.0 ... 31993.87 1754.0 1750.0 UR
212 UR511 20250806 1789.0 1803.0 ... 27819.72 1777.0 1773.0 UR
213 UR512 20250806 1798.0 1799.0 ... 898.76 1776.0 1772.0 UR
214 UR601 20250806 1800.0 1804.0 ... 287545.04 1774.0 1772.0 UR
215 UR602 20250806 1792.0 1792.0 ... 938.41 1771.0 1773.0 UR
216 UR603 20250806 1814.0 1816.0 ... 371.35 1803.0 1802.0 UR
217 UR604 20250806 1811.0 1821.0 ... 224.15 1808.0 1798.0 UR
218 UR605 20250806 1818.0 1827.0 ... 13356.73 1805.0 1802.0 UR
219 UR606 20250806 1806.0 1809.0 ... 208.69 1799.0 1796.0 UR
220 UR607 20250806 1812.0 1812.0 ... 173.03 1802.0 1802.0 UR
221 WH509 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:26:37,440 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 a2509 20250806 4121.00 ... 4118.00 4121.00 A
1 a2511 20250806 4116.00 ... 4097.00 4100.00 A
2 a2601 20250806 4107.00 ... 4101.00 4101.00 A
3 a2603 20250806 4095.00 ... 4092.00 4091.00 A
4 a2605 20250806 4133.00 ... 4130.00 4130.00 A
5 a2607 20250806 4125.00 ... 4122.00 4122.00 A
6 b2508 20250806 0.00 ... 3616.00 3616.00 B
7 b2509 20250806 3722.00 ... 3717.00 3701.00 B
8 b2510 20250806 3765.00 ... 3756.00 3751.00 B
9 b2511 20250806 3786.00 ... 3778.00 3771.00 B
10 b2512 20250806 3800.00 ... 3797.00 3780.00 B
11 b2601 20250806 3780.00 ... 3782.00 3769.00 B
12 b2602 20250806 3774.00 ... 3758.00 3732.00 B
13 b2603 20250806 3660.00 ... 3660.00 3643.00 B
14 b2604 20250806 3543.00 ... 3545.00 3529.00 B
15 b2605 20250806 3473.00 ... 3467.00 3455.00 B
16 b2606 20250806 3453.00 ... 3452.00 3436.00 B
17 b2607 20250806 3440.00 ... 3442.00 3428.00 B
18 bb2509 20250806 150.95 ... 150.70 149.25 BB
19 bb2511 20250806 150.30 ... 149.85 150.85 BB
20 bb2601 20250806 150.15 ... 149.80 149.75 BB
21 bb2603 20250806 148.45 ... 148.05 147.75 BB
22 bb2605 20250806 0.00 ... 142.30 142.05 BB
23 bb2607 20250806 0.00 ... 148.10 147.80 BB
24 bz2603 20250806 6205.00 ... 6235.00 6210.00 BZ
25 bz2604 20250806 6179.00 ... 6195.00 6172.00 BZ
26 bz2605 20250806 6242.00 ... 6207.00 6194.00 BZ
27 bz2606 20250806 0.00 ... 6165.00 6165.00 BZ
28 bz2607 20250806 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250806 2253.00 ... 2255.00 2259.00 C
30 c2511 20250806 2212.00 ... 2210.00 2215.00 C
31 c2601 20250806 2197.00 ... 2192.00 2198.00 C
32 c2603 20250806 2198.00 ... 2197.00 2200.00 C
33 c2605 20250806 2238.00 ... 2242.00 2246.00 C
34 c2607 20250806 2260.00 ... 2260.00 2264.00 C
35 cs2509 20250806 2658.00 ... 2657.00 2651.00 CS
36 cs2511 20250806 2558.00 ... 2559.00 2557.00 CS
37 cs2601 20250806 2569.00 ... 2563.00 2564.00 CS
38 cs2603 20250806 2557.00 ... 2557.00 2557.00 CS
39 cs2605 20250806 2608.00 ... 2606.00 2607.00 CS
40 cs2607 20250806 2613.00 ... 2614.00 2616.00 CS
41 eb2508 20250806 7270.00 ... 7299.00 7251.00 EB
42 eb2509 20250806 7267.00 ... 7283.00 7267.00 EB
43 eb2510 20250806 7290.00 ... 7313.00 7290.00 EB
44 eb2511 20250806 7302.00 ... 7332.00 7303.00 EB
45 eb2512 20250806 7330.00 ... 7346.00 7322.00 EB
46 eb2601 20250806 7339.00 ... 7357.00 7329.00 EB
47 eb2602 20250806 7344.00 ... 7371.00 7339.00 EB
48 eb2603 20250806 7350.00 ... 7385.00 7341.00 EB
49 eb2604 20250806 7357.00 ... 7356.00 7348.00 EB
50 eb2605 20250806 7381.00 ... 7400.00 7343.00 EB
51 eb2606 20250806 7366.00 ... 7376.00 7391.00 EB
52 eb2607 20250806 7330.00 ... 7330.00 7313.00 EB
53 eg2508 20250806 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250806 4417.00 ... 4411.00 4380.00 EG
55 eg2510 20250806 4407.00 ... 4416.00 4392.00 EG
56 eg2511 20250806 4412.00 ... 4423.00 4397.00 EG
57 eg2512 20250806 4430.00 ... 4431.00 4411.00 EG
58 eg2601 20250806 4411.00 ... 4434.00 4409.00 EG
59 eg2602 20250806 4442.00 ... 4442.00 4412.00 EG
60 eg2603 20250806 4441.00 ... 4440.00 4400.00 EG
61 eg2604 20250806 4455.00 ... 4464.00 4420.00 EG
62 eg2605 20250806 4462.00 ... 4465.00 4432.00 EG
63 eg2606 20250806 4455.00 ... 4470.00 4419.00 EG
64 eg2607 20250806 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250806 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250806 1259.00 ... 1254.00 1268.00 FB
67 fb2510 20250806 1290.50 ... 1295.00 1291.50 FB
68 fb2511 20250806 1282.50 ... 1290.50 1289.00 FB
69 fb2512 20250806 1293.00 ... 1293.50 1292.00 FB
70 fb2601 20250806 1292.50 ... 1296.50 1295.00 FB
71 fb2602 20250806 1293.00 ... 1301.00 1297.00 FB
72 fb2603 20250806 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250806 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250806 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250806 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250806 0.00 ... 1302.50 1302.50 FB
77 i2508 20250806 801.00 ... 816.50 809.50 I
78 i2509 20250806 799.50 ... 795.00 795.00 I
79 i2510 20250806 797.00 ... 793.50 791.50 I
80 i2511 20250806 792.00 ... 789.00 786.00 I
81 i2512 20250806 787.50 ... 785.50 779.50 I
82 i2601 20250806 778.50 ... 778.50 773.00 I
83 i2602 20250806 773.50 ... 773.50 766.00 I
84 i2603 20250806 768.00 ... 768.50 762.00 I
85 i2604 20250806 763.00 ... 763.50 757.00 I
86 i2605 20250806 755.00 ... 754.50 749.00 I
87 i2606 20250806 749.00 ... 750.00 743.50 I
88 i2607 20250806 745.00 ... 745.50 739.50 I
89 j2508 20250806 0.00 ... 1598.00 1598.00 J
90 j2509 20250806 1633.00 ... 1639.50 1613.00 J
91 j2510 20250806 1660.00 ... 1672.00 1634.00 J
92 j2511 20250806 1676.50 ... 1690.50 1656.00 J
93 j2512 20250806 1692.00 ... 1704.00 1677.50 J
94 j2601 20250806 1710.00 ... 1721.00 1680.50 J
95 j2602 20250806 1714.00 ... 1731.50 1728.50 J
96 j2603 20250806 1745.50 ... 1752.00 1740.00 J
97 j2604 20250806 1778.50 ... 1781.50 1795.00 J
98 j2605 20250806 1790.00 ... 1811.50 1759.50 J
99 j2606 20250806 1818.50 ... 1827.50 1753.50 J
100 j2607 20250806 1822.50 ... 1819.50 1754.50 J
101 jd2508 20250806 2810.00 ... 2756.00 2871.00 JD
102 jd2509 20250806 3315.00 ... 3352.00 3345.00 JD
103 jd2510 20250806 3248.00 ... 3275.00 3254.00 JD
104 jd2511 20250806 3336.00 ... 3355.00 3341.00 JD
105 jd2512 20250806 3537.00 ... 3536.00 3525.00 JD
106 jd2601 20250806 3625.00 ... 3627.00 3628.00 JD
107 jd2602 20250806 3209.00 ... 3207.00 3210.00 JD
108 jd2603 20250806 3209.00 ... 3217.00 3214.00 JD
109 jd2604 20250806 3359.00 ... 3364.00 3359.00 JD
110 jd2605 20250806 3467.00 ... 3474.00 3467.00 JD
111 jd2606 20250806 3299.00 ... 3303.00 3301.00 JD
112 jd2607 20250806 3519.00 ... 3516.00 3515.00 JD
113 jm2508 20250806 920.00 ... 941.50 878.00 JM
114 jm2509 20250806 1035.00 ... 1050.00 1013.00 JM
115 jm2510 20250806 1080.00 ... 1100.50 1041.00 JM
116 jm2511 20250806 1101.00 ... 1144.00 1075.00 JM
117 jm2512 20250806 1143.00 ... 1171.00 1107.50 JM
118 jm2601 20250806 1182.00 ... 1202.00 1147.00 JM
119 jm2602 20250806 1220.50 ... 1225.50 1169.00 JM
120 jm2603 20250806 1212.00 ... 1239.00 1179.00 JM
121 jm2604 20250806 1230.50 ... 1257.00 1194.00 JM
122 jm2605 20250806 1245.00 ... 1269.50 1200.00 JM
123 jm2606 20250806 1245.00 ... 1277.00 1216.00 JM
124 jm2607 20250806 1252.00 ... 1285.00 1220.00 JM
125 l2508 20250806 0.00 ... 7311.00 7311.00 L
126 l2509 20250806 7323.00 ... 7318.00 7288.00 L
127 l2510 20250806 7343.00 ... 7339.00 7308.00 L
128 l2511 20250806 7362.00 ... 7362.00 7332.00 L
129 l2512 20250806 7380.00 ... 7375.00 7345.00 L
130 l2601 20250806 7380.00 ... 7382.00 7355.00 L
131 l2602 20250806 7373.00 ... 7365.00 7341.00 L
132 l2603 20250806 0.00 ... 7373.00 7373.00 L
133 l2604 20250806 0.00 ... 7394.00 7394.00 L
134 l2605 20250806 7374.00 ... 7373.00 7342.00 L
135 l2606 20250806 7375.00 ... 7369.00 7333.00 L
136 l2607 20250806 7361.00 ... 7375.00 7361.00 L
137 lg2509 20250806 829.00 ... 831.00 831.50 LG
138 lg2511 20250806 835.00 ... 839.00 836.50 LG
139 lg2601 20250806 842.00 ... 841.00 840.50 LG
140 lg2603 20250806 837.00 ... 839.00 836.50 LG
141 lg2605 20250806 840.00 ... 842.00 842.00 LG
142 lg2607 20250806 834.00 ... 839.00 841.00 LG
143 lh2509 20250806 13880.00 ... 13825.00 13900.00 LH
144 lh2511 20250806 13855.00 ... 13985.00 13915.00 LH
145 lh2601 20250806 14125.00 ... 14285.00 14170.00 LH
146 lh2603 20250806 13275.00 ... 13365.00 13260.00 LH
147 lh2605 20250806 13800.00 ... 13890.00 13775.00 LH
148 lh2607 20250806 14430.00 ... 14490.00 14440.00 LH
149 m2508 20250806 3013.00 ... 3007.00 3016.00 M
150 m2509 20250806 3036.00 ... 3027.00 3030.00 M
151 m2511 20250806 3078.00 ... 3064.00 3066.00 M
152 m2512 20250806 3104.00 ... 3095.00 3096.00 M
153 m2601 20250806 3076.00 ... 3072.00 3069.00 M
154 m2603 20250806 2944.00 ... 2942.00 2935.00 M
155 m2605 20250806 2760.00 ... 2754.00 2752.00 M
156 m2607 20250806 2749.00 ... 2735.00 2730.00 M
157 p2508 20250806 0.00 ... 8808.00 8808.00 P
158 p2509 20250806 9062.00 ... 8980.00 8946.00 P
159 p2510 20250806 9034.00 ... 8978.00 8934.00 P
160 p2511 20250806 9050.00 ... 8976.00 8942.00 P
161 p2512 20250806 9038.00 ... 8980.00 8906.00 P
162 p2601 20250806 9044.00 ... 8986.00 8930.00 P
163 p2602 20250806 8938.00 ... 8944.00 8906.00 P
164 p2603 20250806 8940.00 ... 8910.00 8832.00 P
165 p2604 20250806 8890.00 ... 8882.00 8840.00 P
166 p2605 20250806 8846.00 ... 8780.00 8744.00 P
167 p2606 20250806 8742.00 ... 8708.00 8684.00 P
168 p2607 20250806 8666.00 ... 8654.00 8594.00 P
169 pg2508 20250806 3885.00 ... 3885.00 3885.00 PG
170 pg2509 20250806 3830.00 ... 3835.00 3849.00 PG
171 pg2510 20250806 4272.00 ... 4302.00 4272.00 PG
172 pg2511 20250806 4206.00 ... 4236.00 4209.00 PG
173 pg2512 20250806 4161.00 ... 4183.00 4163.00 PG
174 pg2601 20250806 4117.00 ... 4136.00 4117.00 PG
175 pg2602 20250806 4054.00 ... 4074.00 4048.00 PG
176 pg2603 20250806 3978.00 ... 3993.00 3972.00 PG
177 pg2604 20250806 4272.00 ... 4284.00 4258.00 PG
178 pg2605 20250806 4166.00 ... 4186.00 4164.00 PG
179 pg2606 20250806 4127.00 ... 4136.00 4113.00 PG
180 pg2607 20250806 4078.00 ... 4087.00 4086.00 PG
181 pp2508 20250806 7044.00 ... 7073.00 7033.00 PP
182 pp2509 20250806 7090.00 ... 7084.00 7066.00 PP
183 pp2510 20250806 7096.00 ... 7091.00 7069.00 PP
184 pp2511 20250806 7102.00 ... 7102.00 7085.00 PP
185 pp2512 20250806 7115.00 ... 7115.00 7091.00 PP
186 pp2601 20250806 7110.00 ... 7119.00 7101.00 PP
187 pp2602 20250806 7094.00 ... 7099.00 7083.00 PP
188 pp2603 20250806 7099.00 ... 7102.00 7101.00 PP
189 pp2604 20250806 7109.00 ... 7112.00 7105.00 PP
190 pp2605 20250806 7160.00 ... 7127.00 7111.00 PP
191 pp2606 20250806 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250806 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250806 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250806 3597.00 ... 3606.00 3609.00 RR
195 rr2510 20250806 3621.00 ... 3619.00 3618.00 RR
196 rr2511 20250806 3616.00 ... 3618.00 3620.00 RR
197 rr2512 20250806 0.00 ... 3615.00 3615.00 RR
198 rr2601 20250806 3624.00 ... 3623.00 3623.00 RR
199 rr2602 20250806 0.00 ... 3620.00 3620.00 RR
200 rr2603 20250806 3615.00 ... 3615.00 3615.00 RR
201 rr2604 20250806 3618.00 ... 3618.00 3620.00 RR
202 rr2605 20250806 3620.00 ... 3619.00 3620.00 RR
203 rr2606 20250806 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250806 0.00 ... 3633.00 3633.00 RR
205 v2508 20250806 4948.00 ... 4958.00 4948.00 V
206 v2509 20250806 5034.00 ... 5032.00 4992.00 V
207 v2510 20250806 5070.00 ... 5072.00 5027.00 V
208 v2511 20250806 5105.00 ... 5115.00 5061.00 V
209 v2512 20250806 5135.00 ... 5160.00 5103.00 V
210 v2601 20250806 5175.00 ... 5173.00 5132.00 V
211 v2602 20250806 5197.00 ... 5196.00 5179.00 V
212 v2603 20250806 5206.00 ... 5219.00 5174.00 V
213 v2604 20250806 5429.00 ... 5447.00 5396.00 V
214 v2605 20250806 5422.00 ... 5468.00 5428.00 V
215 v2606 20250806 5478.00 ... 5494.00 5459.00 V
216 v2607 20250806 5506.00 ... 5532.00 5477.00 V
217 y2508 20250806 8688.00 ... 8514.00 8284.00 Y
218 y2509 20250806 8350.00 ... 8360.00 8294.00 Y
219 y2511 20250806 8350.00 ... 8366.00 8296.00 Y
220 y2512 20250806 8358.00 ... 8370.00 8298.00 Y
221 y2601 20250806 8320.00 ... 8334.00 8264.00 Y
222 y2603 20250806 8232.00 ... 8242.00 8192.00 Y
223 y2605 20250806 7954.00 ... 7944.00 7904.00 Y
224 y2607 20250806 7938.00 ... 7922.00 7882.00 Y
[225 rows x 12 columns]
2025-08-07 16:26:37,953 - future_1d - INFO - ak.get_dce_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 SC2509 20250806 504.5 ... 504.2 509.1 SC
1 SC2510 20250806 499.6 ... 499.5 503.3 SC
2 SC2511 20250806 495.7 ... 495.4 499.4 SC
3 SC2512 20250806 492.3 ... 491.6 494.7 SC
4 SC2601 20250806 488.7 ... 488.6 490.5 SC
5 SC2602 20250806 485.5 ... 486 486.6 SC
6 SC2603 20250806 485.8 ... 483.2 484.8 SC
7 SC2604 20250806 482.5 ... 481.6 481.7 SC
8 SC2605 20250806 477.6 ... 478.4 481.3 SC
9 SC2606 20250806 477.6 ... 476.8 479.3 SC
10 SC2607 20250806 474.3 ... 475.6 482.4 SC
11 SC2608 20250806 ... 477.5 481.6 SC
12 SC2609 20250806 ... 475 478 SC
13 SC2612 20250806 ... 472.3 472.3 SC
14 SC2703 20250806 ... 470.5 473.1 SC
15 SC2706 20250806 468 ... 467.8 473 SC
16 SC2709 20250806 466 ... 464.4 466.8 SC
17 SC2712 20250806 ... 464 466.3 SC
18 SC2803 20250806 ... 460.5 463 SC
19 SC2806 20250806 455.6 ... 456 458.6 SC
21 LU2509 20250806 3527 ... 3532 3544 LU
22 LU2510 20250806 3526 ... 3535 3539 LU
23 LU2511 20250806 3525 ... 3531 3541 LU
24 LU2512 20250806 3504 ... 3507 3528 LU
25 LU2601 20250806 3503 ... 3488 3495 LU
26 LU2602 20250806 3448 ... 3451 3473 LU
27 LU2603 20250806 3443 ... 3438 3467 LU
28 LU2604 20250806 3430 ... 3431 3443 LU
29 LU2605 20250806 3433 ... 3427 3435 LU
30 LU2606 20250806 3421 ... 3421 3437 LU
31 LU2607 20250806 3430 ... 3415 3422 LU
32 LU2608 20250806 3408 ... 3408 3418 LU
34 NR2508 20250806 12270 ... 12260 12230 NR
35 NR2509 20250806 12320 ... 12300 12270 NR
36 NR2510 20250806 12415 ... 12365 12315 NR
37 NR2511 20250806 12435 ... 12410 12365 NR
38 NR2512 20250806 12495 ... 12435 12390 NR
39 NR2601 20250806 12480 ... 12470 12415 NR
40 NR2602 20250806 12460 ... 12505 12465 NR
41 NR2603 20250806 12480 ... 12545 12470 NR
42 NR2604 20250806 ... 12565 12520 NR
43 NR2605 20250806 12620 ... 12620 12780 NR
44 NR2606 20250806 ... 12540 12540 NR
45 NR2607 20250806 12645 ... 12645 12560 NR
47 BC2508 20250806 69300 ... 69270 69500 BC
48 BC2509 20250806 69380 ... 69340 69640 BC
49 BC2510 20250806 69330 ... 69410 69680 BC
50 BC2511 20250806 ... 69240 69240 BC
51 BC2512 20250806 ... 69900 69910 BC
52 BC2601 20250806 ... 70020 70020 BC
53 BC2602 20250806 ... 70000 70000 BC
54 BC2603 20250806 ... 70000 70000 BC
55 BC2604 20250806 ... 70000 70000 BC
56 BC2605 20250806 ... 70000 70000 BC
57 BC2606 20250806 ... 69340 69340 BC
58 BC2607 20250806 ... 68670 68670 BC
60 EC2508 20250806 2075.3 ... 2080.3 2096 EC
61 EC2510 20250806 1403.8 ... 1434.4 1411.1 EC
62 EC2512 20250806 1681.3 ... 1759.5 1682.1 EC
63 EC2602 20250806 1483.2 ... 1521.6 1478.2 EC
64 EC2604 20250806 1329.9 ... 1342.5 1323.6 EC
65 EC2606 20250806 1458 ... 1489.4 1460.8 EC
69 SC_TAS2509 20250806 ... SC_TAS
70 SC_TAS2510 20250806 ... SC_TAS
71 SC_TAS2511 20250806 ... SC_TAS
72 SC_TAS2512 20250806 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 16:26:38,020 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250806 ... 78200 78490 CU
1 1 CU2509 20250806 ... 78160 78480 CU
2 2 CU2510 20250806 ... 78160 78480 CU
3 3 CU2511 20250806 ... 78150 78440 CU
4 4 CU2512 20250806 ... 78120 78420 CU
5 5 CU2601 20250806 ... 78080 78400 CU
6 6 CU2602 20250806 ... 78030 78330 CU
7 7 CU2603 20250806 ... 78010 78340 CU
8 8 CU2604 20250806 ... 78040 78360 CU
9 9 CU2605 20250806 ... 78080 78390 CU
10 10 CU2606 20250806 ... 78040 78380 CU
11 11 CU2607 20250806 ... 78060 78380 CU
12 12 BC2508 20250806 ... 69270 69500 BC
13 13 BC2509 20250806 ... 69340 69640 BC
14 14 BC2510 20250806 ... 69410 69680 BC
15 15 BC2511 20250806 ... 69240 69240 BC
16 16 BC2512 20250806 ... 69900 69910 BC
17 17 BC2601 20250806 ... 70020 70020 BC
18 18 BC2602 20250806 ... 70000 70000 BC
19 19 BC2603 20250806 ... 70000 70000 BC
20 20 BC2604 20250806 ... 70000 70000 BC
21 21 BC2605 20250806 ... 70000 70000 BC
22 22 BC2606 20250806 ... 69340 69340 BC
23 23 BC2607 20250806 ... 68670 68670 BC
24 24 AL2508 20250806 ... 20655 20535 AL
25 25 AL2509 20250806 ... 20600 20495 AL
26 26 AL2510 20250806 ... 20570 20460 AL
27 27 AL2511 20250806 ... 20525 20420 AL
28 28 AL2512 20250806 ... 20475 20360 AL
29 29 AL2601 20250806 ... 20445 20325 AL
30 30 AL2602 20250806 ... 20450 20320 AL
31 31 AL2603 20250806 ... 20470 20355 AL
32 32 AL2604 20250806 ... 20460 20345 AL
33 33 AL2605 20250806 ... 20480 20370 AL
34 34 AL2606 20250806 ... 20535 20405 AL
35 35 AL2607 20250806 ... 20505 20420 AL
36 36 ZN2508 20250806 ... 22310 22295 ZN
37 37 ZN2509 20250806 ... 22330 22315 ZN
38 38 ZN2510 20250806 ... 22330 22315 ZN
39 39 ZN2511 20250806 ... 22325 22315 ZN
40 40 ZN2512 20250806 ... 22280 22295 ZN
41 41 ZN2601 20250806 ... 22260 22260 ZN
42 42 ZN2602 20250806 ... 22255 22230 ZN
43 43 ZN2603 20250806 ... 22275 22300 ZN
44 44 ZN2604 20250806 ... 22270 22280 ZN
45 45 ZN2605 20250806 ... 22320 22300 ZN
46 46 ZN2606 20250806 ... 22345 22310 ZN
47 47 ZN2607 20250806 ... 22305 22295 ZN
48 48 PB2508 20250806 ... 16775 16665 PB
49 49 PB2509 20250806 ... 16830 16715 PB
50 50 PB2510 20250806 ... 16825 16720 PB
51 51 PB2511 20250806 ... 16845 16760 PB
52 52 PB2512 20250806 ... 16845 16785 PB
53 53 PB2601 20250806 ... 16925 16785 PB
54 54 PB2602 20250806 ... 16970 16800 PB
55 55 PB2603 20250806 ... 16825 16825 PB
56 56 PB2604 20250806 ... 16855 16855 PB
57 57 PB2605 20250806 ... 17020 16925 PB
58 58 PB2606 20250806 ... 16860 16860 PB
59 59 PB2607 20250806 ... 16980 16980 PB
60 60 NI2508 20250806 ... 120620 120660 NI
61 61 NI2509 20250806 ... 120680 120800 NI
62 62 NI2510 20250806 ... 120810 120900 NI
63 63 NI2511 20250806 ... 120970 121090 NI
64 64 NI2512 20250806 ... 121190 121380 NI
65 65 NI2601 20250806 ... 121500 121610 NI
66 66 NI2602 20250806 ... 121710 121950 NI
67 67 NI2603 20250806 ... 121820 122050 NI
68 68 NI2604 20250806 ... 122280 122250 NI
69 69 NI2605 20250806 ... 122640 122680 NI
70 70 NI2606 20250806 ... 122940 122900 NI
71 71 NI2607 20250806 ... 123100 123210 NI
72 72 SN2508 20250806 ... 266550 265600 SN
73 73 SN2509 20250806 ... 266860 266140 SN
74 74 SN2510 20250806 ... 267160 266620 SN
75 75 SN2511 20250806 ... 267170 266700 SN
76 76 SN2512 20250806 ... 266980 266960 SN
77 77 SN2601 20250806 ... 267550 266920 SN
78 78 SN2602 20250806 ... 267470 268140 SN
79 79 SN2603 20250806 ... 267930 268190 SN
80 80 SN2604 20250806 ... 268730 268730 SN
81 81 SN2605 20250806 ... 268090 267070 SN
82 82 SN2606 20250806 ... 268240 267870 SN
83 83 SN2607 20250806 ... 268490 268490 SN
84 84 AO2508 20250806 ... 3227 3225 AO
85 85 AO2509 20250806 ... 3222 3210 AO
86 86 AO2510 20250806 ... 3223 3213 AO
87 87 AO2511 20250806 ... 3225 3215 AO
88 88 AO2512 20250806 ... 3232 3219 AO
89 89 AO2601 20250806 ... 3235 3220 AO
90 90 AO2602 20250806 ... 3219 3220 AO
91 91 AO2603 20250806 ... 3229 3218 AO
92 92 AO2604 20250806 ... 3237 3209 AO
93 93 AO2605 20250806 ... 3237 3215 AO
94 94 AO2606 20250806 ... 3234 3208 AO
95 95 AO2607 20250806 ... 3239 3212 AO
96 96 AD2511 20250806 ... 20020 19940 AD
97 97 AD2512 20250806 ... 20060 19935 AD
98 98 AD2601 20250806 ... 20015 19880 AD
99 99 AD2602 20250806 ... 19855 19800 AD
100 100 AD2603 20250806 ... 19885 19795 AD
101 101 AD2604 20250806 ... 19710 19710 AD
102 102 AD2605 20250806 ... 19650 19650 AD
103 103 AD2606 20250806 ... 19715 19715 AD
104 104 AD2607 20250806 ... 19830 19830 AD
105 105 AU2508 20250806 ... 781.54 781.16 AU
106 106 AU2509 20250806 ... 783.02 783.04 AU
107 107 AU2510 20250806 ... 784.26 784.32 AU
108 108 AU2512 20250806 ... 786.36 786.54 AU
109 109 AU2602 20250806 ... 788.5 788.78 AU
110 110 AU2604 20250806 ... 790.68 790.86 AU
111 111 AU2606 20250806 ... 792.88 793 AU
112 112 AU2608 20250806 ... 795.3 795.52 AU
113 113 AG2508 20250806 ... 9147 9030 AG
114 114 AG2509 20250806 ... 9147 9063 AG
115 115 AG2510 20250806 ... 9160 9074 AG
116 116 AG2511 20250806 ... 9169 9086 AG
117 117 AG2512 20250806 ... 9184 9099 AG
118 118 AG2601 20250806 ... 9192 9110 AG
119 119 AG2602 20250806 ... 9208 9123 AG
120 120 AG2603 20250806 ... 9218 9135 AG
121 121 AG2604 20250806 ... 9228 9148 AG
122 122 AG2605 20250806 ... 9250 9163 AG
123 123 AG2606 20250806 ... 9257 9173 AG
124 124 AG2607 20250806 ... 9266 9185 AG
125 125 RB2508 20250806 ... 3195 3168 RB
126 126 RB2509 20250806 ... 3194 3180 RB
127 127 RB2510 20250806 ... 3230 3210 RB
128 128 RB2511 20250806 ... 3246 3227 RB
129 129 RB2512 20250806 ... 3284 3265 RB
130 130 RB2601 20250806 ... 3306 3284 RB
131 131 RB2602 20250806 ... 3295 3269 RB
132 132 RB2603 20250806 ... 3317 3286 RB
133 133 RB2604 20250806 ... 3330 3315 RB
134 134 RB2605 20250806 ... 3334 3311 RB
135 135 RB2606 20250806 ... 3346 3330 RB
136 136 RB2607 20250806 ... 3354 3331 RB
137 137 WR2508 20250806 ... 3212 3212 WR
138 138 WR2509 20250806 ... 3342 3342 WR
139 139 WR2510 20250806 ... 3467 3449 WR
140 140 WR2511 20250806 ... 3490 3490 WR
141 141 WR2512 20250806 ... 3499 3499 WR
142 142 WR2601 20250806 ... 3473 3473 WR
143 143 WR2602 20250806 ... 3523 3507 WR
144 144 WR2603 20250806 ... 3527 3565 WR
145 145 WR2604 20250806 ... 3560 3560 WR
146 146 WR2605 20250806 ... 3478 3439 WR
147 147 WR2606 20250806 ... 3599 3599 WR
148 148 WR2607 20250806 ... 3635 3635 WR
149 149 HC2508 20250806 ... 3450 3453 HC
150 150 HC2509 20250806 ... 3461 3443 HC
151 151 HC2510 20250806 ... 3452 3437 HC
152 152 HC2511 20250806 ... 3454 3434 HC
153 153 HC2512 20250806 ... 3451 3435 HC
154 154 HC2601 20250806 ... 3455 3440 HC
155 155 HC2602 20250806 ... 3448 3431 HC
156 156 HC2603 20250806 ... 3456 3434 HC
157 157 HC2604 20250806 ... 3461 3441 HC
158 158 HC2605 20250806 ... 3460 3439 HC
159 159 HC2606 20250806 ... 3457 3456 HC
160 160 HC2607 20250806 ... 3473 3459 HC
161 161 SS2508 20250806 ... 12955 12960 SS
162 162 SS2509 20250806 ... 12930 12950 SS
163 163 SS2510 20250806 ... 12985 12995 SS
164 164 SS2511 20250806 ... 13025 13035 SS
165 165 SS2512 20250806 ... 13045 13055 SS
166 166 SS2601 20250806 ... 13085 13095 SS
167 167 SS2602 20250806 ... 13125 13135 SS
168 168 SS2603 20250806 ... 13180 13195 SS
169 169 SS2604 20250806 ... 13190 13190 SS
170 170 SS2605 20250806 ... 13270 13265 SS
171 171 SS2606 20250806 ... 13300 13290 SS
172 172 SS2607 20250806 ... 13335 13345 SS
173 173 SC2509 20250806 ... 504.2 509.1 SC
174 174 SC2510 20250806 ... 499.5 503.3 SC
175 175 SC2511 20250806 ... 495.4 499.4 SC
176 176 SC2512 20250806 ... 491.6 494.7 SC
177 177 SC2601 20250806 ... 488.6 490.5 SC
178 178 SC2602 20250806 ... 486 486.6 SC
179 179 SC2603 20250806 ... 483.2 484.8 SC
180 180 SC2604 20250806 ... 481.6 481.7 SC
181 181 SC2605 20250806 ... 478.4 481.3 SC
182 182 SC2606 20250806 ... 476.8 479.3 SC
183 183 SC2607 20250806 ... 475.6 482.4 SC
184 184 SC2608 20250806 ... 477.5 481.6 SC
185 185 SC2609 20250806 ... 475 478 SC
186 186 SC2612 20250806 ... 472.3 472.3 SC
187 187 SC2703 20250806 ... 470.5 473.1 SC
188 188 SC2706 20250806 ... 467.8 473 SC
189 189 SC2709 20250806 ... 464.4 466.8 SC
190 190 SC2712 20250806 ... 464 466.3 SC
191 191 SC2803 20250806 ... 460.5 463 SC
192 192 SC2806 20250806 ... 456 458.6 SC
193 193 LU2509 20250806 ... 3532 3544 LU
194 194 LU2510 20250806 ... 3535 3539 LU
195 195 LU2511 20250806 ... 3531 3541 LU
196 196 LU2512 20250806 ... 3507 3528 LU
197 197 LU2601 20250806 ... 3488 3495 LU
198 198 LU2602 20250806 ... 3451 3473 LU
199 199 LU2603 20250806 ... 3438 3467 LU
200 200 LU2604 20250806 ... 3431 3443 LU
201 201 LU2605 20250806 ... 3427 3435 LU
202 202 LU2606 20250806 ... 3421 3437 LU
203 203 LU2607 20250806 ... 3415 3422 LU
204 204 LU2608 20250806 ... 3408 3418 LU
205 205 FU2509 20250806 ... 2819 2818 FU
206 206 FU2510 20250806 ... 2838 2839 FU
207 207 FU2511 20250806 ... 2850 2849 FU
208 208 FU2512 20250806 ... 2849 2848 FU
209 209 FU2601 20250806 ... 2840 2841 FU
210 210 FU2602 20250806 ... 2832 2836 FU
211 211 FU2603 20250806 ... 2824 2830 FU
212 212 FU2604 20250806 ... 2820 2825 FU
213 213 FU2605 20250806 ... 2806 2815 FU
214 214 FU2606 20250806 ... 2803 2810 FU
215 215 FU2607 20250806 ... 2788 2797 FU
216 216 FU2608 20250806 ... 2788 2793 FU
217 217 BU2508 20250806 ... 3550 3557 BU
218 218 BU2509 20250806 ... 3543 3543 BU
219 219 BU2510 20250806 ... 3517 3523 BU
220 220 BU2511 20250806 ... 3486 3494 BU
221 221 BU2512 20250806 ... 3430 3434 BU
222 222 BU2601 20250806 ... 3396 3399 BU
223 223 BU2602 20250806 ... 3385 3383 BU
224 224 BU2603 20250806 ... 3367 3371 BU
225 225 BU2604 20250806 ... 3372 3372 BU
226 226 BU2605 20250806 ... 3362 3368 BU
227 227 BU2606 20250806 ... 3359 3366 BU
228 228 BU2607 20250806 ... 3380 3361 BU
229 229 BU2609 20250806 ... 3364 3364 BU
230 230 BU2612 20250806 ... 3297 3316 BU
231 231 BU2703 20250806 ... 3314 3315 BU
232 232 BU2706 20250806 ... 3335 3335 BU
233 233 BR2508 20250806 ... 11525 11480 BR
234 234 BR2509 20250806 ... 11510 11460 BR
235 235 BR2510 20250806 ... 11510 11465 BR
236 236 BR2511 20250806 ... 11530 11490 BR
237 237 BR2512 20250806 ... 11575 11540 BR
238 238 BR2601 20250806 ... 11615 11555 BR
239 239 BR2602 20250806 ... 11605 11570 BR
240 240 BR2603 20250806 ... 11665 11585 BR
241 241 BR2604 20250806 ... 11615 11615 BR
242 242 BR2605 20250806 ... 11735 11670 BR
243 243 BR2606 20250806 ... 11695 11675 BR
244 244 BR2607 20250806 ... 11760 11660 BR
245 245 RU2508 20250806 ... 14460 14460 RU
246 246 RU2509 20250806 ... 14510 14465 RU
247 247 RU2510 20250806 ... 14525 14475 RU
248 248 RU2511 20250806 ... 14555 14495 RU
249 249 RU2601 20250806 ... 15475 15380 RU
250 250 RU2603 20250806 ... 15570 15420 RU
251 251 RU2604 20250806 ... 15590 15500 RU
252 252 RU2605 20250806 ... 15595 15480 RU
253 253 RU2606 20250806 ... 15600 15615 RU
254 254 RU2607 20250806 ... 15620 15590 RU
255 255 NR2508 20250806 ... 12260 12230 NR
256 256 NR2509 20250806 ... 12300 12270 NR
257 257 NR2510 20250806 ... 12365 12315 NR
258 258 NR2511 20250806 ... 12410 12365 NR
259 259 NR2512 20250806 ... 12435 12390 NR
260 260 NR2601 20250806 ... 12470 12415 NR
261 261 NR2602 20250806 ... 12505 12465 NR
262 262 NR2603 20250806 ... 12545 12470 NR
263 263 NR2604 20250806 ... 12565 12520 NR
264 264 NR2605 20250806 ... 12620 12780 NR
265 265 NR2606 20250806 ... 12540 12540 NR
266 266 NR2607 20250806 ... 12645 12560 NR
267 267 SP2508 20250806 ... 5108 5108 SP
268 268 SP2509 20250806 ... 5162 5156 SP
269 269 SP2510 20250806 ... 5176 5156 SP
270 270 SP2511 20250806 ... 5178 5162 SP
271 271 SP2512 20250806 ... 5186 5168 SP
272 272 SP2601 20250806 ... 5418 5394 SP
273 273 SP2602 20250806 ... 5402 5368 SP
274 274 SP2603 20250806 ... 5392 5378 SP
275 275 SP2604 20250806 ... 5390 5350 SP
276 276 SP2605 20250806 ... 5394 5374 SP
277 277 SP2606 20250806 ... 5420 5394 SP
278 278 SP2607 20250806 ... 5402 5370 SP
279 279 EC2508 20250806 ... 2080.3 2096 EC
280 280 EC2510 20250806 ... 1434.4 1411.1 EC
281 281 EC2512 20250806 ... 1759.5 1682.1 EC
282 282 EC2602 20250806 ... 1521.6 1478.2 EC
283 283 EC2604 20250806 ... 1342.5 1323.6 EC
284 284 EC2606 20250806 ... 1489.4 1460.8 EC
285 287 SC_TAS2509 20250806 ... SC_TAS
286 288 SC_TAS2510 20250806 ... SC_TAS
287 289 SC_TAS2511 20250806 ... SC_TAS
288 290 SC_TAS2512 20250806 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 16:26:38,121 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 IC2508 20250806 6255.000 ... 6331.000 6260.200 IC
1 IC2509 20250806 6198.000 ... 6266.200 6195.600 IC
2 IC2512 20250806 6034.800 ... 6107.800 6038.000 IC
3 IC2603 20250806 5909.800 ... 5973.400 5903.400 IC
4 IF2508 20250806 4091.400 ... 4109.000 4094.400 IF
5 IF2509 20250806 4080.000 ... 4098.600 4081.800 IF
6 IF2512 20250806 4050.800 ... 4068.600 4050.800 IF
7 IF2603 20250806 4022.000 ... 4037.800 4019.000 IF
8 IH2508 20250806 2787.000 ... 2797.200 2789.800 IH
9 IH2509 20250806 2790.000 ... 2798.200 2790.800 IH
10 IH2512 20250806 2790.000 ... 2800.200 2792.600 IH
11 IH2603 20250806 2789.800 ... 2801.800 2792.800 IH
12 IM2508 20250806 6745.000 ... 6840.200 6744.600 IM
13 IM2509 20250806 6674.000 ... 6770.400 6673.200 IM
14 IM2512 20250806 6490.000 ... 6581.200 6482.200 IM
15 IM2603 20250806 6312.000 ... 6402.600 6304.800 IM
16 T2509 20250806 108.510 ... 108.565 108.550 T
17 T2512 20250806 108.325 ... 108.435 108.360 T
18 T2603 20250806 108.085 ... 108.235 108.150 T
19 TF2509 20250806 105.755 ... 105.780 105.755 TF
20 TF2512 20250806 105.700 ... 105.815 105.770 TF
21 TF2603 20250806 105.740 ... 105.820 105.770 TF
22 TL2509 20250806 119.220 ... 119.340 119.380 TL
23 TL2512 20250806 118.830 ... 119.000 119.020 TL
24 TL2603 20250806 118.460 ... 118.620 118.610 TL
25 TS2509 20250806 102.348 ... 102.370 102.352 TS
26 TS2512 20250806 102.384 ... 102.408 102.392 TS
27 TS2603 20250806 102.352 ... 102.380 102.368 TS
[28 rows x 12 columns]
2025-08-07 16:26:38,358 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 PS2508 20250806 49030.0 ... 49845.0 48635.0 PS
1 PS2509 20250806 50290.0 ... 51200.0 49445.0 PS
2 PS2510 20250806 50580.0 ... 51385.0 49665.0 PS
3 PS2511 20250806 50300.0 ... 51555.0 49740.0 PS
4 PS2512 20250806 53000.0 ... 54630.0 52710.0 PS
5 PS2601 20250806 53645.0 ... 54795.0 52905.0 PS
6 PS2602 20250806 53770.0 ... 54730.0 53055.0 PS
7 PS2603 20250806 53810.0 ... 54875.0 53175.0 PS
8 PS2604 20250806 54150.0 ... 55050.0 53395.0 PS
9 PS2605 20250806 54200.0 ... 55125.0 53265.0 PS
10 PS2606 20250806 56945.0 ... 57555.0 55725.0 PS
11 PS2607 20250806 56140.0 ... 57595.0 55890.0 PS
13 SI2508 20250806 8530.0 ... 8630.0 8490.0 SI
14 SI2509 20250806 8435.0 ... 8570.0 8365.0 SI
15 SI2510 20250806 8405.0 ... 8585.0 8400.0 SI
16 SI2511 20250806 8400.0 ... 8615.0 8395.0 SI
17 SI2512 20250806 8815.0 ... 9010.0 8785.0 SI
18 SI2601 20250806 8800.0 ... 8990.0 8770.0 SI
19 SI2602 20250806 8850.0 ... 9085.0 8810.0 SI
20 SI2603 20250806 8845.0 ... 9110.0 8780.0 SI
21 SI2604 20250806 8870.0 ... 9170.0 8830.0 SI
22 SI2605 20250806 8960.0 ... 9130.0 8805.0 SI
23 SI2606 20250806 8890.0 ... 9135.0 8825.0 SI
24 SI2607 20250806 8925.0 ... 9100.0 8795.0 SI
27 LC2508 20250806 67500.0 ... 67800.0 68200.0 LC
28 LC2509 20250806 67680.0 ... 68300.0 68400.0 LC
29 LC2510 20250806 67760.0 ... 68560.0 68520.0 LC
30 LC2511 20250806 68100.0 ... 68620.0 68540.0 LC
31 LC2512 20250806 68440.0 ... 68900.0 68680.0 LC
32 LC2601 20250806 68500.0 ... 69040.0 68800.0 LC
33 LC2602 20250806 68480.0 ... 68820.0 68520.0 LC
34 LC2603 20250806 68380.0 ... 68800.0 68720.0 LC
35 LC2604 20250806 69360.0 ... 69580.0 69360.0 LC
36 LC2605 20250806 69400.0 ... 69800.0 69560.0 LC
37 LC2606 20250806 69460.0 ... 69600.0 69560.0 LC
38 LC2607 20250806 69560.0 ... 69700.0 69780.0 LC
[36 rows x 12 columns]
2025-08-07 16:26:38,521 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
2025-08-07 16:26:40,263 - future_1d - INFO - save future_daily 2025-08-06 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250807 7930.0 7977.0 ... 243169.92 7937.0 7906.0 AP
1 AP511 20250807 7717.0 7764.0 ... 765.34 7731.0 7712.0 AP
2 AP512 20250807 7758.0 7809.0 ... 311.26 7781.0 7768.0 AP
3 AP601 20250807 7856.0 7894.0 ... 23873.39 7871.0 7843.0 AP
4 AP603 20250807 7780.0 7816.0 ... 280.72 7798.0 7792.0 AP
5 AP604 20250807 7820.0 7832.0 ... 78.19 7819.0 7833.0 AP
6 AP605 20250807 7881.0 7915.0 ... 473.49 7891.0 7904.0 AP
7 CF509 20250807 13690.0 13710.0 ... 705965.08 13675.0 13690.0 CF
8 CF511 20250807 13735.0 13760.0 ... 134780.62 13735.0 13740.0 CF
9 CF601 20250807 13840.0 13860.0 ... 491622.78 13830.0 13855.0 CF
10 CF603 20250807 13820.0 13820.0 ... 2420.64 13795.0 13830.0 CF
11 CF605 20250807 13800.0 13810.0 ... 16750.82 13785.0 13810.0 CF
12 CF607 20250807 13815.0 13815.0 ... 414.00 13800.0 13820.0 CF
13 CJ509 20250807 9900.0 10095.0 ... 73150.96 9955.0 9770.0 CJ
14 CJ512 20250807 10825.0 11185.0 ... 29208.37 10985.0 10735.0 CJ
15 CJ601 20250807 10985.0 11345.0 ... 1619726.08 11140.0 10885.0 CJ
16 CJ603 20250807 11055.0 11365.0 ... 20067.68 11190.0 10960.0 CJ
17 CJ605 20250807 11200.0 11500.0 ... 221690.47 11315.0 11100.0 CJ
18 CJ607 20250807 11365.0 11665.0 ... 2800.09 11500.0 11300.0 CJ
19 CY508 20250807 0.0 0.0 ... 0.00 19965.0 19965.0 CY
20 CY509 20250807 19945.0 19945.0 ... 10171.85 19905.0 19905.0 CY
21 CY510 20250807 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250807 19680.0 19765.0 ... 61592.60 19725.0 19725.0 CY
23 CY512 20250807 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250807 19820.0 19820.0 ... 365.90 19780.0 19775.0 CY
25 CY602 20250807 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250807 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250807 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250807 20015.0 20090.0 ... 89.87 19970.0 19960.0 CY
29 CY606 20250807 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250807 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250807 1072.0 1072.0 ... 10.72 1072.0 1064.0 FG
32 FG509 20250807 1085.0 1097.0 ... 2982460.00 1078.0 1079.0 FG
33 FG510 20250807 1174.0 1185.0 ... 78194.12 1168.0 1169.0 FG
34 FG511 20250807 1168.0 1180.0 ... 137607.85 1162.0 1165.0 FG
35 FG512 20250807 1251.0 1253.0 ... 81544.77 1237.0 1238.0 FG
36 FG601 20250807 1231.0 1242.0 ... 2824489.12 1222.0 1229.0 FG
37 FG602 20250807 1284.0 1292.0 ... 1567.96 1273.0 1279.0 FG
38 FG603 20250807 1282.0 1290.0 ... 2319.55 1272.0 1280.0 FG
39 FG604 20250807 1330.0 1335.0 ... 671.83 1317.0 1323.0 FG
40 FG605 20250807 1319.0 1331.0 ... 38840.73 1311.0 1319.0 FG
41 FG606 20250807 1347.0 1350.0 ... 1415.83 1333.0 1340.0 FG
42 FG607 20250807 1339.0 1347.0 ... 661.97 1329.0 1336.0 FG
43 JR509 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250807 0.0 0.0 ... 0.00 2347.0 2347.0 MA
53 MA509 20250807 2397.0 2410.0 ... 698085.26 2395.0 2397.0 MA
54 MA510 20250807 2429.0 2438.0 ... 68895.61 2420.0 2427.0 MA
55 MA511 20250807 2453.0 2464.0 ... 107586.52 2448.0 2452.0 MA
56 MA512 20250807 2488.0 2501.0 ... 39555.82 2482.0 2489.0 MA
57 MA601 20250807 2503.0 2515.0 ... 333376.33 2502.0 2502.0 MA
58 MA602 20250807 2507.0 2507.0 ... 109.99 2500.0 2500.0 MA
59 MA603 20250807 2501.0 2501.0 ... 74.90 2497.0 2495.0 MA
60 MA604 20250807 2487.0 2487.0 ... 24.81 2481.0 2479.0 MA
61 MA605 20250807 2455.0 2461.0 ... 10380.59 2453.0 2451.0 MA
62 MA606 20250807 2460.0 2460.0 ... 4.92 2459.0 2458.0 MA
63 MA607 20250807 2451.0 2453.0 ... 19.60 2450.0 2444.0 MA
64 OI509 20250807 9575.0 9672.0 ... 3279742.03 9558.0 9576.0 OI
65 OI511 20250807 9594.0 9681.0 ... 375141.92 9569.0 9589.0 OI
66 OI601 20250807 9530.0 9630.0 ... 1512278.71 9532.0 9524.0 OI
67 OI603 20250807 9483.0 9555.0 ... 4686.66 9487.0 9465.0 OI
68 OI605 20250807 9413.0 9473.0 ... 23167.30 9398.0 9400.0 OI
69 OI607 20250807 9405.0 9461.0 ... 263.64 9416.0 9390.0 OI
70 PF508 20250807 6300.0 6300.0 ... 72.44 6300.0 6298.0 PF
71 PF509 20250807 6348.0 6362.0 ... 90245.99 6332.0 6332.0 PF
72 PF510 20250807 6418.0 6430.0 ... 337961.19 6402.0 6400.0 PF
73 PF511 20250807 6428.0 6434.0 ... 204082.23 6402.0 6408.0 PF
74 PF512 20250807 6416.0 6430.0 ... 84646.97 6400.0 6416.0 PF
75 PF601 20250807 6428.0 6438.0 ... 9507.27 6416.0 6410.0 PF
76 PF602 20250807 6436.0 6460.0 ... 9.66 6444.0 6434.0 PF
77 PF603 20250807 6454.0 6470.0 ... 32.23 6446.0 6426.0 PF
78 PF604 20250807 6472.0 6476.0 ... 32.32 6464.0 6442.0 PF
79 PF605 20250807 6490.0 6494.0 ... 51.84 6480.0 6466.0 PF
80 PF606 20250807 0.0 0.0 ... 0.00 6478.0 6478.0 PF
81 PF607 20250807 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250807 8100.0 8144.0 ... 203033.37 8118.0 8084.0 PK
83 PK511 20250807 7974.0 8004.0 ... 126535.83 7986.0 7956.0 PK
84 PK512 20250807 7964.0 7988.0 ... 45639.01 7976.0 7950.0 PK
85 PK601 20250807 7956.0 7980.0 ... 8470.25 7972.0 7954.0 PK
86 PK603 20250807 7960.0 7994.0 ... 363.13 7982.0 7960.0 PK
87 PK604 20250807 7970.0 7996.0 ... 147.61 7980.0 7970.0 PK
88 PK605 20250807 7974.0 7988.0 ... 1727.46 7980.0 7970.0 PK
89 PL601 20250807 6501.0 6511.0 ... 14506.91 6488.0 6499.0 PL
90 PL602 20250807 6551.0 6557.0 ... 156.95 6539.0 6549.0 PL
91 PL603 20250807 6494.0 6494.0 ... 12.99 6494.0 6508.0 PL
92 PL604 20250807 6476.0 6476.0 ... 25.90 6476.0 6509.0 PL
93 PL605 20250807 6377.0 6378.0 ... 114.76 6376.0 6379.0 PL
94 PL606 20250807 6487.0 6487.0 ... 12.97 6487.0 6499.0 PL
95 PL607 20250807 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250807 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250807 5906.0 5916.0 ... 63434.70 5892.0 5886.0 PR
104 PR510 20250807 5940.0 5956.0 ... 184889.77 5930.0 5924.0 PR
105 PR511 20250807 5942.0 5958.0 ... 132616.07 5928.0 5936.0 PR
106 PR512 20250807 5954.0 5966.0 ... 38494.80 5942.0 5952.0 PR
107 PR601 20250807 5960.0 5960.0 ... 454.68 5944.0 5930.0 PR
108 PR602 20250807 5982.0 5982.0 ... 17.90 5966.0 5978.0 PR
109 PR603 20250807 5974.0 5974.0 ... 17.90 5966.0 5968.0 PR
110 PR604 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250807 5978.0 5978.0 ... 8.97 5978.0 5978.0 PR
112 PR606 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
113 PR607 20250807 0.0 0.0 ... 0.00 5996.0 6012.0 PR
114 PX508 20250807 0.0 0.0 ... 0.00 6788.0 6756.0 PX
115 PX509 20250807 6806.0 6826.0 ... 295072.51 6788.0 6756.0 PX
116 PX510 20250807 6784.0 6800.0 ... 92182.33 6758.0 6754.0 PX
117 PX511 20250807 6776.0 6788.0 ... 201849.99 6740.0 6740.0 PX
118 PX512 20250807 6772.0 6782.0 ... 74809.92 6738.0 6742.0 PX
119 PX601 20250807 6762.0 6762.0 ... 69503.89 6728.0 6722.0 PX
120 PX602 20250807 6710.0 6714.0 ... 10.07 6712.0 6738.0 PX
121 PX603 20250807 0.0 0.0 ... 0.00 6706.0 6718.0 PX
122 PX604 20250807 0.0 0.0 ... 0.00 6712.0 6744.0 PX
123 PX605 20250807 6728.0 6732.0 ... 191.27 6712.0 6712.0 PX
124 PX606 20250807 6722.0 6722.0 ... 13.43 6714.0 6706.0 PX
125 PX607 20250807 6714.0 6714.0 ... 3.36 6714.0 6726.0 PX
126 RI509 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250807 0.0 0.0 ... 0.00 2738.0 2738.0 RM
133 RM509 20250807 2749.0 2750.0 ... 1016898.96 2723.0 2761.0 RM
134 RM511 20250807 2585.0 2585.0 ... 9478.67 2567.0 2597.0 RM
135 RM601 20250807 2463.0 2472.0 ... 480105.22 2454.0 2462.0 RM
136 RM603 20250807 2429.0 2437.0 ... 11576.04 2424.0 2428.0 RM
137 RM605 20250807 2402.0 2407.0 ... 45945.16 2397.0 2397.0 RM
138 RM607 20250807 2380.0 2385.0 ... 3597.87 2378.0 2375.0 RM
139 RS508 20250807 0.0 0.0 ... 0.00 5003.0 5023.0 RS
140 RS509 20250807 5077.0 5089.0 ... 106.34 5064.0 5084.0 RS
141 RS511 20250807 0.0 0.0 ... 0.00 5243.0 5243.0 RS
142 RS607 20250807 5596.0 5596.0 ... 5.60 5596.0 5626.0 RS
143 SA508 20250807 1270.0 1270.0 ... 12.70 1270.0 1251.0 SA
144 SA509 20250807 1283.0 1291.0 ... 1220618.34 1272.0 1272.0 SA
145 SA510 20250807 1308.0 1317.0 ... 339414.12 1299.0 1302.0 SA
146 SA511 20250807 1316.0 1326.0 ... 412215.02 1306.0 1307.0 SA
147 SA512 20250807 1353.0 1374.0 ... 99445.57 1352.0 1352.0 SA
148 SA601 20250807 1370.0 1381.0 ... 4684402.95 1360.0 1363.0 SA
149 SA602 20250807 1381.0 1389.0 ... 4469.49 1369.0 1373.0 SA
150 SA603 20250807 1385.0 1391.0 ... 3552.82 1373.0 1377.0 SA
151 SA604 20250807 1424.0 1430.0 ... 1815.17 1411.0 1414.0 SA
152 SA605 20250807 1422.0 1435.0 ... 99157.17 1415.0 1421.0 SA
153 SA606 20250807 1432.0 1436.0 ... 1295.13 1417.0 1426.0 SA
154 SA607 20250807 1423.0 1432.0 ... 2049.96 1416.0 1424.0 SA
155 SF508 20250807 5852.0 5852.0 ... 35.11 5852.0 5858.0 SF
156 SF509 20250807 5908.0 5936.0 ... 827142.50 5854.0 5906.0 SF
157 SF510 20250807 5908.0 5920.0 ... 199684.49 5832.0 5880.0 SF
158 SF511 20250807 6060.0 6102.0 ... 447489.53 6024.0 6070.0 SF
159 SF512 20250807 6078.0 6092.0 ... 48805.50 6020.0 6054.0 SF
160 SF601 20250807 6066.0 6082.0 ... 153921.95 6012.0 6042.0 SF
161 SF602 20250807 6014.0 6014.0 ... 643.49 5958.0 5986.0 SF
162 SF603 20250807 6132.0 6148.0 ... 253.13 6100.0 6144.0 SF
163 SF604 20250807 6094.0 6122.0 ... 45.68 6090.0 6138.0 SF
164 SF605 20250807 6132.0 6132.0 ... 1301.19 6080.0 6126.0 SF
165 SF606 20250807 6066.0 6066.0 ... 159.55 6022.0 6062.0 SF
166 SF607 20250807 6172.0 6172.0 ... 70.57 6136.0 6168.0 SF
167 SH508 20250807 0.0 0.0 ... 0.00 2310.0 2349.0 SH
168 SH509 20250807 2455.0 2473.0 ... 1617487.91 2444.0 2485.0 SH
169 SH510 20250807 2525.0 2557.0 ... 383758.40 2537.0 2569.0 SH
170 SH511 20250807 2540.0 2563.0 ... 413519.79 2544.0 2570.0 SH
171 SH512 20250807 2577.0 2591.0 ... 100217.29 2574.0 2593.0 SH
172 SH601 20250807 2568.0 2586.0 ... 473653.72 2564.0 2583.0 SH
173 SH602 20250807 2603.0 2614.0 ... 1377.98 2595.0 2608.0 SH
174 SH603 20250807 2615.0 2628.0 ... 963.42 2611.0 2620.0 SH
175 SH604 20250807 2667.0 2678.0 ... 845.49 2659.0 2669.0 SH
176 SH605 20250807 2672.0 2687.0 ... 8930.14 2667.0 2680.0 SH
177 SH606 20250807 2697.0 2697.0 ... 298.04 2685.0 2695.0 SH
178 SH607 20250807 2679.0 2681.0 ... 40.14 2676.0 2681.0 SH
179 SM508 20250807 6082.0 6082.0 ... 72.75 6062.0 6064.0 SM
180 SM509 20250807 6106.0 6112.0 ... 791846.56 6064.0 6110.0 SM
181 SM510 20250807 6100.0 6118.0 ... 100904.56 6066.0 6116.0 SM
182 SM511 20250807 6202.0 6202.0 ... 177942.55 6148.0 6196.0 SM
183 SM512 20250807 6188.0 6204.0 ... 49481.53 6164.0 6204.0 SM
184 SM601 20250807 6202.0 6210.0 ... 329052.86 6160.0 6202.0 SM
185 SM602 20250807 6202.0 6202.0 ... 110.88 6160.0 6196.0 SM
186 SM603 20250807 6206.0 6206.0 ... 49.33 6166.0 6214.0 SM
187 SM604 20250807 6176.0 6176.0 ... 9.26 6176.0 6210.0 SM
188 SM605 20250807 6228.0 6244.0 ... 5449.78 6194.0 6236.0 SM
189 SM606 20250807 6238.0 6238.0 ... 21.70 6200.0 6242.0 SM
190 SM607 20250807 6174.0 6216.0 ... 24.73 6184.0 6276.0 SM
191 SR509 20250807 5680.0 5697.0 ... 611693.22 5675.0 5689.0 SR
192 SR511 20250807 5645.0 5649.0 ... 84673.94 5622.0 5645.0 SR
193 SR601 20250807 5621.0 5636.0 ... 684200.22 5608.0 5627.0 SR
194 SR603 20250807 5596.0 5607.0 ... 5362.76 5580.0 5596.0 SR
195 SR605 20250807 5568.0 5577.0 ... 21224.69 5558.0 5565.0 SR
196 SR607 20250807 5601.0 5601.0 ... 2944.90 5556.0 5562.0 SR
197 TA508 20250807 4694.0 4694.0 ... 11122.87 4676.0 4668.0 TA
198 TA509 20250807 4732.0 4736.0 ... 981667.58 4708.0 4702.0 TA
199 TA510 20250807 4732.0 4752.0 ... 54047.29 4726.0 4720.0 TA
200 TA511 20250807 4754.0 4758.0 ... 66733.15 4730.0 4728.0 TA
201 TA512 20250807 4756.0 4760.0 ... 30259.69 4732.0 4732.0 TA
202 TA601 20250807 4756.0 4764.0 ... 551414.88 4738.0 4734.0 TA
203 TA602 20250807 4754.0 4754.0 ... 35.51 4736.0 4722.0 TA
204 TA603 20250807 4766.0 4766.0 ... 9.49 4748.0 4746.0 TA
205 TA604 20250807 4748.0 4762.0 ... 4.76 4756.0 4768.0 TA
206 TA605 20250807 4802.0 4802.0 ... 6447.36 4774.0 4776.0 TA
207 TA606 20250807 0.0 0.0 ... 0.00 4784.0 4794.0 TA
208 TA607 20250807 0.0 0.0 ... 0.00 4796.0 4806.0 TA
209 UR508 20250807 1736.0 1736.0 ... 10.40 1734.0 1749.0 UR
210 UR509 20250807 1749.0 1754.0 ... 387825.78 1743.0 1761.0 UR
211 UR510 20250807 1741.0 1746.0 ... 22143.20 1740.0 1754.0 UR
212 UR511 20250807 1774.0 1774.0 ... 24214.93 1765.0 1777.0 UR
213 UR512 20250807 1766.0 1767.0 ... 295.72 1760.0 1776.0 UR
214 UR601 20250807 1765.0 1768.0 ... 158081.21 1759.0 1774.0 UR
215 UR602 20250807 1756.0 1763.0 ... 298.39 1755.0 1771.0 UR
216 UR603 20250807 1795.0 1795.0 ... 60.85 1790.0 1803.0 UR
217 UR604 20250807 1808.0 1808.0 ... 158.59 1802.0 1808.0 UR
218 UR605 20250807 1802.0 1802.0 ... 4116.77 1795.0 1805.0 UR
219 UR606 20250807 1788.0 1792.0 ... 28.62 1789.0 1799.0 UR
220 UR607 20250807 1795.0 1795.0 ... 89.69 1794.0 1802.0 UR
221 WH509 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 16:26:45,963 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 a2509 20250807 4118.00 ... 4128.00 4118.00 A
1 a2511 20250807 4102.00 ... 4099.00 4097.00 A
2 a2601 20250807 4098.00 ... 4100.00 4101.00 A
3 a2603 20250807 4085.00 ... 4090.00 4092.00 A
4 a2605 20250807 4131.00 ... 4128.00 4130.00 A
5 a2607 20250807 4125.00 ... 4124.00 4122.00 A
6 b2508 20250807 0.00 ... 3616.00 3616.00 B
7 b2509 20250807 3734.00 ... 3730.00 3717.00 B
8 b2510 20250807 3775.00 ... 3764.00 3756.00 B
9 b2511 20250807 3790.00 ... 3783.00 3778.00 B
10 b2512 20250807 3807.00 ... 3797.00 3797.00 B
11 b2601 20250807 3795.00 ... 3785.00 3782.00 B
12 b2602 20250807 3769.00 ... 3759.00 3758.00 B
13 b2603 20250807 3678.00 ... 3672.00 3660.00 B
14 b2604 20250807 3556.00 ... 3548.00 3545.00 B
15 b2605 20250807 3481.00 ... 3475.00 3467.00 B
16 b2606 20250807 3462.00 ... 3458.00 3452.00 B
17 b2607 20250807 3450.00 ... 3445.00 3442.00 B
18 bb2509 20250807 150.70 ... 150.65 150.70 BB
19 bb2511 20250807 151.55 ... 149.90 149.85 BB
20 bb2601 20250807 149.05 ... 149.55 149.80 BB
21 bb2603 20250807 147.85 ... 147.90 148.05 BB
22 bb2605 20250807 0.00 ... 142.20 142.30 BB
23 bb2607 20250807 0.00 ... 147.95 148.10 BB
24 bz2603 20250807 6266.00 ... 6268.00 6235.00 BZ
25 bz2604 20250807 6223.00 ... 6236.00 6195.00 BZ
26 bz2605 20250807 6239.00 ... 6239.00 6207.00 BZ
27 bz2606 20250807 6250.00 ... 6239.00 6165.00 BZ
28 bz2607 20250807 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250807 2263.00 ... 2266.00 2255.00 C
30 c2511 20250807 2214.00 ... 2214.00 2210.00 C
31 c2601 20250807 2195.00 ... 2194.00 2192.00 C
32 c2603 20250807 2203.00 ... 2200.00 2197.00 C
33 c2605 20250807 2245.00 ... 2248.00 2242.00 C
34 c2607 20250807 2264.00 ... 2265.00 2260.00 C
35 cs2509 20250807 2662.00 ... 2661.00 2657.00 CS
36 cs2511 20250807 2554.00 ... 2560.00 2559.00 CS
37 cs2601 20250807 2565.00 ... 2568.00 2563.00 CS
38 cs2603 20250807 2560.00 ... 2561.00 2557.00 CS
39 cs2605 20250807 2611.00 ... 2613.00 2606.00 CS
40 cs2607 20250807 2619.00 ... 2620.00 2614.00 CS
41 eb2508 20250807 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250807 7309.00 ... 7309.00 7283.00 EB
43 eb2510 20250807 7335.00 ... 7334.00 7313.00 EB
44 eb2511 20250807 7357.00 ... 7351.00 7332.00 EB
45 eb2512 20250807 7364.00 ... 7367.00 7346.00 EB
46 eb2601 20250807 7390.00 ... 7379.00 7357.00 EB
47 eb2602 20250807 7375.00 ... 7387.00 7371.00 EB
48 eb2603 20250807 7406.00 ... 7404.00 7385.00 EB
49 eb2604 20250807 7424.00 ... 7413.00 7356.00 EB
50 eb2605 20250807 7410.00 ... 7411.00 7400.00 EB
51 eb2606 20250807 0.00 ... 7376.00 7376.00 EB
52 eb2607 20250807 7375.00 ... 7376.00 7330.00 EB
53 eg2508 20250807 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250807 4430.00 ... 4412.00 4411.00 EG
55 eg2510 20250807 4416.00 ... 4419.00 4416.00 EG
56 eg2511 20250807 4439.00 ... 4431.00 4423.00 EG
57 eg2512 20250807 4462.00 ... 4443.00 4431.00 EG
58 eg2601 20250807 4440.00 ... 4436.00 4434.00 EG
59 eg2602 20250807 0.00 ... 4442.00 4442.00 EG
60 eg2603 20250807 4456.00 ... 4445.00 4440.00 EG
61 eg2604 20250807 0.00 ... 4464.00 4464.00 EG
62 eg2605 20250807 4465.00 ... 4464.00 4465.00 EG
63 eg2606 20250807 0.00 ... 4470.00 4470.00 EG
64 eg2607 20250807 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250807 1451.50 ... 1451.50 1370.50 FB
66 fb2509 20250807 1254.00 ... 1254.00 1254.00 FB
67 fb2510 20250807 1300.00 ... 1296.50 1295.00 FB
68 fb2511 20250807 1289.50 ... 1292.00 1290.50 FB
69 fb2512 20250807 1297.50 ... 1292.50 1293.50 FB
70 fb2601 20250807 1300.50 ... 1297.00 1296.50 FB
71 fb2602 20250807 1303.50 ... 1299.50 1301.00 FB
72 fb2603 20250807 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250807 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250807 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250807 1339.50 ... 1339.50 1331.50 FB
76 fb2607 20250807 0.00 ... 1302.50 1302.50 FB
77 i2508 20250807 820.00 ... 820.00 816.50 I
78 i2509 20250807 795.50 ... 791.50 795.00 I
79 i2510 20250807 793.00 ... 789.00 793.50 I
80 i2511 20250807 789.00 ... 785.00 789.00 I
81 i2512 20250807 785.50 ... 781.00 785.50 I
82 i2601 20250807 779.00 ... 773.00 778.50 I
83 i2602 20250807 774.00 ... 768.50 773.50 I
84 i2603 20250807 768.00 ... 764.00 768.50 I
85 i2604 20250807 763.50 ... 759.50 763.50 I
86 i2605 20250807 755.50 ... 751.00 754.50 I
87 i2606 20250807 751.00 ... 746.50 750.00 I
88 i2607 20250807 745.00 ... 741.50 745.50 I
89 j2508 20250807 0.00 ... 1598.00 1598.00 J
90 j2509 20250807 1639.50 ... 1658.00 1639.50 J
91 j2510 20250807 1672.50 ... 1679.00 1672.00 J
92 j2511 20250807 1698.50 ... 1701.50 1690.50 J
93 j2512 20250807 1718.50 ... 1729.00 1704.00 J
94 j2601 20250807 1726.00 ... 1735.50 1721.00 J
95 j2602 20250807 1743.00 ... 1759.00 1731.50 J
96 j2603 20250807 1782.00 ... 1784.00 1752.00 J
97 j2604 20250807 1804.50 ... 1795.50 1781.50 J
98 j2605 20250807 1821.00 ... 1819.00 1811.50 J
99 j2606 20250807 1837.50 ... 1837.50 1827.50 J
100 j2607 20250807 1829.00 ... 1830.50 1819.50 J
101 jd2508 20250807 2729.00 ... 2751.00 2756.00 JD
102 jd2509 20250807 3379.00 ... 3376.00 3352.00 JD
103 jd2510 20250807 3285.00 ... 3288.00 3275.00 JD
104 jd2511 20250807 3353.00 ... 3336.00 3355.00 JD
105 jd2512 20250807 3517.00 ... 3474.00 3536.00 JD
106 jd2601 20250807 3624.00 ... 3582.00 3627.00 JD
107 jd2602 20250807 3209.00 ... 3191.00 3207.00 JD
108 jd2603 20250807 3217.00 ... 3197.00 3217.00 JD
109 jd2604 20250807 3366.00 ... 3356.00 3364.00 JD
110 jd2605 20250807 3478.00 ... 3463.00 3474.00 JD
111 jd2606 20250807 3300.00 ... 3296.00 3303.00 JD
112 jd2607 20250807 3514.00 ... 3513.00 3516.00 JD
113 jm2508 20250807 890.50 ... 878.00 941.50 JM
114 jm2509 20250807 1080.00 ... 1085.00 1050.00 JM
115 jm2510 20250807 1132.50 ... 1143.00 1100.50 JM
116 jm2511 20250807 1165.00 ... 1184.00 1144.00 JM
117 jm2512 20250807 1196.00 ... 1204.50 1171.00 JM
118 jm2601 20250807 1226.50 ... 1221.00 1202.00 JM
119 jm2602 20250807 1241.00 ... 1233.00 1225.50 JM
120 jm2603 20250807 1262.50 ... 1243.00 1239.00 JM
121 jm2604 20250807 1270.50 ... 1248.50 1257.00 JM
122 jm2605 20250807 1270.00 ... 1257.50 1269.50 JM
123 jm2606 20250807 1288.50 ... 1261.50 1277.00 JM
124 jm2607 20250807 1294.50 ... 1266.50 1285.00 JM
125 l2508 20250807 0.00 ... 7311.00 7311.00 L
126 l2509 20250807 7310.00 ... 7302.00 7318.00 L
127 l2510 20250807 7354.00 ... 7321.00 7339.00 L
128 l2511 20250807 7365.00 ... 7353.00 7362.00 L
129 l2512 20250807 7374.00 ... 7364.00 7375.00 L
130 l2601 20250807 7380.00 ... 7369.00 7382.00 L
131 l2602 20250807 7373.00 ... 7359.00 7365.00 L
132 l2603 20250807 7376.00 ... 7356.00 7373.00 L
133 l2604 20250807 7399.00 ... 7378.00 7394.00 L
134 l2605 20250807 7376.00 ... 7367.00 7373.00 L
135 l2606 20250807 7360.00 ... 7360.00 7369.00 L
136 l2607 20250807 7373.00 ... 7373.00 7375.00 L
137 lg2509 20250807 835.00 ... 833.00 831.00 LG
138 lg2511 20250807 842.00 ... 840.50 839.00 LG
139 lg2601 20250807 838.50 ... 840.50 841.00 LG
140 lg2603 20250807 839.00 ... 838.00 839.00 LG
141 lg2605 20250807 840.00 ... 840.00 842.00 LG
142 lg2607 20250807 839.50 ... 838.00 839.00 LG
143 lh2509 20250807 13810.00 ... 13825.00 13825.00 LH
144 lh2511 20250807 13965.00 ... 14045.00 13985.00 LH
145 lh2601 20250807 14260.00 ... 14350.00 14285.00 LH
146 lh2603 20250807 13365.00 ... 13355.00 13365.00 LH
147 lh2605 20250807 13960.00 ... 13885.00 13890.00 LH
148 lh2607 20250807 14440.00 ... 14400.00 14490.00 LH
149 m2508 20250807 3013.00 ... 3004.00 3007.00 M
150 m2509 20250807 3030.00 ... 3020.00 3027.00 M
151 m2511 20250807 3066.00 ... 3058.00 3064.00 M
152 m2512 20250807 3090.00 ... 3090.00 3095.00 M
153 m2601 20250807 3077.00 ... 3068.00 3072.00 M
154 m2603 20250807 2947.00 ... 2943.00 2942.00 M
155 m2605 20250807 2762.00 ... 2754.00 2754.00 M
156 m2607 20250807 2740.00 ... 2737.00 2735.00 M
157 p2508 20250807 0.00 ... 8808.00 8808.00 P
158 p2509 20250807 9000.00 ... 8988.00 8980.00 P
159 p2510 20250807 8988.00 ... 8982.00 8978.00 P
160 p2511 20250807 8992.00 ... 8984.00 8976.00 P
161 p2512 20250807 9002.00 ... 8990.00 8980.00 P
162 p2601 20250807 9016.00 ... 8994.00 8986.00 P
163 p2602 20250807 9004.00 ... 8968.00 8944.00 P
164 p2603 20250807 8962.00 ... 8920.00 8910.00 P
165 p2604 20250807 8882.00 ... 8858.00 8882.00 P
166 p2605 20250807 8788.00 ... 8782.00 8780.00 P
167 p2606 20250807 8714.00 ... 8694.00 8708.00 P
168 p2607 20250807 8608.00 ... 8620.00 8654.00 P
169 pg2508 20250807 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250807 3864.00 ... 3837.00 3835.00 PG
171 pg2510 20250807 4328.00 ... 4306.00 4302.00 PG
172 pg2511 20250807 4262.00 ... 4237.00 4236.00 PG
173 pg2512 20250807 4207.00 ... 4187.00 4183.00 PG
174 pg2601 20250807 4161.00 ... 4139.00 4136.00 PG
175 pg2602 20250807 4102.00 ... 4076.00 4074.00 PG
176 pg2603 20250807 4012.00 ... 3995.00 3993.00 PG
177 pg2604 20250807 4290.00 ... 4280.00 4284.00 PG
178 pg2605 20250807 4197.00 ... 4182.00 4186.00 PG
179 pg2606 20250807 4127.00 ... 4131.00 4136.00 PG
180 pg2607 20250807 4106.00 ... 4100.00 4087.00 PG
181 pp2508 20250807 7021.00 ... 7138.00 7073.00 PP
182 pp2509 20250807 7078.00 ... 7074.00 7084.00 PP
183 pp2510 20250807 7082.00 ... 7075.00 7091.00 PP
184 pp2511 20250807 7100.00 ... 7093.00 7102.00 PP
185 pp2512 20250807 7120.00 ... 7110.00 7115.00 PP
186 pp2601 20250807 7120.00 ... 7111.00 7119.00 PP
187 pp2602 20250807 7108.00 ... 7096.00 7099.00 PP
188 pp2603 20250807 7099.00 ... 7093.00 7102.00 PP
189 pp2604 20250807 7109.00 ... 7104.00 7112.00 PP
190 pp2605 20250807 7124.00 ... 7106.00 7127.00 PP
191 pp2606 20250807 7098.00 ... 7088.00 7085.00 PP
192 pp2607 20250807 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250807 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250807 3608.00 ... 3590.00 3606.00 RR
195 rr2510 20250807 3618.00 ... 3615.00 3619.00 RR
196 rr2511 20250807 3620.00 ... 3618.00 3618.00 RR
197 rr2512 20250807 3619.00 ... 3619.00 3615.00 RR
198 rr2601 20250807 3624.00 ... 3626.00 3623.00 RR
199 rr2602 20250807 3620.00 ... 3620.00 3620.00 RR
200 rr2603 20250807 3617.00 ... 3617.00 3615.00 RR
201 rr2604 20250807 0.00 ... 3618.00 3618.00 RR
202 rr2605 20250807 3618.00 ... 3618.00 3619.00 RR
203 rr2606 20250807 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250807 0.00 ... 3633.00 3633.00 RR
205 v2508 20250807 5015.00 ... 5003.00 4958.00 V
206 v2509 20250807 5054.00 ... 5045.00 5032.00 V
207 v2510 20250807 5091.00 ... 5084.00 5072.00 V
208 v2511 20250807 5129.00 ... 5115.00 5115.00 V
209 v2512 20250807 5169.00 ... 5148.00 5160.00 V
210 v2601 20250807 5190.00 ... 5177.00 5173.00 V
211 v2602 20250807 5233.00 ... 5192.00 5196.00 V
212 v2603 20250807 5258.00 ... 5208.00 5219.00 V
213 v2604 20250807 5484.00 ... 5457.00 5447.00 V
214 v2605 20250807 5501.00 ... 5466.00 5468.00 V
215 v2606 20250807 5522.00 ... 5499.00 5494.00 V
216 v2607 20250807 5546.00 ... 5536.00 5532.00 V
217 y2508 20250807 0.00 ... 8514.00 8514.00 Y
218 y2509 20250807 8420.00 ... 8426.00 8360.00 Y
219 y2511 20250807 8420.00 ... 8430.00 8366.00 Y
220 y2512 20250807 8426.00 ... 8430.00 8370.00 Y
221 y2601 20250807 8396.00 ... 8404.00 8334.00 Y
222 y2603 20250807 8294.00 ... 8278.00 8242.00 Y
223 y2605 20250807 7974.00 ... 7970.00 7944.00 Y
224 y2607 20250807 7970.00 ... 7948.00 7922.00 Y
[225 rows x 12 columns]
2025-08-07 16:26:46,594 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 SC2509 20250807 508.4 ... 504.3 504.2 SC
1 SC2510 20250807 503.8 ... 499.9 499.5 SC
2 SC2511 20250807 499.5 ... 495.2 495.4 SC
3 SC2512 20250807 495 ... 490.8 491.6 SC
4 SC2601 20250807 492.7 ... 487.5 488.6 SC
5 SC2602 20250807 488.3 ... 483.3 486 SC
6 SC2603 20250807 484.5 ... 480.4 483.2 SC
7 SC2604 20250807 483.4 ... 478.2 481.6 SC
8 SC2605 20250807 483.6 ... 476.2 478.4 SC
9 SC2606 20250807 479.4 ... 475.3 476.8 SC
10 SC2607 20250807 478 ... 477.4 475.6 SC
11 SC2608 20250807 476.4 ... 476.4 477.5 SC
12 SC2609 20250807 468 ... 468 475 SC
13 SC2612 20250807 465.5 ... 466.9 472.3 SC
14 SC2703 20250807 464.7 ... 464.7 470.5 SC
15 SC2706 20250807 465 ... 464.3 467.8 SC
16 SC2709 20250807 466.6 ... 460.4 464.4 SC
17 SC2712 20250807 ... 464 464 SC
18 SC2803 20250807 ... 460.5 460.5 SC
19 SC2806 20250807 455.6 ... 454 456 SC
21 LU2509 20250807 3559 ... 3520 3532 LU
22 LU2510 20250807 3566 ... 3545 3535 LU
23 LU2511 20250807 3556 ... 3535 3531 LU
24 LU2512 20250807 3543 ... 3506 3507 LU
25 LU2601 20250807 3503 ... 3481 3488 LU
26 LU2602 20250807 3471 ... 3454 3451 LU
27 LU2603 20250807 3458 ... 3439 3438 LU
28 LU2604 20250807 3447 ... 3427 3431 LU
29 LU2605 20250807 3416 ... 3416 3427 LU
30 LU2606 20250807 3414 ... 3412 3421 LU
31 LU2607 20250807 3437 ... 3417 3415 LU
32 LU2608 20250807 3426 ... 3402 3408 LU
34 NR2508 20250807 12180 ... 12215 12260 NR
35 NR2509 20250807 12320 ... 12290 12300 NR
36 NR2510 20250807 12370 ... 12350 12365 NR
37 NR2511 20250807 12415 ... 12395 12410 NR
38 NR2512 20250807 12445 ... 12410 12435 NR
39 NR2601 20250807 12490 ... 12450 12470 NR
40 NR2602 20250807 12500 ... 12475 12505 NR
41 NR2603 20250807 ... 12545 12545 NR
42 NR2604 20250807 12485 ... 12495 12565 NR
43 NR2605 20250807 12505 ... 12535 12620 NR
44 NR2606 20250807 12585 ... 12585 12540 NR
45 NR2607 20250807 12650 ... 12650 12645 NR
47 BC2508 20250807 ... 69270 69270 BC
48 BC2509 20250807 69570 ... 69540 69340 BC
49 BC2510 20250807 69570 ... 69600 69410 BC
50 BC2511 20250807 69290 ... 69290 69240 BC
51 BC2512 20250807 69890 ... 69460 69900 BC
52 BC2601 20250807 ... 70020 70020 BC
53 BC2602 20250807 ... 70000 70000 BC
54 BC2603 20250807 ... 70000 70000 BC
55 BC2604 20250807 ... 70000 70000 BC
56 BC2605 20250807 ... 70000 70000 BC
57 BC2606 20250807 ... 69340 69340 BC
58 BC2607 20250807 ... 68670 68670 BC
60 EC2508 20250807 2076.7 ... 2072.4 2080.3 EC
61 EC2510 20250807 1412 ... 1417 1434.4 EC
62 EC2512 20250807 1746 ... 1751.9 1759.5 EC
63 EC2602 20250807 1515 ... 1506.8 1521.6 EC
64 EC2604 20250807 1346.7 ... 1343.6 1342.5 EC
65 EC2606 20250807 1512 ... 1492 1489.4 EC
68 SC_TAS2509 20250807 ... SC_TAS
69 SC_TAS2510 20250807 ... SC_TAS
70 SC_TAS2511 20250807 ... SC_TAS
71 SC_TAS2512 20250807 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 16:26:46,676 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250807 ... 78380 78200 CU
1 1 CU2509 20250807 ... 78380 78160 CU
2 2 CU2510 20250807 ... 78380 78160 CU
3 3 CU2511 20250807 ... 78350 78150 CU
4 4 CU2512 20250807 ... 78320 78120 CU
5 5 CU2601 20250807 ... 78290 78080 CU
6 6 CU2602 20250807 ... 78270 78030 CU
7 7 CU2603 20250807 ... 78300 78010 CU
8 8 CU2604 20250807 ... 78290 78040 CU
9 9 CU2605 20250807 ... 78280 78080 CU
10 10 CU2606 20250807 ... 78230 78040 CU
11 11 CU2607 20250807 ... 78260 78060 CU
12 12 BC2508 20250807 ... 69270 69270 BC
13 13 BC2509 20250807 ... 69540 69340 BC
14 14 BC2510 20250807 ... 69600 69410 BC
15 15 BC2511 20250807 ... 69290 69240 BC
16 16 BC2512 20250807 ... 69460 69900 BC
17 17 BC2601 20250807 ... 70020 70020 BC
18 18 BC2602 20250807 ... 70000 70000 BC
19 19 BC2603 20250807 ... 70000 70000 BC
20 20 BC2604 20250807 ... 70000 70000 BC
21 21 BC2605 20250807 ... 70000 70000 BC
22 22 BC2606 20250807 ... 69340 69340 BC
23 23 BC2607 20250807 ... 68670 68670 BC
24 24 AL2508 20250807 ... 20775 20655 AL
25 25 AL2509 20250807 ... 20765 20600 AL
26 26 AL2510 20250807 ... 20725 20570 AL
27 27 AL2511 20250807 ... 20670 20525 AL
28 28 AL2512 20250807 ... 20630 20475 AL
29 29 AL2601 20250807 ... 20590 20445 AL
30 30 AL2602 20250807 ... 20590 20450 AL
31 31 AL2603 20250807 ... 20605 20470 AL
32 32 AL2604 20250807 ... 20630 20460 AL
33 33 AL2605 20250807 ... 20640 20480 AL
34 34 AL2606 20250807 ... 20660 20535 AL
35 35 AL2607 20250807 ... 20670 20505 AL
36 36 ZN2508 20250807 ... 22505 22310 ZN
37 37 ZN2509 20250807 ... 22530 22330 ZN
38 38 ZN2510 20250807 ... 22540 22330 ZN
39 39 ZN2511 20250807 ... 22540 22325 ZN
40 40 ZN2512 20250807 ... 22545 22280 ZN
41 41 ZN2601 20250807 ... 22505 22260 ZN
42 42 ZN2602 20250807 ... 22495 22255 ZN
43 43 ZN2603 20250807 ... 22525 22275 ZN
44 44 ZN2604 20250807 ... 22530 22270 ZN
45 45 ZN2605 20250807 ... 22515 22320 ZN
46 46 ZN2606 20250807 ... 22495 22345 ZN
47 47 ZN2607 20250807 ... 22505 22305 ZN
48 48 PB2508 20250807 ... 16810 16775 PB
49 49 PB2509 20250807 ... 16860 16830 PB
50 50 PB2510 20250807 ... 16875 16825 PB
51 51 PB2511 20250807 ... 16910 16845 PB
52 52 PB2512 20250807 ... 16930 16845 PB
53 53 PB2601 20250807 ... 16935 16925 PB
54 54 PB2602 20250807 ... 16970 16970 PB
55 55 PB2603 20250807 ... 17010 16825 PB
56 56 PB2604 20250807 ... 17030 16855 PB
57 57 PB2605 20250807 ... 17040 17020 PB
58 58 PB2606 20250807 ... 17065 16860 PB
59 59 PB2607 20250807 ... 17060 16980 PB
60 60 NI2508 20250807 ... 121100 120620 NI
61 61 NI2509 20250807 ... 121350 120680 NI
62 62 NI2510 20250807 ... 121480 120810 NI
63 63 NI2511 20250807 ... 121640 120970 NI
64 64 NI2512 20250807 ... 121850 121190 NI
65 65 NI2601 20250807 ... 122110 121500 NI
66 66 NI2602 20250807 ... 122680 121710 NI
67 67 NI2603 20250807 ... 122660 121820 NI
68 68 NI2604 20250807 ... 122660 122280 NI
69 69 NI2605 20250807 ... 123230 122640 NI
70 70 NI2606 20250807 ... 123650 122940 NI
71 71 NI2607 20250807 ... 123550 123100 NI
72 72 SN2508 20250807 ... 267040 266550 SN
73 73 SN2509 20250807 ... 267530 266860 SN
74 74 SN2510 20250807 ... 267850 267160 SN
75 75 SN2511 20250807 ... 267850 267170 SN
76 76 SN2512 20250807 ... 267740 266980 SN
77 77 SN2601 20250807 ... 268160 267550 SN
78 78 SN2602 20250807 ... 267920 267470 SN
79 79 SN2603 20250807 ... 268070 267930 SN
80 80 SN2604 20250807 ... 268810 268730 SN
81 81 SN2605 20250807 ... 268850 268090 SN
82 82 SN2606 20250807 ... 269300 268240 SN
83 83 SN2607 20250807 ... 268580 268490 SN
84 84 AO2508 20250807 ... 3251 3227 AO
85 85 AO2509 20250807 ... 3244 3222 AO
86 86 AO2510 20250807 ... 3242 3223 AO
87 87 AO2511 20250807 ... 3245 3225 AO
88 88 AO2512 20250807 ... 3252 3232 AO
89 89 AO2601 20250807 ... 3265 3235 AO
90 90 AO2602 20250807 ... 3262 3219 AO
91 91 AO2603 20250807 ... 3258 3229 AO
92 92 AO2604 20250807 ... 3282 3237 AO
93 93 AO2605 20250807 ... 3261 3237 AO
94 94 AO2606 20250807 ... 3266 3234 AO
95 95 AO2607 20250807 ... 3263 3239 AO
96 96 AD2511 20250807 ... 20160 20020 AD
97 97 AD2512 20250807 ... 20170 20060 AD
98 98 AD2601 20250807 ... 20140 20015 AD
99 99 AD2602 20250807 ... 19855 19855 AD
100 100 AD2603 20250807 ... 19885 19885 AD
101 101 AD2604 20250807 ... 19710 19710 AD
102 102 AD2605 20250807 ... 19885 19650 AD
103 103 AD2606 20250807 ... 19870 19715 AD
104 104 AD2607 20250807 ... 19830 19830 AD
105 105 AU2508 20250807 ... 781.6 781.54 AU
106 106 AU2509 20250807 ... 782.4 783.02 AU
107 107 AU2510 20250807 ... 783.38 784.26 AU
108 108 AU2512 20250807 ... 785.56 786.36 AU
109 109 AU2602 20250807 ... 787.66 788.5 AU
110 110 AU2604 20250807 ... 789.84 790.68 AU
111 111 AU2606 20250807 ... 792.04 792.88 AU
112 112 AU2608 20250807 ... 794.3 795.3 AU
113 113 AG2508 20250807 ... 9184 9147 AG
114 114 AG2509 20250807 ... 9190 9147 AG
115 115 AG2510 20250807 ... 9201 9160 AG
116 116 AG2511 20250807 ... 9212 9169 AG
117 117 AG2512 20250807 ... 9227 9184 AG
118 118 AG2601 20250807 ... 9237 9192 AG
119 119 AG2602 20250807 ... 9248 9208 AG
120 120 AG2603 20250807 ... 9268 9218 AG
121 121 AG2604 20250807 ... 9275 9228 AG
122 122 AG2605 20250807 ... 9291 9250 AG
123 123 AG2606 20250807 ... 9307 9257 AG
124 124 AG2607 20250807 ... 9323 9266 AG
125 125 RB2508 20250807 ... 3202 3195 RB
126 126 RB2509 20250807 ... 3201 3194 RB
127 127 RB2510 20250807 ... 3236 3230 RB
128 128 RB2511 20250807 ... 3251 3246 RB
129 129 RB2512 20250807 ... 3288 3284 RB
130 130 RB2601 20250807 ... 3309 3306 RB
131 131 RB2602 20250807 ... 3301 3295 RB
132 132 RB2603 20250807 ... 3316 3317 RB
133 133 RB2604 20250807 ... 3330 3330 RB
134 134 RB2605 20250807 ... 3331 3334 RB
135 135 RB2606 20250807 ... 3343 3346 RB
136 136 RB2607 20250807 ... 3350 3354 RB
137 137 WR2508 20250807 ... 3212 3212 WR
138 138 WR2509 20250807 ... 3342 3342 WR
139 139 WR2510 20250807 ... 3461 3467 WR
140 140 WR2511 20250807 ... 3490 3490 WR
141 141 WR2512 20250807 ... 3499 3499 WR
142 142 WR2601 20250807 ... 3473 3473 WR
143 143 WR2602 20250807 ... 3523 3523 WR
144 144 WR2603 20250807 ... 3609 3527 WR
145 145 WR2604 20250807 ... 3560 3560 WR
146 146 WR2605 20250807 ... 3478 3478 WR
147 147 WR2606 20250807 ... 3599 3599 WR
148 148 WR2607 20250807 ... 3635 3635 WR
149 149 HC2508 20250807 ... 3436 3450 HC
150 150 HC2509 20250807 ... 3459 3461 HC
151 151 HC2510 20250807 ... 3447 3452 HC
152 152 HC2511 20250807 ... 3449 3454 HC
153 153 HC2512 20250807 ... 3445 3451 HC
154 154 HC2601 20250807 ... 3449 3455 HC
155 155 HC2602 20250807 ... 3444 3448 HC
156 156 HC2603 20250807 ... 3451 3456 HC
157 157 HC2604 20250807 ... 3451 3461 HC
158 158 HC2605 20250807 ... 3452 3460 HC
159 159 HC2606 20250807 ... 3462 3457 HC
160 160 HC2607 20250807 ... 3461 3473 HC
161 161 SS2508 20250807 ... 12965 12955 SS
162 162 SS2509 20250807 ... 12960 12930 SS
163 163 SS2510 20250807 ... 13010 12985 SS
164 164 SS2511 20250807 ... 13045 13025 SS
165 165 SS2512 20250807 ... 13070 13045 SS
166 166 SS2601 20250807 ... 13110 13085 SS
167 167 SS2602 20250807 ... 13160 13125 SS
168 168 SS2603 20250807 ... 13225 13180 SS
169 169 SS2604 20250807 ... 13275 13190 SS
170 170 SS2605 20250807 ... 13275 13270 SS
171 171 SS2606 20250807 ... 13310 13300 SS
172 172 SS2607 20250807 ... 13355 13335 SS
173 173 SC2509 20250807 ... 504.3 504.2 SC
174 174 SC2510 20250807 ... 499.9 499.5 SC
175 175 SC2511 20250807 ... 495.2 495.4 SC
176 176 SC2512 20250807 ... 490.8 491.6 SC
177 177 SC2601 20250807 ... 487.5 488.6 SC
178 178 SC2602 20250807 ... 483.3 486 SC
179 179 SC2603 20250807 ... 480.4 483.2 SC
180 180 SC2604 20250807 ... 478.2 481.6 SC
181 181 SC2605 20250807 ... 476.2 478.4 SC
182 182 SC2606 20250807 ... 475.3 476.8 SC
183 183 SC2607 20250807 ... 477.4 475.6 SC
184 184 SC2608 20250807 ... 476.4 477.5 SC
185 185 SC2609 20250807 ... 468 475 SC
186 186 SC2612 20250807 ... 466.9 472.3 SC
187 187 SC2703 20250807 ... 464.7 470.5 SC
188 188 SC2706 20250807 ... 464.3 467.8 SC
189 189 SC2709 20250807 ... 460.4 464.4 SC
190 190 SC2712 20250807 ... 464 464 SC
191 191 SC2803 20250807 ... 460.5 460.5 SC
192 192 SC2806 20250807 ... 454 456 SC
193 193 LU2509 20250807 ... 3520 3532 LU
194 194 LU2510 20250807 ... 3545 3535 LU
195 195 LU2511 20250807 ... 3535 3531 LU
196 196 LU2512 20250807 ... 3506 3507 LU
197 197 LU2601 20250807 ... 3481 3488 LU
198 198 LU2602 20250807 ... 3454 3451 LU
199 199 LU2603 20250807 ... 3439 3438 LU
200 200 LU2604 20250807 ... 3427 3431 LU
201 201 LU2605 20250807 ... 3416 3427 LU
202 202 LU2606 20250807 ... 3412 3421 LU
203 203 LU2607 20250807 ... 3417 3415 LU
204 204 LU2608 20250807 ... 3402 3408 LU
205 205 FU2509 20250807 ... 2833 2819 FU
206 206 FU2510 20250807 ... 2846 2838 FU
207 207 FU2511 20250807 ... 2856 2850 FU
208 208 FU2512 20250807 ... 2851 2849 FU
209 209 FU2601 20250807 ... 2847 2840 FU
210 210 FU2602 20250807 ... 2837 2832 FU
211 211 FU2603 20250807 ... 2828 2824 FU
212 212 FU2604 20250807 ... 2822 2820 FU
213 213 FU2605 20250807 ... 2809 2806 FU
214 214 FU2606 20250807 ... 2801 2803 FU
215 215 FU2607 20250807 ... 2786 2788 FU
216 216 FU2608 20250807 ... 2774 2788 FU
217 217 BU2508 20250807 ... 3559 3550 BU
218 218 BU2509 20250807 ... 3556 3543 BU
219 219 BU2510 20250807 ... 3534 3517 BU
220 220 BU2511 20250807 ... 3498 3486 BU
221 221 BU2512 20250807 ... 3441 3430 BU
222 222 BU2601 20250807 ... 3408 3396 BU
223 223 BU2602 20250807 ... 3395 3385 BU
224 224 BU2603 20250807 ... 3385 3367 BU
225 225 BU2604 20250807 ... 3377 3372 BU
226 226 BU2605 20250807 ... 3366 3362 BU
227 227 BU2606 20250807 ... 3367 3359 BU
228 228 BU2607 20250807 ... 3380 3380 BU
229 229 BU2609 20250807 ... 3367 3364 BU
230 230 BU2612 20250807 ... 3327 3297 BU
231 231 BU2703 20250807 ... 3320 3314 BU
232 232 BU2706 20250807 ... 3339 3335 BU
233 233 BR2508 20250807 ... 11465 11525 BR
234 234 BR2509 20250807 ... 11505 11510 BR
235 235 BR2510 20250807 ... 11500 11510 BR
236 236 BR2511 20250807 ... 11530 11530 BR
237 237 BR2512 20250807 ... 11565 11575 BR
238 238 BR2601 20250807 ... 11605 11615 BR
239 239 BR2602 20250807 ... 11575 11605 BR
240 240 BR2603 20250807 ... 11595 11665 BR
241 241 BR2604 20250807 ... 11700 11615 BR
242 242 BR2605 20250807 ... 11715 11735 BR
243 243 BR2606 20250807 ... 11695 11695 BR
244 244 BR2607 20250807 ... 11765 11760 BR
245 245 RU2508 20250807 ... 14365 14460 RU
246 246 RU2509 20250807 ... 14475 14510 RU
247 247 RU2510 20250807 ... 14505 14525 RU
248 248 RU2511 20250807 ... 14530 14555 RU
249 249 RU2601 20250807 ... 15445 15475 RU
250 250 RU2603 20250807 ... 15485 15570 RU
251 251 RU2604 20250807 ... 15555 15590 RU
252 252 RU2605 20250807 ... 15565 15595 RU
253 253 RU2606 20250807 ... 15660 15600 RU
254 254 RU2607 20250807 ... 15595 15620 RU
255 255 NR2508 20250807 ... 12215 12260 NR
256 256 NR2509 20250807 ... 12290 12300 NR
257 257 NR2510 20250807 ... 12350 12365 NR
258 258 NR2511 20250807 ... 12395 12410 NR
259 259 NR2512 20250807 ... 12410 12435 NR
260 260 NR2601 20250807 ... 12450 12470 NR
261 261 NR2602 20250807 ... 12475 12505 NR
262 262 NR2603 20250807 ... 12545 12545 NR
263 263 NR2604 20250807 ... 12495 12565 NR
264 264 NR2605 20250807 ... 12535 12620 NR
265 265 NR2606 20250807 ... 12585 12540 NR
266 266 NR2607 20250807 ... 12650 12645 NR
267 267 SP2508 20250807 ... 5132 5108 SP
268 268 SP2509 20250807 ... 5174 5162 SP
269 269 SP2510 20250807 ... 5192 5176 SP
270 270 SP2511 20250807 ... 5194 5178 SP
271 271 SP2512 20250807 ... 5198 5186 SP
272 272 SP2601 20250807 ... 5428 5418 SP
273 273 SP2602 20250807 ... 5402 5402 SP
274 274 SP2603 20250807 ... 5408 5392 SP
275 275 SP2604 20250807 ... 5396 5390 SP
276 276 SP2605 20250807 ... 5406 5394 SP
277 277 SP2606 20250807 ... 5416 5420 SP
278 278 SP2607 20250807 ... 5406 5402 SP
279 279 EC2508 20250807 ... 2072.4 2080.3 EC
280 280 EC2510 20250807 ... 1417 1434.4 EC
281 281 EC2512 20250807 ... 1751.9 1759.5 EC
282 282 EC2602 20250807 ... 1506.8 1521.6 EC
283 283 EC2604 20250807 ... 1343.6 1342.5 EC
284 284 EC2606 20250807 ... 1492 1489.4 EC
285 285 SC_TAS2509 20250807 ... SC_TAS
286 286 SC_TAS2510 20250807 ... SC_TAS
287 287 SC_TAS2511 20250807 ... SC_TAS
288 288 SC_TAS2512 20250807 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 16:26:46,781 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 IC2508 20250807 6333.800 ... 6298.200 6331.000 IC
1 IC2509 20250807 6262.000 ... 6226.600 6266.200 IC
2 IC2512 20250807 6108.200 ... 6071.200 6107.800 IC
3 IC2603 20250807 5982.800 ... 5935.400 5973.400 IC
4 IF2508 20250807 4112.200 ... 4105.800 4109.000 IF
5 IF2509 20250807 4100.000 ... 4093.000 4098.600 IF
6 IF2512 20250807 4075.000 ... 4063.000 4068.600 IF
7 IF2603 20250807 4040.000 ... 4032.000 4037.800 IF
8 IH2508 20250807 2798.000 ... 2796.800 2797.200 IH
9 IH2509 20250807 2798.000 ... 2797.600 2798.200 IH
10 IH2512 20250807 2801.000 ... 2797.600 2800.200 IH
11 IH2603 20250807 2802.000 ... 2797.200 2801.800 IH
12 IM2508 20250807 6840.000 ... 6825.600 6840.200 IM
13 IM2509 20250807 6768.800 ... 6748.800 6770.400 IM
14 IM2512 20250807 6581.000 ... 6560.000 6581.200 IM
15 IM2603 20250807 6398.200 ... 6378.000 6402.600 IM
16 T2509 20250807 108.610 ... 108.610 108.565 T
17 T2512 20250807 108.495 ... 108.480 108.435 T
18 T2603 20250807 108.280 ... 108.290 108.235 T
19 TF2509 20250807 105.800 ... 105.815 105.780 TF
20 TF2512 20250807 105.830 ... 105.860 105.815 TF
21 TF2603 20250807 105.875 ... 105.875 105.820 TF
22 TL2509 20250807 119.410 ... 119.340 119.340 TL
23 TL2512 20250807 119.110 ... 118.990 119.000 TL
24 TL2603 20250807 118.740 ... 118.680 118.620 TL
25 TS2509 20250807 102.390 ... 102.370 102.370 TS
26 TS2512 20250807 102.416 ... 102.426 102.408 TS
27 TS2603 20250807 102.408 ... 102.402 102.380 TS
[28 rows x 12 columns]
2025-08-07 16:26:46,941 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 PS2508 20250807 49845.0 ... 50505.0 49845.0 PS
1 PS2509 20250807 51450.0 ... 50425.0 51200.0 PS
2 PS2510 20250807 51260.0 ... 50590.0 51385.0 PS
3 PS2511 20250807 51290.0 ... 50625.0 51555.0 PS
4 PS2512 20250807 54135.0 ... 53790.0 54630.0 PS
5 PS2601 20250807 54600.0 ... 53930.0 54795.0 PS
6 PS2602 20250807 54715.0 ... 53915.0 54730.0 PS
7 PS2603 20250807 54885.0 ... 53885.0 54875.0 PS
8 PS2604 20250807 55030.0 ... 54120.0 55050.0 PS
9 PS2605 20250807 55000.0 ... 54000.0 55125.0 PS
10 PS2606 20250807 57000.0 ... 57045.0 57555.0 PS
11 PS2607 20250807 57645.0 ... 57295.0 57595.0 PS
13 SI2508 20250807 8645.0 ... 8645.0 8630.0 SI
14 SI2509 20250807 8670.0 ... 8605.0 8570.0 SI
15 SI2510 20250807 8700.0 ... 8625.0 8585.0 SI
16 SI2511 20250807 8680.0 ... 8635.0 8615.0 SI
17 SI2512 20250807 9010.0 ... 8975.0 9010.0 SI
18 SI2601 20250807 9030.0 ... 8965.0 8990.0 SI
19 SI2602 20250807 9050.0 ... 8945.0 9085.0 SI
20 SI2603 20250807 9095.0 ... 8970.0 9110.0 SI
21 SI2604 20250807 9080.0 ... 9025.0 9170.0 SI
22 SI2605 20250807 9100.0 ... 9010.0 9130.0 SI
23 SI2606 20250807 9235.0 ... 9035.0 9135.0 SI
24 SI2607 20250807 9160.0 ... 9040.0 9100.0 SI
27 LC2508 20250807 70000.0 ... 70000.0 67800.0 LC
28 LC2509 20250807 69600.0 ... 71080.0 68300.0 LC
29 LC2510 20250807 69460.0 ... 71420.0 68560.0 LC
30 LC2511 20250807 69900.0 ... 71440.0 68620.0 LC
31 LC2512 20250807 69880.0 ... 71820.0 68900.0 LC
32 LC2601 20250807 70500.0 ... 71640.0 69040.0 LC
33 LC2602 20250807 69740.0 ... 71420.0 68820.0 LC
34 LC2603 20250807 69780.0 ... 71680.0 68800.0 LC
35 LC2604 20250807 70500.0 ... 71880.0 69580.0 LC
36 LC2605 20250807 70460.0 ... 71880.0 69800.0 LC
37 LC2606 20250807 70440.0 ... 71820.0 69600.0 LC
38 LC2607 20250807 70680.0 ... 71840.0 69700.0 LC
[36 rows x 12 columns]
2025-08-07 16:26:47,118 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
2025-08-07 16:26:48,934 - future_1d - INFO - save future_daily 2025-08-07 add
2025-08-07 16:26:48,941 - future_1d - INFO - 0 1 2 3 4
symbol AP510 AP511 AP512 AP601 AP603
date 2025-08-07 2025-08-07 2025-08-07 2025-08-07 2025-08-07
opencol 7930.0 7717.0 7758.0 7856.0 7780.0
high 7977.0 7764.0 7809.0 7894.0 7816.0
low 7897.0 7706.0 7758.0 7835.0 7776.0
close 7940.0 7728.0 7772.0 7857.0 7815.0
volume 30639.0 99.0 40.0 3033.0 36.0
open_interest 73071.0 3513.0 115.0 11892.0 85.0
turnover 243169.92 765.34 311.26 23873.39 280.72
settle 7937.0 7731.0 7781.0 7871.0 7798.0
pre_settle 7906.0 7712.0 7768.0 7843.0 7792.0
variety AP AP AP AP AP
exchange CZCE CZCE CZCE CZCE CZCE
comd AP AP AP AP AP
contract AP510 AP511 AP512 AP601 AP603
contract_yymm 2510 2511 2512 2601 2603
maturity_month 2 3 4 5 7
maturity_day 55 86 116 147 206
=========================================================================
2025-08-07 18:25:18 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-08-07 18:25:20,517 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 a2509 20250730 4145.00 ... 4152.00 4136.00 A
1 a2511 20250730 4120.00 ... 4138.00 4105.00 A
2 a2601 20250730 4105.00 ... 4125.00 4090.00 A
3 a2603 20250730 4098.00 ... 4116.00 4080.00 A
4 a2605 20250730 4130.00 ... 4149.00 4119.00 A
5 a2607 20250730 4133.00 ... 4149.00 4117.00 A
6 b2508 20250730 3521.00 ... 3550.00 3521.00 B
7 b2509 20250730 3640.00 ... 3663.00 3621.00 B
8 b2510 20250730 3678.00 ... 3701.00 3669.00 B
9 b2511 20250730 3710.00 ... 3726.00 3695.00 B
10 b2512 20250730 3733.00 ... 3751.00 3720.00 B
11 b2601 20250730 3724.00 ... 3740.00 3714.00 B
12 b2602 20250730 3703.00 ... 3707.00 3684.00 B
13 b2603 20250730 3611.00 ... 3623.00 3603.00 B
14 b2604 20250730 3512.00 ... 3515.00 3500.00 B
15 b2605 20250730 3443.00 ... 3444.00 3438.00 B
16 b2606 20250730 3425.00 ... 3427.00 3421.00 B
17 b2607 20250730 3416.00 ... 3423.00 3414.00 B
18 bb2509 20250730 148.45 ... 144.50 147.60 BB
19 bb2511 20250730 151.50 ... 150.25 152.40 BB
20 bb2601 20250730 150.85 ... 149.60 150.25 BB
21 bb2603 20250730 0.00 ... 141.85 142.45 BB
22 bb2605 20250730 0.00 ... 141.90 142.50 BB
23 bb2607 20250730 0.00 ... 141.90 142.50 BB
24 bz2603 20250730 6295.00 ... 6304.00 6283.00 BZ
25 bz2604 20250730 6262.00 ... 6252.00 6228.00 BZ
26 bz2605 20250730 6269.00 ... 6261.00 6220.00 BZ
27 bz2606 20250730 6272.00 ... 6258.00 6244.00 BZ
28 bz2607 20250730 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250730 2303.00 ... 2310.00 2306.00 C
30 c2511 20250730 2243.00 ... 2242.00 2242.00 C
31 c2601 20250730 2215.00 ... 2218.00 2217.00 C
32 c2603 20250730 2216.00 ... 2217.00 2219.00 C
33 c2605 20250730 2262.00 ... 2264.00 2263.00 C
34 c2607 20250730 2276.00 ... 2279.00 2277.00 C
35 cs2509 20250730 2666.00 ... 2677.00 2671.00 CS
36 cs2511 20250730 2584.00 ... 2590.00 2584.00 CS
37 cs2601 20250730 2597.00 ... 2598.00 2599.00 CS
38 cs2603 20250730 2597.00 ... 2594.00 2600.00 CS
39 cs2605 20250730 2634.00 ... 2636.00 2641.00 CS
40 cs2607 20250730 2650.00 ... 2653.00 2653.00 CS
41 eb2508 20250730 7347.00 ... 7365.00 7347.00 EB
42 eb2509 20250730 7377.00 ... 7404.00 7359.00 EB
43 eb2510 20250730 7408.00 ... 7427.00 7374.00 EB
44 eb2511 20250730 7407.00 ... 7433.00 7381.00 EB
45 eb2512 20250730 7425.00 ... 7447.00 7392.00 EB
46 eb2601 20250730 7421.00 ... 7471.00 7412.00 EB
47 eb2602 20250730 7460.00 ... 7466.00 7417.00 EB
48 eb2603 20250730 7457.00 ... 7452.00 7412.00 EB
49 eb2604 20250730 7468.00 ... 7450.00 7432.00 EB
50 eb2605 20250730 7468.00 ... 7468.00 7437.00 EB
51 eb2606 20250730 7498.00 ... 7473.00 7446.00 EB
52 eb2607 20250730 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250730 4417.00 ... 4420.00 4417.00 EG
54 eg2509 20250730 4467.00 ... 4465.00 4450.00 EG
55 eg2510 20250730 4461.00 ... 4467.00 4449.00 EG
56 eg2511 20250730 4476.00 ... 4484.00 4459.00 EG
57 eg2512 20250730 4486.00 ... 4491.00 4469.00 EG
58 eg2601 20250730 4500.00 ... 4495.00 4480.00 EG
59 eg2602 20250730 4492.00 ... 4501.00 4476.00 EG
60 eg2603 20250730 4501.00 ... 4501.00 4490.00 EG
61 eg2604 20250730 0.00 ... 4497.00 4497.00 EG
62 eg2605 20250730 4517.00 ... 4519.00 4501.00 EG
63 eg2606 20250730 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250730 0.00 ... 4561.00 4561.00 EG
65 fb2508 20250730 0.00 ... 1395.00 1395.00 FB
66 fb2509 20250730 1282.00 ... 1282.50 1271.00 FB
67 fb2510 20250730 1310.00 ... 1311.50 1305.00 FB
68 fb2511 20250730 1312.00 ... 1312.00 1307.50 FB
69 fb2512 20250730 1300.50 ... 1314.50 1309.50 FB
70 fb2601 20250730 1311.00 ... 1318.00 1313.00 FB
71 fb2602 20250730 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250730 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250730 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250730 0.00 ... 1338.00 1330.50 FB
75 fb2606 20250730 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250730 1285.00 ... 1302.50 1295.00 FB
77 i2508 20250730 806.00 ... 800.50 791.50 I
78 i2509 20250730 798.00 ... 798.00 792.50 I
79 i2510 20250730 790.50 ... 795.00 786.50 I
80 i2511 20250730 787.00 ... 788.00 780.00 I
81 i2512 20250730 780.50 ... 782.50 773.00 I
82 i2601 20250730 772.00 ... 774.00 764.50 I
83 i2602 20250730 769.00 ... 769.00 760.00 I
84 i2603 20250730 763.50 ... 765.00 755.50 I
85 i2604 20250730 764.50 ... 762.50 752.00 I
86 i2605 20250730 750.50 ... 753.00 743.50 I
87 i2606 20250730 745.50 ... 748.50 737.50 I
88 i2607 20250730 741.00 ... 743.00 733.50 I
89 j2508 20250730 0.00 ... 1557.00 1557.00 J
90 j2509 20250730 1640.50 ... 1684.00 1612.00 J
91 j2510 20250730 1653.00 ... 1695.00 1632.00 J
92 j2511 20250730 1714.00 ... 1721.00 1655.00 J
93 j2512 20250730 1742.00 ... 1735.50 1644.00 J
94 j2601 20250730 1695.00 ... 1743.50 1664.50 J
95 j2602 20250730 1714.50 ... 1739.00 1727.00 J
96 j2603 20250730 1736.00 ... 1736.00 1733.00 J
97 j2604 20250730 1763.00 ... 1786.50 1724.50 J
98 j2605 20250730 1774.50 ... 1794.50 1717.50 J
99 j2606 20250730 1795.50 ... 1818.50 1714.50 J
100 j2607 20250730 1846.50 ... 1846.50 1780.50 J
101 jd2508 20250730 3340.00 ... 3304.00 3347.00 JD
102 jd2509 20250730 3578.00 ... 3574.00 3570.00 JD
103 jd2510 20250730 3385.00 ... 3364.00 3386.00 JD
104 jd2511 20250730 3413.00 ... 3399.00 3413.00 JD
105 jd2512 20250730 3555.00 ... 3541.00 3552.00 JD
106 jd2601 20250730 3640.00 ... 3638.00 3640.00 JD
107 jd2602 20250730 3218.00 ... 3209.00 3210.00 JD
108 jd2603 20250730 3217.00 ... 3213.00 3210.00 JD
109 jd2604 20250730 3372.00 ... 3370.00 3365.00 JD
110 jd2605 20250730 3477.00 ... 3479.00 3471.00 JD
111 jd2606 20250730 3303.00 ... 3300.00 3290.00 JD
112 jd2607 20250730 3507.00 ... 3513.00 3500.00 JD
113 jm2508 20250730 952.50 ... 971.00 956.00 JM
114 jm2509 20250730 1121.00 ... 1136.00 1087.50 JM
115 jm2510 20250730 1150.00 ... 1158.00 1106.00 JM
116 jm2511 20250730 1165.00 ... 1177.00 1119.50 JM
117 jm2512 20250730 1181.50 ... 1199.00 1140.00 JM
118 jm2601 20250730 1218.00 ... 1233.50 1164.00 JM
119 jm2602 20250730 1238.50 ... 1242.50 1161.50 JM
120 jm2603 20250730 1251.00 ... 1247.50 1167.50 JM
121 jm2604 20250730 1253.00 ... 1250.50 1166.50 JM
122 jm2605 20250730 1257.50 ... 1264.50 1181.50 JM
123 jm2606 20250730 1264.00 ... 1259.00 1184.00 JM
124 jm2607 20250730 1260.00 ... 1275.00 1192.50 JM
125 l2508 20250730 7347.00 ... 7361.00 7331.00 L
126 l2509 20250730 7399.00 ... 7402.00 7369.00 L
127 l2510 20250730 7415.00 ... 7429.00 7400.00 L
128 l2511 20250730 7430.00 ... 7446.00 7415.00 L
129 l2512 20250730 7447.00 ... 7455.00 7428.00 L
130 l2601 20250730 7441.00 ... 7455.00 7427.00 L
131 l2602 20250730 7462.00 ... 7448.00 7416.00 L
132 l2603 20250730 7437.00 ... 7440.00 7410.00 L
133 l2604 20250730 7470.00 ... 7459.00 7434.00 L
134 l2605 20250730 7428.00 ... 7441.00 7415.00 L
135 l2606 20250730 7427.00 ... 7429.00 7427.00 L
136 l2607 20250730 7448.00 ... 7448.00 7439.00 L
137 lg2509 20250730 835.50 ... 829.00 830.00 LG
138 lg2511 20250730 837.00 ... 832.00 833.50 LG
139 lg2601 20250730 837.50 ... 833.00 835.50 LG
140 lg2603 20250730 835.00 ... 831.50 833.50 LG
141 lg2605 20250730 838.00 ... 837.50 839.00 LG
142 lg2607 20250730 0.00 ... 841.50 841.50 LG
143 lh2509 20250730 14175.00 ... 14120.00 14145.00 LH
144 lh2511 20250730 14205.00 ... 14140.00 14160.00 LH
145 lh2601 20250730 14460.00 ... 14415.00 14420.00 LH
146 lh2603 20250730 13600.00 ... 13525.00 13540.00 LH
147 lh2605 20250730 14100.00 ... 14025.00 14055.00 LH
148 lh2607 20250730 14500.00 ... 14625.00 14495.00 LH
149 m2508 20250730 2972.00 ... 2991.00 2970.00 M
150 m2509 20250730 2983.00 ... 3001.00 2974.00 M
151 m2511 20250730 3015.00 ... 3038.00 3011.00 M
152 m2512 20250730 3048.00 ... 3068.00 3048.00 M
153 m2601 20250730 3027.00 ... 3041.00 3024.00 M
154 m2603 20250730 2914.00 ... 2917.00 2912.00 M
155 m2605 20250730 2744.00 ... 2743.00 2744.00 M
156 m2607 20250730 2723.00 ... 2727.00 2730.00 M
157 p2508 20250730 8832.00 ... 8878.00 8838.00 P
158 p2509 20250730 8970.00 ... 8972.00 8926.00 P
159 p2510 20250730 8978.00 ... 8982.00 8922.00 P
160 p2511 20250730 8976.00 ... 8986.00 8942.00 P
161 p2512 20250730 8986.00 ... 8988.00 8938.00 P
162 p2601 20250730 8990.00 ... 8992.00 8924.00 P
163 p2602 20250730 8944.00 ... 8952.00 8904.00 P
164 p2603 20250730 8904.00 ... 8898.00 8848.00 P
165 p2604 20250730 8848.00 ... 8848.00 8796.00 P
166 p2605 20250730 8784.00 ... 8796.00 8720.00 P
167 p2606 20250730 8686.00 ... 8706.00 8666.00 P
168 p2607 20250730 8660.00 ... 8654.00 8624.00 P
169 pg2508 20250730 4035.00 ... 4044.00 4013.00 PG
170 pg2509 20250730 4034.00 ... 4045.00 4020.00 PG
171 pg2510 20250730 4440.00 ... 4453.00 4430.00 PG
172 pg2511 20250730 4366.00 ... 4392.00 4366.00 PG
173 pg2512 20250730 4316.00 ... 4335.00 4305.00 PG
174 pg2601 20250730 4281.00 ... 4274.00 4241.00 PG
175 pg2602 20250730 4170.00 ... 4187.00 4158.00 PG
176 pg2603 20250730 4088.00 ... 4102.00 4076.00 PG
177 pg2604 20250730 4389.00 ... 4392.00 4365.00 PG
178 pg2605 20250730 4299.00 ... 4301.00 4278.00 PG
179 pg2606 20250730 4234.00 ... 4233.00 4218.00 PG
180 pg2607 20250730 4265.00 ... 4265.00 4209.00 PG
181 pp2508 20250730 7116.00 ... 7120.00 7108.00 PP
182 pp2509 20250730 7153.00 ... 7165.00 7147.00 PP
183 pp2510 20250730 7156.00 ... 7160.00 7137.00 PP
184 pp2511 20250730 7157.00 ... 7166.00 7145.00 PP
185 pp2512 20250730 7162.00 ... 7174.00 7150.00 PP
186 pp2601 20250730 7169.00 ... 7183.00 7157.00 PP
187 pp2602 20250730 7160.00 ... 7157.00 7130.00 PP
188 pp2603 20250730 7159.00 ... 7157.00 7130.00 PP
189 pp2604 20250730 7166.00 ... 7167.00 7144.00 PP
190 pp2605 20250730 7160.00 ... 7170.00 7150.00 PP
191 pp2606 20250730 7149.00 ... 7144.00 7124.00 PP
192 pp2607 20250730 7190.00 ... 7190.00 7178.00 PP
193 rr2508 20250730 3567.00 ... 3566.00 3574.00 RR
194 rr2509 20250730 3620.00 ... 3619.00 3611.00 RR
195 rr2510 20250730 3634.00 ... 3633.00 3631.00 RR
196 rr2511 20250730 3617.00 ... 3622.00 3623.00 RR
197 rr2512 20250730 3632.00 ... 3633.00 3629.00 RR
198 rr2601 20250730 3631.00 ... 3618.00 3625.00 RR
199 rr2602 20250730 3630.00 ... 3632.00 3626.00 RR
200 rr2603 20250730 3634.00 ... 3634.00 3634.00 RR
201 rr2604 20250730 3639.00 ... 3635.00 3629.00 RR
202 rr2605 20250730 3637.00 ... 3632.00 3626.00 RR
203 rr2606 20250730 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250730 0.00 ... 3629.00 3629.00 RR
205 v2508 20250730 5137.00 ... 5164.00 5137.00 V
206 v2509 20250730 5192.00 ... 5215.00 5161.00 V
207 v2510 20250730 5220.00 ... 5251.00 5194.00 V
208 v2511 20250730 5256.00 ... 5290.00 5227.00 V
209 v2512 20250730 5289.00 ... 5323.00 5250.00 V
210 v2601 20250730 5317.00 ... 5350.00 5290.00 V
211 v2602 20250730 5340.00 ... 5372.00 5321.00 V
212 v2603 20250730 5357.00 ... 5405.00 5320.00 V
213 v2604 20250730 5602.00 ... 5611.00 5521.00 V
214 v2605 20250730 5570.00 ... 5605.00 5557.00 V
215 v2606 20250730 5640.00 ... 5635.00 5569.00 V
216 v2607 20250730 5629.00 ... 5650.00 5574.00 V
217 y2508 20250730 8280.00 ... 8266.00 8188.00 Y
218 y2509 20250730 8236.00 ... 8244.00 8174.00 Y
219 y2511 20250730 8218.00 ... 8242.00 8176.00 Y
220 y2512 20250730 8248.00 ... 8248.00 8220.00 Y
221 y2601 20250730 8200.00 ... 8202.00 8138.00 Y
222 y2603 20250730 8080.00 ... 8070.00 8014.00 Y
223 y2605 20250730 7832.00 ... 7838.00 7784.00 Y
224 y2607 20250730 7820.00 ... 7802.00 7754.00 Y
[225 rows x 12 columns]
2025-08-07 18:25:21,335 - future_1d - INFO - ak.get_dce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 SC2508 20250730 531 ... 531 540.2 SC
1 SC2509 20250730 518.1 ... 523.8 514.7 SC
2 SC2510 20250730 511.2 ... 518.5 507.8 SC
3 SC2511 20250730 507.4 ... 515.1 503.8 SC
4 SC2512 20250730 503.6 ... 512.2 500.5 SC
5 SC2601 20250730 500.6 ... 509.3 497.5 SC
6 SC2602 20250730 497.9 ... 507.2 495.1 SC
7 SC2603 20250730 495.6 ... 505.9 492.1 SC
8 SC2604 20250730 501 ... 504.5 490.9 SC
9 SC2605 20250730 498.5 ... 500 487.9 SC
10 SC2606 20250730 493.5 ... 498 488.5 SC
11 SC2607 20250730 496.5 ... 496.5 482.7 SC
12 SC2609 20250730 488 ... 490.3 483.2 SC
13 SC2612 20250730 483.8 ... 487.7 478.7 SC
14 SC2703 20250730 ... 486.9 473 SC
15 SC2706 20250730 484.2 ... 484.2 474.6 SC
16 SC2709 20250730 490 ... 486 470.9 SC
17 SC2712 20250730 482.2 ... 481.5 474.9 SC
18 SC2803 20250730 479.6 ... 479.3 466.3 SC
19 SC2806 20250730 470.1 ... 472.3 467.7 SC
21 LU2508 20250730 3362 ... 3481 3498 LU
22 LU2509 20250730 3651 ... 3675 3615 LU
23 LU2510 20250730 3652 ... 3690 3620 LU
24 LU2511 20250730 3636 ... 3680 3608 LU
25 LU2512 20250730 3613 ... 3661 3574 LU
26 LU2601 20250730 3570 ... 3616 3546 LU
27 LU2602 20250730 3550 ... 3602 3530 LU
28 LU2603 20250730 3539 ... 3607 3512 LU
29 LU2604 20250730 3584 ... 3591 3507 LU
30 LU2605 20250730 3530 ... 3575 3504 LU
31 LU2606 20250730 3520 ... 3554 3492 LU
32 LU2607 20250730 3509 ... 3560 3483 LU
34 NR2508 20250730 12610 ... 12540 12605 NR
35 NR2509 20250730 12710 ... 12610 12665 NR
36 NR2510 20250730 12770 ... 12635 12665 NR
37 NR2511 20250730 12780 ... 12655 12665 NR
38 NR2512 20250730 12775 ... 12710 12665 NR
39 NR2601 20250730 12810 ... 12770 12750 NR
40 NR2602 20250730 12840 ... 12815 12840 NR
41 NR2603 20250730 12900 ... 12840 12665 NR
42 NR2604 20250730 12870 ... 12870 12760 NR
43 NR2605 20250730 12875 ... 12860 12790 NR
44 NR2606 20250730 ... 13020 13050 NR
45 NR2607 20250730 12885 ... 12880 13020 NR
47 BC2508 20250730 70050 ... 70080 70050 BC
48 BC2509 20250730 70200 ... 70230 70130 BC
49 BC2510 20250730 70180 ... 70310 70180 BC
50 BC2511 20250730 ... 69850 69850 BC
51 BC2512 20250730 ... 70400 70400 BC
52 BC2601 20250730 ... 70020 70020 BC
53 BC2602 20250730 ... 70000 70000 BC
54 BC2603 20250730 ... 70000 70000 BC
55 BC2604 20250730 ... 70000 70000 BC
56 BC2605 20250730 ... 70000 70000 BC
57 BC2606 20250730 ... 69340 69340 BC
58 BC2607 20250730 ... 68670 68670 BC
60 EC2508 20250730 2140 ... 2135.6 2105.6 EC
61 EC2510 20250730 1470 ... 1494.7 1475.4 EC
62 EC2512 20250730 1749 ... 1755.4 1734.5 EC
63 EC2602 20250730 1530 ... 1548.8 1522.7 EC
64 EC2604 20250730 1350 ... 1379.8 1366.2 EC
65 EC2606 20250730 1500.2 ... 1513.7 1501.8 EC
68 SC_TAS2509 20250730 ... SC_TAS
69 SC_TAS2510 20250730 ... SC_TAS
70 SC_TAS2511 20250730 ... SC_TAS
[65 rows x 12 columns]
2025-08-07 18:25:21,411 - future_1d - INFO - ak.get_ine_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 AP510 20250730 7920.0 ... 7919.0 7940.0 AP
1 AP511 20250730 7740.0 ... 7723.0 7747.0 AP
2 AP512 20250730 7780.0 ... 7760.0 7745.0 AP
3 AP601 20250730 7817.0 ... 7818.0 7823.0 AP
4 AP603 20250730 7744.0 ... 7742.0 7742.0 AP
5 AP604 20250730 7794.0 ... 7773.0 7797.0 AP
6 AP605 20250730 7862.0 ... 7845.0 7854.0 AP
7 CF509 20250730 13900.0 ... 13825.0 14020.0 CF
8 CF511 20250730 13920.0 ... 13830.0 13980.0 CF
9 CF601 20250730 14000.0 ... 13925.0 14065.0 CF
10 CF603 20250730 13950.0 ... 13900.0 14030.0 CF
11 CF605 20250730 13950.0 ... 13870.0 13990.0 CF
12 CF607 20250730 13985.0 ... 13885.0 14000.0 CF
13 CJ509 20250730 9685.0 ... 9655.0 9675.0 CJ
14 CJ512 20250730 10685.0 ... 10640.0 10590.0 CJ
15 CJ601 20250730 10820.0 ... 10785.0 10735.0 CJ
16 CJ603 20250730 10885.0 ... 10870.0 10805.0 CJ
17 CJ605 20250730 11005.0 ... 11015.0 10935.0 CJ
18 CJ607 20250730 11130.0 ... 11125.0 11040.0 CJ
19 CY508 20250730 0.0 ... 20165.0 20165.0 CY
20 CY509 20250730 19960.0 ... 19920.0 20140.0 CY
21 CY510 20250730 0.0 ... 20030.0 20030.0 CY
22 CY511 20250730 0.0 ... 19880.0 20025.0 CY
23 CY512 20250730 19730.0 ... 19715.0 19755.0 CY
24 CY601 20250730 19960.0 ... 19820.0 20055.0 CY
25 CY602 20250730 0.0 ... 20055.0 20055.0 CY
26 CY603 20250730 20565.0 ... 20330.0 20305.0 CY
27 CY604 20250730 0.0 ... 20040.0 20040.0 CY
28 CY605 20250730 20135.0 ... 20105.0 20130.0 CY
29 CY606 20250730 0.0 ... 20010.0 20010.0 CY
30 CY607 20250730 20395.0 ... 20260.0 20335.0 CY
31 FG508 20250730 1177.0 ... 1213.0 1175.0 FG
32 FG509 20250730 1187.0 ... 1217.0 1182.0 FG
33 FG510 20250730 1250.0 ... 1284.0 1241.0 FG
34 FG511 20250730 1248.0 ... 1281.0 1232.0 FG
35 FG512 20250730 1322.0 ... 1353.0 1305.0 FG
36 FG601 20250730 1315.0 ... 1346.0 1294.0 FG
37 FG602 20250730 1338.0 ... 1366.0 1320.0 FG
38 FG603 20250730 1342.0 ... 1365.0 1317.0 FG
39 FG604 20250730 1367.0 ... 1400.0 1351.0 FG
40 FG605 20250730 1366.0 ... 1404.0 1340.0 FG
41 FG606 20250730 1387.0 ... 1417.0 1351.0 FG
42 FG607 20250730 1377.0 ... 1408.0 1346.0 FG
43 JR509 20250730 0.0 ... 2662.0 2662.0 JR
44 JR511 20250730 0.0 ... 2662.0 2662.0 JR
45 JR601 20250730 0.0 ... 2662.0 2662.0 JR
46 JR603 20250730 0.0 ... 2662.0 2662.0 JR
47 JR605 20250730 0.0 ... 2662.0 2662.0 JR
48 JR607 20250730 0.0 ... 2662.0 2662.0 JR
49 LR509 20250730 0.0 ... 2360.0 2360.0 LR
50 LR511 20250730 0.0 ... 2360.0 2360.0 LR
51 LR601 20250730 0.0 ... 2360.0 2360.0 LR
52 MA508 20250730 2414.0 ... 2382.0 2378.0 MA
53 MA509 20250730 2435.0 ... 2432.0 2417.0 MA
54 MA510 20250730 2463.0 ... 2460.0 2447.0 MA
55 MA511 20250730 2480.0 ... 2483.0 2471.0 MA
56 MA512 20250730 2512.0 ... 2511.0 2497.0 MA
57 MA601 20250730 2520.0 ... 2522.0 2507.0 MA
58 MA602 20250730 2516.0 ... 2517.0 2506.0 MA
59 MA603 20250730 2514.0 ... 2510.0 2485.0 MA
60 MA604 20250730 2493.0 ... 2491.0 2467.0 MA
61 MA605 20250730 2453.0 ... 2459.0 2442.0 MA
62 MA606 20250730 2475.0 ... 2470.0 2449.0 MA
63 MA607 20250730 2456.0 ... 2453.0 2438.0 MA
64 OI509 20250730 9506.0 ... 9571.0 9464.0 OI
65 OI511 20250730 9501.0 ... 9560.0 9447.0 OI
66 OI601 20250730 9456.0 ... 9515.0 9411.0 OI
67 OI603 20250730 9418.0 ... 9446.0 9373.0 OI
68 OI605 20250730 9342.0 ... 9375.0 9321.0 OI
69 OI607 20250730 9338.0 ... 9366.0 9312.0 OI
70 PF508 20250730 6494.0 ... 6500.0 6494.0 PF
71 PF509 20250730 6514.0 ... 6528.0 6502.0 PF
72 PF510 20250730 6560.0 ... 6584.0 6552.0 PF
73 PF511 20250730 6542.0 ... 6580.0 6542.0 PF
74 PF512 20250730 6532.0 ... 6560.0 6530.0 PF
75 PF601 20250730 6538.0 ... 6570.0 6532.0 PF
76 PF602 20250730 6570.0 ... 6582.0 6532.0 PF
77 PF603 20250730 0.0 ... 6556.0 6538.0 PF
78 PF604 20250730 0.0 ... 6560.0 6532.0 PF
79 PF605 20250730 6614.0 ... 6614.0 6576.0 PF
80 PF606 20250730 6594.0 ... 6594.0 6564.0 PF
81 PF607 20250730 0.0 ... 6604.0 6592.0 PF
82 PK510 20250730 8112.0 ... 8114.0 8090.0 PK
83 PK511 20250730 8010.0 ... 7996.0 7992.0 PK
84 PK512 20250730 8018.0 ... 8010.0 7990.0 PK
85 PK601 20250730 8022.0 ... 8030.0 8014.0 PK
86 PK603 20250730 8042.0 ... 8036.0 8018.0 PK
87 PK604 20250730 8064.0 ... 8034.0 8020.0 PK
88 PK605 20250730 8046.0 ... 8034.0 8020.0 PK
89 PL601 20250730 6598.0 ... 6587.0 6575.0 PL
90 PL602 20250730 6635.0 ... 6641.0 6638.0 PL
91 PL603 20250730 6575.0 ... 6570.0 6566.0 PL
92 PL604 20250730 6610.0 ... 6602.0 6573.0 PL
93 PL605 20250730 6537.0 ... 6516.0 6509.0 PL
94 PL606 20250730 0.0 ... 6589.0 6589.0 PL
95 PL607 20250730 0.0 ... 6593.0 6593.0 PL
96 PM509 20250730 0.0 ... 3122.0 3122.0 PM
97 PM511 20250730 0.0 ... 3122.0 3122.0 PM
98 PM601 20250730 0.0 ... 3122.0 3122.0 PM
99 PM603 20250730 0.0 ... 3122.0 3122.0 PM
100 PM605 20250730 0.0 ... 3122.0 3122.0 PM
101 PM607 20250730 0.0 ... 3122.0 3122.0 PM
102 PR508 20250730 6028.0 ... 6006.0 6010.0 PR
103 PR509 20250730 6018.0 ... 6036.0 6014.0 PR
104 PR510 20250730 6028.0 ... 6050.0 6032.0 PR
105 PR511 20250730 6020.0 ... 6040.0 6016.0 PR
106 PR512 20250730 6036.0 ... 6040.0 6030.0 PR
107 PR601 20250730 6032.0 ... 6046.0 6018.0 PR
108 PR602 20250730 0.0 ... 6052.0 6052.0 PR
109 PR603 20250730 0.0 ... 6044.0 6044.0 PR
110 PR604 20250730 6090.0 ... 6090.0 6058.0 PR
111 PR605 20250730 6078.0 ... 6084.0 6050.0 PR
112 PR606 20250730 6092.0 ... 6068.0 6020.0 PR
113 PR607 20250730 0.0 ... 6056.0 6026.0 PR
114 PX508 20250730 6872.0 ... 6934.0 6846.0 PX
115 PX509 20250730 6950.0 ... 6990.0 6938.0 PX
116 PX510 20250730 6934.0 ... 6966.0 6906.0 PX
117 PX511 20250730 6892.0 ... 6924.0 6868.0 PX
118 PX512 20250730 6880.0 ... 6914.0 6866.0 PX
119 PX601 20250730 6856.0 ... 6890.0 6834.0 PX
120 PX602 20250730 0.0 ... 6858.0 6822.0 PX
121 PX603 20250730 0.0 ... 6846.0 6824.0 PX
122 PX604 20250730 0.0 ... 6832.0 6784.0 PX
123 PX605 20250730 6816.0 ... 6848.0 6786.0 PX
124 PX606 20250730 6836.0 ... 6852.0 6804.0 PX
125 PX607 20250730 6858.0 ... 6862.0 6824.0 PX
126 RI509 20250730 0.0 ... 2479.0 2479.0 RI
127 RI511 20250730 0.0 ... 2479.0 2479.0 RI
128 RI601 20250730 0.0 ... 2479.0 2479.0 RI
129 RI603 20250730 0.0 ... 2479.0 2479.0 RI
130 RI605 20250730 0.0 ... 2479.0 2479.0 RI
131 RI607 20250730 0.0 ... 2479.0 2479.0 RI
132 RM508 20250730 2654.0 ... 2685.0 2642.0 RM
133 RM509 20250730 2661.0 ... 2703.0 2640.0 RM
134 RM511 20250730 2507.0 ... 2546.0 2498.0 RM
135 RM601 20250730 2383.0 ... 2409.0 2381.0 RM
136 RM603 20250730 2369.0 ... 2393.0 2365.0 RM
137 RM605 20250730 2371.0 ... 2380.0 2369.0 RM
138 RM607 20250730 2359.0 ... 2365.0 2356.0 RM
139 RS508 20250730 0.0 ... 5076.0 5056.0 RS
140 RS509 20250730 5139.0 ... 5159.0 5139.0 RS
141 RS511 20250730 5248.0 ... 5285.0 5217.0 RS
142 RS607 20250730 5329.0 ... 5291.0 5264.0 RS
143 SA508 20250730 1302.0 ... 1321.0 1289.0 SA
144 SA509 20250730 1318.0 ... 1333.0 1305.0 SA
145 SA510 20250730 1350.0 ... 1374.0 1335.0 SA
146 SA511 20250730 1363.0 ... 1384.0 1346.0 SA
147 SA512 20250730 1403.0 ... 1423.0 1381.0 SA
148 SA601 20250730 1410.0 ... 1425.0 1388.0 SA
149 SA602 20250730 1413.0 ... 1426.0 1392.0 SA
150 SA603 20250730 1411.0 ... 1433.0 1389.0 SA
151 SA604 20250730 1434.0 ... 1468.0 1420.0 SA
152 SA605 20250730 1446.0 ... 1473.0 1422.0 SA
153 SA606 20250730 1455.0 ... 1474.0 1421.0 SA
154 SA607 20250730 1434.0 ... 1459.0 1411.0 SA
155 SF508 20250730 6212.0 ... 6076.0 5944.0 SF
156 SF509 20250730 6256.0 ... 6100.0 5962.0 SF
157 SF510 20250730 6222.0 ... 6082.0 5940.0 SF
158 SF511 20250730 6372.0 ... 6248.0 6110.0 SF
159 SF512 20250730 6350.0 ... 6246.0 6092.0 SF
160 SF601 20250730 6372.0 ... 6228.0 6092.0 SF
161 SF602 20250730 6244.0 ... 6172.0 6026.0 SF
162 SF603 20250730 6388.0 ... 6256.0 6128.0 SF
163 SF604 20250730 6374.0 ... 6230.0 6152.0 SF
164 SF605 20250730 6342.0 ... 6262.0 6110.0 SF
165 SF606 20250730 6300.0 ... 6192.0 6050.0 SF
166 SF607 20250730 6388.0 ... 6266.0 6170.0 SF
167 SH508 20250730 2544.0 ... 2513.0 2542.0 SH
168 SH509 20250730 2642.0 ... 2622.0 2610.0 SH
169 SH510 20250730 2686.0 ... 2676.0 2656.0 SH
170 SH511 20250730 2662.0 ... 2658.0 2633.0 SH
171 SH512 20250730 2670.0 ... 2670.0 2647.0 SH
172 SH601 20250730 2662.0 ... 2663.0 2638.0 SH
173 SH602 20250730 2682.0 ... 2689.0 2662.0 SH
174 SH603 20250730 2684.0 ... 2693.0 2662.0 SH
175 SH604 20250730 2732.0 ... 2721.0 2698.0 SH
176 SH605 20250730 2722.0 ... 2727.0 2706.0 SH
177 SH606 20250730 2742.0 ... 2738.0 2703.0 SH
178 SH607 20250730 0.0 ... 2697.0 2697.0 SH
179 SM508 20250730 6308.0 ... 6206.0 6146.0 SM
180 SM509 20250730 6356.0 ... 6222.0 6142.0 SM
181 SM510 20250730 6350.0 ... 6222.0 6144.0 SM
182 SM511 20250730 6398.0 ... 6294.0 6210.0 SM
183 SM512 20250730 6424.0 ... 6302.0 6222.0 SM
184 SM601 20250730 6430.0 ... 6302.0 6214.0 SM
185 SM602 20250730 6440.0 ... 6300.0 6222.0 SM
186 SM603 20250730 6406.0 ... 6314.0 6190.0 SM
187 SM604 20250730 6398.0 ... 6328.0 6214.0 SM
188 SM605 20250730 6460.0 ... 6326.0 6236.0 SM
189 SM606 20250730 6462.0 ... 6328.0 6250.0 SM
190 SM607 20250730 6438.0 ... 6306.0 6256.0 SM
191 SR509 20250730 5860.0 ... 5839.0 5858.0 SR
192 SR511 20250730 5772.0 ... 5751.0 5763.0 SR
193 SR601 20250730 5726.0 ... 5709.0 5718.0 SR
194 SR603 20250730 5697.0 ... 5676.0 5682.0 SR
195 SR605 20250730 5663.0 ... 5650.0 5653.0 SR
196 SR607 20250730 5651.0 ... 5636.0 5644.0 SR
197 TA508 20250730 4844.0 ... 4846.0 4820.0 TA
198 TA509 20250730 4854.0 ... 4870.0 4836.0 TA
199 TA510 20250730 4854.0 ... 4872.0 4838.0 TA
200 TA511 20250730 4840.0 ... 4858.0 4836.0 TA
201 TA512 20250730 4834.0 ... 4858.0 4832.0 TA
202 TA601 20250730 4844.0 ... 4868.0 4832.0 TA
203 TA602 20250730 4848.0 ... 4862.0 4824.0 TA
204 TA603 20250730 4862.0 ... 4866.0 4822.0 TA
205 TA604 20250730 4864.0 ... 4882.0 4818.0 TA
206 TA605 20250730 4848.0 ... 4884.0 4842.0 TA
207 TA606 20250730 4882.0 ... 4886.0 4858.0 TA
208 TA607 20250730 4872.0 ... 4882.0 4864.0 TA
209 UR508 20250730 1755.0 ... 1745.0 1738.0 UR
210 UR509 20250730 1764.0 ... 1749.0 1739.0 UR
211 UR510 20250730 1758.0 ... 1752.0 1743.0 UR
212 UR511 20250730 1797.0 ... 1780.0 1768.0 UR
213 UR512 20250730 1784.0 ... 1774.0 1761.0 UR
214 UR601 20250730 1791.0 ... 1777.0 1760.0 UR
215 UR602 20250730 1782.0 ... 1768.0 1756.0 UR
216 UR603 20250730 1810.0 ... 1801.0 1782.0 UR
217 UR604 20250730 1803.0 ... 1801.0 1782.0 UR
218 UR605 20250730 1815.0 ... 1806.0 1786.0 UR
219 UR606 20250730 1816.0 ... 1801.0 1782.0 UR
220 UR607 20250730 1815.0 ... 1805.0 1791.0 UR
221 WH509 20250730 0.0 ... 3198.0 3198.0 WH
222 WH511 20250730 0.0 ... 3198.0 3198.0 WH
223 WH601 20250730 0.0 ... 3198.0 3198.0 WH
224 WH603 20250730 0.0 ... 3198.0 3198.0 WH
225 WH605 20250730 0.0 ... 3198.0 3198.0 WH
226 WH607 20250730 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250730 0.0 ... 801.4 801.4 ZC
228 ZC509 20250730 0.0 ... 801.4 801.4 ZC
229 ZC510 20250730 0.0 ... 801.4 801.4 ZC
230 ZC511 20250730 0.0 ... 801.4 801.4 ZC
231 ZC512 20250730 0.0 ... 801.4 801.4 ZC
232 ZC601 20250730 0.0 ... 801.4 801.4 ZC
233 ZC602 20250730 0.0 ... 801.4 801.4 ZC
234 ZC603 20250730 0.0 ... 801.4 801.4 ZC
235 ZC604 20250730 0.0 ... 801.4 801.4 ZC
236 ZC605 20250730 0.0 ... 801.4 801.4 ZC
237 ZC606 20250730 0.0 ... 801.4 801.4 ZC
238 ZC607 20250730 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:25:21,767 - future_1d - INFO - ak.get_czce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 IC2508 20250730 6298.000 ... 6266.200 6298.000 IC
1 IC2509 20250730 6261.000 ... 6209.800 6241.600 IC
2 IC2512 20250730 6105.000 ... 6073.800 6101.200 IC
3 IC2603 20250730 5975.800 ... 5947.800 5973.800 IC
4 IF2508 20250730 4141.800 ... 4140.000 4145.400 IF
5 IF2509 20250730 4131.400 ... 4130.200 4134.600 IF
6 IF2512 20250730 4102.000 ... 4097.800 4102.000 IF
7 IF2603 20250730 4074.000 ... 4066.200 4069.000 IF
8 IH2508 20250730 2809.600 ... 2817.400 2812.400 IH
9 IH2509 20250730 2812.000 ... 2817.600 2812.200 IH
10 IH2512 20250730 2812.800 ... 2817.600 2813.800 IH
11 IH2603 20250730 2811.600 ... 2818.000 2814.200 IH
12 IM2508 20250730 6707.200 ... 6665.800 6705.400 IM
13 IM2509 20250730 6640.000 ... 6596.200 6633.000 IM
14 IM2512 20250730 6453.000 ... 6412.200 6443.200 IM
15 IM2603 20250730 6289.000 ... 6243.600 6277.000 IM
16 T2509 20250730 108.200 ... 108.305 108.140 T
17 T2512 20250730 108.160 ... 108.245 108.120 T
18 T2603 20250730 108.170 ... 108.205 108.100 T
19 TF2509 20250730 105.600 ... 105.640 105.550 TF
20 TF2512 20250730 105.640 ... 105.685 105.610 TF
21 TF2603 20250730 105.685 ... 105.735 105.660 TF
22 TL2509 20250730 118.000 ... 118.440 117.890 TL
23 TL2512 20250730 117.620 ... 118.010 117.550 TL
24 TL2603 20250730 117.400 ... 117.700 117.320 TL
25 TS2509 20250730 102.310 ... 102.342 102.302 TS
26 TS2512 20250730 102.370 ... 102.388 102.372 TS
27 TS2603 20250730 102.462 ... 102.452 102.454 TS
[28 rows x 12 columns]
2025-08-07 18:25:22,122 - future_1d - INFO - ak.get_cffex_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 PS2508 20250730 51700.0 ... 53090.0 50080.0 PS
1 PS2509 20250730 51800.0 ... 53290.0 50250.0 PS
2 PS2510 20250730 52005.0 ... 53435.0 50390.0 PS
3 PS2511 20250730 51500.0 ... 53575.0 50350.0 PS
4 PS2512 20250730 54000.0 ... 55945.0 52625.0 PS
5 PS2601 20250730 54880.0 ... 55985.0 52410.0 PS
6 PS2602 20250730 54060.0 ... 56060.0 52050.0 PS
7 PS2603 20250730 54500.0 ... 56140.0 52370.0 PS
8 PS2604 20250730 54190.0 ... 56185.0 52520.0 PS
9 PS2605 20250730 54000.0 ... 56005.0 52415.0 PS
10 PS2606 20250730 55340.0 ... 57410.0 53795.0 PS
11 PS2607 20250730 56000.0 ... 57350.0 53835.0 PS
13 SI2508 20250730 9345.0 ... 9325.0 8995.0 SI
14 SI2509 20250730 9500.0 ... 9345.0 9085.0 SI
15 SI2510 20250730 9500.0 ... 9325.0 9050.0 SI
16 SI2511 20250730 9550.0 ... 9320.0 9005.0 SI
17 SI2512 20250730 9845.0 ... 9625.0 9270.0 SI
18 SI2601 20250730 9605.0 ... 9580.0 9265.0 SI
19 SI2602 20250730 9580.0 ... 9575.0 9265.0 SI
20 SI2603 20250730 9585.0 ... 9545.0 9200.0 SI
21 SI2604 20250730 9565.0 ... 9535.0 9235.0 SI
22 SI2605 20250730 9515.0 ... 9515.0 9185.0 SI
23 SI2606 20250730 9465.0 ... 9515.0 9165.0 SI
24 SI2607 20250730 9525.0 ... 9525.0 9180.0 SI
27 LC2508 20250730 71600.0 ... 71480.0 70040.0 LC
28 LC2509 20250730 72980.0 ... 71620.0 70300.0 LC
29 LC2510 20250730 72240.0 ... 71300.0 69900.0 LC
30 LC2511 20250730 72500.0 ... 71440.0 69800.0 LC
31 LC2512 20250730 72740.0 ... 71600.0 69960.0 LC
32 LC2601 20250730 73220.0 ... 71680.0 69980.0 LC
33 LC2602 20250730 72420.0 ... 71420.0 69740.0 LC
34 LC2603 20250730 71640.0 ... 71180.0 69400.0 LC
35 LC2604 20250730 71100.0 ... 71260.0 69740.0 LC
36 LC2605 20250730 72000.0 ... 71600.0 69820.0 LC
37 LC2606 20250730 71860.0 ... 71400.0 69400.0 LC
38 LC2607 20250730 72300.0 ... 71200.0 69480.0 LC
[36 rows x 12 columns]
2025-08-07 18:25:22,456 - future_1d - INFO - ak.get_gfex_daily('2025-07-30') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250730 ... 79060 78920 CU
1 1 CU2509 20250730 ... 79070 78980 CU
2 2 CU2510 20250730 ... 79090 78990 CU
3 3 CU2511 20250730 ... 79040 78940 CU
4 4 CU2512 20250730 ... 78980 78890 CU
5 5 CU2601 20250730 ... 78940 78830 CU
6 6 CU2602 20250730 ... 78910 78750 CU
7 7 CU2603 20250730 ... 78910 78710 CU
8 8 CU2604 20250730 ... 78950 78750 CU
9 9 CU2605 20250730 ... 78960 78800 CU
10 10 CU2606 20250730 ... 78930 78790 CU
11 11 CU2607 20250730 ... 79000 78810 CU
12 12 BC2508 20250730 ... 70080 70050 BC
13 13 BC2509 20250730 ... 70230 70130 BC
14 14 BC2510 20250730 ... 70310 70180 BC
15 15 BC2511 20250730 ... 69850 69850 BC
16 16 BC2512 20250730 ... 70400 70400 BC
17 17 BC2601 20250730 ... 70020 70020 BC
18 18 BC2602 20250730 ... 70000 70000 BC
19 19 BC2603 20250730 ... 70000 70000 BC
20 20 BC2604 20250730 ... 70000 70000 BC
21 21 BC2605 20250730 ... 70000 70000 BC
22 22 BC2606 20250730 ... 69340 69340 BC
23 23 BC2607 20250730 ... 68670 68670 BC
24 24 AL2508 20250730 ... 20650 20650 AL
25 25 AL2509 20250730 ... 20620 20625 AL
26 26 AL2510 20250730 ... 20600 20590 AL
27 27 AL2511 20250730 ... 20555 20540 AL
28 28 AL2512 20250730 ... 20500 20480 AL
29 29 AL2601 20250730 ... 20475 20450 AL
30 30 AL2602 20250730 ... 20480 20460 AL
31 31 AL2603 20250730 ... 20495 20475 AL
32 32 AL2604 20250730 ... 20520 20490 AL
33 33 AL2605 20250730 ... 20530 20490 AL
34 34 AL2606 20250730 ... 20550 20515 AL
35 35 AL2607 20250730 ... 20570 20525 AL
36 36 ZN2508 20250730 ... 22650 22625 ZN
37 37 ZN2509 20250730 ... 22690 22660 ZN
38 38 ZN2510 20250730 ... 22715 22665 ZN
39 39 ZN2511 20250730 ... 22725 22650 ZN
40 40 ZN2512 20250730 ... 22685 22600 ZN
41 41 ZN2601 20250730 ... 22655 22555 ZN
42 42 ZN2602 20250730 ... 22645 22545 ZN
43 43 ZN2603 20250730 ... 22695 22495 ZN
44 44 ZN2604 20250730 ... 22665 22590 ZN
45 45 ZN2605 20250730 ... 22660 22595 ZN
46 46 ZN2606 20250730 ... 22665 22550 ZN
47 47 ZN2607 20250730 ... 22660 22525 ZN
48 48 PB2508 20250730 ... 16860 16920 PB
49 49 PB2509 20250730 ... 16880 16945 PB
50 50 PB2510 20250730 ... 16900 16965 PB
51 51 PB2511 20250730 ... 16925 16990 PB
52 52 PB2512 20250730 ... 16945 17010 PB
53 53 PB2601 20250730 ... 16970 17000 PB
54 54 PB2602 20250730 ... 17070 17090 PB
55 55 PB2603 20250730 ... 17055 17110 PB
56 56 PB2604 20250730 ... 17095 17095 PB
57 57 PB2605 20250730 ... 17090 17150 PB
58 58 PB2606 20250730 ... 17100 17100 PB
59 59 PB2607 20250730 ... 17090 17160 PB
60 60 NI2508 20250730 ... 121710 121700 NI
61 61 NI2509 20250730 ... 122020 121900 NI
62 62 NI2510 20250730 ... 122110 121990 NI
63 63 NI2511 20250730 ... 122350 122240 NI
64 64 NI2512 20250730 ... 122490 122430 NI
65 65 NI2601 20250730 ... 122800 122690 NI
66 66 NI2602 20250730 ... 122960 122770 NI
67 67 NI2603 20250730 ... 123030 123040 NI
68 68 NI2604 20250730 ... 123260 123060 NI
69 69 NI2605 20250730 ... 123690 123420 NI
70 70 NI2606 20250730 ... 123560 123670 NI
71 71 NI2607 20250730 ... 124140 123840 NI
72 72 SN2508 20250730 ... 267430 267300 SN
73 73 SN2509 20250730 ... 267740 267360 SN
74 74 SN2510 20250730 ... 268060 267290 SN
75 75 SN2511 20250730 ... 267960 267050 SN
76 76 SN2512 20250730 ... 267930 267110 SN
77 77 SN2601 20250730 ... 268080 267390 SN
78 78 SN2602 20250730 ... 268000 267150 SN
79 79 SN2603 20250730 ... 268640 267340 SN
80 80 SN2604 20250730 ... 269260 267850 SN
81 81 SN2605 20250730 ... 268890 267880 SN
82 82 SN2606 20250730 ... 268100 267960 SN
83 83 SN2607 20250730 ... 268480 268480 SN
84 84 AO2508 20250730 ... 3360 3274 AO
85 85 AO2509 20250730 ... 3358 3272 AO
86 86 AO2510 20250730 ... 3324 3255 AO
87 87 AO2511 20250730 ... 3320 3253 AO
88 88 AO2512 20250730 ... 3321 3249 AO
89 89 AO2601 20250730 ... 3324 3246 AO
90 90 AO2602 20250730 ... 3320 3237 AO
91 91 AO2603 20250730 ... 3317 3237 AO
92 92 AO2604 20250730 ... 3312 3235 AO
93 93 AO2605 20250730 ... 3311 3233 AO
94 94 AO2606 20250730 ... 3293 3228 AO
95 95 AO2607 20250730 ... 3303 3226 AO
96 96 AD2511 20250730 ... 20035 20040 AD
97 97 AD2512 20250730 ... 20045 20020 AD
98 98 AD2601 20250730 ... 19945 19955 AD
99 99 AD2602 20250730 ... 19915 19930 AD
100 100 AD2603 20250730 ... 19850 19880 AD
101 101 AD2604 20250730 ... 19890 19890 AD
102 102 AD2605 20250730 ... 19755 19960 AD
103 103 AD2606 20250730 ... 19695 19695 AD
104 104 AD2607 20250730 ... 19830 19790 AD
105 105 AU2508 20250730 ... 770.38 768 AU
106 106 AU2509 20250730 ... 772.04 768.88 AU
107 107 AU2510 20250730 ... 773.12 770.56 AU
108 108 AU2512 20250730 ... 775.34 772.84 AU
109 109 AU2602 20250730 ... 777.5 774.98 AU
110 110 AU2604 20250730 ... 779.62 777.02 AU
111 111 AU2606 20250730 ... 781.98 779.48 AU
112 112 AU2608 20250730 ... 784.3 781.96 AU
113 113 AG2508 20250730 ... 9183 9168 AG
114 114 AG2509 20250730 ... 9198 9176 AG
115 115 AG2510 20250730 ... 9212 9192 AG
116 116 AG2511 20250730 ... 9223 9201 AG
117 117 AG2512 20250730 ... 9231 9213 AG
118 118 AG2601 20250730 ... 9245 9222 AG
119 119 AG2602 20250730 ... 9255 9238 AG
120 120 AG2603 20250730 ... 9266 9245 AG
121 121 AG2604 20250730 ... 9276 9254 AG
122 122 AG2605 20250730 ... 9289 9269 AG
123 123 AG2606 20250730 ... 9304 9284 AG
124 124 AG2607 20250730 ... 9314 9296 AG
125 125 RB2508 20250730 ... 3295 3217 RB
126 126 RB2509 20250730 ... 3296 3236 RB
127 127 RB2510 20250730 ... 3345 3301 RB
128 128 RB2511 20250730 ... 3355 3295 RB
129 129 RB2512 20250730 ... 3398 3322 RB
130 130 RB2601 20250730 ... 3401 3338 RB
131 131 RB2602 20250730 ... 3382 3333 RB
132 132 RB2603 20250730 ... 3391 3334 RB
133 133 RB2604 20250730 ... 3416 3361 RB
134 134 RB2605 20250730 ... 3416 3365 RB
135 135 RB2606 20250730 ... 3408 3346 RB
136 136 RB2607 20250730 ... 3426 3352 RB
137 137 WR2508 20250730 ... 3212 3212 WR
138 138 WR2509 20250730 ... 3335 3335 WR
139 139 WR2510 20250730 ... 3569 3516 WR
140 140 WR2511 20250730 ... 3500 3490 WR
141 141 WR2512 20250730 ... 3532 3532 WR
142 142 WR2601 20250730 ... 3560 3550 WR
143 143 WR2602 20250730 ... 3570 3570 WR
144 144 WR2603 20250730 ... 3565 3565 WR
145 145 WR2604 20250730 ... 3560 3559 WR
146 146 WR2605 20250730 ... 3616 3616 WR
147 147 WR2606 20250730 ... 3600 3600 WR
148 148 WR2607 20250730 ... 3635 3635 WR
149 149 HC2508 20250730 ... 3504 3468 HC
150 150 HC2509 20250730 ... 3514 3432 HC
151 151 HC2510 20250730 ... 3515 3455 HC
152 152 HC2511 20250730 ... 3515 3451 HC
153 153 HC2512 20250730 ... 3528 3469 HC
154 154 HC2601 20250730 ... 3524 3467 HC
155 155 HC2602 20250730 ... 3506 3429 HC
156 156 HC2603 20250730 ... 3515 3447 HC
157 157 HC2604 20250730 ... 3515 3451 HC
158 158 HC2605 20250730 ... 3518 3456 HC
159 159 HC2606 20250730 ... 3539 3471 HC
160 160 HC2607 20250730 ... 3541 3490 HC
161 161 SS2508 20250730 ... 12955 12885 SS
162 162 SS2509 20250730 ... 12940 12880 SS
163 163 SS2510 20250730 ... 12980 12920 SS
164 164 SS2511 20250730 ... 13025 12970 SS
165 165 SS2512 20250730 ... 13045 12995 SS
166 166 SS2601 20250730 ... 13075 13020 SS
167 167 SS2602 20250730 ... 13120 13065 SS
168 168 SS2603 20250730 ... 13175 13125 SS
169 169 SS2604 20250730 ... 13235 13215 SS
170 170 SS2605 20250730 ... 13270 13225 SS
171 171 SS2606 20250730 ... 13285 13235 SS
172 172 SS2607 20250730 ... 13340 13275 SS
173 173 SC2508 20250730 ... 531 540.2 SC
174 174 SC2509 20250730 ... 523.8 514.7 SC
175 175 SC2510 20250730 ... 518.5 507.8 SC
176 176 SC2511 20250730 ... 515.1 503.8 SC
177 177 SC2512 20250730 ... 512.2 500.5 SC
178 178 SC2601 20250730 ... 509.3 497.5 SC
179 179 SC2602 20250730 ... 507.2 495.1 SC
180 180 SC2603 20250730 ... 505.9 492.1 SC
181 181 SC2604 20250730 ... 504.5 490.9 SC
182 182 SC2605 20250730 ... 500 487.9 SC
183 183 SC2606 20250730 ... 498 488.5 SC
184 184 SC2607 20250730 ... 496.5 482.7 SC
185 185 SC2609 20250730 ... 490.3 483.2 SC
186 186 SC2612 20250730 ... 487.7 478.7 SC
187 187 SC2703 20250730 ... 486.9 473 SC
188 188 SC2706 20250730 ... 484.2 474.6 SC
189 189 SC2709 20250730 ... 486 470.9 SC
190 190 SC2712 20250730 ... 481.5 474.9 SC
191 191 SC2803 20250730 ... 479.3 466.3 SC
192 192 SC2806 20250730 ... 472.3 467.7 SC
193 193 LU2508 20250730 ... 3481 3498 LU
194 194 LU2509 20250730 ... 3675 3615 LU
195 195 LU2510 20250730 ... 3690 3620 LU
196 196 LU2511 20250730 ... 3680 3608 LU
197 197 LU2512 20250730 ... 3661 3574 LU
198 198 LU2601 20250730 ... 3616 3546 LU
199 199 LU2602 20250730 ... 3602 3530 LU
200 200 LU2603 20250730 ... 3607 3512 LU
201 201 LU2604 20250730 ... 3591 3507 LU
202 202 LU2605 20250730 ... 3575 3504 LU
203 203 LU2606 20250730 ... 3554 3492 LU
204 204 LU2607 20250730 ... 3560 3483 LU
205 205 FU2508 20250730 ... 2813 2883 FU
206 206 FU2509 20250730 ... 2944 2913 FU
207 207 FU2510 20250730 ... 2950 2917 FU
208 208 FU2511 20250730 ... 2954 2922 FU
209 209 FU2512 20250730 ... 2950 2915 FU
210 210 FU2601 20250730 ... 2950 2913 FU
211 211 FU2602 20250730 ... 2933 2901 FU
212 212 FU2603 20250730 ... 2929 2891 FU
213 213 FU2604 20250730 ... 2920 2877 FU
214 214 FU2605 20250730 ... 2902 2865 FU
215 215 FU2606 20250730 ... 2892 2857 FU
216 216 FU2607 20250730 ... 2869 2832 FU
217 217 BU2508 20250730 ... 3666 3640 BU
218 218 BU2509 20250730 ... 3648 3614 BU
219 219 BU2510 20250730 ... 3632 3592 BU
220 220 BU2511 20250730 ... 3591 3548 BU
221 221 BU2512 20250730 ... 3514 3480 BU
222 222 BU2601 20250730 ... 3481 3450 BU
223 223 BU2602 20250730 ... 3460 3427 BU
224 224 BU2603 20250730 ... 3461 3431 BU
225 225 BU2604 20250730 ... 3461 3421 BU
226 226 BU2605 20250730 ... 3445 3417 BU
227 227 BU2606 20250730 ... 3441 3411 BU
228 228 BU2607 20250730 ... 3431 3395 BU
229 229 BU2609 20250730 ... 3427 3398 BU
230 230 BU2612 20250730 ... 3373 3350 BU
231 231 BU2703 20250730 ... 3389 3352 BU
232 232 BU2706 20250730 ... 3390 3353 BU
233 233 BR2508 20250730 ... 11810 11845 BR
234 234 BR2509 20250730 ... 11835 11855 BR
235 235 BR2510 20250730 ... 11815 11815 BR
236 236 BR2511 20250730 ... 11810 11795 BR
237 237 BR2512 20250730 ... 11835 11855 BR
238 238 BR2601 20250730 ... 11885 11860 BR
239 239 BR2602 20250730 ... 11825 11820 BR
240 240 BR2603 20250730 ... 11885 11880 BR
241 241 BR2604 20250730 ... 11865 11820 BR
242 242 BR2605 20250730 ... 11885 11800 BR
243 243 BR2606 20250730 ... 11860 11820 BR
244 244 BR2607 20250730 ... 11890 11890 BR
245 245 RU2508 20250730 ... 15000 14940 RU
246 246 RU2509 20250730 ... 14995 14975 RU
247 247 RU2510 20250730 ... 14990 14955 RU
248 248 RU2511 20250730 ... 14945 14930 RU
249 249 RU2601 20250730 ... 15815 15750 RU
250 250 RU2603 20250730 ... 15845 15810 RU
251 251 RU2604 20250730 ... 15855 15800 RU
252 252 RU2605 20250730 ... 15910 15880 RU
253 253 RU2606 20250730 ... 15940 15890 RU
254 254 RU2607 20250730 ... 16025 15985 RU
255 255 NR2508 20250730 ... 12540 12605 NR
256 256 NR2509 20250730 ... 12610 12665 NR
257 257 NR2510 20250730 ... 12635 12665 NR
258 258 NR2511 20250730 ... 12655 12665 NR
259 259 NR2512 20250730 ... 12710 12665 NR
260 260 NR2601 20250730 ... 12770 12750 NR
261 261 NR2602 20250730 ... 12815 12840 NR
262 262 NR2603 20250730 ... 12840 12665 NR
263 263 NR2604 20250730 ... 12870 12760 NR
264 264 NR2605 20250730 ... 12860 12790 NR
265 265 NR2606 20250730 ... 13020 13050 NR
266 266 NR2607 20250730 ... 12880 13020 NR
267 267 SP2508 20250730 ... 5344 5352 SP
268 268 SP2509 20250730 ... 5366 5384 SP
269 269 SP2510 20250730 ... 5338 5344 SP
270 270 SP2511 20250730 ... 5338 5352 SP
271 271 SP2512 20250730 ... 5318 5328 SP
272 272 SP2601 20250730 ... 5530 5528 SP
273 273 SP2602 20250730 ... 5460 5438 SP
274 274 SP2603 20250730 ... 5432 5430 SP
275 275 SP2604 20250730 ... 5402 5420 SP
276 276 SP2605 20250730 ... 5396 5402 SP
277 277 SP2606 20250730 ... 5420 5402 SP
278 278 SP2607 20250730 ... 5396 5414 SP
279 279 EC2508 20250730 ... 2135.6 2105.6 EC
280 280 EC2510 20250730 ... 1494.7 1475.4 EC
281 281 EC2512 20250730 ... 1755.4 1734.5 EC
282 282 EC2602 20250730 ... 1548.8 1522.7 EC
283 283 EC2604 20250730 ... 1379.8 1366.2 EC
284 284 EC2606 20250730 ... 1513.7 1501.8 EC
285 285 SC_TAS2509 20250730 ... SC_TAS
286 286 SC_TAS2510 20250730 ... SC_TAS
287 287 SC_TAS2511 20250730 ... SC_TAS
[288 rows x 13 columns]
2025-08-07 18:25:22,574 - future_1d - INFO - ak.get_shfe_daily('2025-07-30') done
2025-08-07 18:25:24,325 - future_1d - INFO - save future_daily 2025-07-30 completed
symbol date open ... settle pre_settle variety
0 a2509 20250731 4146.0 ... 4137.00 4152.00 A
1 a2511 20250731 4143.0 ... 4124.00 4138.00 A
2 a2601 20250731 4126.0 ... 4112.00 4125.00 A
3 a2603 20250731 4115.0 ... 4103.00 4116.00 A
4 a2605 20250731 4150.0 ... 4139.00 4149.00 A
5 a2607 20250731 4151.0 ... 4143.00 4149.00 A
6 b2508 20250731 3560.0 ... 3559.00 3550.00 B
7 b2509 20250731 3666.0 ... 3663.00 3663.00 B
8 b2510 20250731 3707.0 ... 3705.00 3701.00 B
9 b2511 20250731 3732.0 ... 3725.00 3726.00 B
10 b2512 20250731 3755.0 ... 3751.00 3751.00 B
11 b2601 20250731 3740.0 ... 3734.00 3740.00 B
12 b2602 20250731 3710.0 ... 3699.00 3707.00 B
13 b2603 20250731 3624.0 ... 3619.00 3623.00 B
14 b2604 20250731 3514.0 ... 3501.00 3515.00 B
15 b2605 20250731 3440.0 ... 3434.00 3444.00 B
16 b2606 20250731 3422.0 ... 3415.00 3427.00 B
17 b2607 20250731 3423.0 ... 3417.00 3423.00 B
18 bb2509 20250731 139.0 ... 140.70 144.50 BB
19 bb2511 20250731 148.8 ... 148.85 150.25 BB
20 bb2601 20250731 148.6 ... 148.35 149.60 BB
21 bb2603 20250731 0.0 ... 140.70 141.85 BB
22 bb2605 20250731 0.0 ... 140.75 141.90 BB
23 bb2607 20250731 0.0 ... 140.75 141.90 BB
24 bz2603 20250731 6310.0 ... 6313.00 6304.00 BZ
25 bz2604 20250731 6277.0 ... 6275.00 6252.00 BZ
26 bz2605 20250731 6289.0 ... 6295.00 6261.00 BZ
27 bz2606 20250731 0.0 ... 6258.00 6258.00 BZ
28 bz2607 20250731 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250731 2312.0 ... 2304.00 2310.00 C
30 c2511 20250731 2240.0 ... 2234.00 2242.00 C
31 c2601 20250731 2220.0 ... 2212.00 2218.00 C
32 c2603 20250731 2217.0 ... 2213.00 2217.00 C
33 c2605 20250731 2262.0 ... 2260.00 2264.00 C
34 c2607 20250731 2279.0 ... 2277.00 2279.00 C
35 cs2509 20250731 2685.0 ... 2676.00 2677.00 CS
36 cs2511 20250731 2589.0 ... 2579.00 2590.00 CS
37 cs2601 20250731 2596.0 ... 2589.00 2598.00 CS
38 cs2603 20250731 2594.0 ... 2584.00 2594.00 CS
39 cs2605 20250731 2638.0 ... 2628.00 2636.00 CS
40 cs2607 20250731 2644.0 ... 2636.00 2653.00 CS
41 eb2508 20250731 7336.0 ... 7328.00 7365.00 EB
42 eb2509 20250731 7384.0 ... 7373.00 7404.00 EB
43 eb2510 20250731 7419.0 ... 7402.00 7427.00 EB
44 eb2511 20250731 7422.0 ... 7416.00 7433.00 EB
45 eb2512 20250731 7429.0 ... 7441.00 7447.00 EB
46 eb2601 20250731 7450.0 ... 7445.00 7471.00 EB
47 eb2602 20250731 7452.0 ... 7433.00 7466.00 EB
48 eb2603 20250731 7446.0 ... 7426.00 7452.00 EB
49 eb2604 20250731 7455.0 ... 7464.00 7450.00 EB
50 eb2605 20250731 7468.0 ... 7484.00 7468.00 EB
51 eb2606 20250731 7504.0 ... 7499.00 7473.00 EB
52 eb2607 20250731 7528.0 ... 7483.00 7481.00 EB
53 eg2508 20250731 4387.0 ... 4407.00 4420.00 EG
54 eg2509 20250731 4440.0 ... 4432.00 4465.00 EG
55 eg2510 20250731 4449.0 ... 4431.00 4467.00 EG
56 eg2511 20250731 4464.0 ... 4447.00 4484.00 EG
57 eg2512 20250731 4475.0 ... 4454.00 4491.00 EG
58 eg2601 20250731 4480.0 ... 4459.00 4495.00 EG
59 eg2602 20250731 4458.0 ... 4458.00 4501.00 EG
60 eg2603 20250731 4469.0 ... 4453.00 4501.00 EG
61 eg2604 20250731 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250731 4492.0 ... 4463.00 4519.00 EG
63 eg2606 20250731 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250731 4514.0 ... 4514.00 4561.00 EG
65 fb2508 20250731 1330.0 ... 1370.50 1395.00 FB
66 fb2509 20250731 1280.0 ... 1282.00 1282.50 FB
67 fb2510 20250731 1307.0 ... 1312.00 1311.50 FB
68 fb2511 20250731 1309.0 ... 1311.50 1312.00 FB
69 fb2512 20250731 1310.5 ... 1313.50 1314.50 FB
70 fb2601 20250731 1317.5 ... 1318.00 1318.00 FB
71 fb2602 20250731 0.0 ... 1305.50 1305.50 FB
72 fb2603 20250731 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250731 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250731 0.0 ... 1338.00 1338.00 FB
75 fb2606 20250731 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250731 0.0 ... 1302.50 1302.50 FB
77 i2508 20250731 790.5 ... 788.50 800.50 I
78 i2509 20250731 792.5 ... 784.50 798.00 I
79 i2510 20250731 785.5 ... 781.00 795.00 I
80 i2511 20250731 779.0 ... 774.00 788.00 I
81 i2512 20250731 774.0 ... 769.00 782.50 I
82 i2601 20250731 766.0 ... 760.50 774.00 I
83 i2602 20250731 765.5 ... 756.00 769.00 I
84 i2603 20250731 757.0 ... 753.00 765.00 I
85 i2604 20250731 753.5 ... 747.00 762.50 I
86 i2605 20250731 745.0 ... 738.50 753.00 I
87 i2606 20250731 740.5 ... 734.00 748.50 I
88 i2607 20250731 735.0 ... 730.00 743.00 I
89 j2508 20250731 1583.5 ... 1598.00 1557.00 J
90 j2509 20250731 1679.5 ... 1634.00 1684.00 J
91 j2510 20250731 1694.5 ... 1637.00 1695.00 J
92 j2511 20250731 1713.5 ... 1665.00 1721.00 J
93 j2512 20250731 1698.0 ... 1672.50 1735.50 J
94 j2601 20250731 1751.0 ... 1693.00 1743.50 J
95 j2602 20250731 0.0 ... 1723.00 1739.00 J
96 j2603 20250731 0.0 ... 1736.00 1736.00 J
97 j2604 20250731 1775.5 ... 1731.50 1786.50 J
98 j2605 20250731 1786.0 ... 1756.00 1794.50 J
99 j2606 20250731 1814.5 ... 1749.00 1818.50 J
100 j2607 20250731 1795.5 ... 1799.00 1846.50 J
101 jd2508 20250731 3258.0 ... 3236.00 3304.00 JD
102 jd2509 20250731 3564.0 ... 3529.00 3574.00 JD
103 jd2510 20250731 3353.0 ... 3312.00 3364.00 JD
104 jd2511 20250731 3390.0 ... 3363.00 3399.00 JD
105 jd2512 20250731 3539.0 ... 3523.00 3541.00 JD
106 jd2601 20250731 3645.0 ... 3621.00 3638.00 JD
107 jd2602 20250731 3206.0 ... 3196.00 3209.00 JD
108 jd2603 20250731 3206.0 ... 3193.00 3213.00 JD
109 jd2604 20250731 3361.0 ... 3333.00 3370.00 JD
110 jd2605 20250731 3481.0 ... 3458.00 3479.00 JD
111 jd2606 20250731 3300.0 ... 3288.00 3300.00 JD
112 jd2607 20250731 3506.0 ... 3499.00 3513.00 JD
113 jm2508 20250731 933.0 ... 917.00 971.00 JM
114 jm2509 20250731 1100.5 ... 1081.00 1136.00 JM
115 jm2510 20250731 1156.0 ... 1120.00 1158.00 JM
116 jm2511 20250731 1169.0 ... 1134.00 1177.00 JM
117 jm2512 20250731 1198.0 ... 1151.50 1199.00 JM
118 jm2601 20250731 1213.0 ... 1179.00 1233.50 JM
119 jm2602 20250731 1244.0 ... 1198.00 1242.50 JM
120 jm2603 20250731 1221.5 ... 1200.00 1247.50 JM
121 jm2604 20250731 1259.5 ... 1210.00 1250.50 JM
122 jm2605 20250731 1255.5 ... 1212.50 1264.50 JM
123 jm2606 20250731 1238.0 ... 1213.50 1259.00 JM
124 jm2607 20250731 1266.0 ... 1220.50 1275.00 JM
125 l2508 20250731 7361.0 ... 7329.00 7361.00 L
126 l2509 20250731 7390.0 ... 7369.00 7402.00 L
127 l2510 20250731 7416.0 ... 7394.00 7429.00 L
128 l2511 20250731 7438.0 ... 7413.00 7446.00 L
129 l2512 20250731 7450.0 ... 7428.00 7455.00 L
130 l2601 20250731 7453.0 ... 7422.00 7455.00 L
131 l2602 20250731 7412.0 ... 7430.00 7448.00 L
132 l2603 20250731 7407.0 ... 7394.00 7440.00 L
133 l2604 20250731 7429.0 ... 7429.00 7459.00 L
134 l2605 20250731 7420.0 ... 7407.00 7441.00 L
135 l2606 20250731 0.0 ... 7428.00 7429.00 L
136 l2607 20250731 7426.0 ... 7426.00 7448.00 L
137 lg2509 20250731 824.0 ... 824.00 829.00 LG
138 lg2511 20250731 834.0 ... 832.50 832.00 LG
139 lg2601 20250731 826.0 ... 830.00 833.00 LG
140 lg2603 20250731 826.0 ... 828.50 831.50 LG
141 lg2605 20250731 829.0 ... 834.00 837.50 LG
142 lg2607 20250731 833.0 ... 833.00 841.50 LG
143 lh2509 20250731 14100.0 ... 14125.00 14120.00 LH
144 lh2511 20250731 14110.0 ... 13995.00 14140.00 LH
145 lh2601 20250731 14405.0 ... 14240.00 14415.00 LH
146 lh2603 20250731 13455.0 ... 13350.00 13525.00 LH
147 lh2605 20250731 13980.0 ... 13785.00 14025.00 LH
148 lh2607 20250731 14600.0 ... 14500.00 14625.00 LH
149 m2508 20250731 3010.0 ... 2996.00 2991.00 M
150 m2509 20250731 3007.0 ... 3006.00 3001.00 M
151 m2511 20250731 3045.0 ... 3044.00 3038.00 M
152 m2512 20250731 3077.0 ... 3073.00 3068.00 M
153 m2601 20250731 3045.0 ... 3041.00 3041.00 M
154 m2603 20250731 2918.0 ... 2914.00 2917.00 M
155 m2605 20250731 2743.0 ... 2737.00 2743.00 M
156 m2607 20250731 2727.0 ... 2719.00 2727.00 M
157 p2508 20250731 8894.0 ... 8808.00 8878.00 P
158 p2509 20250731 8962.0 ... 8912.00 8972.00 P
159 p2510 20250731 8962.0 ... 8920.00 8982.00 P
160 p2511 20250731 8962.0 ... 8920.00 8986.00 P
161 p2512 20250731 8958.0 ... 8914.00 8988.00 P
162 p2601 20250731 8960.0 ... 8930.00 8992.00 P
163 p2602 20250731 8938.0 ... 8908.00 8952.00 P
164 p2603 20250731 8872.0 ... 8866.00 8898.00 P
165 p2604 20250731 8818.0 ... 8828.00 8848.00 P
166 p2605 20250731 8764.0 ... 8750.00 8796.00 P
167 p2606 20250731 8686.0 ... 8702.00 8706.00 P
168 p2607 20250731 8648.0 ... 8636.00 8654.00 P
169 pg2508 20250731 4054.0 ... 4030.00 4044.00 PG
170 pg2509 20250731 4056.0 ... 4056.00 4045.00 PG
171 pg2510 20250731 4469.0 ... 4481.00 4453.00 PG
172 pg2511 20250731 4411.0 ... 4425.00 4392.00 PG
173 pg2512 20250731 4352.0 ... 4366.00 4335.00 PG
174 pg2601 20250731 4288.0 ... 4302.00 4274.00 PG
175 pg2602 20250731 4206.0 ... 4215.00 4187.00 PG
176 pg2603 20250731 4123.0 ... 4134.00 4102.00 PG
177 pg2604 20250731 4419.0 ... 4392.00 4392.00 PG
178 pg2605 20250731 4349.0 ... 4337.00 4301.00 PG
179 pg2606 20250731 4236.0 ... 4270.00 4233.00 PG
180 pg2607 20250731 4254.0 ... 4254.00 4265.00 PG
181 pp2508 20250731 7106.0 ... 7100.00 7120.00 PP
182 pp2509 20250731 7163.0 ... 7138.00 7165.00 PP
183 pp2510 20250731 7145.0 ... 7137.00 7160.00 PP
184 pp2511 20250731 7156.0 ... 7146.00 7166.00 PP
185 pp2512 20250731 7167.0 ... 7155.00 7174.00 PP
186 pp2601 20250731 7167.0 ... 7157.00 7183.00 PP
187 pp2602 20250731 7124.0 ... 7122.00 7157.00 PP
188 pp2603 20250731 7118.0 ... 7119.00 7157.00 PP
189 pp2604 20250731 7128.0 ... 7165.00 7167.00 PP
190 pp2605 20250731 7166.0 ... 7149.00 7170.00 PP
191 pp2606 20250731 7130.0 ... 7125.00 7144.00 PP
192 pp2607 20250731 7131.0 ... 7131.00 7190.00 PP
193 rr2508 20250731 3552.0 ... 3562.00 3566.00 RR
194 rr2509 20250731 3617.0 ... 3615.00 3619.00 RR
195 rr2510 20250731 3634.0 ... 3632.00 3633.00 RR
196 rr2511 20250731 3631.0 ... 3628.00 3622.00 RR
197 rr2512 20250731 3636.0 ... 3629.00 3633.00 RR
198 rr2601 20250731 3644.0 ... 3640.00 3618.00 RR
199 rr2602 20250731 3641.0 ... 3638.00 3632.00 RR
200 rr2603 20250731 3644.0 ... 3638.00 3634.00 RR
201 rr2604 20250731 3642.0 ... 3640.00 3635.00 RR
202 rr2605 20250731 3634.0 ... 3636.00 3632.00 RR
203 rr2606 20250731 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250731 3642.0 ... 3633.00 3629.00 RR
205 v2508 20250731 5106.0 ... 5065.00 5164.00 V
206 v2509 20250731 5145.0 ... 5100.00 5215.00 V
207 v2510 20250731 5190.0 ... 5134.00 5251.00 V
208 v2511 20250731 5210.0 ... 5149.00 5290.00 V
209 v2512 20250731 5250.0 ... 5186.00 5323.00 V
210 v2601 20250731 5276.0 ... 5231.00 5350.00 V
211 v2602 20250731 5299.0 ... 5242.00 5372.00 V
212 v2603 20250731 5309.0 ... 5263.00 5405.00 V
213 v2604 20250731 5527.0 ... 5481.00 5611.00 V
214 v2605 20250731 5556.0 ... 5510.00 5605.00 V
215 v2606 20250731 5565.0 ... 5530.00 5635.00 V
216 v2607 20250731 5588.0 ... 5538.00 5650.00 V
217 y2508 20250731 8266.0 ... 8240.00 8266.00 Y
218 y2509 20250731 8220.0 ... 8206.00 8244.00 Y
219 y2511 20250731 8216.0 ... 8202.00 8242.00 Y
220 y2512 20250731 8214.0 ... 8204.00 8248.00 Y
221 y2601 20250731 8178.0 ... 8164.00 8202.00 Y
222 y2603 20250731 8054.0 ... 8052.00 8070.00 Y
223 y2605 20250731 7812.0 ... 7812.00 7838.00 Y
224 y2607 20250731 7778.0 ... 7782.00 7802.00 Y
[225 rows x 12 columns]
2025-08-07 18:25:31,036 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 SC2508 20250731 523 ... 526.6 531 SC
1 SC2509 20250731 529.7 ... 532 523.8 SC
2 SC2510 20250731 523.1 ... 525.3 518.5 SC
3 SC2511 20250731 519.3 ... 522 515.1 SC
4 SC2512 20250731 515.5 ... 518.2 512.2 SC
5 SC2601 20250731 513.8 ... 515.2 509.3 SC
6 SC2602 20250731 509.7 ... 511.7 507.2 SC
7 SC2603 20250731 507.7 ... 509.1 505.9 SC
8 SC2604 20250731 506.7 ... 506.3 504.5 SC
9 SC2605 20250731 505 ... 504.4 500 SC
10 SC2606 20250731 502 ... 503.2 498 SC
11 SC2607 20250731 ... 497.1 496.5 SC
12 SC2609 20250731 496.7 ... 496.3 490.3 SC
13 SC2612 20250731 493.1 ... 493.1 487.7 SC
14 SC2703 20250731 ... 486.9 486.9 SC
15 SC2706 20250731 485 ... 485.4 484.2 SC
16 SC2709 20250731 483.3 ... 483.3 486 SC
17 SC2712 20250731 483.1 ... 483.1 481.5 SC
18 SC2803 20250731 482.2 ... 482.2 479.3 SC
19 SC2806 20250731 476.4 ... 478.3 472.3 SC
21 LU2508 20250731 3200 ... 3496 3481 LU
22 LU2509 20250731 3693 ... 3672 3675 LU
23 LU2510 20250731 3704 ... 3697 3690 LU
24 LU2511 20250731 3700 ... 3699 3680 LU
25 LU2512 20250731 3681 ... 3677 3661 LU
26 LU2601 20250731 3643 ... 3642 3616 LU
27 LU2602 20250731 3630 ... 3625 3602 LU
28 LU2603 20250731 3623 ... 3622 3607 LU
29 LU2604 20250731 3594 ... 3604 3591 LU
30 LU2605 20250731 3610 ... 3607 3575 LU
31 LU2606 20250731 3563 ... 3572 3554 LU
32 LU2607 20250731 3575 ... 3573 3560 LU
34 NR2508 20250731 12465 ... 12320 12540 NR
35 NR2509 20250731 12575 ... 12365 12610 NR
36 NR2510 20250731 12610 ... 12395 12635 NR
37 NR2511 20250731 12590 ... 12445 12655 NR
38 NR2512 20250731 12660 ... 12465 12710 NR
39 NR2601 20250731 12720 ... 12490 12770 NR
40 NR2602 20250731 12730 ... 12590 12815 NR
41 NR2603 20250731 12745 ... 12650 12840 NR
42 NR2604 20250731 12755 ... 12640 12870 NR
43 NR2605 20250731 12780 ... 12585 12860 NR
44 NR2606 20250731 12670 ... 12630 13020 NR
45 NR2607 20250731 12550 ... 12550 12880 NR
47 BC2508 20250731 69650 ... 69490 70080 BC
48 BC2509 20250731 69830 ... 69640 70230 BC
49 BC2510 20250731 69910 ... 69630 70310 BC
50 BC2511 20250731 69200 ... 69240 69850 BC
51 BC2512 20250731 70160 ... 69700 70400 BC
52 BC2601 20250731 ... 70020 70020 BC
53 BC2602 20250731 ... 70000 70000 BC
54 BC2603 20250731 ... 70000 70000 BC
55 BC2604 20250731 ... 70000 70000 BC
56 BC2605 20250731 ... 70000 70000 BC
57 BC2606 20250731 ... 69340 69340 BC
58 BC2607 20250731 ... 68670 68670 BC
60 EC2508 20250731 2139 ... 2123.5 2135.6 EC
61 EC2510 20250731 1450 ... 1428.2 1494.7 EC
62 EC2512 20250731 1720 ... 1700.9 1755.4 EC
63 EC2602 20250731 1530 ... 1496.3 1548.8 EC
64 EC2604 20250731 1375.5 ... 1340.3 1379.8 EC
65 EC2606 20250731 1500 ... 1475.5 1513.7 EC
69 SC_TAS2509 20250731 ... SC_TAS
70 SC_TAS2510 20250731 ... SC_TAS
71 SC_TAS2511 20250731 ... SC_TAS
[65 rows x 12 columns]
2025-08-07 18:25:31,163 - future_1d - INFO - ak.get_ine_daily('2025-07-31') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250731 7881.0 7910.0 ... 494783.30 7828.0 7919.0 AP
1 AP511 20250731 7713.0 7713.0 ... 3340.06 7643.0 7723.0 AP
2 AP512 20250731 7715.0 7720.0 ... 392.45 7695.0 7760.0 AP
3 AP601 20250731 7780.0 7819.0 ... 33435.86 7761.0 7818.0 AP
4 AP603 20250731 7683.0 7716.0 ... 138.33 7685.0 7742.0 AP
5 AP604 20250731 7708.0 7744.0 ... 23.19 7729.0 7773.0 AP
6 AP605 20250731 7779.0 7821.0 ... 639.36 7797.0 7845.0 AP
7 CF509 20250731 13750.0 13785.0 ... 1577539.87 13700.0 13825.0 CF
8 CF511 20250731 13800.0 13820.0 ... 135978.15 13755.0 13830.0 CF
9 CF601 20250731 13875.0 13915.0 ... 709029.24 13845.0 13925.0 CF
10 CF603 20250731 13855.0 13880.0 ... 1700.88 13830.0 13900.0 CF
11 CF605 20250731 13830.0 13860.0 ... 27244.11 13795.0 13870.0 CF
12 CF607 20250731 13840.0 13840.0 ... 234.72 13805.0 13885.0 CF
13 CJ509 20250731 9660.0 9775.0 ... 97772.06 9630.0 9655.0 CJ
14 CJ512 20250731 10665.0 10790.0 ... 10864.36 10575.0 10640.0 CJ
15 CJ601 20250731 10850.0 10965.0 ... 939202.46 10750.0 10785.0 CJ
16 CJ603 20250731 10935.0 11030.0 ... 21785.13 10785.0 10870.0 CJ
17 CJ605 20250731 11090.0 11180.0 ... 109664.74 10970.0 11015.0 CJ
18 CJ607 20250731 11260.0 11260.0 ... 2364.62 11100.0 11125.0 CJ
19 CY508 20250731 0.0 0.0 ... 0.00 20070.0 20165.0 CY
20 CY509 20250731 19875.0 19945.0 ... 98694.56 19825.0 19920.0 CY
21 CY510 20250731 0.0 0.0 ... 0.00 19935.0 20030.0 CY
22 CY511 20250731 0.0 0.0 ... 0.00 19800.0 19880.0 CY
23 CY512 20250731 19720.0 19780.0 ... 29.61 19740.0 19715.0 CY
24 CY601 20250731 19700.0 19895.0 ... 2506.46 19815.0 19820.0 CY
25 CY602 20250731 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250731 20080.0 20360.0 ... 20.22 20220.0 20330.0 CY
27 CY604 20250731 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250731 0.0 0.0 ... 0.00 20040.0 20105.0 CY
29 CY606 20250731 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250731 20280.0 20280.0 ... 10.14 20280.0 20260.0 CY
31 FG508 20250731 1169.0 1169.0 ... 3358.55 1134.0 1213.0 FG
32 FG509 20250731 1175.0 1178.0 ... 6501631.95 1146.0 1217.0 FG
33 FG510 20250731 1249.0 1252.0 ... 69893.63 1217.0 1284.0 FG
34 FG511 20250731 1245.0 1246.0 ... 96515.60 1208.0 1281.0 FG
35 FG512 20250731 1315.0 1319.0 ... 38181.69 1278.0 1353.0 FG
36 FG601 20250731 1309.0 1311.0 ... 3430530.21 1265.0 1346.0 FG
37 FG602 20250731 1364.0 1364.0 ... 5608.52 1317.0 1366.0 FG
38 FG603 20250731 1355.0 1355.0 ... 6608.37 1310.0 1365.0 FG
39 FG604 20250731 1394.0 1394.0 ... 2556.85 1343.0 1400.0 FG
40 FG605 20250731 1379.0 1383.0 ... 76892.71 1334.0 1404.0 FG
41 FG606 20250731 1392.0 1398.0 ... 3424.52 1351.0 1417.0 FG
42 FG607 20250731 1391.0 1392.0 ... 2795.92 1344.0 1408.0 FG
43 JR509 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250731 2379.0 2401.0 ... 732.24 2385.0 2382.0 MA
53 MA509 20250731 2410.0 2426.0 ... 1273646.26 2412.0 2432.0 MA
54 MA510 20250731 2444.0 2455.0 ... 48972.72 2442.0 2460.0 MA
55 MA511 20250731 2467.0 2476.0 ... 62414.11 2463.0 2483.0 MA
56 MA512 20250731 2495.0 2505.0 ... 18210.92 2494.0 2511.0 MA
57 MA601 20250731 2503.0 2514.0 ... 327429.68 2502.0 2522.0 MA
58 MA602 20250731 2503.0 2505.0 ... 57.34 2493.0 2517.0 MA
59 MA603 20250731 2488.0 2498.0 ... 134.28 2487.0 2510.0 MA
60 MA604 20250731 2475.0 2475.0 ... 17.29 2470.0 2491.0 MA
61 MA605 20250731 2444.0 2451.0 ... 12608.57 2442.0 2459.0 MA
62 MA606 20250731 2456.0 2461.0 ... 31.90 2454.0 2470.0 MA
63 MA607 20250731 2444.0 2450.0 ... 58.53 2439.0 2453.0 MA
64 OI509 20250731 9606.0 9612.0 ... 2493171.77 9547.0 9571.0 OI
65 OI511 20250731 9585.0 9608.0 ... 118028.14 9544.0 9560.0 OI
66 OI601 20250731 9548.0 9548.0 ... 729588.86 9481.0 9515.0 OI
67 OI603 20250731 9471.0 9480.0 ... 1655.52 9406.0 9446.0 OI
68 OI605 20250731 9391.0 9404.0 ... 6106.39 9351.0 9375.0 OI
69 OI607 20250731 9359.0 9361.0 ... 93.29 9329.0 9366.0 OI
70 PF508 20250731 6456.0 6478.0 ... 2558.42 6454.0 6500.0 PF
71 PF509 20250731 6502.0 6526.0 ... 313868.41 6494.0 6528.0 PF
72 PF510 20250731 6560.0 6596.0 ... 168830.14 6566.0 6584.0 PF
73 PF511 20250731 6564.0 6592.0 ... 59756.72 6562.0 6580.0 PF
74 PF512 20250731 6560.0 6580.0 ... 11502.37 6542.0 6560.0 PF
75 PF601 20250731 6554.0 6582.0 ... 5967.76 6536.0 6570.0 PF
76 PF602 20250731 0.0 0.0 ... 0.00 6538.0 6582.0 PF
77 PF603 20250731 6576.0 6576.0 ... 13.13 6566.0 6556.0 PF
78 PF604 20250731 6602.0 6604.0 ... 13.17 6588.0 6560.0 PF
79 PF605 20250731 6612.0 6612.0 ... 16.49 6596.0 6614.0 PF
80 PF606 20250731 6606.0 6606.0 ... 9.90 6598.0 6594.0 PF
81 PF607 20250731 6620.0 6626.0 ... 13.24 6622.0 6604.0 PF
82 PK510 20250731 8098.0 8128.0 ... 153761.37 8100.0 8114.0 PK
83 PK511 20250731 7974.0 7988.0 ... 83254.08 7966.0 7996.0 PK
84 PK512 20250731 7984.0 7998.0 ... 1205.40 7956.0 8010.0 PK
85 PK601 20250731 8006.0 8016.0 ... 19844.77 7968.0 8030.0 PK
86 PK603 20250731 8016.0 8016.0 ... 151.81 7990.0 8036.0 PK
87 PK604 20250731 8020.0 8020.0 ... 87.98 7998.0 8034.0 PK
88 PK605 20250731 8020.0 8020.0 ... 1506.39 7992.0 8034.0 PK
89 PL601 20250731 6574.0 6588.0 ... 30744.27 6561.0 6587.0 PL
90 PL602 20250731 6624.0 6641.0 ... 2675.54 6623.0 6641.0 PL
91 PL603 20250731 6580.0 6585.0 ... 223.49 6573.0 6570.0 PL
92 PL604 20250731 6607.0 6607.0 ... 39.57 6595.0 6602.0 PL
93 PL605 20250731 6524.0 6525.0 ... 65.16 6516.0 6516.0 PL
94 PL606 20250731 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250731 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250731 5978.0 6000.0 ... 971.88 5944.0 6006.0 PR
103 PR509 20250731 6006.0 6038.0 ... 312355.43 5996.0 6036.0 PR
104 PR510 20250731 6034.0 6052.0 ... 184981.50 6016.0 6050.0 PR
105 PR511 20250731 6032.0 6054.0 ... 28674.55 6024.0 6040.0 PR
106 PR512 20250731 6032.0 6044.0 ... 162.79 6030.0 6040.0 PR
107 PR601 20250731 6050.0 6054.0 ... 732.82 6032.0 6046.0 PR
108 PR602 20250731 6058.0 6058.0 ... 54.49 6054.0 6052.0 PR
109 PR603 20250731 0.0 0.0 ... 0.00 6044.0 6044.0 PR
110 PR604 20250731 6048.0 6050.0 ... 63.46 6044.0 6090.0 PR
111 PR605 20250731 6090.0 6094.0 ... 81.73 6054.0 6084.0 PR
112 PR606 20250731 6086.0 6090.0 ... 27.36 6080.0 6068.0 PR
113 PR607 20250731 6066.0 6066.0 ... 9.10 6066.0 6056.0 PR
114 PX508 20250731 6926.0 7480.0 ... 129.11 6980.0 6934.0 PX
115 PX509 20250731 6988.0 7032.0 ... 557468.75 6980.0 6990.0 PX
116 PX510 20250731 6968.0 6998.0 ... 68392.48 6944.0 6966.0 PX
117 PX511 20250731 6920.0 6954.0 ... 94047.24 6920.0 6924.0 PX
118 PX512 20250731 6920.0 6946.0 ... 40864.05 6916.0 6914.0 PX
119 PX601 20250731 6888.0 6924.0 ... 131547.47 6888.0 6890.0 PX
120 PX602 20250731 6900.0 6902.0 ... 24.12 6892.0 6858.0 PX
121 PX603 20250731 0.0 0.0 ... 0.00 6846.0 6846.0 PX
122 PX604 20250731 0.0 0.0 ... 0.00 6832.0 6832.0 PX
123 PX605 20250731 6878.0 6882.0 ... 698.14 6846.0 6848.0 PX
124 PX606 20250731 6846.0 6846.0 ... 3.42 6846.0 6852.0 PX
125 PX607 20250731 6872.0 6880.0 ... 23.98 6852.0 6862.0 PX
126 RI509 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250731 2731.0 2757.0 ... 2849.41 2719.0 2685.0 RM
133 RM509 20250731 2730.0 2756.0 ... 1308851.83 2721.0 2703.0 RM
134 RM511 20250731 2568.0 2583.0 ... 16036.48 2559.0 2546.0 RM
135 RM601 20250731 2424.0 2446.0 ... 328863.28 2419.0 2409.0 RM
136 RM603 20250731 2405.0 2417.0 ... 18858.62 2396.0 2393.0 RM
137 RM605 20250731 2380.0 2388.0 ... 56609.43 2377.0 2380.0 RM
138 RM607 20250731 2359.0 2370.0 ... 3737.36 2362.0 2365.0 RM
139 RS508 20250731 0.0 0.0 ... 0.00 5049.0 5076.0 RS
140 RS509 20250731 5139.0 5148.0 ... 143.36 5120.0 5159.0 RS
141 RS511 20250731 5233.0 5303.0 ... 178.66 5255.0 5285.0 RS
142 RS607 20250731 5249.0 5311.0 ... 210.51 5263.0 5291.0 RS
143 SA508 20250731 1286.0 1286.0 ... 4012.20 1255.0 1321.0 SA
144 SA509 20250731 1296.0 1297.0 ... 5043528.84 1269.0 1333.0 SA
145 SA510 20250731 1337.0 1337.0 ... 235095.31 1308.0 1374.0 SA
146 SA511 20250731 1347.0 1347.0 ... 325339.79 1318.0 1384.0 SA
147 SA512 20250731 1385.0 1385.0 ... 122683.79 1347.0 1423.0 SA
148 SA601 20250731 1380.0 1385.0 ... 3591496.14 1349.0 1425.0 SA
149 SA602 20250731 1390.0 1394.0 ... 12530.59 1359.0 1426.0 SA
150 SA603 20250731 1395.0 1400.0 ... 17945.55 1360.0 1433.0 SA
151 SA604 20250731 1433.0 1438.0 ... 5850.07 1398.0 1468.0 SA
152 SA605 20250731 1443.0 1445.0 ... 148631.14 1402.0 1473.0 SA
153 SA606 20250731 1434.0 1446.0 ... 4926.13 1406.0 1474.0 SA
154 SA607 20250731 1445.0 1445.0 ... 4226.33 1400.0 1459.0 SA
155 SF508 20250731 5878.0 5878.0 ... 1347.25 5722.0 6076.0 SF
156 SF509 20250731 5948.0 5948.0 ... 1411518.40 5786.0 6100.0 SF
157 SF510 20250731 5930.0 5932.0 ... 120870.58 5774.0 6082.0 SF
158 SF511 20250731 6102.0 6104.0 ... 314857.63 5950.0 6248.0 SF
159 SF512 20250731 6132.0 6132.0 ... 30133.41 5930.0 6246.0 SF
160 SF601 20250731 6072.0 6084.0 ... 159009.54 5926.0 6228.0 SF
161 SF602 20250731 6086.0 6086.0 ... 2018.61 5878.0 6172.0 SF
162 SF603 20250731 6196.0 6196.0 ... 518.77 6032.0 6256.0 SF
163 SF604 20250731 6176.0 6176.0 ... 148.51 5940.0 6230.0 SF
164 SF605 20250731 6140.0 6140.0 ... 2417.53 5962.0 6262.0 SF
165 SF606 20250731 6000.0 6016.0 ... 555.58 5880.0 6192.0 SF
166 SF607 20250731 6108.0 6132.0 ... 244.17 6030.0 6266.0 SF
167 SH508 20250731 2500.0 2500.0 ... 2904.62 2476.0 2513.0 SH
168 SH509 20250731 2597.0 2607.0 ... 2851007.56 2572.0 2622.0 SH
169 SH510 20250731 2656.0 2671.0 ... 254028.21 2639.0 2676.0 SH
170 SH511 20250731 2643.0 2654.0 ... 209624.60 2626.0 2658.0 SH
171 SH512 20250731 2660.0 2666.0 ... 49158.00 2639.0 2670.0 SH
172 SH601 20250731 2642.0 2656.0 ... 503691.43 2625.0 2663.0 SH
173 SH602 20250731 2660.0 2672.0 ... 1632.71 2642.0 2689.0 SH
174 SH603 20250731 2666.0 2677.0 ... 922.61 2651.0 2693.0 SH
175 SH604 20250731 2698.0 2701.0 ... 741.38 2686.0 2721.0 SH
176 SH605 20250731 2710.0 2720.0 ... 10341.78 2695.0 2727.0 SH
177 SH606 20250731 2705.0 2717.0 ... 405.06 2700.0 2738.0 SH
178 SH607 20250731 2688.0 2700.0 ... 120.53 2678.0 2697.0 SH
179 SM508 20250731 6092.0 6092.0 ... 1676.01 6008.0 6206.0 SM
180 SM509 20250731 6054.0 6102.0 ... 1605066.76 5988.0 6222.0 SM
181 SM510 20250731 6072.0 6108.0 ... 83318.12 5994.0 6222.0 SM
182 SM511 20250731 6134.0 6178.0 ... 149084.30 6066.0 6294.0 SM
183 SM512 20250731 6150.0 6184.0 ... 30423.45 6070.0 6302.0 SM
184 SM601 20250731 6122.0 6182.0 ... 472379.44 6072.0 6302.0 SM
185 SM602 20250731 6214.0 6214.0 ... 1413.12 6066.0 6300.0 SM
186 SM603 20250731 6212.0 6212.0 ... 1643.64 6100.0 6314.0 SM
187 SM604 20250731 6162.0 6198.0 ... 551.49 6094.0 6328.0 SM
188 SM605 20250731 6164.0 6214.0 ... 9249.11 6106.0 6326.0 SM
189 SM606 20250731 6176.0 6176.0 ... 103.67 6098.0 6328.0 SM
190 SM607 20250731 6200.0 6202.0 ... 101.02 6124.0 6306.0 SM
191 SR509 20250731 5800.0 5822.0 ... 867731.91 5801.0 5839.0 SR
192 SR511 20250731 5695.0 5716.0 ... 95466.26 5691.0 5751.0 SR
193 SR601 20250731 5666.0 5686.0 ... 363582.91 5661.0 5709.0 SR
194 SR603 20250731 5636.0 5657.0 ... 4654.44 5635.0 5676.0 SR
195 SR605 20250731 5620.0 5636.0 ... 23956.18 5617.0 5650.0 SR
196 SR607 20250731 5616.0 5632.0 ... 1341.73 5614.0 5636.0 SR
197 TA508 20250731 4846.0 4864.0 ... 15024.94 4830.0 4846.0 TA
198 TA509 20250731 4864.0 4880.0 ... 1876771.09 4842.0 4870.0 TA
199 TA510 20250731 4876.0 4884.0 ... 76707.40 4846.0 4872.0 TA
200 TA511 20250731 4870.0 4878.0 ... 48589.55 4850.0 4858.0 TA
201 TA512 20250731 4864.0 4876.0 ... 16889.14 4854.0 4858.0 TA
202 TA601 20250731 4862.0 4880.0 ... 643821.84 4858.0 4868.0 TA
203 TA602 20250731 4872.0 4876.0 ... 36.36 4848.0 4862.0 TA
204 TA603 20250731 4878.0 4878.0 ... 46.14 4858.0 4866.0 TA
205 TA604 20250731 4854.0 4854.0 ... 4.85 4854.0 4882.0 TA
206 TA605 20250731 4876.0 4892.0 ... 8441.39 4870.0 4884.0 TA
207 TA606 20250731 4888.0 4888.0 ... 9.74 4872.0 4886.0 TA
208 TA607 20250731 4872.0 4872.0 ... 9.74 4870.0 4882.0 TA
209 UR508 20250731 1745.0 1745.0 ... 2860.61 1717.0 1745.0 UR
210 UR509 20250731 1739.0 1739.0 ... 466724.56 1722.0 1749.0 UR
211 UR510 20250731 1747.0 1747.0 ... 16760.08 1728.0 1752.0 UR
212 UR511 20250731 1769.0 1770.0 ... 15484.20 1759.0 1780.0 UR
213 UR512 20250731 1763.0 1765.0 ... 1308.83 1759.0 1774.0 UR
214 UR601 20250731 1765.0 1765.0 ... 173741.75 1749.0 1777.0 UR
215 UR602 20250731 1758.0 1760.0 ... 721.37 1742.0 1768.0 UR
216 UR603 20250731 1791.0 1792.0 ... 330.36 1776.0 1801.0 UR
217 UR604 20250731 1795.0 1795.0 ... 131.96 1783.0 1801.0 UR
218 UR605 20250731 1797.0 1798.0 ... 6937.58 1783.0 1806.0 UR
219 UR606 20250731 1792.0 1793.0 ... 209.81 1778.0 1801.0 UR
220 UR607 20250731 1800.0 1800.0 ... 200.37 1789.0 1805.0 UR
221 WH509 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:25:31,553 - future_1d - INFO - ak.get_czce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 IC2508 20250731 6256.000 ... 6175.600 6266.200 IC
1 IC2509 20250731 6198.400 ... 6112.200 6209.800 IC
2 IC2512 20250731 6041.800 ... 5964.600 6073.800 IC
3 IC2603 20250731 5935.200 ... 5839.200 5947.800 IC
4 IF2508 20250731 4130.000 ... 4063.800 4140.000 IF
5 IF2509 20250731 4124.800 ... 4050.800 4130.200 IF
6 IF2512 20250731 4087.000 ... 4016.400 4097.800 IF
7 IF2603 20250731 4059.600 ... 3985.600 4066.200 IF
8 IH2508 20250731 2812.000 ... 2772.600 2817.400 IH
9 IH2509 20250731 2811.600 ... 2772.000 2817.600 IH
10 IH2512 20250731 2808.000 ... 2773.600 2817.600 IH
11 IH2603 20250731 2810.600 ... 2775.600 2818.000 IH
12 IM2508 20250731 6669.800 ... 6602.800 6665.800 IM
13 IM2509 20250731 6589.000 ... 6526.600 6596.200 IM
14 IM2512 20250731 6381.000 ... 6340.000 6412.200 IM
15 IM2603 20250731 6225.600 ... 6173.000 6243.600 IM
16 T2509 20250731 108.380 ... 108.460 108.305 T
17 T2512 20250731 108.300 ... 108.435 108.245 T
18 T2603 20250731 108.290 ... 108.405 108.205 T
19 TF2509 20250731 105.680 ... 105.725 105.640 TF
20 TF2512 20250731 105.715 ... 105.790 105.685 TF
21 TF2603 20250731 105.760 ... 105.840 105.735 TF
22 TL2509 20250731 118.700 ... 119.120 118.440 TL
23 TL2512 20250731 118.360 ... 118.770 118.010 TL
24 TL2603 20250731 118.010 ... 118.430 117.700 TL
25 TS2509 20250731 102.362 ... 102.350 102.342 TS
26 TS2512 20250731 102.392 ... 102.414 102.388 TS
27 TS2603 20250731 102.476 ... 102.484 102.452 TS
[28 rows x 12 columns]
2025-08-07 18:25:31,941 - future_1d - INFO - ak.get_cffex_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 PS2508 20250731 53120.0 ... 50910.0 53090.0 PS
1 PS2509 20250731 52500.0 ... 50735.0 53290.0 PS
2 PS2510 20250731 53270.0 ... 50895.0 53435.0 PS
3 PS2511 20250731 53000.0 ... 50990.0 53575.0 PS
4 PS2512 20250731 55650.0 ... 53875.0 55945.0 PS
5 PS2601 20250731 55420.0 ... 53970.0 55985.0 PS
6 PS2602 20250731 56700.0 ... 54305.0 56060.0 PS
7 PS2603 20250731 56655.0 ... 54680.0 56140.0 PS
8 PS2604 20250731 56140.0 ... 54580.0 56185.0 PS
9 PS2605 20250731 55000.0 ... 54455.0 56005.0 PS
10 PS2606 20250731 58835.0 ... 56210.0 57410.0 PS
11 PS2607 20250731 57900.0 ... 56430.0 57350.0 PS
13 SI2508 20250731 9225.0 ... 8920.0 9325.0 SI
14 SI2509 20250731 9090.0 ... 8860.0 9345.0 SI
15 SI2510 20250731 9110.0 ... 8845.0 9325.0 SI
16 SI2511 20250731 9045.0 ... 8825.0 9320.0 SI
17 SI2512 20250731 9400.0 ... 9135.0 9625.0 SI
18 SI2601 20250731 9300.0 ... 9105.0 9580.0 SI
19 SI2602 20250731 9270.0 ... 9095.0 9575.0 SI
20 SI2603 20250731 9230.0 ... 9065.0 9545.0 SI
21 SI2604 20250731 9260.0 ... 9095.0 9535.0 SI
22 SI2605 20250731 9370.0 ... 9090.0 9515.0 SI
23 SI2606 20250731 9345.0 ... 9095.0 9515.0 SI
24 SI2607 20250731 9320.0 ... 9110.0 9525.0 SI
27 LC2508 20250731 68480.0 ... 67900.0 71480.0 LC
28 LC2509 20250731 68540.0 ... 67840.0 71620.0 LC
29 LC2510 20250731 69500.0 ... 67940.0 71300.0 LC
30 LC2511 20250731 69040.0 ... 68040.0 71440.0 LC
31 LC2512 20250731 69600.0 ... 68460.0 71600.0 LC
32 LC2601 20250731 68660.0 ... 68560.0 71680.0 LC
33 LC2602 20250731 68700.0 ... 68620.0 71420.0 LC
34 LC2603 20250731 69960.0 ... 68580.0 71180.0 LC
35 LC2604 20250731 69220.0 ... 69020.0 71260.0 LC
36 LC2605 20250731 70000.0 ... 69260.0 71600.0 LC
37 LC2606 20250731 70040.0 ... 69160.0 71400.0 LC
38 LC2607 20250731 69800.0 ... 69220.0 71200.0 LC
[36 rows x 12 columns]
2025-08-07 18:25:32,148 - future_1d - INFO - ak.get_gfex_daily('2025-07-31') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250731 ... 78430 79060 CU
1 1 CU2509 20250731 ... 78440 79070 CU
2 2 CU2510 20250731 ... 78420 79090 CU
3 3 CU2511 20250731 ... 78420 79040 CU
4 4 CU2512 20250731 ... 78340 78980 CU
5 5 CU2601 20250731 ... 78280 78940 CU
6 6 CU2602 20250731 ... 78270 78910 CU
7 7 CU2603 20250731 ... 78260 78910 CU
8 8 CU2604 20250731 ... 78330 78950 CU
9 9 CU2605 20250731 ... 78350 78960 CU
10 10 CU2606 20250731 ... 78300 78930 CU
11 11 CU2607 20250731 ... 78330 79000 CU
12 12 BC2508 20250731 ... 69490 70080 BC
13 13 BC2509 20250731 ... 69640 70230 BC
14 14 BC2510 20250731 ... 69630 70310 BC
15 15 BC2511 20250731 ... 69240 69850 BC
16 16 BC2512 20250731 ... 69700 70400 BC
17 17 BC2601 20250731 ... 70020 70020 BC
18 18 BC2602 20250731 ... 70000 70000 BC
19 19 BC2603 20250731 ... 70000 70000 BC
20 20 BC2604 20250731 ... 70000 70000 BC
21 21 BC2605 20250731 ... 70000 70000 BC
22 22 BC2606 20250731 ... 69340 69340 BC
23 23 BC2607 20250731 ... 68670 68670 BC
24 24 AL2508 20250731 ... 20625 20650 AL
25 25 AL2509 20250731 ... 20570 20620 AL
26 26 AL2510 20250731 ... 20550 20600 AL
27 27 AL2511 20250731 ... 20505 20555 AL
28 28 AL2512 20250731 ... 20460 20500 AL
29 29 AL2601 20250731 ... 20420 20475 AL
30 30 AL2602 20250731 ... 20435 20480 AL
31 31 AL2603 20250731 ... 20430 20495 AL
32 32 AL2604 20250731 ... 20450 20520 AL
33 33 AL2605 20250731 ... 20485 20530 AL
34 34 AL2606 20250731 ... 20490 20550 AL
35 35 AL2607 20250731 ... 20460 20570 AL
36 36 ZN2508 20250731 ... 22365 22650 ZN
37 37 ZN2509 20250731 ... 22440 22690 ZN
38 38 ZN2510 20250731 ... 22440 22715 ZN
39 39 ZN2511 20250731 ... 22435 22725 ZN
40 40 ZN2512 20250731 ... 22385 22685 ZN
41 41 ZN2601 20250731 ... 22370 22655 ZN
42 42 ZN2602 20250731 ... 22380 22645 ZN
43 43 ZN2603 20250731 ... 22390 22695 ZN
44 44 ZN2604 20250731 ... 22425 22665 ZN
45 45 ZN2605 20250731 ... 22455 22660 ZN
46 46 ZN2606 20250731 ... 22425 22665 ZN
47 47 ZN2607 20250731 ... 22405 22660 ZN
48 48 PB2508 20250731 ... 16785 16860 PB
49 49 PB2509 20250731 ... 16810 16880 PB
50 50 PB2510 20250731 ... 16815 16900 PB
51 51 PB2511 20250731 ... 16815 16925 PB
52 52 PB2512 20250731 ... 16840 16945 PB
53 53 PB2601 20250731 ... 16865 16970 PB
54 54 PB2602 20250731 ... 16885 17070 PB
55 55 PB2603 20250731 ... 16895 17055 PB
56 56 PB2604 20250731 ... 16950 17095 PB
57 57 PB2605 20250731 ... 16990 17090 PB
58 58 PB2606 20250731 ... 17100 17100 PB
59 59 PB2607 20250731 ... 16995 17090 PB
60 60 NI2508 20250731 ... 120130 121710 NI
61 61 NI2509 20250731 ... 120480 122020 NI
62 62 NI2510 20250731 ... 120610 122110 NI
63 63 NI2511 20250731 ... 120770 122350 NI
64 64 NI2512 20250731 ... 121030 122490 NI
65 65 NI2601 20250731 ... 121280 122800 NI
66 66 NI2602 20250731 ... 121610 122960 NI
67 67 NI2603 20250731 ... 121740 123030 NI
68 68 NI2604 20250731 ... 121690 123260 NI
69 69 NI2605 20250731 ... 122180 123690 NI
70 70 NI2606 20250731 ... 122360 123560 NI
71 71 NI2607 20250731 ... 122640 124140 NI
72 72 SN2508 20250731 ... 265890 267430 SN
73 73 SN2509 20250731 ... 266160 267740 SN
74 74 SN2510 20250731 ... 266440 268060 SN
75 75 SN2511 20250731 ... 266310 267960 SN
76 76 SN2512 20250731 ... 266040 267930 SN
77 77 SN2601 20250731 ... 266500 268080 SN
78 78 SN2602 20250731 ... 266500 268000 SN
79 79 SN2603 20250731 ... 266320 268640 SN
80 80 SN2604 20250731 ... 266870 269260 SN
81 81 SN2605 20250731 ... 267230 268890 SN
82 82 SN2606 20250731 ... 267240 268100 SN
83 83 SN2607 20250731 ... 266520 268480 SN
84 84 AO2508 20250731 ... 3274 3360 AO
85 85 AO2509 20250731 ... 3255 3358 AO
86 86 AO2510 20250731 ... 3233 3324 AO
87 87 AO2511 20250731 ... 3233 3320 AO
88 88 AO2512 20250731 ... 3230 3321 AO
89 89 AO2601 20250731 ... 3228 3324 AO
90 90 AO2602 20250731 ... 3229 3320 AO
91 91 AO2603 20250731 ... 3226 3317 AO
92 92 AO2604 20250731 ... 3211 3312 AO
93 93 AO2605 20250731 ... 3207 3311 AO
94 94 AO2606 20250731 ... 3210 3293 AO
95 95 AO2607 20250731 ... 3200 3303 AO
96 96 AD2511 20250731 ... 19980 20035 AD
97 97 AD2512 20250731 ... 19990 20045 AD
98 98 AD2601 20250731 ... 19935 19945 AD
99 99 AD2602 20250731 ... 19970 19915 AD
100 100 AD2603 20250731 ... 19925 19850 AD
101 101 AD2604 20250731 ... 19870 19890 AD
102 102 AD2605 20250731 ... 19755 19755 AD
103 103 AD2606 20250731 ... 19665 19695 AD
104 104 AD2607 20250731 ... 19830 19830 AD
105 105 AU2508 20250731 ... 766.48 770.38 AU
106 106 AU2509 20250731 ... 768.88 772.04 AU
107 107 AU2510 20250731 ... 769.96 773.12 AU
108 108 AU2512 20250731 ... 771.9 775.34 AU
109 109 AU2602 20250731 ... 774.08 777.5 AU
110 110 AU2604 20250731 ... 776.42 779.62 AU
111 111 AU2606 20250731 ... 778.24 781.98 AU
112 112 AU2608 20250731 ... 780.76 784.3 AU
113 113 AG2508 20250731 ... 9029 9183 AG
114 114 AG2509 20250731 ... 9034 9198 AG
115 115 AG2510 20250731 ... 9059 9212 AG
116 116 AG2511 20250731 ... 9063 9223 AG
117 117 AG2512 20250731 ... 9073 9231 AG
118 118 AG2601 20250731 ... 9092 9245 AG
119 119 AG2602 20250731 ... 9097 9255 AG
120 120 AG2603 20250731 ... 9102 9266 AG
121 121 AG2604 20250731 ... 9123 9276 AG
122 122 AG2605 20250731 ... 9132 9289 AG
123 123 AG2606 20250731 ... 9146 9304 AG
124 124 AG2607 20250731 ... 9163 9314 AG
125 125 RB2508 20250731 ... 3206 3295 RB
126 126 RB2509 20250731 ... 3199 3296 RB
127 127 RB2510 20250731 ... 3243 3345 RB
128 128 RB2511 20250731 ... 3262 3355 RB
129 129 RB2512 20250731 ... 3287 3398 RB
130 130 RB2601 20250731 ... 3302 3401 RB
131 131 RB2602 20250731 ... 3279 3382 RB
132 132 RB2603 20250731 ... 3300 3391 RB
133 133 RB2604 20250731 ... 3327 3416 RB
134 134 RB2605 20250731 ... 3326 3416 RB
135 135 RB2606 20250731 ... 3333 3408 RB
136 136 RB2607 20250731 ... 3332 3426 RB
137 137 WR2508 20250731 ... 3212 3212 WR
138 138 WR2509 20250731 ... 3335 3335 WR
139 139 WR2510 20250731 ... 3451 3569 WR
140 140 WR2511 20250731 ... 3500 3500 WR
141 141 WR2512 20250731 ... 3519 3532 WR
142 142 WR2601 20250731 ... 3410 3560 WR
143 143 WR2602 20250731 ... 3540 3570 WR
144 144 WR2603 20250731 ... 3565 3565 WR
145 145 WR2604 20250731 ... 3560 3560 WR
146 146 WR2605 20250731 ... 3595 3616 WR
147 147 WR2606 20250731 ... 3599 3600 WR
148 148 WR2607 20250731 ... 3635 3635 WR
149 149 HC2508 20250731 ... 3426 3504 HC
150 150 HC2509 20250731 ... 3434 3514 HC
151 151 HC2510 20250731 ... 3421 3515 HC
152 152 HC2511 20250731 ... 3425 3515 HC
153 153 HC2512 20250731 ... 3427 3528 HC
154 154 HC2601 20250731 ... 3432 3524 HC
155 155 HC2602 20250731 ... 3414 3506 HC
156 156 HC2603 20250731 ... 3427 3515 HC
157 157 HC2604 20250731 ... 3451 3515 HC
158 158 HC2605 20250731 ... 3425 3518 HC
159 159 HC2606 20250731 ... 3429 3539 HC
160 160 HC2607 20250731 ... 3446 3541 HC
161 161 SS2508 20250731 ... 12865 12955 SS
162 162 SS2509 20250731 ... 12835 12940 SS
163 163 SS2510 20250731 ... 12885 12980 SS
164 164 SS2511 20250731 ... 12925 13025 SS
165 165 SS2512 20250731 ... 12930 13045 SS
166 166 SS2601 20250731 ... 12975 13075 SS
167 167 SS2602 20250731 ... 13030 13120 SS
168 168 SS2603 20250731 ... 13075 13175 SS
169 169 SS2604 20250731 ... 13080 13235 SS
170 170 SS2605 20250731 ... 13145 13270 SS
171 171 SS2606 20250731 ... 13175 13285 SS
172 172 SS2607 20250731 ... 13240 13340 SS
173 173 SC2508 20250731 ... 526.6 531 SC
174 174 SC2509 20250731 ... 532 523.8 SC
175 175 SC2510 20250731 ... 525.3 518.5 SC
176 176 SC2511 20250731 ... 522 515.1 SC
177 177 SC2512 20250731 ... 518.2 512.2 SC
178 178 SC2601 20250731 ... 515.2 509.3 SC
179 179 SC2602 20250731 ... 511.7 507.2 SC
180 180 SC2603 20250731 ... 509.1 505.9 SC
181 181 SC2604 20250731 ... 506.3 504.5 SC
182 182 SC2605 20250731 ... 504.4 500 SC
183 183 SC2606 20250731 ... 503.2 498 SC
184 184 SC2607 20250731 ... 497.1 496.5 SC
185 185 SC2609 20250731 ... 496.3 490.3 SC
186 186 SC2612 20250731 ... 493.1 487.7 SC
187 187 SC2703 20250731 ... 486.9 486.9 SC
188 188 SC2706 20250731 ... 485.4 484.2 SC
189 189 SC2709 20250731 ... 483.3 486 SC
190 190 SC2712 20250731 ... 483.1 481.5 SC
191 191 SC2803 20250731 ... 482.2 479.3 SC
192 192 SC2806 20250731 ... 478.3 472.3 SC
193 193 LU2508 20250731 ... 3496 3481 LU
194 194 LU2509 20250731 ... 3672 3675 LU
195 195 LU2510 20250731 ... 3697 3690 LU
196 196 LU2511 20250731 ... 3699 3680 LU
197 197 LU2512 20250731 ... 3677 3661 LU
198 198 LU2601 20250731 ... 3642 3616 LU
199 199 LU2602 20250731 ... 3625 3602 LU
200 200 LU2603 20250731 ... 3622 3607 LU
201 201 LU2604 20250731 ... 3604 3591 LU
202 202 LU2605 20250731 ... 3607 3575 LU
203 203 LU2606 20250731 ... 3572 3554 LU
204 204 LU2607 20250731 ... 3573 3560 LU
205 205 FU2508 20250731 ... 2880 2813 FU
206 206 FU2509 20250731 ... 2953 2944 FU
207 207 FU2510 20250731 ... 2969 2950 FU
208 208 FU2511 20250731 ... 2978 2954 FU
209 209 FU2512 20250731 ... 2972 2950 FU
210 210 FU2601 20250731 ... 2969 2950 FU
211 211 FU2602 20250731 ... 2960 2933 FU
212 212 FU2603 20250731 ... 2948 2929 FU
213 213 FU2604 20250731 ... 2933 2920 FU
214 214 FU2605 20250731 ... 2921 2902 FU
215 215 FU2606 20250731 ... 2905 2892 FU
216 216 FU2607 20250731 ... 2882 2869 FU
217 217 BU2508 20250731 ... 3684 3666 BU
218 218 BU2509 20250731 ... 3665 3648 BU
219 219 BU2510 20250731 ... 3650 3632 BU
220 220 BU2511 20250731 ... 3612 3591 BU
221 221 BU2512 20250731 ... 3535 3514 BU
222 222 BU2601 20250731 ... 3500 3481 BU
223 223 BU2602 20250731 ... 3480 3460 BU
224 224 BU2603 20250731 ... 3482 3461 BU
225 225 BU2604 20250731 ... 3469 3461 BU
226 226 BU2605 20250731 ... 3462 3445 BU
227 227 BU2606 20250731 ... 3454 3441 BU
228 228 BU2607 20250731 ... 3461 3431 BU
229 229 BU2609 20250731 ... 3436 3427 BU
230 230 BU2612 20250731 ... 3393 3373 BU
231 231 BU2703 20250731 ... 3391 3389 BU
232 232 BU2706 20250731 ... 3388 3390 BU
233 233 BR2508 20250731 ... 11580 11810 BR
234 234 BR2509 20250731 ... 11580 11835 BR
235 235 BR2510 20250731 ... 11560 11815 BR
236 236 BR2511 20250731 ... 11575 11810 BR
237 237 BR2512 20250731 ... 11635 11835 BR
238 238 BR2601 20250731 ... 11650 11885 BR
239 239 BR2602 20250731 ... 11705 11825 BR
240 240 BR2603 20250731 ... 11705 11885 BR
241 241 BR2604 20250731 ... 11665 11865 BR
242 242 BR2605 20250731 ... 11675 11885 BR
243 243 BR2606 20250731 ... 11635 11860 BR
244 244 BR2607 20250731 ... 11690 11890 BR
245 245 RU2508 20250731 ... 14725 15000 RU
246 246 RU2509 20250731 ... 14720 14995 RU
247 247 RU2510 20250731 ... 14745 14990 RU
248 248 RU2511 20250731 ... 14675 14945 RU
249 249 RU2601 20250731 ... 15515 15815 RU
250 250 RU2603 20250731 ... 15635 15845 RU
251 251 RU2604 20250731 ... 15635 15855 RU
252 252 RU2605 20250731 ... 15650 15910 RU
253 253 RU2606 20250731 ... 15565 15940 RU
254 254 RU2607 20250731 ... 15655 16025 RU
255 255 NR2508 20250731 ... 12320 12540 NR
256 256 NR2509 20250731 ... 12365 12610 NR
257 257 NR2510 20250731 ... 12395 12635 NR
258 258 NR2511 20250731 ... 12445 12655 NR
259 259 NR2512 20250731 ... 12465 12710 NR
260 260 NR2601 20250731 ... 12490 12770 NR
261 261 NR2602 20250731 ... 12590 12815 NR
262 262 NR2603 20250731 ... 12650 12840 NR
263 263 NR2604 20250731 ... 12640 12870 NR
264 264 NR2605 20250731 ... 12585 12860 NR
265 265 NR2606 20250731 ... 12630 13020 NR
266 266 NR2607 20250731 ... 12550 12880 NR
267 267 SP2508 20250731 ... 5240 5344 SP
268 268 SP2509 20250731 ... 5268 5366 SP
269 269 SP2510 20250731 ... 5248 5338 SP
270 270 SP2511 20250731 ... 5246 5338 SP
271 271 SP2512 20250731 ... 5232 5318 SP
272 272 SP2601 20250731 ... 5444 5530 SP
273 273 SP2602 20250731 ... 5368 5460 SP
274 274 SP2603 20250731 ... 5366 5432 SP
275 275 SP2604 20250731 ... 5366 5402 SP
276 276 SP2605 20250731 ... 5354 5396 SP
277 277 SP2606 20250731 ... 5348 5420 SP
278 278 SP2607 20250731 ... 5348 5396 SP
279 279 EC2508 20250731 ... 2123.5 2135.6 EC
280 280 EC2510 20250731 ... 1428.2 1494.7 EC
281 281 EC2512 20250731 ... 1700.9 1755.4 EC
282 282 EC2602 20250731 ... 1496.3 1548.8 EC
283 283 EC2604 20250731 ... 1340.3 1379.8 EC
284 284 EC2606 20250731 ... 1475.5 1513.7 EC
285 287 SC_TAS2509 20250731 ... SC_TAS
286 288 SC_TAS2510 20250731 ... SC_TAS
287 289 SC_TAS2511 20250731 ... SC_TAS
[288 rows x 13 columns]
2025-08-07 18:25:32,246 - future_1d - INFO - ak.get_shfe_daily('2025-07-31') done
2025-08-07 18:25:33,984 - future_1d - INFO - save future_daily 2025-07-31 completed
symbol date open ... settle pre_settle variety
0 a2509 20250801 4131.0 ... 4126.00 4137.00 A
1 a2511 20250801 4116.0 ... 4110.00 4124.00 A
2 a2601 20250801 4104.0 ... 4098.00 4112.00 A
3 a2603 20250801 4075.0 ... 4090.00 4103.00 A
4 a2605 20250801 4124.0 ... 4129.00 4139.00 A
5 a2607 20250801 4126.0 ... 4126.00 4143.00 A
6 b2508 20250801 3562.0 ... 3592.00 3559.00 B
7 b2509 20250801 3656.0 ... 3670.00 3663.00 B
8 b2510 20250801 3696.0 ... 3709.00 3705.00 B
9 b2511 20250801 3717.0 ... 3727.00 3725.00 B
10 b2512 20250801 3732.0 ... 3744.00 3751.00 B
11 b2601 20250801 3726.0 ... 3729.00 3734.00 B
12 b2602 20250801 3687.0 ... 3700.00 3699.00 B
13 b2603 20250801 3606.0 ... 3616.00 3619.00 B
14 b2604 20250801 3496.0 ... 3504.00 3501.00 B
15 b2605 20250801 3430.0 ... 3431.00 3434.00 B
16 b2606 20250801 3415.0 ... 3416.00 3415.00 B
17 b2607 20250801 3409.0 ... 3412.00 3417.00 B
18 bb2509 20250801 140.5 ... 144.90 140.70 BB
19 bb2511 20250801 147.9 ... 148.35 148.85 BB
20 bb2601 20250801 148.1 ... 148.00 148.35 BB
21 bb2603 20250801 141.2 ... 146.35 140.70 BB
22 bb2605 20250801 0.0 ... 140.75 140.75 BB
23 bb2607 20250801 0.0 ... 146.40 140.75 BB
24 bz2603 20250801 6300.0 ... 6284.00 6313.00 BZ
25 bz2604 20250801 6239.0 ... 6241.00 6275.00 BZ
26 bz2605 20250801 6234.0 ... 6256.00 6295.00 BZ
27 bz2606 20250801 6300.0 ... 6253.00 6258.00 BZ
28 bz2607 20250801 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250801 2287.0 ... 2296.00 2304.00 C
30 c2511 20250801 2230.0 ... 2233.00 2234.00 C
31 c2601 20250801 2206.0 ... 2213.00 2212.00 C
32 c2603 20250801 2210.0 ... 2213.00 2213.00 C
33 c2605 20250801 2256.0 ... 2258.00 2260.00 C
34 c2607 20250801 2273.0 ... 2276.00 2277.00 C
35 cs2509 20250801 2654.0 ... 2665.00 2676.00 CS
36 cs2511 20250801 2567.0 ... 2573.00 2579.00 CS
37 cs2601 20250801 2577.0 ... 2579.00 2589.00 CS
38 cs2603 20250801 2571.0 ... 2573.00 2584.00 CS
39 cs2605 20250801 2618.0 ... 2621.00 2628.00 CS
40 cs2607 20250801 2631.0 ... 2630.00 2636.00 CS
41 eb2508 20250801 7328.0 ... 7262.00 7328.00 EB
42 eb2509 20250801 7310.0 ... 7319.00 7373.00 EB
43 eb2510 20250801 7371.0 ... 7356.00 7402.00 EB
44 eb2511 20250801 7396.0 ... 7386.00 7416.00 EB
45 eb2512 20250801 7403.0 ... 7411.00 7441.00 EB
46 eb2601 20250801 7400.0 ... 7417.00 7445.00 EB
47 eb2602 20250801 7380.0 ... 7419.00 7433.00 EB
48 eb2603 20250801 7429.0 ... 7420.00 7426.00 EB
49 eb2604 20250801 7403.0 ... 7423.00 7464.00 EB
50 eb2605 20250801 7419.0 ... 7423.00 7484.00 EB
51 eb2606 20250801 7449.0 ... 7449.00 7499.00 EB
52 eb2607 20250801 7380.0 ... 7370.00 7483.00 EB
53 eg2508 20250801 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250801 4411.0 ... 4406.00 4432.00 EG
55 eg2510 20250801 4417.0 ... 4406.00 4431.00 EG
56 eg2511 20250801 4421.0 ... 4422.00 4447.00 EG
57 eg2512 20250801 4428.0 ... 4432.00 4454.00 EG
58 eg2601 20250801 4441.0 ... 4438.00 4459.00 EG
59 eg2602 20250801 0.0 ... 4458.00 4458.00 EG
60 eg2603 20250801 4437.0 ... 4438.00 4453.00 EG
61 eg2604 20250801 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250801 4452.0 ... 4444.00 4463.00 EG
63 eg2606 20250801 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250801 0.0 ... 4514.00 4514.00 EG
65 fb2508 20250801 0.0 ... 1370.50 1370.50 FB
66 fb2509 20250801 1282.0 ... 1282.00 1282.00 FB
67 fb2510 20250801 1312.5 ... 1317.50 1312.00 FB
68 fb2511 20250801 1307.0 ... 1311.50 1311.50 FB
69 fb2512 20250801 1306.5 ... 1312.00 1313.50 FB
70 fb2601 20250801 1314.5 ... 1314.50 1318.00 FB
71 fb2602 20250801 1260.0 ... 1299.00 1305.50 FB
72 fb2603 20250801 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250801 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250801 1339.0 ... 1339.00 1338.00 FB
75 fb2606 20250801 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250801 0.0 ... 1302.50 1302.50 FB
77 i2508 20250801 780.5 ... 793.50 788.50 I
78 i2509 20250801 780.0 ... 784.50 784.50 I
79 i2510 20250801 775.0 ... 779.50 781.00 I
80 i2511 20250801 768.5 ... 773.50 774.00 I
81 i2512 20250801 762.0 ... 766.50 769.00 I
82 i2601 20250801 753.5 ... 758.00 760.50 I
83 i2602 20250801 749.5 ... 754.50 756.00 I
84 i2603 20250801 746.5 ... 750.00 753.00 I
85 i2604 20250801 741.0 ... 745.00 747.00 I
86 i2605 20250801 732.0 ... 735.50 738.50 I
87 i2606 20250801 728.0 ... 730.50 734.00 I
88 i2607 20250801 724.5 ... 726.50 730.00 I
89 j2508 20250801 0.0 ... 1598.00 1598.00 J
90 j2509 20250801 1603.0 ... 1617.50 1634.00 J
91 j2510 20250801 1618.0 ... 1613.00 1637.00 J
92 j2511 20250801 1672.0 ... 1628.50 1665.00 J
93 j2512 20250801 1675.0 ... 1665.00 1672.50 J
94 j2601 20250801 1652.0 ... 1658.50 1693.00 J
95 j2602 20250801 0.0 ... 1689.00 1723.00 J
96 j2603 20250801 1628.0 ... 1635.00 1736.00 J
97 j2604 20250801 0.0 ... 1708.50 1731.50 J
98 j2605 20250801 1716.5 ... 1708.00 1756.00 J
99 j2606 20250801 1750.5 ... 1733.00 1749.00 J
100 j2607 20250801 1783.5 ... 1693.50 1799.00 J
101 jd2508 20250801 3248.0 ... 3271.00 3236.00 JD
102 jd2509 20250801 3524.0 ... 3501.00 3529.00 JD
103 jd2510 20250801 3283.0 ... 3294.00 3312.00 JD
104 jd2511 20250801 3350.0 ... 3355.00 3363.00 JD
105 jd2512 20250801 3518.0 ... 3516.00 3523.00 JD
106 jd2601 20250801 3622.0 ... 3616.00 3621.00 JD
107 jd2602 20250801 3180.0 ... 3197.00 3196.00 JD
108 jd2603 20250801 3184.0 ... 3198.00 3193.00 JD
109 jd2604 20250801 3339.0 ... 3341.00 3333.00 JD
110 jd2605 20250801 3435.0 ... 3454.00 3458.00 JD
111 jd2606 20250801 3273.0 ... 3285.00 3288.00 JD
112 jd2607 20250801 3480.0 ... 3497.00 3499.00 JD
113 jm2508 20250801 916.0 ... 910.00 917.00 JM
114 jm2509 20250801 1045.0 ... 1017.00 1081.00 JM
115 jm2510 20250801 1077.0 ... 1053.50 1120.00 JM
116 jm2511 20250801 1079.5 ... 1074.00 1134.00 JM
117 jm2512 20250801 1100.0 ... 1091.00 1151.50 JM
118 jm2601 20250801 1120.0 ... 1115.00 1179.00 JM
119 jm2602 20250801 1132.0 ... 1119.50 1198.00 JM
120 jm2603 20250801 1139.5 ... 1137.00 1200.00 JM
121 jm2604 20250801 1147.5 ... 1141.50 1210.00 JM
122 jm2605 20250801 1149.5 ... 1142.00 1212.50 JM
123 jm2606 20250801 1163.0 ... 1146.50 1213.50 JM
124 jm2607 20250801 1171.0 ... 1157.50 1220.50 JM
125 l2508 20250801 7307.0 ... 7311.00 7329.00 L
126 l2509 20250801 7344.0 ... 7336.00 7369.00 L
127 l2510 20250801 7379.0 ... 7361.00 7394.00 L
128 l2511 20250801 7396.0 ... 7384.00 7413.00 L
129 l2512 20250801 7407.0 ... 7399.00 7428.00 L
130 l2601 20250801 7390.0 ... 7398.00 7422.00 L
131 l2602 20250801 7383.0 ... 7389.00 7430.00 L
132 l2603 20250801 7377.0 ... 7389.00 7394.00 L
133 l2604 20250801 7403.0 ... 7386.00 7429.00 L
134 l2605 20250801 7390.0 ... 7377.00 7407.00 L
135 l2606 20250801 7382.0 ... 7367.00 7428.00 L
136 l2607 20250801 7393.0 ... 7395.00 7426.00 L
137 lg2509 20250801 822.0 ... 819.00 824.00 LG
138 lg2511 20250801 830.0 ... 825.00 832.50 LG
139 lg2601 20250801 830.5 ... 826.00 830.00 LG
140 lg2603 20250801 827.0 ... 824.00 828.50 LG
141 lg2605 20250801 833.0 ... 830.00 834.00 LG
142 lg2607 20250801 826.0 ... 827.50 833.00 LG
143 lh2509 20250801 14085.0 ... 14010.00 14125.00 LH
144 lh2511 20250801 13915.0 ... 13860.00 13995.00 LH
145 lh2601 20250801 14160.0 ... 14185.00 14240.00 LH
146 lh2603 20250801 13280.0 ... 13290.00 13350.00 LH
147 lh2605 20250801 13785.0 ... 13740.00 13785.00 LH
148 lh2607 20250801 14430.0 ... 14445.00 14500.00 LH
149 m2508 20250801 2983.0 ... 2998.00 2996.00 M
150 m2509 20250801 2996.0 ... 3004.00 3006.00 M
151 m2511 20250801 3033.0 ... 3043.00 3044.00 M
152 m2512 20250801 3062.0 ... 3068.00 3073.00 M
153 m2601 20250801 3038.0 ... 3035.00 3041.00 M
154 m2603 20250801 2912.0 ... 2918.00 2914.00 M
155 m2605 20250801 2736.0 ... 2734.00 2737.00 M
156 m2607 20250801 2720.0 ... 2717.00 2719.00 M
157 p2508 20250801 0.0 ... 8808.00 8808.00 P
158 p2509 20250801 8880.0 ... 8894.00 8912.00 P
159 p2510 20250801 8892.0 ... 8900.00 8920.00 P
160 p2511 20250801 8878.0 ... 8902.00 8920.00 P
161 p2512 20250801 8896.0 ... 8898.00 8914.00 P
162 p2601 20250801 8878.0 ... 8914.00 8930.00 P
163 p2602 20250801 8878.0 ... 8886.00 8908.00 P
164 p2603 20250801 8840.0 ... 8836.00 8866.00 P
165 p2604 20250801 9300.0 ... 8804.00 8828.00 P
166 p2605 20250801 8722.0 ... 8732.00 8750.00 P
167 p2606 20250801 8660.0 ... 8664.00 8702.00 P
168 p2607 20250801 8620.0 ... 8594.00 8636.00 P
169 pg2508 20250801 4030.0 ... 3984.00 4030.00 PG
170 pg2509 20250801 4003.0 ... 3987.00 4056.00 PG
171 pg2510 20250801 4441.0 ... 4432.00 4481.00 PG
172 pg2511 20250801 4383.0 ... 4377.00 4425.00 PG
173 pg2512 20250801 4324.0 ... 4319.00 4366.00 PG
174 pg2601 20250801 4258.0 ... 4255.00 4302.00 PG
175 pg2602 20250801 4174.0 ... 4171.00 4215.00 PG
176 pg2603 20250801 4094.0 ... 4085.00 4134.00 PG
177 pg2604 20250801 4399.0 ... 4381.00 4392.00 PG
178 pg2605 20250801 4286.0 ... 4287.00 4337.00 PG
179 pg2606 20250801 4188.0 ... 4227.00 4270.00 PG
180 pg2607 20250801 4223.0 ... 4200.00 4254.00 PG
181 pp2508 20250801 7092.0 ... 7061.00 7100.00 PP
182 pp2509 20250801 7110.0 ... 7113.00 7138.00 PP
183 pp2510 20250801 7119.0 ... 7116.00 7137.00 PP
184 pp2511 20250801 7131.0 ... 7128.00 7146.00 PP
185 pp2512 20250801 7139.0 ... 7136.00 7155.00 PP
186 pp2601 20250801 7144.0 ... 7137.00 7157.00 PP
187 pp2602 20250801 7122.0 ... 7120.00 7122.00 PP
188 pp2603 20250801 7104.0 ... 7104.00 7119.00 PP
189 pp2604 20250801 7131.0 ... 7125.00 7165.00 PP
190 pp2605 20250801 7140.0 ... 7134.00 7149.00 PP
191 pp2606 20250801 7120.0 ... 7112.00 7125.00 PP
192 pp2607 20250801 0.0 ... 7131.00 7131.00 PP
193 rr2508 20250801 0.0 ... 3562.00 3562.00 RR
194 rr2509 20250801 3606.0 ... 3615.00 3615.00 RR
195 rr2510 20250801 3628.0 ... 3629.00 3632.00 RR
196 rr2511 20250801 3625.0 ... 3629.00 3628.00 RR
197 rr2512 20250801 3631.0 ... 3624.00 3629.00 RR
198 rr2601 20250801 3637.0 ... 3631.00 3640.00 RR
199 rr2602 20250801 3630.0 ... 3625.00 3638.00 RR
200 rr2603 20250801 3624.0 ... 3619.00 3638.00 RR
201 rr2604 20250801 3630.0 ... 3624.00 3640.00 RR
202 rr2605 20250801 3622.0 ... 3624.00 3636.00 RR
203 rr2606 20250801 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250801 0.0 ... 3633.00 3633.00 RR
205 v2508 20250801 5015.0 ... 5001.00 5065.00 V
206 v2509 20250801 5040.0 ... 5040.00 5100.00 V
207 v2510 20250801 5079.0 ... 5075.00 5134.00 V
208 v2511 20250801 5117.0 ... 5114.00 5149.00 V
209 v2512 20250801 5151.0 ... 5145.00 5186.00 V
210 v2601 20250801 5167.0 ... 5179.00 5231.00 V
211 v2602 20250801 5199.0 ... 5204.00 5242.00 V
212 v2603 20250801 5238.0 ... 5233.00 5263.00 V
213 v2604 20250801 5446.0 ... 5443.00 5481.00 V
214 v2605 20250801 5457.0 ... 5464.00 5510.00 V
215 v2606 20250801 5493.0 ... 5473.00 5530.00 V
216 v2607 20250801 5518.0 ... 5503.00 5538.00 V
217 y2508 20250801 0.0 ... 8240.00 8240.00 Y
218 y2509 20250801 8190.0 ... 8228.00 8206.00 Y
219 y2511 20250801 8190.0 ... 8220.00 8202.00 Y
220 y2512 20250801 8194.0 ... 8230.00 8204.00 Y
221 y2601 20250801 8160.0 ... 8186.00 8164.00 Y
222 y2603 20250801 8038.0 ... 8078.00 8052.00 Y
223 y2605 20250801 7802.0 ... 7834.00 7812.00 Y
224 y2607 20250801 7800.0 ... 7802.00 7782.00 Y
[225 rows x 12 columns]
2025-08-07 18:25:41,231 - future_1d - INFO - ak.get_dce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 SC2509 20250801 529.6 ... 528.1 532 SC
1 SC2510 20250801 524.8 ... 523.7 525.3 SC
2 SC2511 20250801 521.6 ... 519.8 522 SC
3 SC2512 20250801 518.2 ... 516 518.2 SC
4 SC2601 20250801 515.1 ... 513 515.2 SC
5 SC2602 20250801 508.7 ... 509.6 511.7 SC
6 SC2603 20250801 506.9 ... 506.4 509.1 SC
7 SC2604 20250801 504.4 ... 503.7 506.3 SC
8 SC2605 20250801 502.7 ... 502.9 504.4 SC
9 SC2606 20250801 500.5 ... 500.8 503.2 SC
10 SC2607 20250801 498.8 ... 498.8 497.1 SC
11 SC2608 20250801 492 ... 496.8 497.1 SC
12 SC2609 20250801 ... 495.1 496.3 SC
13 SC2612 20250801 488.3 ... 488.2 493.1 SC
14 SC2703 20250801 ... 486.9 486.9 SC
15 SC2706 20250801 484.5 ... 484.5 485.4 SC
16 SC2709 20250801 ... 483.3 483.3 SC
17 SC2712 20250801 ... 483.1 483.1 SC
18 SC2803 20250801 476.1 ... 476.1 482.2 SC
19 SC2806 20250801 474.6 ... 474.2 478.3 SC
21 LU2509 20250801 3649 ... 3645 3672 LU
22 LU2510 20250801 3670 ... 3663 3697 LU
23 LU2511 20250801 3678 ... 3668 3699 LU
24 LU2512 20250801 3653 ... 3651 3677 LU
25 LU2601 20250801 3620 ... 3612 3642 LU
26 LU2602 20250801 3604 ... 3595 3625 LU
27 LU2603 20250801 3599 ... 3596 3622 LU
28 LU2604 20250801 3576 ... 3576 3604 LU
29 LU2605 20250801 3382 ... 3498 3607 LU
30 LU2606 20250801 ... 3572 3572 LU
31 LU2607 20250801 3539 ... 3542 3573 LU
32 LU2608 20250801 3530 ... 3529 3573 LU
34 NR2508 20250801 12250 ... 12185 12320 NR
35 NR2509 20250801 12290 ... 12220 12365 NR
36 NR2510 20250801 12325 ... 12260 12395 NR
37 NR2511 20250801 12350 ... 12295 12445 NR
38 NR2512 20250801 12390 ... 12340 12465 NR
39 NR2601 20250801 12435 ... 12385 12490 NR
40 NR2602 20250801 12485 ... 12465 12590 NR
41 NR2603 20250801 12310 ... 12310 12650 NR
42 NR2604 20250801 12250 ... 12285 12640 NR
43 NR2605 20250801 12500 ... 12430 12585 NR
44 NR2606 20250801 12150 ... 12290 12630 NR
45 NR2607 20250801 ... 12550 12550 NR
47 BC2508 20250801 67930 ... 68830 69490 BC
48 BC2509 20250801 69240 ... 69410 69640 BC
49 BC2510 20250801 69370 ... 69430 69630 BC
50 BC2511 20250801 ... 69240 69240 BC
51 BC2512 20250801 ... 69700 69700 BC
52 BC2601 20250801 ... 70020 70020 BC
53 BC2602 20250801 ... 70000 70000 BC
54 BC2603 20250801 ... 70000 70000 BC
55 BC2604 20250801 ... 70000 70000 BC
56 BC2605 20250801 ... 70000 70000 BC
57 BC2606 20250801 ... 69340 69340 BC
58 BC2607 20250801 ... 68670 68670 BC
60 EC2508 20250801 2118 ... 2114.3 2123.5 EC
61 EC2510 20250801 1420.8 ... 1432.1 1428.2 EC
62 EC2512 20250801 1684.1 ... 1687.9 1700.9 EC
63 EC2602 20250801 1480.7 ... 1485.8 1496.3 EC
64 EC2604 20250801 1329 ... 1329.8 1340.3 EC
65 EC2606 20250801 1474.4 ... 1469.7 1475.5 EC
68 SC_TAS2509 20250801 ... SC_TAS
69 SC_TAS2510 20250801 ... SC_TAS
70 SC_TAS2511 20250801 ... SC_TAS
71 SC_TAS2512 20250801 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 18:25:41,301 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250801 7806.0 7827.0 ... 296622.40 7791.0 7828.0 AP
1 AP511 20250801 7620.0 7631.0 ... 1596.73 7603.0 7643.0 AP
2 AP512 20250801 7678.0 7684.0 ... 237.54 7663.0 7695.0 AP
3 AP601 20250801 7743.0 7755.0 ... 21502.40 7718.0 7761.0 AP
4 AP603 20250801 7666.0 7705.0 ... 376.12 7676.0 7685.0 AP
5 AP604 20250801 7715.0 7715.0 ... 23.13 7710.0 7729.0 AP
6 AP605 20250801 7794.0 7820.0 ... 179.21 7792.0 7797.0 AP
7 CF509 20250801 13690.0 13695.0 ... 1305277.19 13615.0 13700.0 CF
8 CF511 20250801 13765.0 13780.0 ... 148870.99 13685.0 13755.0 CF
9 CF601 20250801 13875.0 13880.0 ... 690930.10 13800.0 13845.0 CF
10 CF603 20250801 13820.0 13845.0 ... 1936.31 13780.0 13830.0 CF
11 CF605 20250801 13800.0 13835.0 ... 47628.61 13770.0 13795.0 CF
12 CF607 20250801 13800.0 13845.0 ... 681.32 13765.0 13805.0 CF
13 CJ509 20250801 9580.0 9860.0 ... 88355.86 9715.0 9630.0 CJ
14 CJ512 20250801 10570.0 10860.0 ... 11504.21 10725.0 10575.0 CJ
15 CJ601 20250801 10695.0 11025.0 ... 1201752.97 10880.0 10750.0 CJ
16 CJ603 20250801 10760.0 11055.0 ... 11816.29 10915.0 10785.0 CJ
17 CJ605 20250801 10980.0 11220.0 ... 124614.86 11085.0 10970.0 CJ
18 CJ607 20250801 11115.0 11385.0 ... 1002.70 11265.0 11100.0 CJ
19 CY508 20250801 0.0 0.0 ... 0.00 20005.0 20070.0 CY
20 CY509 20250801 19760.0 19850.0 ... 40966.60 19760.0 19825.0 CY
21 CY510 20250801 0.0 0.0 ... 0.00 19900.0 19935.0 CY
22 CY511 20250801 19765.0 19815.0 ... 31040.01 19765.0 19800.0 CY
23 CY512 20250801 19650.0 19650.0 ... 19.57 19570.0 19740.0 CY
24 CY601 20250801 19650.0 19785.0 ... 1102.80 19695.0 19815.0 CY
25 CY602 20250801 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250801 20190.0 20190.0 ... 20.15 20150.0 20220.0 CY
27 CY604 20250801 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250801 19960.0 19960.0 ... 9.98 19960.0 20040.0 CY
29 CY606 20250801 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250801 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250801 1108.0 1111.0 ... 486.91 1092.0 1134.0 FG
32 FG509 20250801 1116.0 1134.0 ... 5790527.14 1104.0 1146.0 FG
33 FG510 20250801 1194.0 1201.0 ... 123653.30 1181.0 1217.0 FG
34 FG511 20250801 1176.0 1193.0 ... 151058.96 1172.0 1208.0 FG
35 FG512 20250801 1244.0 1263.0 ... 44885.39 1238.0 1278.0 FG
36 FG601 20250801 1224.0 1252.0 ... 2873978.68 1226.0 1265.0 FG
37 FG602 20250801 1270.0 1292.0 ... 4190.96 1268.0 1317.0 FG
38 FG603 20250801 1271.0 1286.0 ... 3750.74 1264.0 1310.0 FG
39 FG604 20250801 1304.0 1328.0 ... 2184.58 1302.0 1343.0 FG
40 FG605 20250801 1299.0 1320.0 ... 51996.77 1297.0 1334.0 FG
41 FG606 20250801 1320.0 1342.0 ... 2500.50 1320.0 1351.0 FG
42 FG607 20250801 1318.0 1338.0 ... 1621.89 1316.0 1344.0 FG
43 JR509 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250801 0.0 0.0 ... 0.00 2368.0 2385.0 MA
53 MA509 20250801 2403.0 2417.0 ... 1214195.45 2403.0 2412.0 MA
54 MA510 20250801 2434.0 2447.0 ... 33130.56 2431.0 2442.0 MA
55 MA511 20250801 2455.0 2468.0 ... 53905.77 2452.0 2463.0 MA
56 MA512 20250801 2485.0 2499.0 ... 22011.90 2485.0 2494.0 MA
57 MA601 20250801 2496.0 2508.0 ... 303307.74 2495.0 2502.0 MA
58 MA602 20250801 2495.0 2500.0 ... 187.01 2494.0 2493.0 MA
59 MA603 20250801 2488.0 2497.0 ... 154.37 2490.0 2487.0 MA
60 MA604 20250801 2473.0 2473.0 ... 12.34 2468.0 2470.0 MA
61 MA605 20250801 2438.0 2451.0 ... 7145.86 2443.0 2442.0 MA
62 MA606 20250801 2457.0 2457.0 ... 4.91 2457.0 2454.0 MA
63 MA607 20250801 2442.0 2442.0 ... 24.39 2439.0 2439.0 MA
64 OI509 20250801 9497.0 9557.0 ... 2057457.97 9495.0 9547.0 OI
65 OI511 20250801 9504.0 9564.0 ... 155603.36 9506.0 9544.0 OI
66 OI601 20250801 9435.0 9492.0 ... 637241.18 9434.0 9481.0 OI
67 OI603 20250801 9377.0 9422.0 ... 1423.15 9363.0 9406.0 OI
68 OI605 20250801 9304.0 9383.0 ... 8283.48 9328.0 9351.0 OI
69 OI607 20250801 9276.0 9373.0 ... 149.02 9314.0 9329.0 OI
70 PF508 20250801 6420.0 6420.0 ... 349.81 6360.0 6454.0 PF
71 PF509 20250801 6450.0 6458.0 ... 282086.69 6408.0 6494.0 PF
72 PF510 20250801 6514.0 6530.0 ... 229932.27 6474.0 6566.0 PF
73 PF511 20250801 6512.0 6526.0 ... 70807.75 6468.0 6562.0 PF
74 PF512 20250801 6522.0 6522.0 ... 27708.06 6464.0 6542.0 PF
75 PF601 20250801 6504.0 6510.0 ... 17386.08 6470.0 6536.0 PF
76 PF602 20250801 6486.0 6486.0 ... 12.95 6474.0 6538.0 PF
77 PF603 20250801 6488.0 6496.0 ... 19.46 6486.0 6566.0 PF
78 PF604 20250801 6516.0 6518.0 ... 22.78 6508.0 6588.0 PF
79 PF605 20250801 6506.0 6540.0 ... 39.13 6522.0 6596.0 PF
80 PF606 20250801 6524.0 6536.0 ... 6.53 6530.0 6598.0 PF
81 PF607 20250801 0.0 0.0 ... 0.00 6540.0 6622.0 PF
82 PK510 20250801 8082.0 8118.0 ... 115372.45 8094.0 8100.0 PK
83 PK511 20250801 7954.0 7986.0 ... 61739.03 7962.0 7966.0 PK
84 PK512 20250801 7940.0 7964.0 ... 18562.80 7946.0 7956.0 PK
85 PK601 20250801 7948.0 7958.0 ... 8995.87 7944.0 7968.0 PK
86 PK603 20250801 7970.0 7970.0 ... 194.95 7958.0 7990.0 PK
87 PK604 20250801 7974.0 7974.0 ... 43.81 7966.0 7998.0 PK
88 PK605 20250801 7980.0 7980.0 ... 1678.35 7954.0 7992.0 PK
89 PL601 20250801 6555.0 6555.0 ... 44929.98 6504.0 6561.0 PL
90 PL602 20250801 6619.0 6619.0 ... 1014.42 6587.0 6623.0 PL
91 PL603 20250801 6530.0 6542.0 ... 1028.89 6512.0 6573.0 PL
92 PL604 20250801 6509.0 6514.0 ... 181.75 6491.0 6595.0 PL
93 PL605 20250801 6476.0 6477.0 ... 782.61 6415.0 6516.0 PL
94 PL606 20250801 6551.0 6551.0 ... 13.10 6551.0 6589.0 PL
95 PL607 20250801 6542.0 6543.0 ... 26.17 6543.0 6593.0 PL
96 PM509 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250801 5944.0 5944.0 ... 44.32 5910.0 5944.0 PR
103 PR509 20250801 5972.0 5980.0 ... 194068.45 5934.0 5996.0 PR
104 PR510 20250801 6004.0 6012.0 ... 195863.10 5974.0 6016.0 PR
105 PR511 20250801 6012.0 6012.0 ... 127549.36 5986.0 6024.0 PR
106 PR512 20250801 5994.0 6002.0 ... 20621.75 5986.0 6030.0 PR
107 PR601 20250801 5998.0 6002.0 ... 3457.03 5986.0 6032.0 PR
108 PR602 20250801 0.0 0.0 ... 0.00 6020.0 6054.0 PR
109 PR603 20250801 0.0 0.0 ... 0.00 6026.0 6044.0 PR
110 PR604 20250801 0.0 0.0 ... 0.00 6036.0 6044.0 PR
111 PR605 20250801 6036.0 6036.0 ... 27.14 6032.0 6054.0 PR
112 PR606 20250801 6036.0 6036.0 ... 18.08 6026.0 6080.0 PR
113 PR607 20250801 0.0 0.0 ... 0.00 6066.0 6066.0 PR
114 PX508 20250801 0.0 0.0 ... 0.00 6846.0 6980.0 PX
115 PX509 20250801 6912.0 6914.0 ... 484983.96 6846.0 6980.0 PX
116 PX510 20250801 6900.0 6902.0 ... 104498.08 6842.0 6944.0 PX
117 PX511 20250801 6878.0 6882.0 ... 167962.69 6828.0 6920.0 PX
118 PX512 20250801 6868.0 6868.0 ... 71488.55 6828.0 6916.0 PX
119 PX601 20250801 6858.0 6858.0 ... 110416.51 6810.0 6888.0 PX
120 PX602 20250801 6814.0 6814.0 ... 13.59 6796.0 6892.0 PX
121 PX603 20250801 0.0 0.0 ... 0.00 6788.0 6846.0 PX
122 PX604 20250801 0.0 0.0 ... 0.00 6792.0 6832.0 PX
123 PX605 20250801 6780.0 6804.0 ... 250.76 6778.0 6846.0 PX
124 PX606 20250801 6774.0 6774.0 ... 3.39 6774.0 6846.0 PX
125 PX607 20250801 0.0 0.0 ... 0.00 6790.0 6852.0 PX
126 RI509 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250801 2670.0 2678.0 ... 4266.11 2666.0 2719.0 RM
133 RM509 20250801 2692.0 2702.0 ... 795040.51 2679.0 2721.0 RM
134 RM511 20250801 2540.0 2552.0 ... 5222.49 2536.0 2559.0 RM
135 RM601 20250801 2411.0 2414.0 ... 245832.38 2401.0 2419.0 RM
136 RM603 20250801 2391.0 2391.0 ... 7803.84 2381.0 2396.0 RM
137 RM605 20250801 2375.0 2377.0 ... 35514.65 2371.0 2377.0 RM
138 RM607 20250801 2357.0 2364.0 ... 2342.05 2359.0 2362.0 RM
139 RS508 20250801 0.0 0.0 ... 0.00 5075.0 5049.0 RS
140 RS509 20250801 5137.0 5160.0 ... 61.64 5136.0 5120.0 RS
141 RS511 20250801 5190.0 5255.0 ... 36.69 5241.0 5255.0 RS
142 RS607 20250801 5241.0 5389.0 ... 248.62 5290.0 5263.0 RS
143 SA508 20250801 1239.0 1243.0 ... 439.28 1241.0 1255.0 SA
144 SA509 20250801 1248.0 1268.0 ... 3629655.86 1254.0 1269.0 SA
145 SA510 20250801 1276.0 1295.0 ... 384590.38 1275.0 1308.0 SA
146 SA511 20250801 1287.0 1303.0 ... 452801.63 1285.0 1318.0 SA
147 SA512 20250801 1324.0 1339.0 ... 71622.54 1324.0 1347.0 SA
148 SA601 20250801 1327.0 1344.0 ... 2649974.18 1328.0 1349.0 SA
149 SA602 20250801 1338.0 1351.0 ... 5437.01 1337.0 1359.0 SA
150 SA603 20250801 1339.0 1354.0 ... 6395.79 1340.0 1360.0 SA
151 SA604 20250801 1374.0 1386.0 ... 2833.42 1373.0 1398.0 SA
152 SA605 20250801 1376.0 1393.0 ... 73859.25 1376.0 1402.0 SA
153 SA606 20250801 1379.0 1398.0 ... 2169.28 1382.0 1406.0 SA
154 SA607 20250801 1376.0 1390.0 ... 1927.17 1375.0 1400.0 SA
155 SF508 20250801 5718.0 5718.0 ... 796.21 5708.0 5722.0 SF
156 SF509 20250801 5736.0 5750.0 ... 797622.22 5706.0 5786.0 SF
157 SF510 20250801 5712.0 5736.0 ... 104697.36 5692.0 5774.0 SF
158 SF511 20250801 5910.0 5920.0 ... 208696.21 5872.0 5950.0 SF
159 SF512 20250801 5894.0 5908.0 ... 24536.44 5860.0 5930.0 SF
160 SF601 20250801 5872.0 5892.0 ... 86096.85 5852.0 5926.0 SF
161 SF602 20250801 5818.0 5842.0 ... 727.97 5802.0 5878.0 SF
162 SF603 20250801 5958.0 5964.0 ... 180.81 5928.0 6032.0 SF
163 SF604 20250801 5938.0 5938.0 ... 44.35 5914.0 5940.0 SF
164 SF605 20250801 5940.0 5954.0 ... 711.63 5906.0 5962.0 SF
165 SF606 20250801 5848.0 5872.0 ... 55.47 5840.0 5880.0 SF
166 SF607 20250801 5960.0 5990.0 ... 20.87 5962.0 6030.0 SF
167 SH508 20250801 2476.0 2476.0 ... 215.39 2476.0 2476.0 SH
168 SH509 20250801 2531.0 2564.0 ... 1833904.73 2541.0 2572.0 SH
169 SH510 20250801 2587.0 2629.0 ... 370571.20 2606.0 2639.0 SH
170 SH511 20250801 2608.0 2616.0 ... 337712.15 2595.0 2626.0 SH
171 SH512 20250801 2618.0 2632.0 ... 62371.94 2610.0 2639.0 SH
172 SH601 20250801 2588.0 2620.0 ... 376489.02 2599.0 2625.0 SH
173 SH602 20250801 2624.0 2634.0 ... 588.09 2614.0 2642.0 SH
174 SH603 20250801 2636.0 2645.0 ... 773.35 2630.0 2651.0 SH
175 SH604 20250801 2666.0 2684.0 ... 537.04 2672.0 2686.0 SH
176 SH605 20250801 2676.0 2696.0 ... 6765.35 2681.0 2695.0 SH
177 SH606 20250801 2681.0 2698.0 ... 249.89 2687.0 2700.0 SH
178 SH607 20250801 2671.0 2671.0 ... 23.96 2662.0 2678.0 SH
179 SM508 20250801 5952.0 5990.0 ... 657.88 5982.0 6008.0 SM
180 SM509 20250801 5982.0 6014.0 ... 1071391.14 5974.0 5988.0 SM
181 SM510 20250801 5986.0 6020.0 ... 114350.56 5986.0 5994.0 SM
182 SM511 20250801 6044.0 6084.0 ... 174764.36 6050.0 6066.0 SM
183 SM512 20250801 6052.0 6092.0 ... 41543.94 6054.0 6070.0 SM
184 SM601 20250801 6068.0 6094.0 ... 304792.38 6060.0 6072.0 SM
185 SM602 20250801 6062.0 6080.0 ... 439.00 6056.0 6066.0 SM
186 SM603 20250801 6080.0 6100.0 ... 837.41 6068.0 6100.0 SM
187 SM604 20250801 6086.0 6092.0 ... 142.96 6084.0 6094.0 SM
188 SM605 20250801 6092.0 6126.0 ... 7489.69 6092.0 6106.0 SM
189 SM606 20250801 6098.0 6128.0 ... 33.54 6098.0 6098.0 SM
190 SM607 20250801 6094.0 6142.0 ... 30.64 6130.0 6124.0 SM
191 SR509 20250801 5782.0 5794.0 ... 1057928.04 5762.0 5801.0 SR
192 SR511 20250801 5678.0 5688.0 ... 86016.27 5662.0 5691.0 SR
193 SR601 20250801 5649.0 5663.0 ... 480826.92 5639.0 5661.0 SR
194 SR603 20250801 5619.0 5636.0 ... 4858.16 5610.0 5635.0 SR
195 SR605 20250801 5605.0 5619.0 ... 24401.08 5590.0 5617.0 SR
196 SR607 20250801 5600.0 5612.0 ... 1934.05 5590.0 5614.0 SR
197 TA508 20250801 4790.0 4790.0 ... 2297.12 4772.0 4830.0 TA
198 TA509 20250801 4794.0 4800.0 ... 1614610.20 4762.0 4842.0 TA
199 TA510 20250801 4810.0 4820.0 ... 69027.65 4782.0 4846.0 TA
200 TA511 20250801 4818.0 4824.0 ... 47505.16 4790.0 4850.0 TA
201 TA512 20250801 4838.0 4838.0 ... 19002.97 4796.0 4854.0 TA
202 TA601 20250801 4832.0 4836.0 ... 597637.87 4800.0 4858.0 TA
203 TA602 20250801 4792.0 4822.0 ... 100.68 4794.0 4848.0 TA
204 TA603 20250801 4830.0 4830.0 ... 204.00 4800.0 4858.0 TA
205 TA604 20250801 4810.0 4824.0 ... 103.37 4808.0 4854.0 TA
206 TA605 20250801 4846.0 4846.0 ... 22098.62 4820.0 4870.0 TA
207 TA606 20250801 4846.0 4848.0 ... 19.34 4834.0 4872.0 TA
208 TA607 20250801 4840.0 4840.0 ... 4.84 4840.0 4870.0 TA
209 UR508 20250801 0.0 0.0 ... 0.00 1707.0 1717.0 UR
210 UR509 20250801 1717.0 1723.0 ... 373047.19 1714.0 1722.0 UR
211 UR510 20250801 1721.0 1730.0 ... 34256.73 1723.0 1728.0 UR
212 UR511 20250801 1749.0 1758.0 ... 35320.16 1752.0 1759.0 UR
213 UR512 20250801 1745.0 1751.0 ... 331.59 1745.0 1759.0 UR
214 UR601 20250801 1735.0 1747.0 ... 127680.42 1741.0 1749.0 UR
215 UR602 20250801 1737.0 1744.0 ... 306.02 1739.0 1742.0 UR
216 UR603 20250801 1775.0 1780.0 ... 156.25 1776.0 1776.0 UR
217 UR604 20250801 1781.0 1783.0 ... 138.70 1778.0 1783.0 UR
218 UR605 20250801 1775.0 1786.0 ... 5553.55 1780.0 1783.0 UR
219 UR606 20250801 1770.0 1781.0 ... 202.34 1775.0 1778.0 UR
220 UR607 20250801 1785.0 1785.0 ... 153.21 1782.0 1789.0 UR
221 WH509 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:25:41,591 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 IC2508 20250801 6182.000 ... 6173.600 6175.600 IC
1 IC2509 20250801 6130.000 ... 6109.800 6112.200 IC
2 IC2512 20250801 5977.000 ... 5961.800 5964.600 IC
3 IC2603 20250801 5852.000 ... 5835.800 5839.200 IC
4 IF2508 20250801 4064.800 ... 4044.000 4063.800 IF
5 IF2509 20250801 4057.800 ... 4031.800 4050.800 IF
6 IF2512 20250801 4021.000 ... 4000.000 4016.400 IF
7 IF2603 20250801 3990.800 ... 3969.000 3985.600 IF
8 IH2508 20250801 2773.600 ... 2755.400 2772.600 IH
9 IH2509 20250801 2776.000 ... 2755.400 2772.000 IH
10 IH2512 20250801 2775.000 ... 2757.400 2773.600 IH
11 IH2603 20250801 2776.200 ... 2757.000 2775.600 IH
12 IM2508 20250801 6625.000 ... 6625.200 6602.800 IM
13 IM2509 20250801 6554.600 ... 6549.800 6526.600 IM
14 IM2512 20250801 6350.000 ... 6364.800 6340.000 IM
15 IM2603 20250801 6188.000 ... 6194.600 6173.000 IM
16 T2509 20250801 108.395 ... 108.450 108.460 T
17 T2512 20250801 108.400 ... 108.425 108.435 T
18 T2603 20250801 108.310 ... 108.395 108.405 T
19 TF2509 20250801 105.715 ... 105.730 105.725 TF
20 TF2512 20250801 105.790 ... 105.785 105.790 TF
21 TF2603 20250801 105.820 ... 105.840 105.840 TF
22 TL2509 20250801 118.950 ... 119.090 119.120 TL
23 TL2512 20250801 118.700 ... 118.820 118.770 TL
24 TL2603 20250801 118.270 ... 118.520 118.430 TL
25 TS2509 20250801 102.346 ... 102.352 102.350 TS
26 TS2512 20250801 102.402 ... 102.394 102.414 TS
27 TS2603 20250801 102.470 ... 102.462 102.484 TS
[28 rows x 12 columns]
2025-08-07 18:25:41,749 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 PS2508 20250801 50580.0 ... 49395.0 50910.0 PS
1 PS2509 20250801 50300.0 ... 49350.0 50735.0 PS
2 PS2510 20250801 50395.0 ... 49490.0 50895.0 PS
3 PS2511 20250801 51000.0 ... 49590.0 50990.0 PS
4 PS2512 20250801 53100.0 ... 52650.0 53875.0 PS
5 PS2601 20250801 53800.0 ... 52835.0 53970.0 PS
6 PS2602 20250801 54000.0 ... 53380.0 54305.0 PS
7 PS2603 20250801 54070.0 ... 53405.0 54680.0 PS
8 PS2604 20250801 54045.0 ... 53565.0 54580.0 PS
9 PS2605 20250801 54000.0 ... 53300.0 54455.0 PS
10 PS2606 20250801 55400.0 ... 55335.0 56210.0 PS
11 PS2607 20250801 56235.0 ... 55500.0 56430.0 PS
13 SI2508 20250801 8775.0 ... 8710.0 8920.0 SI
14 SI2509 20250801 8850.0 ... 8660.0 8860.0 SI
15 SI2510 20250801 8780.0 ... 8655.0 8845.0 SI
16 SI2511 20250801 8755.0 ... 8645.0 8825.0 SI
17 SI2512 20250801 8965.0 ... 8995.0 9135.0 SI
18 SI2601 20250801 9090.0 ... 8975.0 9105.0 SI
19 SI2602 20250801 9070.0 ... 8935.0 9095.0 SI
20 SI2603 20250801 9100.0 ... 8965.0 9065.0 SI
21 SI2604 20250801 9090.0 ... 8970.0 9095.0 SI
22 SI2605 20250801 9105.0 ... 8990.0 9090.0 SI
23 SI2606 20250801 9120.0 ... 8995.0 9095.0 SI
24 SI2607 20250801 9135.0 ... 8975.0 9110.0 SI
27 LC2508 20250801 67600.0 ... 68480.0 67900.0 LC
28 LC2509 20250801 69080.0 ... 68860.0 67840.0 LC
29 LC2510 20250801 68540.0 ... 69000.0 67940.0 LC
30 LC2511 20250801 69040.0 ... 69100.0 68040.0 LC
31 LC2512 20250801 69340.0 ... 69520.0 68460.0 LC
32 LC2601 20250801 69700.0 ... 69500.0 68560.0 LC
33 LC2602 20250801 69600.0 ... 69400.0 68620.0 LC
34 LC2603 20250801 69000.0 ... 69260.0 68580.0 LC
35 LC2604 20250801 70000.0 ... 69900.0 69020.0 LC
36 LC2605 20250801 70040.0 ... 70080.0 69260.0 LC
37 LC2606 20250801 70140.0 ... 70060.0 69160.0 LC
38 LC2607 20250801 70260.0 ... 70160.0 69220.0 LC
[36 rows x 12 columns]
2025-08-07 18:25:41,941 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250801 ... 78260 78430 CU
1 1 CU2509 20250801 ... 78270 78440 CU
2 2 CU2510 20250801 ... 78220 78420 CU
3 3 CU2511 20250801 ... 78210 78420 CU
4 4 CU2512 20250801 ... 78120 78340 CU
5 5 CU2601 20250801 ... 78040 78280 CU
6 6 CU2602 20250801 ... 78000 78270 CU
7 7 CU2603 20250801 ... 78080 78260 CU
8 8 CU2604 20250801 ... 78200 78330 CU
9 9 CU2605 20250801 ... 78070 78350 CU
10 10 CU2606 20250801 ... 78190 78300 CU
11 11 CU2607 20250801 ... 78180 78330 CU
12 12 BC2508 20250801 ... 68830 69490 BC
13 13 BC2509 20250801 ... 69410 69640 BC
14 14 BC2510 20250801 ... 69430 69630 BC
15 15 BC2511 20250801 ... 69240 69240 BC
16 16 BC2512 20250801 ... 69700 69700 BC
17 17 BC2601 20250801 ... 70020 70020 BC
18 18 BC2602 20250801 ... 70000 70000 BC
19 19 BC2603 20250801 ... 70000 70000 BC
20 20 BC2604 20250801 ... 70000 70000 BC
21 21 BC2605 20250801 ... 70000 70000 BC
22 22 BC2606 20250801 ... 69340 69340 BC
23 23 BC2607 20250801 ... 68670 68670 BC
24 24 AL2508 20250801 ... 20520 20625 AL
25 25 AL2509 20250801 ... 20475 20570 AL
26 26 AL2510 20250801 ... 20445 20550 AL
27 27 AL2511 20250801 ... 20400 20505 AL
28 28 AL2512 20250801 ... 20360 20460 AL
29 29 AL2601 20250801 ... 20325 20420 AL
30 30 AL2602 20250801 ... 20330 20435 AL
31 31 AL2603 20250801 ... 20365 20430 AL
32 32 AL2604 20250801 ... 20385 20450 AL
33 33 AL2605 20250801 ... 20400 20485 AL
34 34 AL2606 20250801 ... 20410 20490 AL
35 35 AL2607 20250801 ... 20420 20460 AL
36 36 ZN2508 20250801 ... 22315 22365 ZN
37 37 ZN2509 20250801 ... 22345 22440 ZN
38 38 ZN2510 20250801 ... 22355 22440 ZN
39 39 ZN2511 20250801 ... 22360 22435 ZN
40 40 ZN2512 20250801 ... 22330 22385 ZN
41 41 ZN2601 20250801 ... 22305 22370 ZN
42 42 ZN2602 20250801 ... 22305 22380 ZN
43 43 ZN2603 20250801 ... 22315 22390 ZN
44 44 ZN2604 20250801 ... 22310 22425 ZN
45 45 ZN2605 20250801 ... 22340 22455 ZN
46 46 ZN2606 20250801 ... 22350 22425 ZN
47 47 ZN2607 20250801 ... 22330 22405 ZN
48 48 PB2508 20250801 ... 16630 16785 PB
49 49 PB2509 20250801 ... 16660 16810 PB
50 50 PB2510 20250801 ... 16675 16815 PB
51 51 PB2511 20250801 ... 16705 16815 PB
52 52 PB2512 20250801 ... 16710 16840 PB
53 53 PB2601 20250801 ... 16745 16865 PB
54 54 PB2602 20250801 ... 16885 16885 PB
55 55 PB2603 20250801 ... 16840 16895 PB
56 56 PB2604 20250801 ... 16850 16950 PB
57 57 PB2605 20250801 ... 16850 16990 PB
58 58 PB2606 20250801 ... 17100 17100 PB
59 59 PB2607 20250801 ... 16890 16995 PB
60 60 NI2508 20250801 ... 119950 120130 NI
61 61 NI2509 20250801 ... 119980 120480 NI
62 62 NI2510 20250801 ... 120080 120610 NI
63 63 NI2511 20250801 ... 120270 120770 NI
64 64 NI2512 20250801 ... 120570 121030 NI
65 65 NI2601 20250801 ... 120780 121280 NI
66 66 NI2602 20250801 ... 120930 121610 NI
67 67 NI2603 20250801 ... 121270 121740 NI
68 68 NI2604 20250801 ... 121360 121690 NI
69 69 NI2605 20250801 ... 121760 122180 NI
70 70 NI2606 20250801 ... 121880 122360 NI
71 71 NI2607 20250801 ... 122430 122640 NI
72 72 SN2508 20250801 ... 263970 265890 SN
73 73 SN2509 20250801 ... 264250 266160 SN
74 74 SN2510 20250801 ... 264600 266440 SN
75 75 SN2511 20250801 ... 264620 266310 SN
76 76 SN2512 20250801 ... 264530 266040 SN
77 77 SN2601 20250801 ... 264800 266500 SN
78 78 SN2602 20250801 ... 265000 266500 SN
79 79 SN2603 20250801 ... 265120 266320 SN
80 80 SN2604 20250801 ... 266870 266870 SN
81 81 SN2605 20250801 ... 266350 267230 SN
82 82 SN2606 20250801 ... 266530 267240 SN
83 83 SN2607 20250801 ... 266520 266520 SN
84 84 AO2508 20250801 ... 3233 3274 AO
85 85 AO2509 20250801 ... 3205 3255 AO
86 86 AO2510 20250801 ... 3180 3233 AO
87 87 AO2511 20250801 ... 3183 3233 AO
88 88 AO2512 20250801 ... 3177 3230 AO
89 89 AO2601 20250801 ... 3175 3228 AO
90 90 AO2602 20250801 ... 3157 3229 AO
91 91 AO2603 20250801 ... 3155 3226 AO
92 92 AO2604 20250801 ... 3173 3211 AO
93 93 AO2605 20250801 ... 3163 3207 AO
94 94 AO2606 20250801 ... 3148 3210 AO
95 95 AO2607 20250801 ... 3119 3200 AO
96 96 AD2511 20250801 ... 19890 19980 AD
97 97 AD2512 20250801 ... 19895 19990 AD
98 98 AD2601 20250801 ... 19885 19935 AD
99 99 AD2602 20250801 ... 19760 19970 AD
100 100 AD2603 20250801 ... 19790 19925 AD
101 101 AD2604 20250801 ... 19760 19870 AD
102 102 AD2605 20250801 ... 19670 19755 AD
103 103 AD2606 20250801 ... 19650 19665 AD
104 104 AD2607 20250801 ... 19830 19830 AD
105 105 AU2508 20250801 ... 767.7 766.48 AU
106 106 AU2509 20250801 ... 769.98 768.88 AU
107 107 AU2510 20250801 ... 770.9 769.96 AU
108 108 AU2512 20250801 ... 772.98 771.9 AU
109 109 AU2602 20250801 ... 775.08 774.08 AU
110 110 AU2604 20250801 ... 777.4 776.42 AU
111 111 AU2606 20250801 ... 779.84 778.24 AU
112 112 AU2608 20250801 ... 781.88 780.76 AU
113 113 AG2508 20250801 ... 8902 9029 AG
114 114 AG2509 20250801 ... 8914 9034 AG
115 115 AG2510 20250801 ... 8923 9059 AG
116 116 AG2511 20250801 ... 8934 9063 AG
117 117 AG2512 20250801 ... 8947 9073 AG
118 118 AG2601 20250801 ... 8961 9092 AG
119 119 AG2602 20250801 ... 8971 9097 AG
120 120 AG2603 20250801 ... 8988 9102 AG
121 121 AG2604 20250801 ... 8998 9123 AG
122 122 AG2605 20250801 ... 9015 9132 AG
123 123 AG2606 20250801 ... 9026 9146 AG
124 124 AG2607 20250801 ... 9033 9163 AG
125 125 RB2508 20250801 ... 3170 3206 RB
126 126 RB2509 20250801 ... 3171 3199 RB
127 127 RB2510 20250801 ... 3213 3243 RB
128 128 RB2511 20250801 ... 3236 3262 RB
129 129 RB2512 20250801 ... 3264 3287 RB
130 130 RB2601 20250801 ... 3270 3302 RB
131 131 RB2602 20250801 ... 3256 3279 RB
132 132 RB2603 20250801 ... 3277 3300 RB
133 133 RB2604 20250801 ... 3294 3327 RB
134 134 RB2605 20250801 ... 3297 3326 RB
135 135 RB2606 20250801 ... 3307 3333 RB
136 136 RB2607 20250801 ... 3311 3332 RB
137 137 WR2508 20250801 ... 3212 3212 WR
138 138 WR2509 20250801 ... 3342 3335 WR
139 139 WR2510 20250801 ... 3448 3451 WR
140 140 WR2511 20250801 ... 3500 3500 WR
141 141 WR2512 20250801 ... 3501 3519 WR
142 142 WR2601 20250801 ... 3410 3410 WR
143 143 WR2602 20250801 ... 3540 3540 WR
144 144 WR2603 20250801 ... 3565 3565 WR
145 145 WR2604 20250801 ... 3560 3560 WR
146 146 WR2605 20250801 ... 3595 3595 WR
147 147 WR2606 20250801 ... 3599 3599 WR
148 148 WR2607 20250801 ... 3635 3635 WR
149 149 HC2508 20250801 ... 3395 3426 HC
150 150 HC2509 20250801 ... 3417 3434 HC
151 151 HC2510 20250801 ... 3408 3421 HC
152 152 HC2511 20250801 ... 3408 3425 HC
153 153 HC2512 20250801 ... 3417 3427 HC
154 154 HC2601 20250801 ... 3413 3432 HC
155 155 HC2602 20250801 ... 3403 3414 HC
156 156 HC2603 20250801 ... 3407 3427 HC
157 157 HC2604 20250801 ... 3413 3451 HC
158 158 HC2605 20250801 ... 3411 3425 HC
159 159 HC2606 20250801 ... 3409 3429 HC
160 160 HC2607 20250801 ... 3419 3446 HC
161 161 SS2508 20250801 ... 12915 12865 SS
162 162 SS2509 20250801 ... 12865 12835 SS
163 163 SS2510 20250801 ... 12905 12885 SS
164 164 SS2511 20250801 ... 12955 12925 SS
165 165 SS2512 20250801 ... 12975 12930 SS
166 166 SS2601 20250801 ... 13000 12975 SS
167 167 SS2602 20250801 ... 13025 13030 SS
168 168 SS2603 20250801 ... 13105 13075 SS
169 169 SS2604 20250801 ... 13115 13080 SS
170 170 SS2605 20250801 ... 13185 13145 SS
171 171 SS2606 20250801 ... 13210 13175 SS
172 172 SS2607 20250801 ... 13265 13240 SS
173 173 SC2509 20250801 ... 528.1 532 SC
174 174 SC2510 20250801 ... 523.7 525.3 SC
175 175 SC2511 20250801 ... 519.8 522 SC
176 176 SC2512 20250801 ... 516 518.2 SC
177 177 SC2601 20250801 ... 513 515.2 SC
178 178 SC2602 20250801 ... 509.6 511.7 SC
179 179 SC2603 20250801 ... 506.4 509.1 SC
180 180 SC2604 20250801 ... 503.7 506.3 SC
181 181 SC2605 20250801 ... 502.9 504.4 SC
182 182 SC2606 20250801 ... 500.8 503.2 SC
183 183 SC2607 20250801 ... 498.8 497.1 SC
184 184 SC2608 20250801 ... 496.8 497.1 SC
185 185 SC2609 20250801 ... 495.1 496.3 SC
186 186 SC2612 20250801 ... 488.2 493.1 SC
187 187 SC2703 20250801 ... 486.9 486.9 SC
188 188 SC2706 20250801 ... 484.5 485.4 SC
189 189 SC2709 20250801 ... 483.3 483.3 SC
190 190 SC2712 20250801 ... 483.1 483.1 SC
191 191 SC2803 20250801 ... 476.1 482.2 SC
192 192 SC2806 20250801 ... 474.2 478.3 SC
193 193 LU2509 20250801 ... 3645 3672 LU
194 194 LU2510 20250801 ... 3663 3697 LU
195 195 LU2511 20250801 ... 3668 3699 LU
196 196 LU2512 20250801 ... 3651 3677 LU
197 197 LU2601 20250801 ... 3612 3642 LU
198 198 LU2602 20250801 ... 3595 3625 LU
199 199 LU2603 20250801 ... 3596 3622 LU
200 200 LU2604 20250801 ... 3576 3604 LU
201 201 LU2605 20250801 ... 3498 3607 LU
202 202 LU2606 20250801 ... 3572 3572 LU
203 203 LU2607 20250801 ... 3542 3573 LU
204 204 LU2608 20250801 ... 3529 3573 LU
205 205 FU2509 20250801 ... 2914 2953 FU
206 206 FU2510 20250801 ... 2936 2969 FU
207 207 FU2511 20250801 ... 2952 2978 FU
208 208 FU2512 20250801 ... 2949 2972 FU
209 209 FU2601 20250801 ... 2943 2969 FU
210 210 FU2602 20250801 ... 2938 2960 FU
211 211 FU2603 20250801 ... 2929 2948 FU
212 212 FU2604 20250801 ... 2917 2933 FU
213 213 FU2605 20250801 ... 2903 2921 FU
214 214 FU2606 20250801 ... 2890 2905 FU
215 215 FU2607 20250801 ... 2867 2882 FU
216 216 FU2608 20250801 ... 2852 2882 FU
217 217 BU2508 20250801 ... 3657 3684 BU
218 218 BU2509 20250801 ... 3652 3665 BU
219 219 BU2510 20250801 ... 3643 3650 BU
220 220 BU2511 20250801 ... 3610 3612 BU
221 221 BU2512 20250801 ... 3531 3535 BU
222 222 BU2601 20250801 ... 3499 3500 BU
223 223 BU2602 20250801 ... 3478 3480 BU
224 224 BU2603 20250801 ... 3470 3482 BU
225 225 BU2604 20250801 ... 3467 3469 BU
226 226 BU2605 20250801 ... 3464 3462 BU
227 227 BU2606 20250801 ... 3454 3454 BU
228 228 BU2607 20250801 ... 3451 3461 BU
229 229 BU2609 20250801 ... 3428 3436 BU
230 230 BU2612 20250801 ... 3382 3393 BU
231 231 BU2703 20250801 ... 3378 3391 BU
232 232 BU2706 20250801 ... 3374 3388 BU
233 233 BR2508 20250801 ... 11505 11580 BR
234 234 BR2509 20250801 ... 11475 11580 BR
235 235 BR2510 20250801 ... 11455 11560 BR
236 236 BR2511 20250801 ... 11450 11575 BR
237 237 BR2512 20250801 ... 11480 11635 BR
238 238 BR2601 20250801 ... 11525 11650 BR
239 239 BR2602 20250801 ... 11510 11705 BR
240 240 BR2603 20250801 ... 11550 11705 BR
241 241 BR2604 20250801 ... 11615 11665 BR
242 242 BR2605 20250801 ... 11625 11675 BR
243 243 BR2606 20250801 ... 11575 11635 BR
244 244 BR2607 20250801 ... 11700 11690 BR
245 245 RU2508 20250801 ... 14405 14725 RU
246 246 RU2509 20250801 ... 14440 14720 RU
247 247 RU2510 20250801 ... 14430 14745 RU
248 248 RU2511 20250801 ... 14405 14675 RU
249 249 RU2601 20250801 ... 15280 15515 RU
250 250 RU2603 20250801 ... 15385 15635 RU
251 251 RU2604 20250801 ... 15405 15635 RU
252 252 RU2605 20250801 ... 15390 15650 RU
253 253 RU2606 20250801 ... 15300 15565 RU
254 254 RU2607 20250801 ... 15360 15655 RU
255 255 NR2508 20250801 ... 12185 12320 NR
256 256 NR2509 20250801 ... 12220 12365 NR
257 257 NR2510 20250801 ... 12260 12395 NR
258 258 NR2511 20250801 ... 12295 12445 NR
259 259 NR2512 20250801 ... 12340 12465 NR
260 260 NR2601 20250801 ... 12385 12490 NR
261 261 NR2602 20250801 ... 12465 12590 NR
262 262 NR2603 20250801 ... 12310 12650 NR
263 263 NR2604 20250801 ... 12285 12640 NR
264 264 NR2605 20250801 ... 12430 12585 NR
265 265 NR2606 20250801 ... 12290 12630 NR
266 266 NR2607 20250801 ... 12550 12550 NR
267 267 SP2508 20250801 ... 5194 5240 SP
268 268 SP2509 20250801 ... 5206 5268 SP
269 269 SP2510 20250801 ... 5196 5248 SP
270 270 SP2511 20250801 ... 5202 5246 SP
271 271 SP2512 20250801 ... 5198 5232 SP
272 272 SP2601 20250801 ... 5414 5444 SP
273 273 SP2602 20250801 ... 5356 5368 SP
274 274 SP2603 20250801 ... 5362 5366 SP
275 275 SP2604 20250801 ... 5354 5366 SP
276 276 SP2605 20250801 ... 5352 5354 SP
277 277 SP2606 20250801 ... 5354 5348 SP
278 278 SP2607 20250801 ... 5348 5348 SP
279 279 EC2508 20250801 ... 2114.3 2123.5 EC
280 280 EC2510 20250801 ... 1432.1 1428.2 EC
281 281 EC2512 20250801 ... 1687.9 1700.9 EC
282 282 EC2602 20250801 ... 1485.8 1496.3 EC
283 283 EC2604 20250801 ... 1329.8 1340.3 EC
284 284 EC2606 20250801 ... 1469.7 1475.5 EC
285 285 SC_TAS2509 20250801 ... SC_TAS
286 286 SC_TAS2510 20250801 ... SC_TAS
287 287 SC_TAS2511 20250801 ... SC_TAS
288 288 SC_TAS2512 20250801 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 18:25:42,048 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
2025-08-07 18:25:43,795 - future_1d - INFO - save future_daily 2025-08-01 completed
symbol date open ... settle pre_settle variety
0 a2509 20250804 4122.00 ... 4126.00 4126.00 A
1 a2511 20250804 4107.00 ... 4105.00 4110.00 A
2 a2601 20250804 4098.00 ... 4098.00 4098.00 A
3 a2603 20250804 4091.00 ... 4089.00 4090.00 A
4 a2605 20250804 4130.00 ... 4130.00 4129.00 A
5 a2607 20250804 4125.00 ... 4122.00 4126.00 A
6 b2508 20250804 3566.00 ... 3510.00 3592.00 B
7 b2509 20250804 3684.00 ... 3687.00 3670.00 B
8 b2510 20250804 3720.00 ... 3734.00 3709.00 B
9 b2511 20250804 3750.00 ... 3754.00 3727.00 B
10 b2512 20250804 3751.00 ... 3764.00 3744.00 B
11 b2601 20250804 3735.00 ... 3744.00 3729.00 B
12 b2602 20250804 3706.00 ... 3712.00 3700.00 B
13 b2603 20250804 3630.00 ... 3630.00 3616.00 B
14 b2604 20250804 3518.00 ... 3517.00 3504.00 B
15 b2605 20250804 3441.00 ... 3441.00 3431.00 B
16 b2606 20250804 3427.00 ... 3424.00 3416.00 B
17 b2607 20250804 3418.00 ... 3416.00 3412.00 B
18 bb2509 20250804 151.30 ... 148.85 144.90 BB
19 bb2511 20250804 149.60 ... 150.50 148.35 BB
20 bb2601 20250804 147.85 ... 149.50 148.00 BB
21 bb2603 20250804 148.70 ... 147.75 146.35 BB
22 bb2605 20250804 0.00 ... 142.05 140.75 BB
23 bb2607 20250804 0.00 ... 147.80 146.40 BB
24 bz2603 20250804 6270.00 ... 6231.00 6284.00 BZ
25 bz2604 20250804 6241.00 ... 6190.00 6241.00 BZ
26 bz2605 20250804 6255.00 ... 6254.00 6256.00 BZ
27 bz2606 20250804 0.00 ... 6253.00 6253.00 BZ
28 bz2607 20250804 6140.00 ... 6175.00 6250.00 BZ
29 c2509 20250804 2298.00 ... 2288.00 2296.00 C
30 c2511 20250804 2231.00 ... 2227.00 2233.00 C
31 c2601 20250804 2211.00 ... 2213.00 2213.00 C
32 c2603 20250804 2213.00 ... 2214.00 2213.00 C
33 c2605 20250804 2258.00 ... 2259.00 2258.00 C
34 c2607 20250804 2274.00 ... 2275.00 2276.00 C
35 cs2509 20250804 2664.00 ... 2662.00 2665.00 CS
36 cs2511 20250804 2579.00 ... 2568.00 2573.00 CS
37 cs2601 20250804 2582.00 ... 2577.00 2579.00 CS
38 cs2603 20250804 2576.00 ... 2570.00 2573.00 CS
39 cs2605 20250804 2618.00 ... 2620.00 2621.00 CS
40 cs2607 20250804 2628.00 ... 2629.00 2630.00 CS
41 eb2508 20250804 7264.00 ... 7225.00 7262.00 EB
42 eb2509 20250804 7296.00 ... 7273.00 7319.00 EB
43 eb2510 20250804 7333.00 ... 7294.00 7356.00 EB
44 eb2511 20250804 7370.00 ... 7315.00 7386.00 EB
45 eb2512 20250804 7386.00 ... 7336.00 7411.00 EB
46 eb2601 20250804 7410.00 ... 7345.00 7417.00 EB
47 eb2602 20250804 7390.00 ... 7357.00 7419.00 EB
48 eb2603 20250804 7369.00 ... 7331.00 7420.00 EB
49 eb2604 20250804 7398.00 ... 7356.00 7423.00 EB
50 eb2605 20250804 7407.00 ... 7371.00 7423.00 EB
51 eb2606 20250804 0.00 ... 7449.00 7449.00 EB
52 eb2607 20250804 0.00 ... 7370.00 7370.00 EB
53 eg2508 20250804 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250804 4402.00 ... 4375.00 4406.00 EG
55 eg2510 20250804 4397.00 ... 4380.00 4406.00 EG
56 eg2511 20250804 4418.00 ... 4400.00 4422.00 EG
57 eg2512 20250804 4419.00 ... 4410.00 4432.00 EG
58 eg2601 20250804 4438.00 ... 4410.00 4438.00 EG
59 eg2602 20250804 4404.00 ... 4414.00 4458.00 EG
60 eg2603 20250804 4410.00 ... 4411.00 4438.00 EG
61 eg2604 20250804 4423.00 ... 4423.00 4497.00 EG
62 eg2605 20250804 4431.00 ... 4429.00 4444.00 EG
63 eg2606 20250804 4429.00 ... 4424.00 4503.00 EG
64 eg2607 20250804 4446.00 ... 4446.00 4514.00 EG
65 fb2508 20250804 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250804 1280.50 ... 1270.00 1282.00 FB
67 fb2510 20250804 1320.00 ... 1309.00 1317.50 FB
68 fb2511 20250804 1314.00 ... 1301.50 1311.50 FB
69 fb2512 20250804 1310.00 ... 1304.50 1312.00 FB
70 fb2601 20250804 1319.50 ... 1304.00 1314.50 FB
71 fb2602 20250804 1329.50 ... 1312.00 1299.00 FB
72 fb2603 20250804 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250804 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250804 0.00 ... 1339.00 1339.00 FB
75 fb2606 20250804 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250804 0.00 ... 1302.50 1302.50 FB
77 i2508 20250804 799.00 ... 805.00 793.50 I
78 i2509 20250804 787.00 ... 789.00 784.50 I
79 i2510 20250804 780.00 ... 784.00 779.50 I
80 i2511 20250804 774.00 ... 778.00 773.50 I
81 i2512 20250804 767.00 ... 772.00 766.50 I
82 i2601 20250804 759.00 ... 764.00 758.00 I
83 i2602 20250804 754.00 ... 759.50 754.50 I
84 i2603 20250804 749.50 ... 754.50 750.00 I
85 i2604 20250804 745.00 ... 750.00 745.00 I
86 i2605 20250804 734.50 ... 740.00 735.50 I
87 i2606 20250804 730.50 ... 735.50 730.50 I
88 i2607 20250804 727.50 ... 731.50 726.50 I
89 j2508 20250804 0.00 ... 1598.00 1598.00 J
90 j2509 20250804 1585.50 ... 1584.50 1617.50 J
91 j2510 20250804 1604.50 ... 1604.00 1613.00 J
92 j2511 20250804 1612.00 ... 1621.50 1628.50 J
93 j2512 20250804 1621.50 ... 1629.00 1665.00 J
94 j2601 20250804 1629.50 ... 1641.00 1658.50 J
95 j2602 20250804 1634.50 ... 1634.50 1689.00 J
96 j2603 20250804 0.00 ... 1639.00 1635.00 J
97 j2604 20250804 1673.50 ... 1673.50 1708.50 J
98 j2605 20250804 1674.00 ... 1707.50 1708.00 J
99 j2606 20250804 0.00 ... 1733.00 1733.00 J
100 j2607 20250804 1686.50 ... 1733.00 1693.50 J
101 jd2508 20250804 3100.00 ... 3093.00 3271.00 JD
102 jd2509 20250804 3450.00 ... 3394.00 3501.00 JD
103 jd2510 20250804 3270.00 ... 3258.00 3294.00 JD
104 jd2511 20250804 3332.00 ... 3335.00 3355.00 JD
105 jd2512 20250804 3500.00 ... 3510.00 3516.00 JD
106 jd2601 20250804 3609.00 ... 3619.00 3616.00 JD
107 jd2602 20250804 3195.00 ... 3205.00 3197.00 JD
108 jd2603 20250804 3195.00 ... 3211.00 3198.00 JD
109 jd2604 20250804 3340.00 ... 3362.00 3341.00 JD
110 jd2605 20250804 3456.00 ... 3467.00 3454.00 JD
111 jd2606 20250804 3295.00 ... 3300.00 3285.00 JD
112 jd2607 20250804 3500.00 ... 3515.00 3497.00 JD
113 jm2508 20250804 0.00 ... 910.00 910.00 JM
114 jm2509 20250804 987.00 ... 982.50 1017.00 JM
115 jm2510 20250804 1020.00 ... 1014.00 1053.50 JM
116 jm2511 20250804 1044.00 ... 1042.50 1074.00 JM
117 jm2512 20250804 1067.50 ... 1068.00 1091.00 JM
118 jm2601 20250804 1099.50 ... 1105.50 1115.00 JM
119 jm2602 20250804 1108.00 ... 1115.50 1119.50 JM
120 jm2603 20250804 1110.50 ... 1120.50 1137.00 JM
121 jm2604 20250804 1119.50 ... 1130.00 1141.50 JM
122 jm2605 20250804 1127.00 ... 1142.00 1142.00 JM
123 jm2606 20250804 1124.00 ... 1153.00 1146.50 JM
124 jm2607 20250804 1140.00 ... 1158.00 1157.50 JM
125 l2508 20250804 0.00 ... 7311.00 7311.00 L
126 l2509 20250804 7312.00 ... 7276.00 7336.00 L
127 l2510 20250804 7342.00 ... 7299.00 7361.00 L
128 l2511 20250804 7364.00 ... 7327.00 7384.00 L
129 l2512 20250804 7372.00 ... 7342.00 7399.00 L
130 l2601 20250804 7385.00 ... 7343.00 7398.00 L
131 l2602 20250804 7360.00 ... 7340.00 7389.00 L
132 l2603 20250804 0.00 ... 7389.00 7389.00 L
133 l2604 20250804 7370.00 ... 7363.00 7386.00 L
134 l2605 20250804 7372.00 ... 7336.00 7377.00 L
135 l2606 20250804 0.00 ... 7367.00 7367.00 L
136 l2607 20250804 7340.00 ... 7340.00 7395.00 L
137 lg2509 20250804 820.00 ... 834.00 819.00 LG
138 lg2511 20250804 826.50 ... 835.00 825.00 LG
139 lg2601 20250804 829.00 ... 835.50 826.00 LG
140 lg2603 20250804 829.00 ... 832.50 824.00 LG
141 lg2605 20250804 834.50 ... 839.50 830.00 LG
142 lg2607 20250804 830.00 ... 833.00 827.50 LG
143 lh2509 20250804 13975.00 ... 13880.00 14010.00 LH
144 lh2511 20250804 13800.00 ... 13840.00 13860.00 LH
145 lh2601 20250804 14105.00 ... 14145.00 14185.00 LH
146 lh2603 20250804 13220.00 ... 13230.00 13290.00 LH
147 lh2605 20250804 13700.00 ... 13740.00 13740.00 LH
148 lh2607 20250804 14390.00 ... 14395.00 14445.00 LH
149 m2508 20250804 3000.00 ... 3001.00 2998.00 M
150 m2509 20250804 3006.00 ... 3021.00 3004.00 M
151 m2511 20250804 3042.00 ... 3060.00 3043.00 M
152 m2512 20250804 3069.00 ... 3084.00 3068.00 M
153 m2601 20250804 3033.00 ... 3050.00 3035.00 M
154 m2603 20250804 2919.00 ... 2929.00 2918.00 M
155 m2605 20250804 2735.00 ... 2742.00 2734.00 M
156 m2607 20250804 2718.00 ... 2723.00 2717.00 M
157 p2508 20250804 0.00 ... 8808.00 8808.00 P
158 p2509 20250804 8918.00 ... 8814.00 8894.00 P
159 p2510 20250804 8910.00 ... 8818.00 8900.00 P
160 p2511 20250804 8910.00 ... 8814.00 8902.00 P
161 p2512 20250804 8924.00 ... 8812.00 8898.00 P
162 p2601 20250804 8946.00 ... 8830.00 8914.00 P
163 p2602 20250804 8890.00 ... 8804.00 8886.00 P
164 p2603 20250804 8844.00 ... 8766.00 8836.00 P
165 p2604 20250804 8798.00 ... 8720.00 8804.00 P
166 p2605 20250804 8770.00 ... 8648.00 8732.00 P
167 p2606 20250804 8558.00 ... 8548.00 8664.00 P
168 p2607 20250804 8470.00 ... 8484.00 8594.00 P
169 pg2508 20250804 3965.00 ... 3935.00 3984.00 PG
170 pg2509 20250804 3973.00 ... 3921.00 3987.00 PG
171 pg2510 20250804 4407.00 ... 4347.00 4432.00 PG
172 pg2511 20250804 4353.00 ... 4286.00 4377.00 PG
173 pg2512 20250804 4307.00 ... 4231.00 4319.00 PG
174 pg2601 20250804 4246.00 ... 4175.00 4255.00 PG
175 pg2602 20250804 4160.00 ... 4093.00 4171.00 PG
176 pg2603 20250804 4081.00 ... 4019.00 4085.00 PG
177 pg2604 20250804 4342.00 ... 4330.00 4381.00 PG
178 pg2605 20250804 4260.00 ... 4209.00 4287.00 PG
179 pg2606 20250804 4210.00 ... 4163.00 4227.00 PG
180 pg2607 20250804 4154.00 ... 4116.00 4200.00 PG
181 pp2508 20250804 7042.00 ... 7033.00 7061.00 PP
182 pp2509 20250804 7098.00 ... 7069.00 7113.00 PP
183 pp2510 20250804 7092.00 ... 7062.00 7116.00 PP
184 pp2511 20250804 7101.00 ... 7082.00 7128.00 PP
185 pp2512 20250804 7110.00 ... 7094.00 7136.00 PP
186 pp2601 20250804 7130.00 ... 7099.00 7137.00 PP
187 pp2602 20250804 7100.00 ... 7084.00 7120.00 PP
188 pp2603 20250804 7092.00 ... 7085.00 7104.00 PP
189 pp2604 20250804 7107.00 ... 7101.00 7125.00 PP
190 pp2605 20250804 7120.00 ... 7107.00 7134.00 PP
191 pp2606 20250804 7100.00 ... 7085.00 7112.00 PP
192 pp2607 20250804 7100.00 ... 7100.00 7131.00 PP
193 rr2508 20250804 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250804 3601.00 ... 3611.00 3615.00 RR
195 rr2510 20250804 3627.00 ... 3622.00 3629.00 RR
196 rr2511 20250804 3631.00 ... 3626.00 3629.00 RR
197 rr2512 20250804 3626.00 ... 3622.00 3624.00 RR
198 rr2601 20250804 3631.00 ... 3629.00 3631.00 RR
199 rr2602 20250804 3625.00 ... 3623.00 3625.00 RR
200 rr2603 20250804 3624.00 ... 3621.00 3619.00 RR
201 rr2604 20250804 3622.00 ... 3622.00 3624.00 RR
202 rr2605 20250804 3620.00 ... 3620.00 3624.00 RR
203 rr2606 20250804 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250804 0.00 ... 3633.00 3633.00 RR
205 v2508 20250804 4952.00 ... 4937.00 5001.00 V
206 v2509 20250804 5019.00 ... 4978.00 5040.00 V
207 v2510 20250804 5043.00 ... 5012.00 5075.00 V
208 v2511 20250804 5082.00 ... 5053.00 5114.00 V
209 v2512 20250804 5118.00 ... 5084.00 5145.00 V
210 v2601 20250804 5170.00 ... 5116.00 5179.00 V
211 v2602 20250804 5166.00 ... 5144.00 5204.00 V
212 v2603 20250804 5190.00 ... 5169.00 5233.00 V
213 v2604 20250804 5410.00 ... 5385.00 5443.00 V
214 v2605 20250804 5452.00 ... 5410.00 5464.00 V
215 v2606 20250804 5453.00 ... 5440.00 5473.00 V
216 v2607 20250804 5500.00 ... 5454.00 5503.00 V
217 y2508 20250804 8210.00 ... 8284.00 8240.00 Y
218 y2509 20250804 8274.00 ... 8246.00 8228.00 Y
219 y2511 20250804 8266.00 ... 8240.00 8220.00 Y
220 y2512 20250804 8284.00 ... 8258.00 8230.00 Y
221 y2601 20250804 8230.00 ... 8204.00 8186.00 Y
222 y2603 20250804 8120.00 ... 8104.00 8078.00 Y
223 y2605 20250804 7850.00 ... 7842.00 7834.00 Y
224 y2607 20250804 7800.00 ... 7792.00 7802.00 Y
[225 rows x 12 columns]
2025-08-07 18:25:48,966 - future_1d - INFO - ak.get_dce_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250804 527.6 527.7 ... 7537481.8 516.8 528.1 SC
1 SC2510 20250804 523.1 523.1 ... 1718415.83 511.8 523.7 SC
2 SC2511 20250804 519 519 ... 271381.83 507.9 519.8 SC
3 SC2512 20250804 516.3 516.3 ... 64483.96 505.7 516 SC
4 SC2601 20250804 511.2 511.2 ... 21919.61 501.5 513 SC
5 SC2602 20250804 507.1 507.1 ... 13994.73 499.8 509.6 SC
6 SC2603 20250804 505.8 505.8 ... 17388.31 496.8 506.4 SC
7 SC2604 20250804 503 503 ... 2690.04 489 503.7 SC
8 SC2605 20250804 502.5 502.5 ... 392.58 490.7 502.9 SC
9 SC2606 20250804 497 497 ... 2624.28 485.9 500.8 SC
10 SC2607 20250804 ... 0 485 498.8 SC
11 SC2608 20250804 ... 0 486.8 496.8 SC
12 SC2609 20250804 480.4 480.4 ... 48.04 480.4 495.1 SC
13 SC2612 20250804 487.7 487.7 ... 192.82 482 488.2 SC
14 SC2703 20250804 ... 0 478.1 486.9 SC
15 SC2706 20250804 484.5 484.5 ... 96.18 480.9 484.5 SC
16 SC2709 20250804 472 472 ... 94.34 471.7 483.3 SC
17 SC2712 20250804 470.1 470.1 ... 47.01 470.1 483.1 SC
18 SC2803 20250804 ... 0 469.5 476.1 SC
19 SC2806 20250804 474.5 474.5 ... 141.74 472.4 474.2 SC
21 LU2509 20250804 3633 3643 ... 30108.692 3572 3645 LU
22 LU2510 20250804 3652 3661 ... 391774.499 3588 3663 LU
23 LU2511 20250804 3669 3670 ... 162900.07 3600 3668 LU
24 LU2512 20250804 3634 3654 ... 10543.715 3571 3651 LU
25 LU2601 20250804 3600 3616 ... 10236.398 3529 3612 LU
26 LU2602 20250804 3572 3580 ... 518.326 3526 3595 LU
27 LU2603 20250804 3579 3580 ... 355.004 3550 3596 LU
28 LU2604 20250804 3543 3543 ... 28.048 3506 3576 LU
29 LU2605 20250804 3485 3485 ... 38.14 3467 3498 LU
30 LU2606 20250804 3551 3551 ... 31.436 3492 3572 LU
31 LU2607 20250804 3545 3545 ... 59.126 3478 3542 LU
32 LU2608 20250804 3508 3508 ... 20.862 3477 3529 LU
34 NR2508 20250804 12185 12185 ... 1331.5 12100 12185 NR
35 NR2509 20250804 12230 12230 ... 817545.835 12145 12220 NR
36 NR2510 20250804 12265 12270 ... 451114.65 12190 12260 NR
37 NR2511 20250804 12320 12320 ... 41742.415 12220 12295 NR
38 NR2512 20250804 12345 12345 ... 10967.365 12265 12340 NR
39 NR2601 20250804 12335 12390 ... 28054.275 12305 12385 NR
40 NR2602 20250804 12360 12360 ... 579.87 12335 12465 NR
41 NR2603 20250804 12310 12400 ... 692.76 12370 12310 NR
42 NR2604 20250804 12425 12425 ... 198 12375 12285 NR
43 NR2605 20250804 12360 12400 ... 37.16 12385 12430 NR
44 NR2606 20250804 12505 12505 ... 137.365 12485 12290 NR
45 NR2607 20250804 12475 12500 ... 24.975 12485 12550 NR
47 BC2508 20250804 69350 69440 ... 346.975 69390 68830 BC
48 BC2509 20250804 69600 69640 ... 125883.2 69370 69410 BC
49 BC2510 20250804 69510 69650 ... 13987.375 69410 69430 BC
50 BC2511 20250804 ... 0 69240 69240 BC
51 BC2512 20250804 69660 69660 ... 69.655 69650 69700 BC
52 BC2601 20250804 ... 0 70020 70020 BC
53 BC2602 20250804 ... 0 70000 70000 BC
54 BC2603 20250804 ... 0 70000 70000 BC
55 BC2604 20250804 ... 0 70000 70000 BC
56 BC2605 20250804 ... 0 70000 70000 BC
57 BC2606 20250804 ... 0 69340 69340 BC
58 BC2607 20250804 ... 0 68670 68670 BC
60 EC2508 20250804 2100 2122.3 ... 5068.865 2112 2114.3 EC
61 EC2510 20250804 1415.9 1432 ... 212521.427 1404.2 1432.1 EC
62 EC2512 20250804 1670 1700 ... 29799.638 1670.3 1687.9 EC
63 EC2602 20250804 1485.8 1490 ... 5042.7065 1474.4 1485.8 EC
64 EC2604 20250804 1325.9 1330 ... 4879.1515 1315.1 1329.8 EC
65 EC2606 20250804 1454.6 1467.8 ... 713.0175 1455.1 1469.7 EC
68 SC_TAS2509 20250804 ... SC_TAS
69 SC_TAS2510 20250804 ... SC_TAS
70 SC_TAS2511 20250804 ... SC_TAS
71 SC_TAS2512 20250804 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 18:25:49,050 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250804 7773.0 7849.0 ... 300951.68 7814.0 7791.0 AP
1 AP511 20250804 7605.0 7653.0 ... 1725.71 7636.0 7603.0 AP
2 AP512 20250804 7674.0 7706.0 ... 53.89 7698.0 7663.0 AP
3 AP601 20250804 7682.0 7768.0 ... 19704.24 7736.0 7718.0 AP
4 AP603 20250804 7662.0 7733.0 ... 169.46 7703.0 7676.0 AP
5 AP604 20250804 7724.0 7797.0 ... 139.63 7757.0 7710.0 AP
6 AP605 20250804 7800.0 7877.0 ... 352.93 7843.0 7792.0 AP
7 CF509 20250804 13585.0 13725.0 ... 1297244.37 13640.0 13615.0 CF
8 CF511 20250804 13650.0 13730.0 ... 141482.60 13655.0 13685.0 CF
9 CF601 20250804 13780.0 13850.0 ... 771390.51 13780.0 13800.0 CF
10 CF603 20250804 13725.0 13815.0 ... 4326.38 13755.0 13780.0 CF
11 CF605 20250804 13725.0 13790.0 ... 31564.35 13720.0 13770.0 CF
12 CF607 20250804 13730.0 13800.0 ... 1444.25 13755.0 13765.0 CF
13 CJ509 20250804 9855.0 9965.0 ... 53058.83 9790.0 9715.0 CJ
14 CJ512 20250804 10885.0 10970.0 ... 13609.31 10750.0 10725.0 CJ
15 CJ601 20250804 11030.0 11135.0 ... 931396.45 10920.0 10880.0 CJ
16 CJ603 20250804 11075.0 11200.0 ... 14148.16 11000.0 10915.0 CJ
17 CJ605 20250804 11220.0 11330.0 ... 133541.52 11135.0 11085.0 CJ
18 CJ607 20250804 11440.0 11470.0 ... 3045.32 11300.0 11265.0 CJ
19 CY508 20250804 0.0 0.0 ... 0.00 20005.0 20005.0 CY
20 CY509 20250804 19730.0 19855.0 ... 40417.30 19790.0 19760.0 CY
21 CY510 20250804 0.0 0.0 ... 0.00 19900.0 19900.0 CY
22 CY511 20250804 19735.0 19830.0 ... 50819.35 19765.0 19765.0 CY
23 CY512 20250804 19650.0 19650.0 ... 9.83 19650.0 19570.0 CY
24 CY601 20250804 19680.0 19740.0 ... 363.90 19670.0 19695.0 CY
25 CY602 20250804 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250804 0.0 0.0 ... 0.00 20150.0 20150.0 CY
27 CY604 20250804 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250804 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250804 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250804 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250804 1060.0 1062.0 ... 110.41 1062.0 1092.0 FG
32 FG509 20250804 1102.0 1114.0 ... 3978523.83 1084.0 1104.0 FG
33 FG510 20250804 1182.0 1191.0 ... 111783.35 1162.0 1181.0 FG
34 FG511 20250804 1170.0 1180.0 ... 144753.47 1156.0 1172.0 FG
35 FG512 20250804 1246.0 1250.0 ... 38624.12 1228.0 1238.0 FG
36 FG601 20250804 1225.0 1239.0 ... 2136501.70 1218.0 1226.0 FG
37 FG602 20250804 1275.0 1281.0 ... 4936.81 1261.0 1268.0 FG
38 FG603 20250804 1268.0 1278.0 ... 2449.13 1256.0 1264.0 FG
39 FG604 20250804 1315.0 1323.0 ... 1652.62 1303.0 1302.0 FG
40 FG605 20250804 1305.0 1312.0 ... 39571.16 1292.0 1297.0 FG
41 FG606 20250804 1333.0 1336.0 ... 1654.59 1322.0 1320.0 FG
42 FG607 20250804 1328.0 1333.0 ... 1215.33 1315.0 1316.0 FG
43 JR509 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250804 0.0 0.0 ... 0.00 2366.0 2368.0 MA
53 MA509 20250804 2398.0 2398.0 ... 937605.55 2384.0 2403.0 MA
54 MA510 20250804 2423.0 2426.0 ... 47736.70 2413.0 2431.0 MA
55 MA511 20250804 2445.0 2448.0 ... 86842.31 2437.0 2452.0 MA
56 MA512 20250804 2475.0 2482.0 ... 51185.22 2472.0 2485.0 MA
57 MA601 20250804 2490.0 2492.0 ... 293457.67 2481.0 2495.0 MA
58 MA602 20250804 2476.0 2487.0 ... 14.89 2482.0 2494.0 MA
59 MA603 20250804 2477.0 2480.0 ... 71.73 2474.0 2490.0 MA
60 MA604 20250804 2458.0 2460.0 ... 14.74 2456.0 2468.0 MA
61 MA605 20250804 2438.0 2440.0 ... 8826.55 2427.0 2443.0 MA
62 MA606 20250804 2435.0 2443.0 ... 29.25 2438.0 2457.0 MA
63 MA607 20250804 2425.0 2428.0 ... 31.53 2425.0 2439.0 MA
64 OI509 20250804 9516.0 9545.0 ... 2070972.21 9490.0 9495.0 OI
65 OI511 20250804 9519.0 9555.0 ... 196916.07 9496.0 9506.0 OI
66 OI601 20250804 9462.0 9478.0 ... 724308.93 9429.0 9434.0 OI
67 OI603 20250804 9387.0 9414.0 ... 1143.75 9375.0 9363.0 OI
68 OI605 20250804 9337.0 9357.0 ... 9060.38 9321.0 9328.0 OI
69 OI607 20250804 9288.0 9338.0 ... 65.18 9312.0 9314.0 OI
70 PF508 20250804 6342.0 6342.0 ... 309.71 6322.0 6360.0 PF
71 PF509 20250804 6392.0 6394.0 ... 236650.30 6362.0 6408.0 PF
72 PF510 20250804 6460.0 6484.0 ... 235468.09 6420.0 6474.0 PF
73 PF511 20250804 6448.0 6454.0 ... 75736.25 6412.0 6468.0 PF
74 PF512 20250804 6442.0 6448.0 ... 32645.95 6404.0 6464.0 PF
75 PF601 20250804 6452.0 6458.0 ... 7784.22 6416.0 6470.0 PF
76 PF602 20250804 6454.0 6454.0 ... 125.43 6432.0 6474.0 PF
77 PF603 20250804 6432.0 6436.0 ... 32.10 6420.0 6486.0 PF
78 PF604 20250804 6432.0 6432.0 ... 6.43 6432.0 6508.0 PF
79 PF605 20250804 6488.0 6488.0 ... 35.56 6466.0 6522.0 PF
80 PF606 20250804 6474.0 6474.0 ... 9.70 6468.0 6530.0 PF
81 PF607 20250804 6476.0 6476.0 ... 3.24 6476.0 6540.0 PF
82 PK510 20250804 8086.0 8116.0 ... 138040.34 8092.0 8094.0 PK
83 PK511 20250804 7936.0 7992.0 ... 65133.48 7960.0 7962.0 PK
84 PK512 20250804 7944.0 7964.0 ... 12139.21 7948.0 7946.0 PK
85 PK601 20250804 7938.0 7960.0 ... 9737.21 7950.0 7944.0 PK
86 PK603 20250804 7948.0 7970.0 ... 143.10 7950.0 7958.0 PK
87 PK604 20250804 7964.0 7970.0 ... 55.71 7960.0 7966.0 PK
88 PK605 20250804 7964.0 7968.0 ... 1057.86 7954.0 7954.0 PK
89 PL601 20250804 6480.0 6494.0 ... 27644.28 6468.0 6504.0 PL
90 PL602 20250804 6559.0 6565.0 ... 2547.66 6532.0 6587.0 PL
91 PL603 20250804 6503.0 6503.0 ... 1308.30 6477.0 6512.0 PL
92 PL604 20250804 6500.0 6500.0 ... 90.64 6475.0 6491.0 PL
93 PL605 20250804 6394.0 6399.0 ... 368.63 6356.0 6415.0 PL
94 PL606 20250804 6487.0 6488.0 ... 38.86 6477.0 6551.0 PL
95 PL607 20250804 6480.0 6480.0 ... 38.86 6477.0 6543.0 PL
96 PM509 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250804 5910.0 5910.0 ... 883.53 5890.0 5910.0 PR
103 PR509 20250804 5920.0 5930.0 ... 131191.51 5896.0 5934.0 PR
104 PR510 20250804 5958.0 5960.0 ... 261631.81 5932.0 5974.0 PR
105 PR511 20250804 5960.0 5976.0 ... 144239.65 5946.0 5986.0 PR
106 PR512 20250804 5970.0 5978.0 ... 24440.54 5962.0 5986.0 PR
107 PR601 20250804 5980.0 5982.0 ... 2565.75 5960.0 5986.0 PR
108 PR602 20250804 5988.0 6010.0 ... 18.00 6000.0 6020.0 PR
109 PR603 20250804 6000.0 6020.0 ... 36.03 6006.0 6026.0 PR
110 PR604 20250804 6010.0 6012.0 ... 27.05 6012.0 6036.0 PR
111 PR605 20250804 6000.0 6000.0 ... 44.95 5994.0 6032.0 PR
112 PR606 20250804 0.0 0.0 ... 0.00 6026.0 6026.0 PR
113 PR607 20250804 0.0 0.0 ... 0.00 6038.0 6066.0 PR
114 PX508 20250804 0.0 0.0 ... 0.00 6780.0 6846.0 PX
115 PX509 20250804 6814.0 6840.0 ... 334445.39 6780.0 6846.0 PX
116 PX510 20250804 6822.0 6836.0 ... 74595.13 6768.0 6842.0 PX
117 PX511 20250804 6792.0 6818.0 ... 152374.76 6744.0 6828.0 PX
118 PX512 20250804 6808.0 6820.0 ... 62508.73 6748.0 6828.0 PX
119 PX601 20250804 6784.0 6802.0 ... 65389.34 6746.0 6810.0 PX
120 PX602 20250804 6760.0 6760.0 ... 20.16 6722.0 6796.0 PX
121 PX603 20250804 6706.0 6706.0 ... 3.35 6706.0 6788.0 PX
122 PX604 20250804 0.0 0.0 ... 0.00 6718.0 6792.0 PX
123 PX605 20250804 6750.0 6752.0 ... 228.14 6710.0 6778.0 PX
124 PX606 20250804 6736.0 6736.0 ... 10.08 6718.0 6774.0 PX
125 PX607 20250804 6740.0 6740.0 ... 10.08 6720.0 6790.0 PX
126 RI509 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250804 2675.0 2690.0 ... 1239.52 2683.0 2666.0 RM
133 RM509 20250804 2668.0 2706.0 ... 707768.85 2686.0 2679.0 RM
134 RM511 20250804 2535.0 2565.0 ... 9752.72 2555.0 2536.0 RM
135 RM601 20250804 2403.0 2443.0 ... 289576.57 2428.0 2401.0 RM
136 RM603 20250804 2384.0 2414.0 ... 18395.60 2403.0 2381.0 RM
137 RM605 20250804 2372.0 2388.0 ... 66568.85 2380.0 2371.0 RM
138 RM607 20250804 2360.0 2371.0 ... 5984.32 2363.0 2359.0 RM
139 RS508 20250804 0.0 0.0 ... 0.00 5037.0 5075.0 RS
140 RS509 20250804 5020.0 5126.0 ... 56.08 5098.0 5136.0 RS
141 RS511 20250804 0.0 0.0 ... 0.00 5241.0 5241.0 RS
142 RS607 20250804 0.0 0.0 ... 0.00 5350.0 5290.0 RS
143 SA508 20250804 1243.0 1253.0 ... 628.17 1246.0 1241.0 SA
144 SA509 20250804 1261.0 1265.0 ... 2853354.68 1246.0 1254.0 SA
145 SA510 20250804 1284.0 1294.0 ... 262195.50 1274.0 1275.0 SA
146 SA511 20250804 1293.0 1304.0 ... 322932.05 1284.0 1285.0 SA
147 SA512 20250804 1328.0 1342.0 ... 115764.91 1323.0 1324.0 SA
148 SA601 20250804 1336.0 1348.0 ... 2655822.59 1327.0 1328.0 SA
149 SA602 20250804 1347.0 1356.0 ... 5451.06 1334.0 1337.0 SA
150 SA603 20250804 1341.0 1360.0 ... 6134.95 1337.0 1340.0 SA
151 SA604 20250804 1384.0 1394.0 ... 2576.12 1370.0 1373.0 SA
152 SA605 20250804 1387.0 1399.0 ... 68878.89 1376.0 1376.0 SA
153 SA606 20250804 1389.0 1403.0 ... 2068.54 1381.0 1382.0 SA
154 SA607 20250804 1381.0 1396.0 ... 1834.07 1373.0 1375.0 SA
155 SF508 20250804 5654.0 5654.0 ... 565.40 5654.0 5708.0 SF
156 SF509 20250804 5650.0 5686.0 ... 630654.35 5658.0 5706.0 SF
157 SF510 20250804 5636.0 5674.0 ... 117651.91 5638.0 5692.0 SF
158 SF511 20250804 5810.0 5850.0 ... 191289.12 5808.0 5872.0 SF
159 SF512 20250804 5794.0 5840.0 ... 21588.72 5802.0 5860.0 SF
160 SF601 20250804 5788.0 5828.0 ... 59683.99 5790.0 5852.0 SF
161 SF602 20250804 5750.0 5786.0 ... 628.50 5740.0 5802.0 SF
162 SF603 20250804 5890.0 5918.0 ... 123.44 5878.0 5928.0 SF
163 SF604 20250804 5850.0 5902.0 ... 43.97 5862.0 5914.0 SF
164 SF605 20250804 5860.0 5900.0 ... 556.94 5862.0 5906.0 SF
165 SF606 20250804 5778.0 5820.0 ... 46.31 5790.0 5840.0 SF
166 SF607 20250804 5926.0 5938.0 ... 26.67 5926.0 5962.0 SF
167 SH508 20250804 0.0 0.0 ... 741.00 2459.0 2476.0 SH
168 SH509 20250804 2537.0 2548.0 ... 1513544.15 2517.0 2541.0 SH
169 SH510 20250804 2600.0 2612.0 ... 316036.16 2590.0 2606.0 SH
170 SH511 20250804 2587.0 2611.0 ... 280266.17 2584.0 2595.0 SH
171 SH512 20250804 2607.0 2623.0 ... 85877.07 2597.0 2610.0 SH
172 SH601 20250804 2600.0 2607.0 ... 401607.32 2587.0 2599.0 SH
173 SH602 20250804 2619.0 2626.0 ... 617.95 2607.0 2614.0 SH
174 SH603 20250804 2629.0 2636.0 ... 416.18 2617.0 2630.0 SH
175 SH604 20250804 2666.0 2676.0 ... 175.74 2663.0 2672.0 SH
176 SH605 20250804 2686.0 2688.0 ... 4474.98 2673.0 2681.0 SH
177 SH606 20250804 2686.0 2693.0 ... 233.36 2682.0 2687.0 SH
178 SH607 20250804 2671.0 2671.0 ... 47.93 2663.0 2662.0 SH
179 SM508 20250804 5950.0 5968.0 ... 1159.78 5948.0 5982.0 SM
180 SM509 20250804 5950.0 5996.0 ... 838339.68 5962.0 5974.0 SM
181 SM510 20250804 5942.0 5998.0 ... 71556.61 5964.0 5986.0 SM
182 SM511 20250804 6016.0 6064.0 ... 134514.72 6032.0 6050.0 SM
183 SM512 20250804 6024.0 6072.0 ... 34306.74 6040.0 6054.0 SM
184 SM601 20250804 6040.0 6082.0 ... 235811.29 6050.0 6060.0 SM
185 SM602 20250804 6018.0 6068.0 ... 1023.27 6056.0 6056.0 SM
186 SM603 20250804 6012.0 6078.0 ... 202.33 6040.0 6068.0 SM
187 SM604 20250804 6032.0 6086.0 ... 138.95 6042.0 6084.0 SM
188 SM605 20250804 6048.0 6114.0 ... 4435.33 6080.0 6092.0 SM
189 SM606 20250804 6072.0 6112.0 ... 51.73 6086.0 6098.0 SM
190 SM607 20250804 6100.0 6130.0 ... 79.35 6104.0 6130.0 SM
191 SR509 20250804 5730.0 5735.0 ... 851954.10 5721.0 5762.0 SR
192 SR511 20250804 5653.0 5657.0 ... 80022.35 5650.0 5662.0 SR
193 SR601 20250804 5618.0 5639.0 ... 428796.21 5626.0 5639.0 SR
194 SR603 20250804 5592.0 5609.0 ... 4269.87 5596.0 5610.0 SR
195 SR605 20250804 5566.0 5575.0 ... 28518.38 5567.0 5590.0 SR
196 SR607 20250804 5568.0 5571.0 ... 1363.09 5564.0 5590.0 SR
197 TA508 20250804 4740.0 4740.0 ... 2013.21 4688.0 4772.0 TA
198 TA509 20250804 4750.0 4758.0 ... 1193028.62 4716.0 4762.0 TA
199 TA510 20250804 4754.0 4776.0 ... 93498.83 4734.0 4782.0 TA
200 TA511 20250804 4776.0 4782.0 ... 65366.60 4740.0 4790.0 TA
201 TA512 20250804 4778.0 4782.0 ... 25256.18 4742.0 4796.0 TA
202 TA601 20250804 4782.0 4786.0 ... 551070.31 4744.0 4800.0 TA
203 TA602 20250804 4772.0 4772.0 ... 68.79 4744.0 4794.0 TA
204 TA603 20250804 4778.0 4778.0 ... 23.76 4752.0 4800.0 TA
205 TA604 20250804 4760.0 4760.0 ... 14.28 4758.0 4808.0 TA
206 TA605 20250804 4808.0 4820.0 ... 8422.00 4784.0 4820.0 TA
207 TA606 20250804 4794.0 4794.0 ... 11.96 4784.0 4834.0 TA
208 TA607 20250804 4786.0 4788.0 ... 7.18 4786.0 4840.0 TA
209 UR508 20250804 0.0 0.0 ... 0.00 1722.0 1707.0 UR
210 UR509 20250804 1714.0 1742.0 ... 511274.84 1726.0 1714.0 UR
211 UR510 20250804 1719.0 1748.0 ... 24919.67 1734.0 1723.0 UR
212 UR511 20250804 1741.0 1776.0 ... 23864.82 1765.0 1752.0 UR
213 UR512 20250804 1752.0 1770.0 ... 715.44 1762.0 1745.0 UR
214 UR601 20250804 1740.0 1765.0 ... 144639.26 1752.0 1741.0 UR
215 UR602 20250804 1733.0 1762.0 ... 2181.49 1751.0 1739.0 UR
216 UR603 20250804 1777.0 1794.0 ... 92.82 1785.0 1776.0 UR
217 UR604 20250804 1778.0 1794.0 ... 160.22 1780.0 1778.0 UR
218 UR605 20250804 1782.0 1799.0 ... 4427.03 1788.0 1780.0 UR
219 UR606 20250804 1771.0 1789.0 ... 181.43 1779.0 1775.0 UR
220 UR607 20250804 1776.0 1793.0 ... 139.19 1785.0 1782.0 UR
221 WH509 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:25:49,384 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 IC2508 20250804 6158.800 ... 6220.600 6173.600 IC
1 IC2509 20250804 6084.000 ... 6157.800 6109.800 IC
2 IC2512 20250804 5937.800 ... 6001.200 5961.800 IC
3 IC2603 20250804 5803.800 ... 5873.200 5835.800 IC
4 IF2508 20250804 4034.000 ... 4060.000 4044.000 IF
5 IF2509 20250804 4018.200 ... 4048.000 4031.800 IF
6 IF2512 20250804 3983.000 ... 4017.000 4000.000 IF
7 IF2603 20250804 3951.800 ... 3987.200 3969.000 IF
8 IH2508 20250804 2749.000 ... 2767.200 2755.400 IH
9 IH2509 20250804 2750.000 ... 2768.000 2755.400 IH
10 IH2512 20250804 2751.400 ... 2770.000 2757.400 IH
11 IH2603 20250804 2754.000 ... 2769.800 2757.000 IH
12 IM2508 20250804 6606.000 ... 6694.400 6625.200 IM
13 IM2509 20250804 6528.000 ... 6622.600 6549.800 IM
14 IM2512 20250804 6336.400 ... 6433.000 6364.800 IM
15 IM2603 20250804 6165.000 ... 6262.000 6194.600 IM
16 T2509 20250804 108.595 ... 108.485 108.450 T
17 T2512 20250804 108.450 ... 108.265 108.425 T
18 T2603 20250804 108.200 ... 108.035 108.395 T
19 TF2509 20250804 105.810 ... 105.715 105.730 TF
20 TF2512 20250804 105.825 ... 105.710 105.785 TF
21 TF2603 20250804 105.845 ... 105.695 105.840 TF
22 TL2509 20250804 119.700 ... 119.250 119.090 TL
23 TL2512 20250804 119.180 ... 118.900 118.820 TL
24 TL2603 20250804 118.490 ... 118.540 118.520 TL
25 TS2509 20250804 102.384 ... 102.354 102.352 TS
26 TS2512 20250804 102.396 ... 102.362 102.394 TS
27 TS2603 20250804 102.400 ... 102.332 102.462 TS
[28 rows x 12 columns]
2025-08-07 18:25:49,489 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 PS2508 20250804 48000.0 ... 48370.0 49395.0 PS
1 PS2509 20250804 48500.0 ... 48250.0 49350.0 PS
2 PS2510 20250804 48500.0 ... 48405.0 49490.0 PS
3 PS2511 20250804 48800.0 ... 48450.0 49590.0 PS
4 PS2512 20250804 52475.0 ... 51430.0 52650.0 PS
5 PS2601 20250804 51600.0 ... 51605.0 52835.0 PS
6 PS2602 20250804 51940.0 ... 51880.0 53380.0 PS
7 PS2603 20250804 52065.0 ... 52045.0 53405.0 PS
8 PS2604 20250804 52100.0 ... 52185.0 53565.0 PS
9 PS2605 20250804 51900.0 ... 51875.0 53300.0 PS
10 PS2606 20250804 54600.0 ... 54095.0 55335.0 PS
11 PS2607 20250804 54235.0 ... 54260.0 55500.0 PS
13 SI2508 20250804 8330.0 ... 8490.0 8710.0 SI
14 SI2509 20250804 8490.0 ... 8365.0 8660.0 SI
15 SI2510 20250804 8465.0 ... 8380.0 8655.0 SI
16 SI2511 20250804 8450.0 ... 8375.0 8645.0 SI
17 SI2512 20250804 8825.0 ... 8720.0 8995.0 SI
18 SI2601 20250804 8795.0 ... 8715.0 8975.0 SI
19 SI2602 20250804 8750.0 ... 8700.0 8935.0 SI
20 SI2603 20250804 8750.0 ... 8725.0 8965.0 SI
21 SI2604 20250804 8760.0 ... 8745.0 8970.0 SI
22 SI2605 20250804 8885.0 ... 8745.0 8990.0 SI
23 SI2606 20250804 8885.0 ... 8770.0 8995.0 SI
24 SI2607 20250804 8895.0 ... 8790.0 8975.0 SI
27 LC2508 20250804 68500.0 ... 69520.0 68480.0 LC
28 LC2509 20250804 69280.0 ... 69520.0 68860.0 LC
29 LC2510 20250804 69360.0 ... 69480.0 69000.0 LC
30 LC2511 20250804 69320.0 ... 69500.0 69100.0 LC
31 LC2512 20250804 69580.0 ... 69580.0 69520.0 LC
32 LC2601 20250804 69600.0 ... 69640.0 69500.0 LC
33 LC2602 20250804 69460.0 ... 69320.0 69400.0 LC
34 LC2603 20250804 69000.0 ... 69440.0 69260.0 LC
35 LC2604 20250804 69860.0 ... 70200.0 69900.0 LC
36 LC2605 20250804 71000.0 ... 70300.0 70080.0 LC
37 LC2606 20250804 69160.0 ... 70140.0 70060.0 LC
38 LC2607 20250804 70060.0 ... 70220.0 70160.0 LC
[36 rows x 12 columns]
2025-08-07 18:25:49,687 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250804 ... 78240 78260 CU
1 1 CU2509 20250804 ... 78220 78270 CU
2 2 CU2510 20250804 ... 78200 78220 CU
3 3 CU2511 20250804 ... 78130 78210 CU
4 4 CU2512 20250804 ... 78100 78120 CU
5 5 CU2601 20250804 ... 78080 78040 CU
6 6 CU2602 20250804 ... 78070 78000 CU
7 7 CU2603 20250804 ... 78030 78080 CU
8 8 CU2604 20250804 ... 78120 78200 CU
9 9 CU2605 20250804 ... 78080 78070 CU
10 10 CU2606 20250804 ... 78120 78190 CU
11 11 CU2607 20250804 ... 78080 78180 CU
12 12 BC2508 20250804 ... 69390 68830 BC
13 13 BC2509 20250804 ... 69370 69410 BC
14 14 BC2510 20250804 ... 69410 69430 BC
15 15 BC2511 20250804 ... 69240 69240 BC
16 16 BC2512 20250804 ... 69650 69700 BC
17 17 BC2601 20250804 ... 70020 70020 BC
18 18 BC2602 20250804 ... 70000 70000 BC
19 19 BC2603 20250804 ... 70000 70000 BC
20 20 BC2604 20250804 ... 70000 70000 BC
21 21 BC2605 20250804 ... 70000 70000 BC
22 22 BC2606 20250804 ... 69340 69340 BC
23 23 BC2607 20250804 ... 68670 68670 BC
24 24 AL2508 20250804 ... 20515 20520 AL
25 25 AL2509 20250804 ... 20455 20475 AL
26 26 AL2510 20250804 ... 20415 20445 AL
27 27 AL2511 20250804 ... 20370 20400 AL
28 28 AL2512 20250804 ... 20325 20360 AL
29 29 AL2601 20250804 ... 20295 20325 AL
30 30 AL2602 20250804 ... 20300 20330 AL
31 31 AL2603 20250804 ... 20320 20365 AL
32 32 AL2604 20250804 ... 20355 20385 AL
33 33 AL2605 20250804 ... 20360 20400 AL
34 34 AL2606 20250804 ... 20355 20410 AL
35 35 AL2607 20250804 ... 20355 20420 AL
36 36 ZN2508 20250804 ... 22175 22315 ZN
37 37 ZN2509 20250804 ... 22205 22345 ZN
38 38 ZN2510 20250804 ... 22190 22355 ZN
39 39 ZN2511 20250804 ... 22190 22360 ZN
40 40 ZN2512 20250804 ... 22165 22330 ZN
41 41 ZN2601 20250804 ... 22140 22305 ZN
42 42 ZN2602 20250804 ... 22130 22305 ZN
43 43 ZN2603 20250804 ... 22150 22315 ZN
44 44 ZN2604 20250804 ... 22180 22310 ZN
45 45 ZN2605 20250804 ... 22170 22340 ZN
46 46 ZN2606 20250804 ... 22185 22350 ZN
47 47 ZN2607 20250804 ... 22170 22330 ZN
48 48 PB2508 20250804 ... 16735 16630 PB
49 49 PB2509 20250804 ... 16780 16660 PB
50 50 PB2510 20250804 ... 16780 16675 PB
51 51 PB2511 20250804 ... 16805 16705 PB
52 52 PB2512 20250804 ... 16830 16710 PB
53 53 PB2601 20250804 ... 16855 16745 PB
54 54 PB2602 20250804 ... 16835 16885 PB
55 55 PB2603 20250804 ... 16860 16840 PB
56 56 PB2604 20250804 ... 16850 16850 PB
57 57 PB2605 20250804 ... 16910 16850 PB
58 58 PB2606 20250804 ... 17100 17100 PB
59 59 PB2607 20250804 ... 16895 16890 PB
60 60 NI2508 20250804 ... 119880 119950 NI
61 61 NI2509 20250804 ... 119910 119980 NI
62 62 NI2510 20250804 ... 120020 120080 NI
63 63 NI2511 20250804 ... 120150 120270 NI
64 64 NI2512 20250804 ... 120170 120570 NI
65 65 NI2601 20250804 ... 120750 120780 NI
66 66 NI2602 20250804 ... 120670 120930 NI
67 67 NI2603 20250804 ... 120940 121270 NI
68 68 NI2604 20250804 ... 121190 121360 NI
69 69 NI2605 20250804 ... 121790 121760 NI
70 70 NI2606 20250804 ... 122260 121880 NI
71 71 NI2607 20250804 ... 122100 122430 NI
72 72 SN2508 20250804 ... 265590 263970 SN
73 73 SN2509 20250804 ... 266150 264250 SN
74 74 SN2510 20250804 ... 266410 264600 SN
75 75 SN2511 20250804 ... 266390 264620 SN
76 76 SN2512 20250804 ... 266610 264530 SN
77 77 SN2601 20250804 ... 266980 264800 SN
78 78 SN2602 20250804 ... 267390 265000 SN
79 79 SN2603 20250804 ... 267380 265120 SN
80 80 SN2604 20250804 ... 267470 266870 SN
81 81 SN2605 20250804 ... 267140 266350 SN
82 82 SN2606 20250804 ... 268030 266530 SN
83 83 SN2607 20250804 ... 267110 266520 SN
84 84 AO2508 20250804 ... 3178 3233 AO
85 85 AO2509 20250804 ... 3190 3205 AO
86 86 AO2510 20250804 ... 3185 3180 AO
87 87 AO2511 20250804 ... 3189 3183 AO
88 88 AO2512 20250804 ... 3183 3177 AO
89 89 AO2601 20250804 ... 3184 3175 AO
90 90 AO2602 20250804 ... 3173 3157 AO
91 91 AO2603 20250804 ... 3168 3155 AO
92 92 AO2604 20250804 ... 3179 3173 AO
93 93 AO2605 20250804 ... 3175 3163 AO
94 94 AO2606 20250804 ... 3164 3148 AO
95 95 AO2607 20250804 ... 3172 3119 AO
96 96 AD2511 20250804 ... 19880 19890 AD
97 97 AD2512 20250804 ... 19890 19895 AD
98 98 AD2601 20250804 ... 19830 19885 AD
99 99 AD2602 20250804 ... 19760 19760 AD
100 100 AD2603 20250804 ... 19790 19790 AD
101 101 AD2604 20250804 ... 19710 19760 AD
102 102 AD2605 20250804 ... 19650 19670 AD
103 103 AD2606 20250804 ... 19650 19650 AD
104 104 AD2607 20250804 ... 19830 19830 AD
105 105 AU2508 20250804 ... 777.22 767.7 AU
106 106 AU2509 20250804 ... 779.2 769.98 AU
107 107 AU2510 20250804 ... 780.48 770.9 AU
108 108 AU2512 20250804 ... 782.76 772.98 AU
109 109 AU2602 20250804 ... 784.98 775.08 AU
110 110 AU2604 20250804 ... 787 777.4 AU
111 111 AU2606 20250804 ... 789.08 779.84 AU
112 112 AU2608 20250804 ... 791.5 781.88 AU
113 113 AG2508 20250804 ... 8986 8902 AG
114 114 AG2509 20250804 ... 8992 8914 AG
115 115 AG2510 20250804 ... 9001 8923 AG
116 116 AG2511 20250804 ... 9014 8934 AG
117 117 AG2512 20250804 ... 9026 8947 AG
118 118 AG2601 20250804 ... 9038 8961 AG
119 119 AG2602 20250804 ... 9049 8971 AG
120 120 AG2603 20250804 ... 9064 8988 AG
121 121 AG2604 20250804 ... 9075 8998 AG
122 122 AG2605 20250804 ... 9092 9015 AG
123 123 AG2606 20250804 ... 9104 9026 AG
124 124 AG2607 20250804 ... 9115 9033 AG
125 125 RB2508 20250804 ... 3146 3170 RB
126 126 RB2509 20250804 ... 3160 3171 RB
127 127 RB2510 20250804 ... 3189 3213 RB
128 128 RB2511 20250804 ... 3212 3236 RB
129 129 RB2512 20250804 ... 3244 3264 RB
130 130 RB2601 20250804 ... 3250 3270 RB
131 131 RB2602 20250804 ... 3235 3256 RB
132 132 RB2603 20250804 ... 3258 3277 RB
133 133 RB2604 20250804 ... 3270 3294 RB
134 134 RB2605 20250804 ... 3284 3297 RB
135 135 RB2606 20250804 ... 3290 3307 RB
136 136 RB2607 20250804 ... 3297 3311 RB
137 137 WR2508 20250804 ... 3212 3212 WR
138 138 WR2509 20250804 ... 3342 3342 WR
139 139 WR2510 20250804 ... 3401 3448 WR
140 140 WR2511 20250804 ... 3490 3500 WR
141 141 WR2512 20250804 ... 3499 3501 WR
142 142 WR2601 20250804 ... 3416 3410 WR
143 143 WR2602 20250804 ... 3540 3540 WR
144 144 WR2603 20250804 ... 3565 3565 WR
145 145 WR2604 20250804 ... 3560 3560 WR
146 146 WR2605 20250804 ... 3595 3595 WR
147 147 WR2606 20250804 ... 3599 3599 WR
148 148 WR2607 20250804 ... 3635 3635 WR
149 149 HC2508 20250804 ... 3395 3395 HC
150 150 HC2509 20250804 ... 3404 3417 HC
151 151 HC2510 20250804 ... 3393 3408 HC
152 152 HC2511 20250804 ... 3391 3408 HC
153 153 HC2512 20250804 ... 3405 3417 HC
154 154 HC2601 20250804 ... 3396 3413 HC
155 155 HC2602 20250804 ... 3377 3403 HC
156 156 HC2603 20250804 ... 3389 3407 HC
157 157 HC2604 20250804 ... 3414 3413 HC
158 158 HC2605 20250804 ... 3399 3411 HC
159 159 HC2606 20250804 ... 3394 3409 HC
160 160 HC2607 20250804 ... 3414 3419 HC
161 161 SS2508 20250804 ... 12895 12915 SS
162 162 SS2509 20250804 ... 12845 12865 SS
163 163 SS2510 20250804 ... 12895 12905 SS
164 164 SS2511 20250804 ... 12945 12955 SS
165 165 SS2512 20250804 ... 12970 12975 SS
166 166 SS2601 20250804 ... 12990 13000 SS
167 167 SS2602 20250804 ... 13045 13025 SS
168 168 SS2603 20250804 ... 13090 13105 SS
169 169 SS2604 20250804 ... 13190 13115 SS
170 170 SS2605 20250804 ... 13150 13185 SS
171 171 SS2606 20250804 ... 13220 13210 SS
172 172 SS2607 20250804 ... 13240 13265 SS
173 173 SC2509 20250804 ... 516.8 528.1 SC
174 174 SC2510 20250804 ... 511.8 523.7 SC
175 175 SC2511 20250804 ... 507.9 519.8 SC
176 176 SC2512 20250804 ... 505.7 516 SC
177 177 SC2601 20250804 ... 501.5 513 SC
178 178 SC2602 20250804 ... 499.8 509.6 SC
179 179 SC2603 20250804 ... 496.8 506.4 SC
180 180 SC2604 20250804 ... 489 503.7 SC
181 181 SC2605 20250804 ... 490.7 502.9 SC
182 182 SC2606 20250804 ... 485.9 500.8 SC
183 183 SC2607 20250804 ... 485 498.8 SC
184 184 SC2608 20250804 ... 486.8 496.8 SC
185 185 SC2609 20250804 ... 480.4 495.1 SC
186 186 SC2612 20250804 ... 482 488.2 SC
187 187 SC2703 20250804 ... 478.1 486.9 SC
188 188 SC2706 20250804 ... 480.9 484.5 SC
189 189 SC2709 20250804 ... 471.7 483.3 SC
190 190 SC2712 20250804 ... 470.1 483.1 SC
191 191 SC2803 20250804 ... 469.5 476.1 SC
192 192 SC2806 20250804 ... 472.4 474.2 SC
193 193 LU2509 20250804 ... 3572 3645 LU
194 194 LU2510 20250804 ... 3588 3663 LU
195 195 LU2511 20250804 ... 3600 3668 LU
196 196 LU2512 20250804 ... 3571 3651 LU
197 197 LU2601 20250804 ... 3529 3612 LU
198 198 LU2602 20250804 ... 3526 3595 LU
199 199 LU2603 20250804 ... 3550 3596 LU
200 200 LU2604 20250804 ... 3506 3576 LU
201 201 LU2605 20250804 ... 3467 3498 LU
202 202 LU2606 20250804 ... 3492 3572 LU
203 203 LU2607 20250804 ... 3478 3542 LU
204 204 LU2608 20250804 ... 3477 3529 LU
205 205 FU2509 20250804 ... 2869 2914 FU
206 206 FU2510 20250804 ... 2889 2936 FU
207 207 FU2511 20250804 ... 2903 2952 FU
208 208 FU2512 20250804 ... 2894 2949 FU
209 209 FU2601 20250804 ... 2893 2943 FU
210 210 FU2602 20250804 ... 2876 2938 FU
211 211 FU2603 20250804 ... 2870 2929 FU
212 212 FU2604 20250804 ... 2855 2917 FU
213 213 FU2605 20250804 ... 2856 2903 FU
214 214 FU2606 20250804 ... 2843 2890 FU
215 215 FU2607 20250804 ... 2824 2867 FU
216 216 FU2608 20250804 ... 2825 2852 FU
217 217 BU2508 20250804 ... 3625 3657 BU
218 218 BU2509 20250804 ... 3601 3652 BU
219 219 BU2510 20250804 ... 3580 3643 BU
220 220 BU2511 20250804 ... 3553 3610 BU
221 221 BU2512 20250804 ... 3487 3531 BU
222 222 BU2601 20250804 ... 3442 3499 BU
223 223 BU2602 20250804 ... 3423 3478 BU
224 224 BU2603 20250804 ... 3405 3470 BU
225 225 BU2604 20250804 ... 3404 3467 BU
226 226 BU2605 20250804 ... 3402 3464 BU
227 227 BU2606 20250804 ... 3420 3454 BU
228 228 BU2607 20250804 ... 3399 3451 BU
229 229 BU2609 20250804 ... 3394 3428 BU
230 230 BU2612 20250804 ... 3352 3382 BU
231 231 BU2703 20250804 ... 3354 3378 BU
232 232 BU2706 20250804 ... 3353 3374 BU
233 233 BR2508 20250804 ... 11480 11505 BR
234 234 BR2509 20250804 ... 11405 11475 BR
235 235 BR2510 20250804 ... 11410 11455 BR
236 236 BR2511 20250804 ... 11430 11450 BR
237 237 BR2512 20250804 ... 11475 11480 BR
238 238 BR2601 20250804 ... 11515 11525 BR
239 239 BR2602 20250804 ... 11510 11510 BR
240 240 BR2603 20250804 ... 11525 11550 BR
241 241 BR2604 20250804 ... 11590 11615 BR
242 242 BR2605 20250804 ... 11610 11625 BR
243 243 BR2606 20250804 ... 11575 11575 BR
244 244 BR2607 20250804 ... 11655 11700 BR
245 245 RU2508 20250804 ... 14275 14405 RU
246 246 RU2509 20250804 ... 14320 14440 RU
247 247 RU2510 20250804 ... 14345 14430 RU
248 248 RU2511 20250804 ... 14325 14405 RU
249 249 RU2601 20250804 ... 15210 15280 RU
250 250 RU2603 20250804 ... 15280 15385 RU
251 251 RU2604 20250804 ... 15230 15405 RU
252 252 RU2605 20250804 ... 15325 15390 RU
253 253 RU2606 20250804 ... 15330 15300 RU
254 254 RU2607 20250804 ... 15400 15360 RU
255 255 NR2508 20250804 ... 12100 12185 NR
256 256 NR2509 20250804 ... 12145 12220 NR
257 257 NR2510 20250804 ... 12190 12260 NR
258 258 NR2511 20250804 ... 12220 12295 NR
259 259 NR2512 20250804 ... 12265 12340 NR
260 260 NR2601 20250804 ... 12305 12385 NR
261 261 NR2602 20250804 ... 12335 12465 NR
262 262 NR2603 20250804 ... 12370 12310 NR
263 263 NR2604 20250804 ... 12375 12285 NR
264 264 NR2605 20250804 ... 12385 12430 NR
265 265 NR2606 20250804 ... 12485 12290 NR
266 266 NR2607 20250804 ... 12485 12550 NR
267 267 SP2508 20250804 ... 5194 5194 SP
268 268 SP2509 20250804 ... 5170 5206 SP
269 269 SP2510 20250804 ... 5172 5196 SP
270 270 SP2511 20250804 ... 5178 5202 SP
271 271 SP2512 20250804 ... 5186 5198 SP
272 272 SP2601 20250804 ... 5410 5414 SP
273 273 SP2602 20250804 ... 5362 5356 SP
274 274 SP2603 20250804 ... 5374 5362 SP
275 275 SP2604 20250804 ... 5350 5354 SP
276 276 SP2605 20250804 ... 5362 5352 SP
277 277 SP2606 20250804 ... 5378 5354 SP
278 278 SP2607 20250804 ... 5362 5348 SP
279 279 EC2508 20250804 ... 2112 2114.3 EC
280 280 EC2510 20250804 ... 1404.2 1432.1 EC
281 281 EC2512 20250804 ... 1670.3 1687.9 EC
282 282 EC2602 20250804 ... 1474.4 1485.8 EC
283 283 EC2604 20250804 ... 1315.1 1329.8 EC
284 284 EC2606 20250804 ... 1455.1 1469.7 EC
285 286 SC_TAS2509 20250804 ... SC_TAS
286 287 SC_TAS2510 20250804 ... SC_TAS
287 288 SC_TAS2511 20250804 ... SC_TAS
288 289 SC_TAS2512 20250804 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 18:25:49,787 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
2025-08-07 18:25:51,538 - future_1d - INFO - save future_daily 2025-08-04 completed
symbol date open ... settle pre_settle variety
0 a2509 20250805 4115.00 ... 4121.00 4126.00 A
1 a2511 20250805 4098.00 ... 4100.00 4105.00 A
2 a2601 20250805 4090.00 ... 4101.00 4098.00 A
3 a2603 20250805 4080.00 ... 4091.00 4089.00 A
4 a2605 20250805 4124.00 ... 4130.00 4130.00 A
5 a2607 20250805 4115.00 ... 4122.00 4122.00 A
6 b2508 20250805 3565.00 ... 3616.00 3510.00 B
7 b2509 20250805 3685.00 ... 3701.00 3687.00 B
8 b2510 20250805 3741.00 ... 3751.00 3734.00 B
9 b2511 20250805 3759.00 ... 3771.00 3754.00 B
10 b2512 20250805 3769.00 ... 3780.00 3764.00 B
11 b2601 20250805 3750.00 ... 3769.00 3744.00 B
12 b2602 20250805 3718.00 ... 3732.00 3712.00 B
13 b2603 20250805 3628.00 ... 3643.00 3630.00 B
14 b2604 20250805 3523.00 ... 3529.00 3517.00 B
15 b2605 20250805 3444.00 ... 3455.00 3441.00 B
16 b2606 20250805 3427.00 ... 3436.00 3424.00 B
17 b2607 20250805 3424.00 ... 3428.00 3416.00 B
18 bb2509 20250805 148.85 ... 149.25 148.85 BB
19 bb2511 20250805 150.45 ... 150.85 150.50 BB
20 bb2601 20250805 148.60 ... 149.75 149.50 BB
21 bb2603 20250805 147.35 ... 147.75 147.75 BB
22 bb2605 20250805 0.00 ... 142.05 142.05 BB
23 bb2607 20250805 0.00 ... 147.80 147.80 BB
24 bz2603 20250805 6200.00 ... 6210.00 6231.00 BZ
25 bz2604 20250805 6180.00 ... 6172.00 6190.00 BZ
26 bz2605 20250805 6186.00 ... 6194.00 6254.00 BZ
27 bz2606 20250805 6150.00 ... 6165.00 6253.00 BZ
28 bz2607 20250805 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250805 2281.00 ... 2259.00 2288.00 C
30 c2511 20250805 2225.00 ... 2215.00 2227.00 C
31 c2601 20250805 2213.00 ... 2198.00 2213.00 C
32 c2603 20250805 2216.00 ... 2200.00 2214.00 C
33 c2605 20250805 2263.00 ... 2246.00 2259.00 C
34 c2607 20250805 2277.00 ... 2264.00 2275.00 C
35 cs2509 20250805 2665.00 ... 2651.00 2662.00 CS
36 cs2511 20250805 2569.00 ... 2557.00 2568.00 CS
37 cs2601 20250805 2582.00 ... 2564.00 2577.00 CS
38 cs2603 20250805 2571.00 ... 2557.00 2570.00 CS
39 cs2605 20250805 2615.00 ... 2607.00 2620.00 CS
40 cs2607 20250805 2621.00 ... 2616.00 2629.00 CS
41 eb2508 20250805 7250.00 ... 7251.00 7225.00 EB
42 eb2509 20250805 7250.00 ... 7267.00 7273.00 EB
43 eb2510 20250805 7260.00 ... 7290.00 7294.00 EB
44 eb2511 20250805 7267.00 ... 7303.00 7315.00 EB
45 eb2512 20250805 7293.00 ... 7322.00 7336.00 EB
46 eb2601 20250805 7304.00 ... 7329.00 7345.00 EB
47 eb2602 20250805 7324.00 ... 7339.00 7357.00 EB
48 eb2603 20250805 7328.00 ... 7341.00 7331.00 EB
49 eb2604 20250805 7349.00 ... 7348.00 7356.00 EB
50 eb2605 20250805 7315.00 ... 7343.00 7371.00 EB
51 eb2606 20250805 7357.00 ... 7391.00 7449.00 EB
52 eb2607 20250805 7319.00 ... 7313.00 7370.00 EB
53 eg2508 20250805 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250805 4380.00 ... 4380.00 4375.00 EG
55 eg2510 20250805 4396.00 ... 4392.00 4380.00 EG
56 eg2511 20250805 4400.00 ... 4397.00 4400.00 EG
57 eg2512 20250805 4409.00 ... 4411.00 4410.00 EG
58 eg2601 20250805 4405.00 ... 4409.00 4410.00 EG
59 eg2602 20250805 4411.00 ... 4412.00 4414.00 EG
60 eg2603 20250805 4410.00 ... 4400.00 4411.00 EG
61 eg2604 20250805 4413.00 ... 4420.00 4423.00 EG
62 eg2605 20250805 4425.00 ... 4432.00 4429.00 EG
63 eg2606 20250805 4425.00 ... 4419.00 4424.00 EG
64 eg2607 20250805 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250805 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250805 1270.00 ... 1268.00 1270.00 FB
67 fb2510 20250805 1296.50 ... 1291.50 1309.00 FB
68 fb2511 20250805 1290.00 ... 1289.00 1301.50 FB
69 fb2512 20250805 1294.00 ... 1292.00 1304.50 FB
70 fb2601 20250805 1291.00 ... 1295.00 1304.00 FB
71 fb2602 20250805 1303.50 ... 1297.00 1312.00 FB
72 fb2603 20250805 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250805 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250805 0.00 ... 1337.50 1339.00 FB
75 fb2606 20250805 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250805 0.00 ... 1302.50 1302.50 FB
77 i2508 20250805 808.00 ... 809.50 805.00 I
78 i2509 20250805 792.00 ... 795.00 789.00 I
79 i2510 20250805 787.00 ... 791.50 784.00 I
80 i2511 20250805 782.00 ... 786.00 778.00 I
81 i2512 20250805 776.50 ... 779.50 772.00 I
82 i2601 20250805 766.00 ... 773.00 764.00 I
83 i2602 20250805 764.50 ... 766.00 759.50 I
84 i2603 20250805 758.00 ... 762.00 754.50 I
85 i2604 20250805 753.50 ... 757.00 750.00 I
86 i2605 20250805 744.00 ... 749.00 740.00 I
87 i2606 20250805 739.50 ... 743.50 735.50 I
88 i2607 20250805 736.00 ... 739.50 731.50 I
89 j2508 20250805 0.00 ... 1598.00 1598.00 J
90 j2509 20250805 1610.00 ... 1613.00 1584.50 J
91 j2510 20250805 1632.50 ... 1634.00 1604.00 J
92 j2511 20250805 1649.00 ... 1656.00 1621.50 J
93 j2512 20250805 1661.50 ... 1677.50 1629.00 J
94 j2601 20250805 1669.50 ... 1680.50 1641.00 J
95 j2602 20250805 1692.00 ... 1728.50 1634.50 J
96 j2603 20250805 1703.00 ... 1740.00 1639.00 J
97 j2604 20250805 1787.00 ... 1795.00 1673.50 J
98 j2605 20250805 1760.00 ... 1759.50 1707.50 J
99 j2606 20250805 1762.50 ... 1753.50 1733.00 J
100 j2607 20250805 1779.50 ... 1754.50 1733.00 J
101 jd2508 20250805 2902.00 ... 2871.00 3093.00 JD
102 jd2509 20250805 3359.00 ... 3345.00 3394.00 JD
103 jd2510 20250805 3245.00 ... 3254.00 3258.00 JD
104 jd2511 20250805 3323.00 ... 3341.00 3335.00 JD
105 jd2512 20250805 3518.00 ... 3525.00 3510.00 JD
106 jd2601 20250805 3622.00 ... 3628.00 3619.00 JD
107 jd2602 20250805 3209.00 ... 3210.00 3205.00 JD
108 jd2603 20250805 3215.00 ... 3214.00 3211.00 JD
109 jd2604 20250805 3361.00 ... 3359.00 3362.00 JD
110 jd2605 20250805 3463.00 ... 3467.00 3467.00 JD
111 jd2606 20250805 3301.00 ... 3301.00 3300.00 JD
112 jd2607 20250805 3516.00 ... 3515.00 3515.00 JD
113 jm2508 20250805 880.00 ... 878.00 910.00 JM
114 jm2509 20250805 1008.00 ... 1013.00 982.50 JM
115 jm2510 20250805 1039.50 ... 1041.00 1014.00 JM
116 jm2511 20250805 1070.00 ... 1075.00 1042.50 JM
117 jm2512 20250805 1100.00 ... 1107.50 1068.00 JM
118 jm2601 20250805 1140.00 ... 1147.00 1105.50 JM
119 jm2602 20250805 1159.50 ... 1169.00 1115.50 JM
120 jm2603 20250805 1171.00 ... 1179.00 1120.50 JM
121 jm2604 20250805 1182.00 ... 1194.00 1130.00 JM
122 jm2605 20250805 1178.00 ... 1200.00 1142.00 JM
123 jm2606 20250805 1194.50 ... 1216.00 1153.00 JM
124 jm2607 20250805 1207.50 ... 1220.00 1158.00 JM
125 l2508 20250805 0.00 ... 7311.00 7311.00 L
126 l2509 20250805 7256.00 ... 7288.00 7276.00 L
127 l2510 20250805 7279.00 ... 7308.00 7299.00 L
128 l2511 20250805 7307.00 ... 7332.00 7327.00 L
129 l2512 20250805 7323.00 ... 7345.00 7342.00 L
130 l2601 20250805 7328.00 ... 7355.00 7343.00 L
131 l2602 20250805 7329.00 ... 7341.00 7340.00 L
132 l2603 20250805 7325.00 ... 7373.00 7389.00 L
133 l2604 20250805 7353.00 ... 7394.00 7363.00 L
134 l2605 20250805 7336.00 ... 7342.00 7336.00 L
135 l2606 20250805 7332.00 ... 7333.00 7367.00 L
136 l2607 20250805 7361.00 ... 7361.00 7340.00 L
137 lg2509 20250805 841.50 ... 831.50 834.00 LG
138 lg2511 20250805 849.00 ... 836.50 835.00 LG
139 lg2601 20250805 846.00 ... 840.50 835.50 LG
140 lg2603 20250805 837.00 ... 836.50 832.50 LG
141 lg2605 20250805 843.00 ... 842.00 839.50 LG
142 lg2607 20250805 842.00 ... 841.00 833.00 LG
143 lh2509 20250805 13945.00 ... 13900.00 13880.00 LH
144 lh2511 20250805 13900.00 ... 13915.00 13840.00 LH
145 lh2601 20250805 14240.00 ... 14170.00 14145.00 LH
146 lh2603 20250805 13275.00 ... 13260.00 13230.00 LH
147 lh2605 20250805 13810.00 ... 13775.00 13740.00 LH
148 lh2607 20250805 14415.00 ... 14440.00 14395.00 LH
149 m2508 20250805 3010.00 ... 3016.00 3001.00 M
150 m2509 20250805 3022.00 ... 3030.00 3021.00 M
151 m2511 20250805 3059.00 ... 3066.00 3060.00 M
152 m2512 20250805 3085.00 ... 3096.00 3084.00 M
153 m2601 20250805 3052.00 ... 3069.00 3050.00 M
154 m2603 20250805 2929.00 ... 2935.00 2929.00 M
155 m2605 20250805 2746.00 ... 2752.00 2742.00 M
156 m2607 20250805 2726.00 ... 2730.00 2723.00 M
157 p2508 20250805 0.00 ... 8808.00 8808.00 P
158 p2509 20250805 8808.00 ... 8946.00 8814.00 P
159 p2510 20250805 8822.00 ... 8934.00 8818.00 P
160 p2511 20250805 8814.00 ... 8942.00 8814.00 P
161 p2512 20250805 8806.00 ... 8906.00 8812.00 P
162 p2601 20250805 8810.00 ... 8930.00 8830.00 P
163 p2602 20250805 8780.00 ... 8906.00 8804.00 P
164 p2603 20250805 8746.00 ... 8832.00 8766.00 P
165 p2604 20250805 8698.00 ... 8840.00 8720.00 P
166 p2605 20250805 8616.00 ... 8744.00 8648.00 P
167 p2606 20250805 8628.00 ... 8684.00 8548.00 P
168 p2607 20250805 8512.00 ... 8594.00 8484.00 P
169 pg2508 20250805 3888.00 ... 3885.00 3935.00 PG
170 pg2509 20250805 3869.00 ... 3849.00 3921.00 PG
171 pg2510 20250805 4290.00 ... 4272.00 4347.00 PG
172 pg2511 20250805 4230.00 ... 4209.00 4286.00 PG
173 pg2512 20250805 4192.00 ... 4163.00 4231.00 PG
174 pg2601 20250805 4130.00 ... 4117.00 4175.00 PG
175 pg2602 20250805 4051.00 ... 4048.00 4093.00 PG
176 pg2603 20250805 3990.00 ... 3972.00 4019.00 PG
177 pg2604 20250805 4257.00 ... 4258.00 4330.00 PG
178 pg2605 20250805 4171.00 ... 4164.00 4209.00 PG
179 pg2606 20250805 4110.00 ... 4113.00 4163.00 PG
180 pg2607 20250805 4112.00 ... 4086.00 4116.00 PG
181 pp2508 20250805 7021.00 ... 7033.00 7033.00 PP
182 pp2509 20250805 7049.00 ... 7066.00 7069.00 PP
183 pp2510 20250805 7055.00 ... 7069.00 7062.00 PP
184 pp2511 20250805 7070.00 ... 7085.00 7082.00 PP
185 pp2512 20250805 7084.00 ... 7091.00 7094.00 PP
186 pp2601 20250805 7085.00 ... 7101.00 7099.00 PP
187 pp2602 20250805 7077.00 ... 7083.00 7084.00 PP
188 pp2603 20250805 7101.00 ... 7101.00 7085.00 PP
189 pp2604 20250805 7080.00 ... 7105.00 7101.00 PP
190 pp2605 20250805 7094.00 ... 7111.00 7107.00 PP
191 pp2606 20250805 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250805 0.00 ... 7109.00 7100.00 PP
193 rr2508 20250805 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250805 3611.00 ... 3609.00 3611.00 RR
195 rr2510 20250805 3622.00 ... 3618.00 3622.00 RR
196 rr2511 20250805 3620.00 ... 3620.00 3626.00 RR
197 rr2512 20250805 3620.00 ... 3615.00 3622.00 RR
198 rr2601 20250805 3628.00 ... 3623.00 3629.00 RR
199 rr2602 20250805 3621.00 ... 3620.00 3623.00 RR
200 rr2603 20250805 3618.00 ... 3615.00 3621.00 RR
201 rr2604 20250805 3621.00 ... 3620.00 3622.00 RR
202 rr2605 20250805 3618.00 ... 3620.00 3620.00 RR
203 rr2606 20250805 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250805 0.00 ... 3633.00 3633.00 RR
205 v2508 20250805 4950.00 ... 4948.00 4937.00 V
206 v2509 20250805 4930.00 ... 4992.00 4978.00 V
207 v2510 20250805 5005.00 ... 5027.00 5012.00 V
208 v2511 20250805 5039.00 ... 5061.00 5053.00 V
209 v2512 20250805 5072.00 ... 5103.00 5084.00 V
210 v2601 20250805 5106.00 ... 5132.00 5116.00 V
211 v2602 20250805 5145.00 ... 5179.00 5144.00 V
212 v2603 20250805 5166.00 ... 5174.00 5169.00 V
213 v2604 20250805 5405.00 ... 5396.00 5385.00 V
214 v2605 20250805 5405.00 ... 5428.00 5410.00 V
215 v2606 20250805 5447.00 ... 5459.00 5440.00 V
216 v2607 20250805 5482.00 ... 5477.00 5454.00 V
217 y2508 20250805 0.00 ... 8284.00 8284.00 Y
218 y2509 20250805 8226.00 ... 8294.00 8246.00 Y
219 y2511 20250805 8234.00 ... 8296.00 8240.00 Y
220 y2512 20250805 8246.00 ... 8298.00 8258.00 Y
221 y2601 20250805 8194.00 ... 8264.00 8204.00 Y
222 y2603 20250805 8104.00 ... 8192.00 8104.00 Y
223 y2605 20250805 7832.00 ... 7904.00 7842.00 Y
224 y2607 20250805 7844.00 ... 7882.00 7792.00 Y
[225 rows x 12 columns]
2025-08-07 18:25:55,784 - future_1d - INFO - ak.get_dce_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250805 502.7 513.2 ... 5459613.72 509.1 516.8 SC
1 SC2510 20250805 497.8 507.5 ... 1479824.73 503.3 511.8 SC
2 SC2511 20250805 494.7 503.5 ... 281418.06 499.4 507.9 SC
3 SC2512 20250805 490 499.4 ... 65747.36 494.7 505.7 SC
4 SC2601 20250805 487.9 495.8 ... 15354.48 490.5 501.5 SC
5 SC2602 20250805 485.2 491.7 ... 6862.23 486.6 499.8 SC
6 SC2603 20250805 483 487.8 ... 3345.39 484.8 496.8 SC
7 SC2604 20250805 480.1 485.6 ... 1204.3 481.7 489 SC
8 SC2605 20250805 478.8 483.1 ... 529.53 481.3 490.7 SC
9 SC2606 20250805 477.7 483.9 ... 2972.12 479.3 485.9 SC
10 SC2607 20250805 ... 0 482.4 485 SC
11 SC2608 20250805 474.3 490 ... 240.81 481.6 486.8 SC
12 SC2609 20250805 ... 0 478 480.4 SC
13 SC2612 20250805 470 474.7 ... 94.47 472.3 482 SC
14 SC2703 20250805 ... 0 473.1 478.1 SC
15 SC2706 20250805 ... 0 473 480.9 SC
16 SC2709 20250805 467.5 467.5 ... 93.36 466.8 471.7 SC
17 SC2712 20250805 ... 0 466.3 470.1 SC
18 SC2803 20250805 453 473 ... 92.6 463 469.5 SC
19 SC2806 20250805 463 463 ... 366.94 458.6 472.4 SC
21 LU2509 20250805 3501 3570 ... 12623.133 3544 3572 LU
22 LU2510 20250805 3507 3567 ... 307314.131 3539 3588 LU
23 LU2511 20250805 3512 3565 ... 133821.897 3541 3600 LU
24 LU2512 20250805 3501 3547 ... 8740.935 3528 3571 LU
25 LU2601 20250805 3498 3512 ... 7071.373 3495 3529 LU
26 LU2602 20250805 3488 3500 ... 1396.232 3473 3526 LU
27 LU2603 20250805 3478 3526 ... 360.621 3467 3550 LU
28 LU2604 20250805 3436 3454 ... 30.987 3443 3506 LU
29 LU2605 20250805 3425 3453 ... 17.176 3435 3467 LU
30 LU2606 20250805 3418 3444 ... 13.748 3437 3492 LU
31 LU2607 20250805 3413 3437 ... 30.806 3422 3478 LU
32 LU2608 20250805 3415 3432 ... 13.675 3418 3477 LU
34 NR2508 20250805 12110 12280 ... 4037.1 12230 12100 NR
35 NR2509 20250805 12230 12345 ... 771088.43 12270 12145 NR
36 NR2510 20250805 12275 12395 ... 542097.88 12315 12190 NR
37 NR2511 20250805 12350 12440 ... 102313.575 12365 12220 NR
38 NR2512 20250805 12310 12470 ... 33457.98 12390 12265 NR
39 NR2601 20250805 12360 12525 ... 82388.275 12415 12305 NR
40 NR2602 20250805 12455 13005 ... 1072.095 12465 12335 NR
41 NR2603 20250805 12440 12535 ... 448.985 12470 12370 NR
42 NR2604 20250805 12435 12555 ... 62.61 12520 12375 NR
43 NR2605 20250805 13300 13300 ... 127.815 12780 12385 NR
44 NR2606 20250805 12510 12610 ... 37.62 12540 12485 NR
45 NR2607 20250805 12560 12560 ... 12.56 12560 12485 NR
47 BC2508 20250805 69500 69500 ... 173.75 69500 69390 BC
48 BC2509 20250805 69530 69790 ... 95558.87 69640 69370 BC
49 BC2510 20250805 69440 69850 ... 11567.63 69680 69410 BC
50 BC2511 20250805 ... 0 69240 69240 BC
51 BC2512 20250805 69910 69910 ... 34.955 69910 69650 BC
52 BC2601 20250805 ... 0 70020 70020 BC
53 BC2602 20250805 ... 0 70000 70000 BC
54 BC2603 20250805 ... 0 70000 70000 BC
55 BC2604 20250805 ... 0 70000 70000 BC
56 BC2605 20250805 ... 0 70000 70000 BC
57 BC2606 20250805 ... 0 69340 69340 BC
58 BC2607 20250805 ... 0 68670 68670 BC
60 EC2508 20250805 2103.1 2104 ... 7378.154 2096 2112 EC
61 EC2510 20250805 1400 1434.9 ... 215916.821 1411.1 1404.2 EC
62 EC2512 20250805 1665 1700.3 ... 23347.8595 1682.1 1670.3 EC
63 EC2602 20250805 1465.8 1498.8 ... 5306.773 1478.2 1474.4 EC
64 EC2604 20250805 1309.9 1339 ... 4990.0835 1323.6 1315.1 EC
65 EC2606 20250805 1454.1 1472.5 ... 606.269 1460.8 1455.1 EC
68 SC_TAS2509 20250805 ... SC_TAS
69 SC_TAS2510 20250805 ... SC_TAS
70 SC_TAS2511 20250805 ... SC_TAS
71 SC_TAS2512 20250805 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 18:25:55,903 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250805 7830.0 7862.0 ... 235841.35 7842.0 7814.0 AP
1 AP511 20250805 7647.0 7677.0 ... 750.70 7660.0 7636.0 AP
2 AP512 20250805 7717.0 7730.0 ... 154.41 7721.0 7698.0 AP
3 AP601 20250805 7738.0 7796.0 ... 18030.53 7775.0 7736.0 AP
4 AP603 20250805 7727.0 7744.0 ... 23.20 7734.0 7703.0 AP
5 AP604 20250805 7779.0 7798.0 ... 23.37 7790.0 7757.0 AP
6 AP605 20250805 7852.0 7863.0 ... 78.54 7854.0 7843.0 AP
7 CF509 20250805 13690.0 13730.0 ... 842950.86 13670.0 13640.0 CF
8 CF511 20250805 13685.0 13730.0 ... 131987.93 13690.0 13655.0 CF
9 CF601 20250805 13810.0 13860.0 ... 548656.50 13825.0 13780.0 CF
10 CF603 20250805 13810.0 13830.0 ... 1400.46 13800.0 13755.0 CF
11 CF605 20250805 13790.0 13810.0 ... 22176.58 13775.0 13720.0 CF
12 CF607 20250805 13795.0 13830.0 ... 413.39 13780.0 13755.0 CF
13 CJ509 20250805 9760.0 9775.0 ... 26137.23 9705.0 9790.0 CJ
14 CJ512 20250805 10685.0 10720.0 ... 6106.67 10650.0 10750.0 CJ
15 CJ601 20250805 10855.0 10870.0 ... 526585.97 10795.0 10920.0 CJ
16 CJ603 20250805 10905.0 10940.0 ... 8639.97 10860.0 11000.0 CJ
17 CJ605 20250805 11090.0 11090.0 ... 71540.60 11015.0 11135.0 CJ
18 CJ607 20250805 11280.0 11290.0 ... 1054.96 11225.0 11300.0 CJ
19 CY508 20250805 0.0 0.0 ... 0.00 19995.0 20005.0 CY
20 CY509 20250805 19790.0 19880.0 ... 31312.45 19835.0 19790.0 CY
21 CY510 20250805 0.0 0.0 ... 0.00 19945.0 19900.0 CY
22 CY511 20250805 19760.0 19820.0 ... 85583.75 19755.0 19765.0 CY
23 CY512 20250805 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250805 19705.0 19810.0 ... 2086.66 19780.0 19670.0 CY
25 CY602 20250805 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250805 0.0 0.0 ... 0.00 20165.0 20150.0 CY
27 CY604 20250805 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250805 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250805 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250805 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250805 1063.0 1063.0 ... 358.78 1055.0 1062.0 FG
32 FG509 20250805 1082.0 1096.0 ... 4498783.48 1073.0 1084.0 FG
33 FG510 20250805 1167.0 1184.0 ... 101232.64 1162.0 1162.0 FG
34 FG511 20250805 1164.0 1181.0 ... 131088.75 1157.0 1156.0 FG
35 FG512 20250805 1241.0 1256.0 ... 52281.08 1231.0 1228.0 FG
36 FG601 20250805 1226.0 1250.0 ... 2701612.95 1220.0 1218.0 FG
37 FG602 20250805 1272.0 1299.0 ... 4076.46 1268.0 1261.0 FG
38 FG603 20250805 1269.0 1300.0 ... 5348.23 1268.0 1256.0 FG
39 FG604 20250805 1306.0 1348.0 ... 1981.39 1316.0 1303.0 FG
40 FG605 20250805 1298.0 1353.0 ... 74841.65 1310.0 1292.0 FG
41 FG606 20250805 1329.0 1369.0 ... 1919.69 1339.0 1322.0 FG
42 FG607 20250805 1323.0 1364.0 ... 1824.68 1334.0 1315.0 FG
43 JR509 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250805 2330.0 2355.0 ... 14.06 2343.0 2366.0 MA
53 MA509 20250805 2374.0 2402.0 ... 886984.32 2381.0 2384.0 MA
54 MA510 20250805 2407.0 2431.0 ... 33703.88 2411.0 2413.0 MA
55 MA511 20250805 2432.0 2455.0 ... 87044.37 2435.0 2437.0 MA
56 MA512 20250805 2468.0 2491.0 ... 64912.40 2470.0 2472.0 MA
57 MA601 20250805 2475.0 2501.0 ... 314568.77 2482.0 2481.0 MA
58 MA602 20250805 2476.0 2494.0 ... 14.90 2484.0 2482.0 MA
59 MA603 20250805 2470.0 2488.0 ... 17.33 2476.0 2474.0 MA
60 MA604 20250805 2453.0 2458.0 ... 9.82 2454.0 2456.0 MA
61 MA605 20250805 2428.0 2447.0 ... 10276.31 2427.0 2427.0 MA
62 MA606 20250805 2435.0 2448.0 ... 114.48 2436.0 2438.0 MA
63 MA607 20250805 2426.0 2441.0 ... 60.68 2427.0 2425.0 MA
64 OI509 20250805 9522.0 9617.0 ... 1954380.69 9566.0 9490.0 OI
65 OI511 20250805 9533.0 9626.0 ... 199001.02 9581.0 9496.0 OI
66 OI601 20250805 9458.0 9549.0 ... 737180.32 9506.0 9429.0 OI
67 OI603 20250805 9393.0 9495.0 ... 850.47 9450.0 9375.0 OI
68 OI605 20250805 9345.0 9425.0 ... 15399.45 9367.0 9321.0 OI
69 OI607 20250805 9344.0 9401.0 ... 84.42 9380.0 9312.0 OI
70 PF508 20250805 6304.0 6304.0 ... 314.49 6290.0 6322.0 PF
71 PF509 20250805 6324.0 6342.0 ... 266245.52 6322.0 6362.0 PF
72 PF510 20250805 6388.0 6408.0 ... 448532.33 6376.0 6420.0 PF
73 PF511 20250805 6388.0 6400.0 ... 290508.89 6372.0 6412.0 PF
74 PF512 20250805 6354.0 6398.0 ... 98389.80 6370.0 6404.0 PF
75 PF601 20250805 6378.0 6406.0 ... 4769.03 6390.0 6416.0 PF
76 PF602 20250805 6406.0 6426.0 ... 115.23 6402.0 6432.0 PF
77 PF603 20250805 6412.0 6436.0 ... 35.26 6410.0 6420.0 PF
78 PF604 20250805 6438.0 6438.0 ... 9.65 6432.0 6432.0 PF
79 PF605 20250805 6452.0 6458.0 ... 32.23 6446.0 6466.0 PF
80 PF606 20250805 0.0 0.0 ... 0.00 6468.0 6468.0 PF
81 PF607 20250805 0.0 0.0 ... 0.00 6476.0 6476.0 PF
82 PK510 20250805 8090.0 8118.0 ... 224696.08 8074.0 8092.0 PK
83 PK511 20250805 7964.0 7980.0 ... 97660.24 7954.0 7960.0 PK
84 PK512 20250805 7962.0 7990.0 ... 32543.37 7952.0 7948.0 PK
85 PK601 20250805 7944.0 7966.0 ... 11826.48 7952.0 7950.0 PK
86 PK603 20250805 7956.0 7960.0 ... 47.74 7958.0 7950.0 PK
87 PK604 20250805 7954.0 7962.0 ... 51.74 7960.0 7960.0 PK
88 PK605 20250805 7952.0 7964.0 ... 962.77 7958.0 7954.0 PK
89 PL601 20250805 6464.0 6520.0 ... 25561.90 6485.0 6468.0 PL
90 PL602 20250805 6532.0 6571.0 ... 1359.06 6534.0 6532.0 PL
91 PL603 20250805 6477.0 6526.0 ... 765.08 6484.0 6477.0 PL
92 PL604 20250805 6470.0 6494.0 ... 64.78 6478.0 6475.0 PL
93 PL605 20250805 6374.0 6375.0 ... 229.48 6375.0 6356.0 PL
94 PL606 20250805 0.0 0.0 ... 0.00 6499.0 6477.0 PL
95 PL607 20250805 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250805 5862.0 5864.0 ... 211.10 5864.0 5890.0 PR
103 PR509 20250805 5880.0 5882.0 ... 91859.90 5864.0 5896.0 PR
104 PR510 20250805 5902.0 5918.0 ... 193980.16 5894.0 5932.0 PR
105 PR511 20250805 5930.0 5930.0 ... 154302.83 5900.0 5946.0 PR
106 PR512 20250805 5946.0 5948.0 ... 81031.67 5916.0 5962.0 PR
107 PR601 20250805 5960.0 5960.0 ... 1992.51 5930.0 5960.0 PR
108 PR602 20250805 0.0 0.0 ... 0.00 5978.0 6000.0 PR
109 PR603 20250805 5968.0 5968.0 ... 17.90 5968.0 6006.0 PR
110 PR604 20250805 5970.0 5970.0 ... 17.90 5968.0 6012.0 PR
111 PR605 20250805 5986.0 5990.0 ... 26.90 5978.0 5994.0 PR
112 PR606 20250805 5958.0 5958.0 ... 17.87 5958.0 6026.0 PR
113 PR607 20250805 0.0 0.0 ... 0.00 6012.0 6038.0 PR
114 PX508 20250805 0.0 0.0 ... 0.00 6722.0 6780.0 PX
115 PX509 20250805 6700.0 6752.0 ... 287706.30 6722.0 6780.0 PX
116 PX510 20250805 6708.0 6744.0 ... 75540.37 6720.0 6768.0 PX
117 PX511 20250805 6688.0 6984.0 ... 137494.16 6710.0 6744.0 PX
118 PX512 20250805 6724.0 6736.0 ... 40628.30 6718.0 6748.0 PX
119 PX601 20250805 6674.0 6714.0 ... 56275.05 6696.0 6746.0 PX
120 PX602 20250805 6682.0 6700.0 ... 33.44 6688.0 6722.0 PX
121 PX603 20250805 6686.0 6686.0 ... 3.34 6686.0 6706.0 PX
122 PX604 20250805 6696.0 6696.0 ... 3.35 6696.0 6718.0 PX
123 PX605 20250805 6704.0 6704.0 ... 103.66 6688.0 6710.0 PX
124 PX606 20250805 6670.0 6688.0 ... 6.68 6680.0 6718.0 PX
125 PX607 20250805 6736.0 6736.0 ... 10.05 6700.0 6720.0 PX
126 RI509 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250805 2717.0 2727.0 ... 244.95 2722.0 2683.0 RM
133 RM509 20250805 2677.0 2752.0 ... 1124493.67 2720.0 2686.0 RM
134 RM511 20250805 2558.0 2599.0 ... 21642.63 2578.0 2555.0 RM
135 RM601 20250805 2433.0 2463.0 ... 386167.74 2448.0 2428.0 RM
136 RM603 20250805 2403.0 2429.0 ... 13907.27 2418.0 2403.0 RM
137 RM605 20250805 2379.0 2393.0 ... 64955.65 2387.0 2380.0 RM
138 RM607 20250805 2363.0 2372.0 ... 3133.86 2367.0 2363.0 RM
139 RS508 20250805 0.0 0.0 ... 0.00 5061.0 5037.0 RS
140 RS509 20250805 5110.0 5151.0 ... 368.80 5122.0 5098.0 RS
141 RS511 20250805 5207.0 5305.0 ... 193.59 5232.0 5241.0 RS
142 RS607 20250805 5400.0 5557.0 ... 22.05 5512.0 5350.0 RS
143 SA508 20250805 1246.0 1250.0 ... 640.66 1237.0 1246.0 SA
144 SA509 20250805 1248.0 1286.0 ... 2494890.38 1255.0 1246.0 SA
145 SA510 20250805 1275.0 1315.0 ... 155705.65 1285.0 1274.0 SA
146 SA511 20250805 1290.0 1324.0 ... 277493.74 1291.0 1284.0 SA
147 SA512 20250805 1334.0 1376.0 ... 161061.14 1334.0 1323.0 SA
148 SA601 20250805 1338.0 1384.0 ... 3322117.25 1346.0 1327.0 SA
149 SA602 20250805 1347.0 1394.0 ... 7793.67 1366.0 1334.0 SA
150 SA603 20250805 1346.0 1400.0 ... 8901.83 1369.0 1337.0 SA
151 SA604 20250805 1380.0 1434.0 ... 4332.05 1407.0 1370.0 SA
152 SA605 20250805 1380.0 1444.0 ... 122224.29 1402.0 1376.0 SA
153 SA606 20250805 1389.0 1446.0 ... 1926.10 1406.0 1381.0 SA
154 SA607 20250805 1382.0 1441.0 ... 1598.22 1404.0 1373.0 SA
155 SF508 20250805 5654.0 5654.0 ... 1843.20 5654.0 5654.0 SF
156 SF509 20250805 5662.0 5774.0 ... 624386.09 5666.0 5658.0 SF
157 SF510 20250805 5658.0 5754.0 ... 123816.74 5650.0 5638.0 SF
158 SF511 20250805 5820.0 5930.0 ... 221454.27 5830.0 5808.0 SF
159 SF512 20250805 5802.0 5918.0 ... 28597.46 5824.0 5802.0 SF
160 SF601 20250805 5804.0 5910.0 ... 67956.20 5810.0 5790.0 SF
161 SF602 20250805 5740.0 5866.0 ... 663.41 5770.0 5740.0 SF
162 SF603 20250805 5850.0 6000.0 ... 56.15 5912.0 5878.0 SF
163 SF604 20250805 5828.0 5992.0 ... 23.56 5890.0 5862.0 SF
164 SF605 20250805 5860.0 5992.0 ... 1168.91 5904.0 5862.0 SF
165 SF606 20250805 5778.0 5920.0 ... 46.90 5864.0 5790.0 SF
166 SF607 20250805 5960.0 6038.0 ... 9.01 6010.0 5926.0 SF
167 SH508 20250805 2631.0 2631.0 ... 459.11 2354.0 2459.0 SH
168 SH509 20250805 2519.0 2523.0 ... 1767704.91 2490.0 2517.0 SH
169 SH510 20250805 2601.0 2601.0 ... 336289.88 2572.0 2590.0 SH
170 SH511 20250805 2594.0 2603.0 ... 329124.30 2573.0 2584.0 SH
171 SH512 20250805 2613.0 2619.0 ... 67065.91 2593.0 2597.0 SH
172 SH601 20250805 2600.0 2606.0 ... 467479.99 2584.0 2587.0 SH
173 SH602 20250805 2618.0 2627.0 ... 453.23 2605.0 2607.0 SH
174 SH603 20250805 2636.0 2639.0 ... 549.90 2619.0 2617.0 SH
175 SH604 20250805 2669.0 2688.0 ... 583.36 2664.0 2663.0 SH
176 SH605 20250805 2677.0 2702.0 ... 8191.81 2674.0 2673.0 SH
177 SH606 20250805 2690.0 2710.0 ... 444.04 2691.0 2682.0 SH
178 SH607 20250805 2664.0 2693.0 ... 56.34 2683.0 2663.0 SH
179 SM508 20250805 5912.0 5988.0 ... 71.60 5968.0 5948.0 SM
180 SM509 20250805 5960.0 6054.0 ... 845698.40 5970.0 5962.0 SM
181 SM510 20250805 5966.0 6062.0 ... 77467.83 5978.0 5964.0 SM
182 SM511 20250805 6022.0 6128.0 ... 139178.56 6038.0 6032.0 SM
183 SM512 20250805 6032.0 6134.0 ... 30364.10 6058.0 6040.0 SM
184 SM601 20250805 6054.0 6146.0 ... 245962.38 6058.0 6050.0 SM
185 SM602 20250805 6026.0 6136.0 ... 208.90 6056.0 6056.0 SM
186 SM603 20250805 6014.0 6146.0 ... 240.82 6098.0 6040.0 SM
187 SM604 20250805 6044.0 6162.0 ... 137.70 6120.0 6042.0 SM
188 SM605 20250805 6078.0 6178.0 ... 3645.77 6092.0 6080.0 SM
189 SM606 20250805 6076.0 6164.0 ... 39.56 6088.0 6086.0 SM
190 SM607 20250805 6074.0 6136.0 ... 18.33 6112.0 6104.0 SM
191 SR509 20250805 5727.0 5730.0 ... 784438.98 5707.0 5721.0 SR
192 SR511 20250805 5660.0 5667.0 ... 89600.92 5656.0 5650.0 SR
193 SR601 20250805 5646.0 5650.0 ... 503022.73 5637.0 5626.0 SR
194 SR603 20250805 5611.0 5618.0 ... 3509.62 5606.0 5596.0 SR
195 SR605 20250805 5584.0 5586.0 ... 18665.17 5575.0 5567.0 SR
196 SR607 20250805 5575.0 5581.0 ... 813.37 5571.0 5564.0 SR
197 TA508 20250805 4660.0 4678.0 ... 9503.18 4666.0 4688.0 TA
198 TA509 20250805 4674.0 4696.0 ... 1051774.00 4678.0 4716.0 TA
199 TA510 20250805 4686.0 4714.0 ... 62341.57 4698.0 4734.0 TA
200 TA511 20250805 4710.0 4720.0 ... 63460.08 4706.0 4740.0 TA
201 TA512 20250805 4702.0 4726.0 ... 23842.44 4712.0 4742.0 TA
202 TA601 20250805 4710.0 4728.0 ... 471120.64 4714.0 4744.0 TA
203 TA602 20250805 4704.0 4716.0 ... 54.17 4712.0 4744.0 TA
204 TA603 20250805 4730.0 4732.0 ... 28.37 4728.0 4752.0 TA
205 TA604 20250805 4742.0 4742.0 ... 4.74 4740.0 4758.0 TA
206 TA605 20250805 4744.0 4780.0 ... 13541.38 4752.0 4784.0 TA
207 TA606 20250805 4750.0 4750.0 ... 2.38 4750.0 4784.0 TA
208 TA607 20250805 4768.0 4770.0 ... 7.15 4770.0 4786.0 TA
209 UR508 20250805 1742.0 1766.0 ... 705.20 1754.0 1722.0 UR
210 UR509 20250805 1736.0 1779.0 ... 732016.43 1756.0 1726.0 UR
211 UR510 20250805 1742.0 1772.0 ... 26455.04 1750.0 1734.0 UR
212 UR511 20250805 1770.0 1794.0 ... 22591.34 1773.0 1765.0 UR
213 UR512 20250805 1766.0 1788.0 ... 1378.66 1772.0 1762.0 UR
214 UR601 20250805 1763.0 1789.0 ... 236678.26 1772.0 1752.0 UR
215 UR602 20250805 1760.0 1785.0 ... 1017.90 1773.0 1751.0 UR
216 UR603 20250805 1793.0 1814.0 ... 371.29 1802.0 1785.0 UR
217 UR604 20250805 1794.0 1814.0 ... 449.46 1798.0 1780.0 UR
218 UR605 20250805 1793.0 1815.0 ... 7963.73 1802.0 1788.0 UR
219 UR606 20250805 1785.0 1803.0 ... 219.09 1796.0 1779.0 UR
220 UR607 20250805 1793.0 1814.0 ... 201.79 1802.0 1785.0 UR
221 WH509 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:25:56,242 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 IC2508 20250805 6240.400 ... 6260.200 6220.600 IC
1 IC2509 20250805 6177.000 ... 6195.600 6157.800 IC
2 IC2512 20250805 6030.800 ... 6038.000 6001.200 IC
3 IC2603 20250805 5896.000 ... 5903.400 5873.200 IC
4 IF2508 20250805 4072.000 ... 4094.400 4060.000 IF
5 IF2509 20250805 4060.000 ... 4081.800 4048.000 IF
6 IF2512 20250805 4026.000 ... 4050.800 4017.000 IF
7 IF2603 20250805 3999.800 ... 4019.000 3987.200 IF
8 IH2508 20250805 2770.200 ... 2789.800 2767.200 IH
9 IH2509 20250805 2772.000 ... 2790.800 2768.000 IH
10 IH2512 20250805 2775.200 ... 2792.600 2770.000 IH
11 IH2603 20250805 2775.600 ... 2792.800 2769.800 IH
12 IM2508 20250805 6729.800 ... 6744.600 6694.400 IM
13 IM2509 20250805 6658.000 ... 6673.200 6622.600 IM
14 IM2512 20250805 6468.000 ... 6482.200 6433.000 IM
15 IM2603 20250805 6294.000 ... 6304.800 6262.000 IM
16 T2509 20250805 108.470 ... 108.550 108.485 T
17 T2512 20250805 108.210 ... 108.360 108.265 T
18 T2603 20250805 108.000 ... 108.150 108.035 T
19 TF2509 20250805 105.700 ... 105.755 105.715 TF
20 TF2512 20250805 105.655 ... 105.770 105.710 TF
21 TF2603 20250805 105.685 ... 105.770 105.695 TF
22 TL2509 20250805 119.200 ... 119.380 119.250 TL
23 TL2512 20250805 118.650 ... 119.020 118.900 TL
24 TL2603 20250805 118.450 ... 118.610 118.540 TL
25 TS2509 20250805 102.358 ... 102.352 102.354 TS
26 TS2512 20250805 102.356 ... 102.392 102.362 TS
27 TS2603 20250805 102.338 ... 102.368 102.332 TS
[28 rows x 12 columns]
2025-08-07 18:25:56,606 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 PS2508 20250805 48370.0 ... 48635.0 48370.0 PS
1 PS2509 20250805 48100.0 ... 49445.0 48250.0 PS
2 PS2510 20250805 48480.0 ... 49665.0 48405.0 PS
3 PS2511 20250805 48615.0 ... 49740.0 48450.0 PS
4 PS2512 20250805 51470.0 ... 52710.0 51430.0 PS
5 PS2601 20250805 51795.0 ... 52905.0 51605.0 PS
6 PS2602 20250805 51960.0 ... 53055.0 51880.0 PS
7 PS2603 20250805 52045.0 ... 53175.0 52045.0 PS
8 PS2604 20250805 52500.0 ... 53395.0 52185.0 PS
9 PS2605 20250805 51820.0 ... 53265.0 51875.0 PS
10 PS2606 20250805 54505.0 ... 55725.0 54095.0 PS
11 PS2607 20250805 54620.0 ... 55890.0 54260.0 PS
13 SI2508 20250805 0.0 ... 8490.0 8490.0 SI
14 SI2509 20250805 8330.0 ... 8365.0 8365.0 SI
15 SI2510 20250805 8315.0 ... 8400.0 8380.0 SI
16 SI2511 20250805 8345.0 ... 8395.0 8375.0 SI
17 SI2512 20250805 8830.0 ... 8785.0 8720.0 SI
18 SI2601 20250805 8730.0 ... 8770.0 8715.0 SI
19 SI2602 20250805 8700.0 ... 8810.0 8700.0 SI
20 SI2603 20250805 8715.0 ... 8780.0 8725.0 SI
21 SI2604 20250805 8670.0 ... 8830.0 8745.0 SI
22 SI2605 20250805 8735.0 ... 8805.0 8745.0 SI
23 SI2606 20250805 8740.0 ... 8825.0 8770.0 SI
24 SI2607 20250805 8755.0 ... 8795.0 8790.0 SI
27 LC2508 20250805 69200.0 ... 68200.0 69520.0 LC
28 LC2509 20250805 69160.0 ... 68400.0 69520.0 LC
29 LC2510 20250805 69080.0 ... 68520.0 69480.0 LC
30 LC2511 20250805 68840.0 ... 68540.0 69500.0 LC
31 LC2512 20250805 69460.0 ... 68680.0 69580.0 LC
32 LC2601 20250805 69000.0 ... 68800.0 69640.0 LC
33 LC2602 20250805 68900.0 ... 68520.0 69320.0 LC
34 LC2603 20250805 69000.0 ... 68720.0 69440.0 LC
35 LC2604 20250805 69740.0 ... 69360.0 70200.0 LC
36 LC2605 20250805 70040.0 ... 69560.0 70300.0 LC
37 LC2606 20250805 70020.0 ... 69560.0 70140.0 LC
38 LC2607 20250805 70060.0 ... 69780.0 70220.0 LC
[36 rows x 12 columns]
2025-08-07 18:25:56,779 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250805 ... 78490 78240 CU
1 1 CU2509 20250805 ... 78480 78220 CU
2 2 CU2510 20250805 ... 78480 78200 CU
3 3 CU2511 20250805 ... 78440 78130 CU
4 4 CU2512 20250805 ... 78420 78100 CU
5 5 CU2601 20250805 ... 78400 78080 CU
6 6 CU2602 20250805 ... 78330 78070 CU
7 7 CU2603 20250805 ... 78340 78030 CU
8 8 CU2604 20250805 ... 78360 78120 CU
9 9 CU2605 20250805 ... 78390 78080 CU
10 10 CU2606 20250805 ... 78380 78120 CU
11 11 CU2607 20250805 ... 78380 78080 CU
12 12 BC2508 20250805 ... 69500 69390 BC
13 13 BC2509 20250805 ... 69640 69370 BC
14 14 BC2510 20250805 ... 69680 69410 BC
15 15 BC2511 20250805 ... 69240 69240 BC
16 16 BC2512 20250805 ... 69910 69650 BC
17 17 BC2601 20250805 ... 70020 70020 BC
18 18 BC2602 20250805 ... 70000 70000 BC
19 19 BC2603 20250805 ... 70000 70000 BC
20 20 BC2604 20250805 ... 70000 70000 BC
21 21 BC2605 20250805 ... 70000 70000 BC
22 22 BC2606 20250805 ... 69340 69340 BC
23 23 BC2607 20250805 ... 68670 68670 BC
24 24 AL2508 20250805 ... 20535 20515 AL
25 25 AL2509 20250805 ... 20495 20455 AL
26 26 AL2510 20250805 ... 20460 20415 AL
27 27 AL2511 20250805 ... 20420 20370 AL
28 28 AL2512 20250805 ... 20360 20325 AL
29 29 AL2601 20250805 ... 20325 20295 AL
30 30 AL2602 20250805 ... 20320 20300 AL
31 31 AL2603 20250805 ... 20355 20320 AL
32 32 AL2604 20250805 ... 20345 20355 AL
33 33 AL2605 20250805 ... 20370 20360 AL
34 34 AL2606 20250805 ... 20405 20355 AL
35 35 AL2607 20250805 ... 20420 20355 AL
36 36 ZN2508 20250805 ... 22295 22175 ZN
37 37 ZN2509 20250805 ... 22315 22205 ZN
38 38 ZN2510 20250805 ... 22315 22190 ZN
39 39 ZN2511 20250805 ... 22315 22190 ZN
40 40 ZN2512 20250805 ... 22295 22165 ZN
41 41 ZN2601 20250805 ... 22260 22140 ZN
42 42 ZN2602 20250805 ... 22230 22130 ZN
43 43 ZN2603 20250805 ... 22300 22150 ZN
44 44 ZN2604 20250805 ... 22280 22180 ZN
45 45 ZN2605 20250805 ... 22300 22170 ZN
46 46 ZN2606 20250805 ... 22310 22185 ZN
47 47 ZN2607 20250805 ... 22295 22170 ZN
48 48 PB2508 20250805 ... 16665 16735 PB
49 49 PB2509 20250805 ... 16715 16780 PB
50 50 PB2510 20250805 ... 16720 16780 PB
51 51 PB2511 20250805 ... 16760 16805 PB
52 52 PB2512 20250805 ... 16785 16830 PB
53 53 PB2601 20250805 ... 16785 16855 PB
54 54 PB2602 20250805 ... 16800 16835 PB
55 55 PB2603 20250805 ... 16825 16860 PB
56 56 PB2604 20250805 ... 16855 16850 PB
57 57 PB2605 20250805 ... 16925 16910 PB
58 58 PB2606 20250805 ... 16860 17100 PB
59 59 PB2607 20250805 ... 16980 16895 PB
60 60 NI2508 20250805 ... 120660 119880 NI
61 61 NI2509 20250805 ... 120800 119910 NI
62 62 NI2510 20250805 ... 120900 120020 NI
63 63 NI2511 20250805 ... 121090 120150 NI
64 64 NI2512 20250805 ... 121380 120170 NI
65 65 NI2601 20250805 ... 121610 120750 NI
66 66 NI2602 20250805 ... 121950 120670 NI
67 67 NI2603 20250805 ... 122050 120940 NI
68 68 NI2604 20250805 ... 122250 121190 NI
69 69 NI2605 20250805 ... 122680 121790 NI
70 70 NI2606 20250805 ... 122900 122260 NI
71 71 NI2607 20250805 ... 123210 122100 NI
72 72 SN2508 20250805 ... 265600 265590 SN
73 73 SN2509 20250805 ... 266140 266150 SN
74 74 SN2510 20250805 ... 266620 266410 SN
75 75 SN2511 20250805 ... 266700 266390 SN
76 76 SN2512 20250805 ... 266960 266610 SN
77 77 SN2601 20250805 ... 266920 266980 SN
78 78 SN2602 20250805 ... 268140 267390 SN
79 79 SN2603 20250805 ... 268190 267380 SN
80 80 SN2604 20250805 ... 268730 267470 SN
81 81 SN2605 20250805 ... 267070 267140 SN
82 82 SN2606 20250805 ... 267870 268030 SN
83 83 SN2607 20250805 ... 268490 267110 SN
84 84 AO2508 20250805 ... 3225 3178 AO
85 85 AO2509 20250805 ... 3210 3190 AO
86 86 AO2510 20250805 ... 3213 3185 AO
87 87 AO2511 20250805 ... 3215 3189 AO
88 88 AO2512 20250805 ... 3219 3183 AO
89 89 AO2601 20250805 ... 3220 3184 AO
90 90 AO2602 20250805 ... 3220 3173 AO
91 91 AO2603 20250805 ... 3218 3168 AO
92 92 AO2604 20250805 ... 3209 3179 AO
93 93 AO2605 20250805 ... 3215 3175 AO
94 94 AO2606 20250805 ... 3208 3164 AO
95 95 AO2607 20250805 ... 3212 3172 AO
96 96 AD2511 20250805 ... 19940 19880 AD
97 97 AD2512 20250805 ... 19935 19890 AD
98 98 AD2601 20250805 ... 19880 19830 AD
99 99 AD2602 20250805 ... 19800 19760 AD
100 100 AD2603 20250805 ... 19795 19790 AD
101 101 AD2604 20250805 ... 19710 19710 AD
102 102 AD2605 20250805 ... 19650 19650 AD
103 103 AD2606 20250805 ... 19715 19650 AD
104 104 AD2607 20250805 ... 19830 19830 AD
105 105 AU2508 20250805 ... 781.16 777.22 AU
106 106 AU2509 20250805 ... 783.04 779.2 AU
107 107 AU2510 20250805 ... 784.32 780.48 AU
108 108 AU2512 20250805 ... 786.54 782.76 AU
109 109 AU2602 20250805 ... 788.78 784.98 AU
110 110 AU2604 20250805 ... 790.86 787 AU
111 111 AU2606 20250805 ... 793 789.08 AU
112 112 AU2608 20250805 ... 795.52 791.5 AU
113 113 AG2508 20250805 ... 9030 8986 AG
114 114 AG2509 20250805 ... 9063 8992 AG
115 115 AG2510 20250805 ... 9074 9001 AG
116 116 AG2511 20250805 ... 9086 9014 AG
117 117 AG2512 20250805 ... 9099 9026 AG
118 118 AG2601 20250805 ... 9110 9038 AG
119 119 AG2602 20250805 ... 9123 9049 AG
120 120 AG2603 20250805 ... 9135 9064 AG
121 121 AG2604 20250805 ... 9148 9075 AG
122 122 AG2605 20250805 ... 9163 9092 AG
123 123 AG2606 20250805 ... 9173 9104 AG
124 124 AG2607 20250805 ... 9185 9115 AG
125 125 RB2508 20250805 ... 3168 3146 RB
126 126 RB2509 20250805 ... 3180 3160 RB
127 127 RB2510 20250805 ... 3210 3189 RB
128 128 RB2511 20250805 ... 3227 3212 RB
129 129 RB2512 20250805 ... 3265 3244 RB
130 130 RB2601 20250805 ... 3284 3250 RB
131 131 RB2602 20250805 ... 3269 3235 RB
132 132 RB2603 20250805 ... 3286 3258 RB
133 133 RB2604 20250805 ... 3315 3270 RB
134 134 RB2605 20250805 ... 3311 3284 RB
135 135 RB2606 20250805 ... 3330 3290 RB
136 136 RB2607 20250805 ... 3331 3297 RB
137 137 WR2508 20250805 ... 3212 3212 WR
138 138 WR2509 20250805 ... 3342 3342 WR
139 139 WR2510 20250805 ... 3449 3401 WR
140 140 WR2511 20250805 ... 3490 3490 WR
141 141 WR2512 20250805 ... 3499 3499 WR
142 142 WR2601 20250805 ... 3473 3416 WR
143 143 WR2602 20250805 ... 3507 3540 WR
144 144 WR2603 20250805 ... 3565 3565 WR
145 145 WR2604 20250805 ... 3560 3560 WR
146 146 WR2605 20250805 ... 3439 3595 WR
147 147 WR2606 20250805 ... 3599 3599 WR
148 148 WR2607 20250805 ... 3635 3635 WR
149 149 HC2508 20250805 ... 3453 3395 HC
150 150 HC2509 20250805 ... 3443 3404 HC
151 151 HC2510 20250805 ... 3437 3393 HC
152 152 HC2511 20250805 ... 3434 3391 HC
153 153 HC2512 20250805 ... 3435 3405 HC
154 154 HC2601 20250805 ... 3440 3396 HC
155 155 HC2602 20250805 ... 3431 3377 HC
156 156 HC2603 20250805 ... 3434 3389 HC
157 157 HC2604 20250805 ... 3441 3414 HC
158 158 HC2605 20250805 ... 3439 3399 HC
159 159 HC2606 20250805 ... 3456 3394 HC
160 160 HC2607 20250805 ... 3459 3414 HC
161 161 SS2508 20250805 ... 12960 12895 SS
162 162 SS2509 20250805 ... 12950 12845 SS
163 163 SS2510 20250805 ... 12995 12895 SS
164 164 SS2511 20250805 ... 13035 12945 SS
165 165 SS2512 20250805 ... 13055 12970 SS
166 166 SS2601 20250805 ... 13095 12990 SS
167 167 SS2602 20250805 ... 13135 13045 SS
168 168 SS2603 20250805 ... 13195 13090 SS
169 169 SS2604 20250805 ... 13190 13190 SS
170 170 SS2605 20250805 ... 13265 13150 SS
171 171 SS2606 20250805 ... 13290 13220 SS
172 172 SS2607 20250805 ... 13345 13240 SS
173 173 SC2509 20250805 ... 509.1 516.8 SC
174 174 SC2510 20250805 ... 503.3 511.8 SC
175 175 SC2511 20250805 ... 499.4 507.9 SC
176 176 SC2512 20250805 ... 494.7 505.7 SC
177 177 SC2601 20250805 ... 490.5 501.5 SC
178 178 SC2602 20250805 ... 486.6 499.8 SC
179 179 SC2603 20250805 ... 484.8 496.8 SC
180 180 SC2604 20250805 ... 481.7 489 SC
181 181 SC2605 20250805 ... 481.3 490.7 SC
182 182 SC2606 20250805 ... 479.3 485.9 SC
183 183 SC2607 20250805 ... 482.4 485 SC
184 184 SC2608 20250805 ... 481.6 486.8 SC
185 185 SC2609 20250805 ... 478 480.4 SC
186 186 SC2612 20250805 ... 472.3 482 SC
187 187 SC2703 20250805 ... 473.1 478.1 SC
188 188 SC2706 20250805 ... 473 480.9 SC
189 189 SC2709 20250805 ... 466.8 471.7 SC
190 190 SC2712 20250805 ... 466.3 470.1 SC
191 191 SC2803 20250805 ... 463 469.5 SC
192 192 SC2806 20250805 ... 458.6 472.4 SC
193 193 LU2509 20250805 ... 3544 3572 LU
194 194 LU2510 20250805 ... 3539 3588 LU
195 195 LU2511 20250805 ... 3541 3600 LU
196 196 LU2512 20250805 ... 3528 3571 LU
197 197 LU2601 20250805 ... 3495 3529 LU
198 198 LU2602 20250805 ... 3473 3526 LU
199 199 LU2603 20250805 ... 3467 3550 LU
200 200 LU2604 20250805 ... 3443 3506 LU
201 201 LU2605 20250805 ... 3435 3467 LU
202 202 LU2606 20250805 ... 3437 3492 LU
203 203 LU2607 20250805 ... 3422 3478 LU
204 204 LU2608 20250805 ... 3418 3477 LU
205 205 FU2509 20250805 ... 2818 2869 FU
206 206 FU2510 20250805 ... 2839 2889 FU
207 207 FU2511 20250805 ... 2849 2903 FU
208 208 FU2512 20250805 ... 2848 2894 FU
209 209 FU2601 20250805 ... 2841 2893 FU
210 210 FU2602 20250805 ... 2836 2876 FU
211 211 FU2603 20250805 ... 2830 2870 FU
212 212 FU2604 20250805 ... 2825 2855 FU
213 213 FU2605 20250805 ... 2815 2856 FU
214 214 FU2606 20250805 ... 2810 2843 FU
215 215 FU2607 20250805 ... 2797 2824 FU
216 216 FU2608 20250805 ... 2793 2825 FU
217 217 BU2508 20250805 ... 3557 3625 BU
218 218 BU2509 20250805 ... 3543 3601 BU
219 219 BU2510 20250805 ... 3523 3580 BU
220 220 BU2511 20250805 ... 3494 3553 BU
221 221 BU2512 20250805 ... 3434 3487 BU
222 222 BU2601 20250805 ... 3399 3442 BU
223 223 BU2602 20250805 ... 3383 3423 BU
224 224 BU2603 20250805 ... 3371 3405 BU
225 225 BU2604 20250805 ... 3372 3404 BU
226 226 BU2605 20250805 ... 3368 3402 BU
227 227 BU2606 20250805 ... 3366 3420 BU
228 228 BU2607 20250805 ... 3361 3399 BU
229 229 BU2609 20250805 ... 3364 3394 BU
230 230 BU2612 20250805 ... 3316 3352 BU
231 231 BU2703 20250805 ... 3315 3354 BU
232 232 BU2706 20250805 ... 3335 3353 BU
233 233 BR2508 20250805 ... 11480 11480 BR
234 234 BR2509 20250805 ... 11460 11405 BR
235 235 BR2510 20250805 ... 11465 11410 BR
236 236 BR2511 20250805 ... 11490 11430 BR
237 237 BR2512 20250805 ... 11540 11475 BR
238 238 BR2601 20250805 ... 11555 11515 BR
239 239 BR2602 20250805 ... 11570 11510 BR
240 240 BR2603 20250805 ... 11585 11525 BR
241 241 BR2604 20250805 ... 11615 11590 BR
242 242 BR2605 20250805 ... 11670 11610 BR
243 243 BR2606 20250805 ... 11675 11575 BR
244 244 BR2607 20250805 ... 11660 11655 BR
245 245 RU2508 20250805 ... 14460 14275 RU
246 246 RU2509 20250805 ... 14465 14320 RU
247 247 RU2510 20250805 ... 14475 14345 RU
248 248 RU2511 20250805 ... 14495 14325 RU
249 249 RU2601 20250805 ... 15380 15210 RU
250 250 RU2603 20250805 ... 15420 15280 RU
251 251 RU2604 20250805 ... 15500 15230 RU
252 252 RU2605 20250805 ... 15480 15325 RU
253 253 RU2606 20250805 ... 15615 15330 RU
254 254 RU2607 20250805 ... 15590 15400 RU
255 255 NR2508 20250805 ... 12230 12100 NR
256 256 NR2509 20250805 ... 12270 12145 NR
257 257 NR2510 20250805 ... 12315 12190 NR
258 258 NR2511 20250805 ... 12365 12220 NR
259 259 NR2512 20250805 ... 12390 12265 NR
260 260 NR2601 20250805 ... 12415 12305 NR
261 261 NR2602 20250805 ... 12465 12335 NR
262 262 NR2603 20250805 ... 12470 12370 NR
263 263 NR2604 20250805 ... 12520 12375 NR
264 264 NR2605 20250805 ... 12780 12385 NR
265 265 NR2606 20250805 ... 12540 12485 NR
266 266 NR2607 20250805 ... 12560 12485 NR
267 267 SP2508 20250805 ... 5108 5194 SP
268 268 SP2509 20250805 ... 5156 5170 SP
269 269 SP2510 20250805 ... 5156 5172 SP
270 270 SP2511 20250805 ... 5162 5178 SP
271 271 SP2512 20250805 ... 5168 5186 SP
272 272 SP2601 20250805 ... 5394 5410 SP
273 273 SP2602 20250805 ... 5368 5362 SP
274 274 SP2603 20250805 ... 5378 5374 SP
275 275 SP2604 20250805 ... 5350 5350 SP
276 276 SP2605 20250805 ... 5374 5362 SP
277 277 SP2606 20250805 ... 5394 5378 SP
278 278 SP2607 20250805 ... 5370 5362 SP
279 279 EC2508 20250805 ... 2096 2112 EC
280 280 EC2510 20250805 ... 1411.1 1404.2 EC
281 281 EC2512 20250805 ... 1682.1 1670.3 EC
282 282 EC2602 20250805 ... 1478.2 1474.4 EC
283 283 EC2604 20250805 ... 1323.6 1315.1 EC
284 284 EC2606 20250805 ... 1460.8 1455.1 EC
285 286 SC_TAS2509 20250805 ... SC_TAS
286 287 SC_TAS2510 20250805 ... SC_TAS
287 288 SC_TAS2511 20250805 ... SC_TAS
288 289 SC_TAS2512 20250805 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 18:25:56,882 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
2025-08-07 18:25:58,616 - future_1d - INFO - save future_daily 2025-08-05 completed
symbol date open ... settle pre_settle variety
0 a2509 20250806 4121.00 ... 4118.00 4121.00 A
1 a2511 20250806 4116.00 ... 4097.00 4100.00 A
2 a2601 20250806 4107.00 ... 4101.00 4101.00 A
3 a2603 20250806 4095.00 ... 4092.00 4091.00 A
4 a2605 20250806 4133.00 ... 4130.00 4130.00 A
5 a2607 20250806 4125.00 ... 4122.00 4122.00 A
6 b2508 20250806 0.00 ... 3616.00 3616.00 B
7 b2509 20250806 3722.00 ... 3717.00 3701.00 B
8 b2510 20250806 3765.00 ... 3756.00 3751.00 B
9 b2511 20250806 3786.00 ... 3778.00 3771.00 B
10 b2512 20250806 3800.00 ... 3797.00 3780.00 B
11 b2601 20250806 3780.00 ... 3782.00 3769.00 B
12 b2602 20250806 3774.00 ... 3758.00 3732.00 B
13 b2603 20250806 3660.00 ... 3660.00 3643.00 B
14 b2604 20250806 3543.00 ... 3545.00 3529.00 B
15 b2605 20250806 3473.00 ... 3467.00 3455.00 B
16 b2606 20250806 3453.00 ... 3452.00 3436.00 B
17 b2607 20250806 3440.00 ... 3442.00 3428.00 B
18 bb2509 20250806 150.95 ... 150.70 149.25 BB
19 bb2511 20250806 150.30 ... 149.85 150.85 BB
20 bb2601 20250806 150.15 ... 149.80 149.75 BB
21 bb2603 20250806 148.45 ... 148.05 147.75 BB
22 bb2605 20250806 0.00 ... 142.30 142.05 BB
23 bb2607 20250806 0.00 ... 148.10 147.80 BB
24 bz2603 20250806 6205.00 ... 6235.00 6210.00 BZ
25 bz2604 20250806 6179.00 ... 6195.00 6172.00 BZ
26 bz2605 20250806 6242.00 ... 6207.00 6194.00 BZ
27 bz2606 20250806 0.00 ... 6165.00 6165.00 BZ
28 bz2607 20250806 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250806 2253.00 ... 2255.00 2259.00 C
30 c2511 20250806 2212.00 ... 2210.00 2215.00 C
31 c2601 20250806 2197.00 ... 2192.00 2198.00 C
32 c2603 20250806 2198.00 ... 2197.00 2200.00 C
33 c2605 20250806 2238.00 ... 2242.00 2246.00 C
34 c2607 20250806 2260.00 ... 2260.00 2264.00 C
35 cs2509 20250806 2658.00 ... 2657.00 2651.00 CS
36 cs2511 20250806 2558.00 ... 2559.00 2557.00 CS
37 cs2601 20250806 2569.00 ... 2563.00 2564.00 CS
38 cs2603 20250806 2557.00 ... 2557.00 2557.00 CS
39 cs2605 20250806 2608.00 ... 2606.00 2607.00 CS
40 cs2607 20250806 2613.00 ... 2614.00 2616.00 CS
41 eb2508 20250806 7270.00 ... 7299.00 7251.00 EB
42 eb2509 20250806 7267.00 ... 7283.00 7267.00 EB
43 eb2510 20250806 7290.00 ... 7313.00 7290.00 EB
44 eb2511 20250806 7302.00 ... 7332.00 7303.00 EB
45 eb2512 20250806 7330.00 ... 7346.00 7322.00 EB
46 eb2601 20250806 7339.00 ... 7357.00 7329.00 EB
47 eb2602 20250806 7344.00 ... 7371.00 7339.00 EB
48 eb2603 20250806 7350.00 ... 7385.00 7341.00 EB
49 eb2604 20250806 7357.00 ... 7356.00 7348.00 EB
50 eb2605 20250806 7381.00 ... 7400.00 7343.00 EB
51 eb2606 20250806 7366.00 ... 7376.00 7391.00 EB
52 eb2607 20250806 7330.00 ... 7330.00 7313.00 EB
53 eg2508 20250806 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250806 4417.00 ... 4411.00 4380.00 EG
55 eg2510 20250806 4407.00 ... 4416.00 4392.00 EG
56 eg2511 20250806 4412.00 ... 4423.00 4397.00 EG
57 eg2512 20250806 4430.00 ... 4431.00 4411.00 EG
58 eg2601 20250806 4411.00 ... 4434.00 4409.00 EG
59 eg2602 20250806 4442.00 ... 4442.00 4412.00 EG
60 eg2603 20250806 4441.00 ... 4440.00 4400.00 EG
61 eg2604 20250806 4455.00 ... 4464.00 4420.00 EG
62 eg2605 20250806 4462.00 ... 4465.00 4432.00 EG
63 eg2606 20250806 4455.00 ... 4470.00 4419.00 EG
64 eg2607 20250806 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250806 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250806 1259.00 ... 1254.00 1268.00 FB
67 fb2510 20250806 1290.50 ... 1295.00 1291.50 FB
68 fb2511 20250806 1282.50 ... 1290.50 1289.00 FB
69 fb2512 20250806 1293.00 ... 1293.50 1292.00 FB
70 fb2601 20250806 1292.50 ... 1296.50 1295.00 FB
71 fb2602 20250806 1293.00 ... 1301.00 1297.00 FB
72 fb2603 20250806 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250806 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250806 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250806 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250806 0.00 ... 1302.50 1302.50 FB
77 i2508 20250806 801.00 ... 816.50 809.50 I
78 i2509 20250806 799.50 ... 795.00 795.00 I
79 i2510 20250806 797.00 ... 793.50 791.50 I
80 i2511 20250806 792.00 ... 789.00 786.00 I
81 i2512 20250806 787.50 ... 785.50 779.50 I
82 i2601 20250806 778.50 ... 778.50 773.00 I
83 i2602 20250806 773.50 ... 773.50 766.00 I
84 i2603 20250806 768.00 ... 768.50 762.00 I
85 i2604 20250806 763.00 ... 763.50 757.00 I
86 i2605 20250806 755.00 ... 754.50 749.00 I
87 i2606 20250806 749.00 ... 750.00 743.50 I
88 i2607 20250806 745.00 ... 745.50 739.50 I
89 j2508 20250806 0.00 ... 1598.00 1598.00 J
90 j2509 20250806 1633.00 ... 1639.50 1613.00 J
91 j2510 20250806 1660.00 ... 1672.00 1634.00 J
92 j2511 20250806 1676.50 ... 1690.50 1656.00 J
93 j2512 20250806 1692.00 ... 1704.00 1677.50 J
94 j2601 20250806 1710.00 ... 1721.00 1680.50 J
95 j2602 20250806 1714.00 ... 1731.50 1728.50 J
96 j2603 20250806 1745.50 ... 1752.00 1740.00 J
97 j2604 20250806 1778.50 ... 1781.50 1795.00 J
98 j2605 20250806 1790.00 ... 1811.50 1759.50 J
99 j2606 20250806 1818.50 ... 1827.50 1753.50 J
100 j2607 20250806 1822.50 ... 1819.50 1754.50 J
101 jd2508 20250806 2810.00 ... 2756.00 2871.00 JD
102 jd2509 20250806 3315.00 ... 3352.00 3345.00 JD
103 jd2510 20250806 3248.00 ... 3275.00 3254.00 JD
104 jd2511 20250806 3336.00 ... 3355.00 3341.00 JD
105 jd2512 20250806 3537.00 ... 3536.00 3525.00 JD
106 jd2601 20250806 3625.00 ... 3627.00 3628.00 JD
107 jd2602 20250806 3209.00 ... 3207.00 3210.00 JD
108 jd2603 20250806 3209.00 ... 3217.00 3214.00 JD
109 jd2604 20250806 3359.00 ... 3364.00 3359.00 JD
110 jd2605 20250806 3467.00 ... 3474.00 3467.00 JD
111 jd2606 20250806 3299.00 ... 3303.00 3301.00 JD
112 jd2607 20250806 3519.00 ... 3516.00 3515.00 JD
113 jm2508 20250806 920.00 ... 941.50 878.00 JM
114 jm2509 20250806 1035.00 ... 1050.00 1013.00 JM
115 jm2510 20250806 1080.00 ... 1100.50 1041.00 JM
116 jm2511 20250806 1101.00 ... 1144.00 1075.00 JM
117 jm2512 20250806 1143.00 ... 1171.00 1107.50 JM
118 jm2601 20250806 1182.00 ... 1202.00 1147.00 JM
119 jm2602 20250806 1220.50 ... 1225.50 1169.00 JM
120 jm2603 20250806 1212.00 ... 1239.00 1179.00 JM
121 jm2604 20250806 1230.50 ... 1257.00 1194.00 JM
122 jm2605 20250806 1245.00 ... 1269.50 1200.00 JM
123 jm2606 20250806 1245.00 ... 1277.00 1216.00 JM
124 jm2607 20250806 1252.00 ... 1285.00 1220.00 JM
125 l2508 20250806 0.00 ... 7311.00 7311.00 L
126 l2509 20250806 7323.00 ... 7318.00 7288.00 L
127 l2510 20250806 7343.00 ... 7339.00 7308.00 L
128 l2511 20250806 7362.00 ... 7362.00 7332.00 L
129 l2512 20250806 7380.00 ... 7375.00 7345.00 L
130 l2601 20250806 7380.00 ... 7382.00 7355.00 L
131 l2602 20250806 7373.00 ... 7365.00 7341.00 L
132 l2603 20250806 0.00 ... 7373.00 7373.00 L
133 l2604 20250806 0.00 ... 7394.00 7394.00 L
134 l2605 20250806 7374.00 ... 7373.00 7342.00 L
135 l2606 20250806 7375.00 ... 7369.00 7333.00 L
136 l2607 20250806 7361.00 ... 7375.00 7361.00 L
137 lg2509 20250806 829.00 ... 831.00 831.50 LG
138 lg2511 20250806 835.00 ... 839.00 836.50 LG
139 lg2601 20250806 842.00 ... 841.00 840.50 LG
140 lg2603 20250806 837.00 ... 839.00 836.50 LG
141 lg2605 20250806 840.00 ... 842.00 842.00 LG
142 lg2607 20250806 834.00 ... 839.00 841.00 LG
143 lh2509 20250806 13880.00 ... 13825.00 13900.00 LH
144 lh2511 20250806 13855.00 ... 13985.00 13915.00 LH
145 lh2601 20250806 14125.00 ... 14285.00 14170.00 LH
146 lh2603 20250806 13275.00 ... 13365.00 13260.00 LH
147 lh2605 20250806 13800.00 ... 13890.00 13775.00 LH
148 lh2607 20250806 14430.00 ... 14490.00 14440.00 LH
149 m2508 20250806 3013.00 ... 3007.00 3016.00 M
150 m2509 20250806 3036.00 ... 3027.00 3030.00 M
151 m2511 20250806 3078.00 ... 3064.00 3066.00 M
152 m2512 20250806 3104.00 ... 3095.00 3096.00 M
153 m2601 20250806 3076.00 ... 3072.00 3069.00 M
154 m2603 20250806 2944.00 ... 2942.00 2935.00 M
155 m2605 20250806 2760.00 ... 2754.00 2752.00 M
156 m2607 20250806 2749.00 ... 2735.00 2730.00 M
157 p2508 20250806 0.00 ... 8808.00 8808.00 P
158 p2509 20250806 9062.00 ... 8980.00 8946.00 P
159 p2510 20250806 9034.00 ... 8978.00 8934.00 P
160 p2511 20250806 9050.00 ... 8976.00 8942.00 P
161 p2512 20250806 9038.00 ... 8980.00 8906.00 P
162 p2601 20250806 9044.00 ... 8986.00 8930.00 P
163 p2602 20250806 8938.00 ... 8944.00 8906.00 P
164 p2603 20250806 8940.00 ... 8910.00 8832.00 P
165 p2604 20250806 8890.00 ... 8882.00 8840.00 P
166 p2605 20250806 8846.00 ... 8780.00 8744.00 P
167 p2606 20250806 8742.00 ... 8708.00 8684.00 P
168 p2607 20250806 8666.00 ... 8654.00 8594.00 P
169 pg2508 20250806 3885.00 ... 3885.00 3885.00 PG
170 pg2509 20250806 3830.00 ... 3835.00 3849.00 PG
171 pg2510 20250806 4272.00 ... 4302.00 4272.00 PG
172 pg2511 20250806 4206.00 ... 4236.00 4209.00 PG
173 pg2512 20250806 4161.00 ... 4183.00 4163.00 PG
174 pg2601 20250806 4117.00 ... 4136.00 4117.00 PG
175 pg2602 20250806 4054.00 ... 4074.00 4048.00 PG
176 pg2603 20250806 3978.00 ... 3993.00 3972.00 PG
177 pg2604 20250806 4272.00 ... 4284.00 4258.00 PG
178 pg2605 20250806 4166.00 ... 4186.00 4164.00 PG
179 pg2606 20250806 4127.00 ... 4136.00 4113.00 PG
180 pg2607 20250806 4078.00 ... 4087.00 4086.00 PG
181 pp2508 20250806 7044.00 ... 7073.00 7033.00 PP
182 pp2509 20250806 7090.00 ... 7084.00 7066.00 PP
183 pp2510 20250806 7096.00 ... 7091.00 7069.00 PP
184 pp2511 20250806 7102.00 ... 7102.00 7085.00 PP
185 pp2512 20250806 7115.00 ... 7115.00 7091.00 PP
186 pp2601 20250806 7110.00 ... 7119.00 7101.00 PP
187 pp2602 20250806 7094.00 ... 7099.00 7083.00 PP
188 pp2603 20250806 7099.00 ... 7102.00 7101.00 PP
189 pp2604 20250806 7109.00 ... 7112.00 7105.00 PP
190 pp2605 20250806 7160.00 ... 7127.00 7111.00 PP
191 pp2606 20250806 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250806 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250806 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250806 3597.00 ... 3606.00 3609.00 RR
195 rr2510 20250806 3621.00 ... 3619.00 3618.00 RR
196 rr2511 20250806 3616.00 ... 3618.00 3620.00 RR
197 rr2512 20250806 0.00 ... 3615.00 3615.00 RR
198 rr2601 20250806 3624.00 ... 3623.00 3623.00 RR
199 rr2602 20250806 0.00 ... 3620.00 3620.00 RR
200 rr2603 20250806 3615.00 ... 3615.00 3615.00 RR
201 rr2604 20250806 3618.00 ... 3618.00 3620.00 RR
202 rr2605 20250806 3620.00 ... 3619.00 3620.00 RR
203 rr2606 20250806 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250806 0.00 ... 3633.00 3633.00 RR
205 v2508 20250806 4948.00 ... 4958.00 4948.00 V
206 v2509 20250806 5034.00 ... 5032.00 4992.00 V
207 v2510 20250806 5070.00 ... 5072.00 5027.00 V
208 v2511 20250806 5105.00 ... 5115.00 5061.00 V
209 v2512 20250806 5135.00 ... 5160.00 5103.00 V
210 v2601 20250806 5175.00 ... 5173.00 5132.00 V
211 v2602 20250806 5197.00 ... 5196.00 5179.00 V
212 v2603 20250806 5206.00 ... 5219.00 5174.00 V
213 v2604 20250806 5429.00 ... 5447.00 5396.00 V
214 v2605 20250806 5422.00 ... 5468.00 5428.00 V
215 v2606 20250806 5478.00 ... 5494.00 5459.00 V
216 v2607 20250806 5506.00 ... 5532.00 5477.00 V
217 y2508 20250806 8688.00 ... 8514.00 8284.00 Y
218 y2509 20250806 8350.00 ... 8360.00 8294.00 Y
219 y2511 20250806 8350.00 ... 8366.00 8296.00 Y
220 y2512 20250806 8358.00 ... 8370.00 8298.00 Y
221 y2601 20250806 8320.00 ... 8334.00 8264.00 Y
222 y2603 20250806 8232.00 ... 8242.00 8192.00 Y
223 y2605 20250806 7954.00 ... 7944.00 7904.00 Y
224 y2607 20250806 7938.00 ... 7922.00 7882.00 Y
[225 rows x 12 columns]
2025-08-07 18:26:02,688 - future_1d - INFO - ak.get_dce_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 SC2509 20250806 504.5 ... 504.2 509.1 SC
1 SC2510 20250806 499.6 ... 499.5 503.3 SC
2 SC2511 20250806 495.7 ... 495.4 499.4 SC
3 SC2512 20250806 492.3 ... 491.6 494.7 SC
4 SC2601 20250806 488.7 ... 488.6 490.5 SC
5 SC2602 20250806 485.5 ... 486 486.6 SC
6 SC2603 20250806 485.8 ... 483.2 484.8 SC
7 SC2604 20250806 482.5 ... 481.6 481.7 SC
8 SC2605 20250806 477.6 ... 478.4 481.3 SC
9 SC2606 20250806 477.6 ... 476.8 479.3 SC
10 SC2607 20250806 474.3 ... 475.6 482.4 SC
11 SC2608 20250806 ... 477.5 481.6 SC
12 SC2609 20250806 ... 475 478 SC
13 SC2612 20250806 ... 472.3 472.3 SC
14 SC2703 20250806 ... 470.5 473.1 SC
15 SC2706 20250806 468 ... 467.8 473 SC
16 SC2709 20250806 466 ... 464.4 466.8 SC
17 SC2712 20250806 ... 464 466.3 SC
18 SC2803 20250806 ... 460.5 463 SC
19 SC2806 20250806 455.6 ... 456 458.6 SC
21 LU2509 20250806 3527 ... 3532 3544 LU
22 LU2510 20250806 3526 ... 3535 3539 LU
23 LU2511 20250806 3525 ... 3531 3541 LU
24 LU2512 20250806 3504 ... 3507 3528 LU
25 LU2601 20250806 3503 ... 3488 3495 LU
26 LU2602 20250806 3448 ... 3451 3473 LU
27 LU2603 20250806 3443 ... 3438 3467 LU
28 LU2604 20250806 3430 ... 3431 3443 LU
29 LU2605 20250806 3433 ... 3427 3435 LU
30 LU2606 20250806 3421 ... 3421 3437 LU
31 LU2607 20250806 3430 ... 3415 3422 LU
32 LU2608 20250806 3408 ... 3408 3418 LU
34 NR2508 20250806 12270 ... 12260 12230 NR
35 NR2509 20250806 12320 ... 12300 12270 NR
36 NR2510 20250806 12415 ... 12365 12315 NR
37 NR2511 20250806 12435 ... 12410 12365 NR
38 NR2512 20250806 12495 ... 12435 12390 NR
39 NR2601 20250806 12480 ... 12470 12415 NR
40 NR2602 20250806 12460 ... 12505 12465 NR
41 NR2603 20250806 12480 ... 12545 12470 NR
42 NR2604 20250806 ... 12565 12520 NR
43 NR2605 20250806 12620 ... 12620 12780 NR
44 NR2606 20250806 ... 12540 12540 NR
45 NR2607 20250806 12645 ... 12645 12560 NR
47 BC2508 20250806 69300 ... 69270 69500 BC
48 BC2509 20250806 69380 ... 69340 69640 BC
49 BC2510 20250806 69330 ... 69410 69680 BC
50 BC2511 20250806 ... 69240 69240 BC
51 BC2512 20250806 ... 69900 69910 BC
52 BC2601 20250806 ... 70020 70020 BC
53 BC2602 20250806 ... 70000 70000 BC
54 BC2603 20250806 ... 70000 70000 BC
55 BC2604 20250806 ... 70000 70000 BC
56 BC2605 20250806 ... 70000 70000 BC
57 BC2606 20250806 ... 69340 69340 BC
58 BC2607 20250806 ... 68670 68670 BC
60 EC2508 20250806 2075.3 ... 2080.3 2096 EC
61 EC2510 20250806 1403.8 ... 1434.4 1411.1 EC
62 EC2512 20250806 1681.3 ... 1759.5 1682.1 EC
63 EC2602 20250806 1483.2 ... 1521.6 1478.2 EC
64 EC2604 20250806 1329.9 ... 1342.5 1323.6 EC
65 EC2606 20250806 1458 ... 1489.4 1460.8 EC
69 SC_TAS2509 20250806 ... SC_TAS
70 SC_TAS2510 20250806 ... SC_TAS
71 SC_TAS2511 20250806 ... SC_TAS
72 SC_TAS2512 20250806 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 18:26:02,756 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250806 7859.0 7944.0 ... 314392.84 7906.0 7842.0 AP
1 AP511 20250806 7681.0 7736.0 ... 1357.23 7712.0 7660.0 AP
2 AP512 20250806 7758.0 7780.0 ... 225.27 7768.0 7721.0 AP
3 AP601 20250806 7780.0 7875.0 ... 24187.54 7843.0 7775.0 AP
4 AP603 20250806 7771.0 7805.0 ... 210.39 7792.0 7734.0 AP
5 AP604 20250806 7823.0 7839.0 ... 39.17 7833.0 7790.0 AP
6 AP605 20250806 7879.0 7910.0 ... 339.88 7904.0 7854.0 AP
7 CF509 20250806 13675.0 13730.0 ... 913008.41 13690.0 13670.0 CF
8 CF511 20250806 13705.0 13780.0 ... 132938.10 13740.0 13690.0 CF
9 CF601 20250806 13825.0 13885.0 ... 630239.11 13855.0 13825.0 CF
10 CF603 20250806 13800.0 13850.0 ... 2011.96 13830.0 13800.0 CF
11 CF605 20250806 13780.0 13830.0 ... 35816.87 13810.0 13775.0 CF
12 CF607 20250806 13780.0 13840.0 ... 614.93 13820.0 13780.0 CF
13 CJ509 20250806 9730.0 9850.0 ... 25882.81 9770.0 9705.0 CJ
14 CJ512 20250806 10720.0 10840.0 ... 9756.43 10735.0 10650.0 CJ
15 CJ601 20250806 10865.0 10985.0 ... 584003.04 10885.0 10795.0 CJ
16 CJ603 20250806 10925.0 11055.0 ... 7041.43 10960.0 10860.0 CJ
17 CJ605 20250806 11090.0 11190.0 ... 95692.16 11100.0 11015.0 CJ
18 CJ607 20250806 11300.0 11380.0 ... 1372.66 11300.0 11225.0 CJ
19 CY508 20250806 0.0 0.0 ... 0.00 19965.0 19995.0 CY
20 CY509 20250806 19850.0 19970.0 ... 16492.96 19905.0 19835.0 CY
21 CY510 20250806 0.0 0.0 ... 0.00 20015.0 19945.0 CY
22 CY511 20250806 19665.0 19775.0 ... 57069.79 19725.0 19755.0 CY
23 CY512 20250806 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250806 19735.0 19815.0 ... 731.66 19775.0 19780.0 CY
25 CY602 20250806 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250806 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250806 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250806 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250806 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250806 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250806 1064.0 1064.0 ... 63.84 1064.0 1055.0 FG
32 FG509 20250806 1079.0 1093.0 ... 2810737.49 1079.0 1073.0 FG
33 FG510 20250806 1174.0 1181.0 ... 71895.64 1169.0 1162.0 FG
34 FG511 20250806 1169.0 1179.0 ... 114846.97 1165.0 1157.0 FG
35 FG512 20250806 1242.0 1255.0 ... 61444.01 1238.0 1231.0 FG
36 FG601 20250806 1241.0 1248.0 ... 2646818.98 1229.0 1220.0 FG
37 FG602 20250806 1274.0 1296.0 ... 1933.74 1279.0 1268.0 FG
38 FG603 20250806 1277.0 1296.0 ... 3103.22 1280.0 1268.0 FG
39 FG604 20250806 1331.0 1340.0 ... 878.30 1323.0 1316.0 FG
40 FG605 20250806 1328.0 1336.0 ... 41995.88 1319.0 1310.0 FG
41 FG606 20250806 1343.0 1364.0 ... 1741.96 1340.0 1339.0 FG
42 FG607 20250806 1355.0 1355.0 ... 1119.48 1336.0 1334.0 FG
43 JR509 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250806 0.0 0.0 ... 0.00 2347.0 2343.0 MA
53 MA509 20250806 2394.0 2407.0 ... 684868.97 2397.0 2381.0 MA
54 MA510 20250806 2425.0 2438.0 ... 30656.62 2427.0 2411.0 MA
55 MA511 20250806 2445.0 2462.0 ... 64448.95 2452.0 2435.0 MA
56 MA512 20250806 2483.0 2499.0 ... 49791.62 2489.0 2470.0 MA
57 MA601 20250806 2490.0 2512.0 ... 320208.79 2502.0 2482.0 MA
58 MA602 20250806 2496.0 2507.0 ... 40.00 2500.0 2484.0 MA
59 MA603 20250806 2493.0 2503.0 ... 521.55 2495.0 2476.0 MA
60 MA604 20250806 2479.0 2484.0 ... 27.27 2479.0 2454.0 MA
61 MA605 20250806 2442.0 2460.0 ... 6942.59 2451.0 2427.0 MA
62 MA606 20250806 2450.0 2462.0 ... 12.29 2458.0 2436.0 MA
63 MA607 20250806 2444.0 2450.0 ... 26.88 2444.0 2427.0 MA
64 OI509 20250806 9620.0 9642.0 ... 1907396.47 9576.0 9566.0 OI
65 OI511 20250806 9620.0 9649.0 ... 191023.53 9589.0 9581.0 OI
66 OI601 20250806 9550.0 9573.0 ... 806394.17 9524.0 9506.0 OI
67 OI603 20250806 9499.0 9502.0 ... 3009.78 9465.0 9450.0 OI
68 OI605 20250806 9425.0 9445.0 ... 9691.28 9400.0 9367.0 OI
69 OI607 20250806 9425.0 9425.0 ... 187.81 9390.0 9380.0 OI
70 PF508 20250806 6298.0 6298.0 ... 31.49 6298.0 6290.0 PF
71 PF509 20250806 6314.0 6370.0 ... 156581.91 6332.0 6322.0 PF
72 PF510 20250806 6382.0 6436.0 ... 481228.55 6400.0 6376.0 PF
73 PF511 20250806 6374.0 6440.0 ... 277996.92 6408.0 6372.0 PF
74 PF512 20250806 6386.0 6438.0 ... 55692.20 6416.0 6370.0 PF
75 PF601 20250806 6386.0 6450.0 ... 8806.79 6410.0 6390.0 PF
76 PF602 20250806 6418.0 6452.0 ... 12.87 6434.0 6402.0 PF
77 PF603 20250806 6424.0 6448.0 ... 35.34 6426.0 6410.0 PF
78 PF604 20250806 6442.0 6444.0 ... 22.54 6442.0 6432.0 PF
79 PF605 20250806 6444.0 6484.0 ... 25.86 6466.0 6446.0 PF
80 PF606 20250806 6472.0 6488.0 ... 9.72 6478.0 6468.0 PF
81 PF607 20250806 6484.0 6490.0 ... 6.49 6488.0 6476.0 PF
82 PK510 20250806 8084.0 8100.0 ... 95588.20 8084.0 8074.0 PK
83 PK511 20250806 7956.0 7980.0 ... 75915.97 7956.0 7954.0 PK
84 PK512 20250806 7934.0 7970.0 ... 24022.29 7950.0 7952.0 PK
85 PK601 20250806 7960.0 7966.0 ... 7857.54 7954.0 7952.0 PK
86 PK603 20250806 7954.0 7974.0 ... 51.74 7960.0 7958.0 PK
87 PK604 20250806 7974.0 7976.0 ... 59.77 7970.0 7960.0 PK
88 PK605 20250806 7970.0 7986.0 ... 1087.79 7970.0 7958.0 PK
89 PL601 20250806 6510.0 6555.0 ... 24983.14 6499.0 6485.0 PL
90 PL602 20250806 6532.0 6570.0 ... 275.07 6549.0 6534.0 PL
91 PL603 20250806 6489.0 6531.0 ... 104.13 6508.0 6484.0 PL
92 PL604 20250806 6511.0 6511.0 ... 65.09 6509.0 6478.0 PL
93 PL605 20250806 6393.0 6393.0 ... 25.52 6379.0 6375.0 PL
94 PL606 20250806 0.0 0.0 ... 0.00 6499.0 6499.0 PL
95 PL607 20250806 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250806 0.0 0.0 ... 0.00 5896.0 5864.0 PR
103 PR509 20250806 5868.0 5916.0 ... 59208.19 5886.0 5864.0 PR
104 PR510 20250806 5900.0 5950.0 ... 235479.50 5924.0 5894.0 PR
105 PR511 20250806 5908.0 5956.0 ... 199802.34 5936.0 5900.0 PR
106 PR512 20250806 5930.0 5962.0 ... 61986.56 5952.0 5916.0 PR
107 PR601 20250806 5934.0 5960.0 ... 2570.78 5930.0 5930.0 PR
108 PR602 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
109 PR603 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
110 PR604 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
112 PR606 20250806 0.0 0.0 ... 0.00 5968.0 5958.0 PR
113 PR607 20250806 0.0 0.0 ... 0.00 6012.0 6012.0 PR
114 PX508 20250806 0.0 0.0 ... 0.00 6756.0 6722.0 PX
115 PX509 20250806 6716.0 6828.0 ... 351097.13 6756.0 6722.0 PX
116 PX510 20250806 6726.0 6804.0 ... 106039.48 6754.0 6720.0 PX
117 PX511 20250806 6708.0 6794.0 ... 197629.57 6740.0 6710.0 PX
118 PX512 20250806 6708.0 6788.0 ... 62266.54 6742.0 6718.0 PX
119 PX601 20250806 6684.0 6768.0 ... 80619.70 6722.0 6696.0 PX
120 PX602 20250806 6730.0 6740.0 ... 16.84 6738.0 6688.0 PX
121 PX603 20250806 0.0 0.0 ... 0.00 6718.0 6686.0 PX
122 PX604 20250806 6744.0 6744.0 ... 6.74 6744.0 6696.0 PX
123 PX605 20250806 6688.0 6752.0 ... 100.68 6712.0 6688.0 PX
124 PX606 20250806 6700.0 6708.0 ... 10.06 6706.0 6680.0 PX
125 PX607 20250806 6710.0 6752.0 ... 26.90 6726.0 6700.0 PX
126 RI509 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250806 2733.0 2745.0 ... 273.82 2738.0 2722.0 RM
133 RM509 20250806 2728.0 2793.0 ... 1508398.63 2761.0 2720.0 RM
134 RM511 20250806 2585.0 2615.0 ... 24847.32 2597.0 2578.0 RM
135 RM601 20250806 2444.0 2485.0 ... 553827.23 2462.0 2448.0 RM
136 RM603 20250806 2416.0 2445.0 ... 24039.15 2428.0 2418.0 RM
137 RM605 20250806 2392.0 2408.0 ... 67191.42 2397.0 2387.0 RM
138 RM607 20250806 2374.0 2383.0 ... 8859.63 2375.0 2367.0 RM
139 RS508 20250806 0.0 0.0 ... 0.00 5023.0 5061.0 RS
140 RS509 20250806 5278.0 5278.0 ... 238.96 5084.0 5122.0 RS
141 RS511 20250806 5269.0 5269.0 ... 15.73 5243.0 5232.0 RS
142 RS607 20250806 5584.0 5683.0 ... 123.77 5626.0 5512.0 RS
143 SA508 20250806 1254.0 1254.0 ... 97.57 1251.0 1237.0 SA
144 SA509 20250806 1269.0 1295.0 ... 1806727.84 1272.0 1255.0 SA
145 SA510 20250806 1305.0 1321.0 ... 191626.94 1302.0 1285.0 SA
146 SA511 20250806 1317.0 1331.0 ... 358539.66 1307.0 1291.0 SA
147 SA512 20250806 1362.0 1379.0 ... 187919.91 1352.0 1334.0 SA
148 SA601 20250806 1377.0 1388.0 ... 4578416.06 1363.0 1346.0 SA
149 SA602 20250806 1377.0 1396.0 ... 7750.65 1373.0 1366.0 SA
150 SA603 20250806 1385.0 1399.0 ... 7013.32 1377.0 1369.0 SA
151 SA604 20250806 1420.0 1438.0 ... 2587.76 1414.0 1407.0 SA
152 SA605 20250806 1427.0 1443.0 ... 125623.01 1421.0 1402.0 SA
153 SA606 20250806 1425.0 1445.0 ... 2443.86 1426.0 1406.0 SA
154 SA607 20250806 1424.0 1438.0 ... 2703.06 1424.0 1404.0 SA
155 SF508 20250806 5768.0 5944.0 ... 2384.39 5858.0 5654.0 SF
156 SF509 20250806 5708.0 6012.0 ... 1454719.26 5906.0 5666.0 SF
157 SF510 20250806 5692.0 5994.0 ... 258542.24 5880.0 5650.0 SF
158 SF511 20250806 5882.0 6176.0 ... 534537.38 6070.0 5830.0 SF
159 SF512 20250806 5864.0 6164.0 ... 59896.00 6054.0 5824.0 SF
160 SF601 20250806 5854.0 6148.0 ... 186150.55 6042.0 5810.0 SF
161 SF602 20250806 5844.0 6092.0 ... 1463.63 5986.0 5770.0 SF
162 SF603 20250806 6030.0 6226.0 ... 254.94 6144.0 5912.0 SF
163 SF604 20250806 6060.0 6182.0 ... 39.89 6138.0 5890.0 SF
164 SF605 20250806 5950.0 6204.0 ... 2949.62 6126.0 5904.0 SF
165 SF606 20250806 5946.0 6130.0 ... 275.76 6062.0 5864.0 SF
166 SF607 20250806 6058.0 6238.0 ... 172.68 6168.0 6010.0 SF
167 SH508 20250806 0.0 0.0 ... 0.00 2349.0 2354.0 SH
168 SH509 20250806 2506.0 2515.0 ... 1426910.21 2485.0 2490.0 SH
169 SH510 20250806 2590.0 2593.0 ... 321298.15 2569.0 2572.0 SH
170 SH511 20250806 2588.0 2590.0 ... 312692.04 2570.0 2573.0 SH
171 SH512 20250806 2607.0 2609.0 ... 76908.55 2593.0 2593.0 SH
172 SH601 20250806 2596.0 2598.0 ... 434692.64 2583.0 2584.0 SH
173 SH602 20250806 2621.0 2621.0 ... 492.90 2608.0 2605.0 SH
174 SH603 20250806 2634.0 2634.0 ... 715.35 2620.0 2619.0 SH
175 SH604 20250806 2672.0 2680.0 ... 528.43 2669.0 2664.0 SH
176 SH605 20250806 2697.0 2697.0 ... 5362.71 2680.0 2674.0 SH
177 SH606 20250806 2692.0 2702.0 ... 307.27 2695.0 2691.0 SH
178 SH607 20250806 2678.0 2690.0 ... 88.48 2681.0 2683.0 SH
179 SM508 20250806 6030.0 6148.0 ... 36.38 6064.0 5968.0 SM
180 SM509 20250806 6012.0 6192.0 ... 1381334.61 6110.0 5970.0 SM
181 SM510 20250806 6030.0 6188.0 ... 140567.57 6116.0 5978.0 SM
182 SM511 20250806 6078.0 6264.0 ... 213775.66 6196.0 6038.0 SM
183 SM512 20250806 6104.0 6270.0 ... 41131.80 6204.0 6058.0 SM
184 SM601 20250806 6102.0 6280.0 ... 444589.37 6202.0 6058.0 SM
185 SM602 20250806 6130.0 6258.0 ... 244.73 6196.0 6056.0 SM
186 SM603 20250806 6188.0 6278.0 ... 152.23 6214.0 6098.0 SM
187 SM604 20250806 6140.0 6290.0 ... 86.92 6210.0 6120.0 SM
188 SM605 20250806 6150.0 6312.0 ... 5777.89 6236.0 6092.0 SM
189 SM606 20250806 6204.0 6300.0 ... 53.05 6242.0 6088.0 SM
190 SM607 20250806 6164.0 6310.0 ... 56.48 6276.0 6112.0 SM
191 SR509 20250806 5680.0 5702.0 ... 635289.07 5689.0 5707.0 SR
192 SR511 20250806 5645.0 5654.0 ... 80865.75 5645.0 5656.0 SR
193 SR601 20250806 5623.0 5637.0 ... 475524.18 5627.0 5637.0 SR
194 SR603 20250806 5586.0 5605.0 ... 3027.70 5596.0 5606.0 SR
195 SR605 20250806 5566.0 5574.0 ... 19250.64 5565.0 5575.0 SR
196 SR607 20250806 5556.0 5569.0 ... 1718.81 5562.0 5571.0 SR
197 TA508 20250806 4666.0 4732.0 ... 1524.18 4668.0 4666.0 TA
198 TA509 20250806 4678.0 4748.0 ... 1408293.52 4702.0 4678.0 TA
199 TA510 20250806 4650.0 4756.0 ... 113324.77 4720.0 4698.0 TA
200 TA511 20250806 4706.0 4760.0 ... 119080.35 4728.0 4706.0 TA
201 TA512 20250806 4714.0 4764.0 ... 29852.27 4732.0 4712.0 TA
202 TA601 20250806 4710.0 4768.0 ... 651324.84 4734.0 4714.0 TA
203 TA602 20250806 4710.0 4758.0 ... 231.32 4722.0 4712.0 TA
204 TA603 20250806 4728.0 4774.0 ... 68.81 4746.0 4728.0 TA
205 TA604 20250806 4742.0 4782.0 ... 7.15 4768.0 4740.0 TA
206 TA605 20250806 4756.0 4800.0 ... 10110.05 4776.0 4752.0 TA
207 TA606 20250806 0.0 0.0 ... 0.00 4794.0 4750.0 TA
208 TA607 20250806 4806.0 4806.0 ... 2.40 4806.0 4770.0 TA
209 UR508 20250806 1775.0 1780.0 ... 206.40 1749.0 1754.0 UR
210 UR509 20250806 1784.0 1792.0 ... 833313.96 1761.0 1756.0 UR
211 UR510 20250806 1773.0 1785.0 ... 31993.87 1754.0 1750.0 UR
212 UR511 20250806 1789.0 1803.0 ... 27819.72 1777.0 1773.0 UR
213 UR512 20250806 1798.0 1799.0 ... 898.76 1776.0 1772.0 UR
214 UR601 20250806 1800.0 1804.0 ... 287545.04 1774.0 1772.0 UR
215 UR602 20250806 1792.0 1792.0 ... 938.41 1771.0 1773.0 UR
216 UR603 20250806 1814.0 1816.0 ... 371.35 1803.0 1802.0 UR
217 UR604 20250806 1811.0 1821.0 ... 224.15 1808.0 1798.0 UR
218 UR605 20250806 1818.0 1827.0 ... 13356.73 1805.0 1802.0 UR
219 UR606 20250806 1806.0 1809.0 ... 208.69 1799.0 1796.0 UR
220 UR607 20250806 1812.0 1812.0 ... 173.03 1802.0 1802.0 UR
221 WH509 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:26:03,037 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 IC2508 20250806 6255.000 ... 6331.000 6260.200 IC
1 IC2509 20250806 6198.000 ... 6266.200 6195.600 IC
2 IC2512 20250806 6034.800 ... 6107.800 6038.000 IC
3 IC2603 20250806 5909.800 ... 5973.400 5903.400 IC
4 IF2508 20250806 4091.400 ... 4109.000 4094.400 IF
5 IF2509 20250806 4080.000 ... 4098.600 4081.800 IF
6 IF2512 20250806 4050.800 ... 4068.600 4050.800 IF
7 IF2603 20250806 4022.000 ... 4037.800 4019.000 IF
8 IH2508 20250806 2787.000 ... 2797.200 2789.800 IH
9 IH2509 20250806 2790.000 ... 2798.200 2790.800 IH
10 IH2512 20250806 2790.000 ... 2800.200 2792.600 IH
11 IH2603 20250806 2789.800 ... 2801.800 2792.800 IH
12 IM2508 20250806 6745.000 ... 6840.200 6744.600 IM
13 IM2509 20250806 6674.000 ... 6770.400 6673.200 IM
14 IM2512 20250806 6490.000 ... 6581.200 6482.200 IM
15 IM2603 20250806 6312.000 ... 6402.600 6304.800 IM
16 T2509 20250806 108.510 ... 108.565 108.550 T
17 T2512 20250806 108.325 ... 108.435 108.360 T
18 T2603 20250806 108.085 ... 108.235 108.150 T
19 TF2509 20250806 105.755 ... 105.780 105.755 TF
20 TF2512 20250806 105.700 ... 105.815 105.770 TF
21 TF2603 20250806 105.740 ... 105.820 105.770 TF
22 TL2509 20250806 119.220 ... 119.340 119.380 TL
23 TL2512 20250806 118.830 ... 119.000 119.020 TL
24 TL2603 20250806 118.460 ... 118.620 118.610 TL
25 TS2509 20250806 102.348 ... 102.370 102.352 TS
26 TS2512 20250806 102.384 ... 102.408 102.392 TS
27 TS2603 20250806 102.352 ... 102.380 102.368 TS
[28 rows x 12 columns]
2025-08-07 18:26:03,145 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 PS2508 20250806 49030.0 ... 49845.0 48635.0 PS
1 PS2509 20250806 50290.0 ... 51200.0 49445.0 PS
2 PS2510 20250806 50580.0 ... 51385.0 49665.0 PS
3 PS2511 20250806 50300.0 ... 51555.0 49740.0 PS
4 PS2512 20250806 53000.0 ... 54630.0 52710.0 PS
5 PS2601 20250806 53645.0 ... 54795.0 52905.0 PS
6 PS2602 20250806 53770.0 ... 54730.0 53055.0 PS
7 PS2603 20250806 53810.0 ... 54875.0 53175.0 PS
8 PS2604 20250806 54150.0 ... 55050.0 53395.0 PS
9 PS2605 20250806 54200.0 ... 55125.0 53265.0 PS
10 PS2606 20250806 56945.0 ... 57555.0 55725.0 PS
11 PS2607 20250806 56140.0 ... 57595.0 55890.0 PS
13 SI2508 20250806 8530.0 ... 8630.0 8490.0 SI
14 SI2509 20250806 8435.0 ... 8570.0 8365.0 SI
15 SI2510 20250806 8405.0 ... 8585.0 8400.0 SI
16 SI2511 20250806 8400.0 ... 8615.0 8395.0 SI
17 SI2512 20250806 8815.0 ... 9010.0 8785.0 SI
18 SI2601 20250806 8800.0 ... 8990.0 8770.0 SI
19 SI2602 20250806 8850.0 ... 9085.0 8810.0 SI
20 SI2603 20250806 8845.0 ... 9110.0 8780.0 SI
21 SI2604 20250806 8870.0 ... 9170.0 8830.0 SI
22 SI2605 20250806 8960.0 ... 9130.0 8805.0 SI
23 SI2606 20250806 8890.0 ... 9135.0 8825.0 SI
24 SI2607 20250806 8925.0 ... 9100.0 8795.0 SI
27 LC2508 20250806 67500.0 ... 67800.0 68200.0 LC
28 LC2509 20250806 67680.0 ... 68300.0 68400.0 LC
29 LC2510 20250806 67760.0 ... 68560.0 68520.0 LC
30 LC2511 20250806 68100.0 ... 68620.0 68540.0 LC
31 LC2512 20250806 68440.0 ... 68900.0 68680.0 LC
32 LC2601 20250806 68500.0 ... 69040.0 68800.0 LC
33 LC2602 20250806 68480.0 ... 68820.0 68520.0 LC
34 LC2603 20250806 68380.0 ... 68800.0 68720.0 LC
35 LC2604 20250806 69360.0 ... 69580.0 69360.0 LC
36 LC2605 20250806 69400.0 ... 69800.0 69560.0 LC
37 LC2606 20250806 69460.0 ... 69600.0 69560.0 LC
38 LC2607 20250806 69560.0 ... 69700.0 69780.0 LC
[36 rows x 12 columns]
2025-08-07 18:26:03,289 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250806 ... 78200 78490 CU
1 1 CU2509 20250806 ... 78160 78480 CU
2 2 CU2510 20250806 ... 78160 78480 CU
3 3 CU2511 20250806 ... 78150 78440 CU
4 4 CU2512 20250806 ... 78120 78420 CU
5 5 CU2601 20250806 ... 78080 78400 CU
6 6 CU2602 20250806 ... 78030 78330 CU
7 7 CU2603 20250806 ... 78010 78340 CU
8 8 CU2604 20250806 ... 78040 78360 CU
9 9 CU2605 20250806 ... 78080 78390 CU
10 10 CU2606 20250806 ... 78040 78380 CU
11 11 CU2607 20250806 ... 78060 78380 CU
12 12 BC2508 20250806 ... 69270 69500 BC
13 13 BC2509 20250806 ... 69340 69640 BC
14 14 BC2510 20250806 ... 69410 69680 BC
15 15 BC2511 20250806 ... 69240 69240 BC
16 16 BC2512 20250806 ... 69900 69910 BC
17 17 BC2601 20250806 ... 70020 70020 BC
18 18 BC2602 20250806 ... 70000 70000 BC
19 19 BC2603 20250806 ... 70000 70000 BC
20 20 BC2604 20250806 ... 70000 70000 BC
21 21 BC2605 20250806 ... 70000 70000 BC
22 22 BC2606 20250806 ... 69340 69340 BC
23 23 BC2607 20250806 ... 68670 68670 BC
24 24 AL2508 20250806 ... 20655 20535 AL
25 25 AL2509 20250806 ... 20600 20495 AL
26 26 AL2510 20250806 ... 20570 20460 AL
27 27 AL2511 20250806 ... 20525 20420 AL
28 28 AL2512 20250806 ... 20475 20360 AL
29 29 AL2601 20250806 ... 20445 20325 AL
30 30 AL2602 20250806 ... 20450 20320 AL
31 31 AL2603 20250806 ... 20470 20355 AL
32 32 AL2604 20250806 ... 20460 20345 AL
33 33 AL2605 20250806 ... 20480 20370 AL
34 34 AL2606 20250806 ... 20535 20405 AL
35 35 AL2607 20250806 ... 20505 20420 AL
36 36 ZN2508 20250806 ... 22310 22295 ZN
37 37 ZN2509 20250806 ... 22330 22315 ZN
38 38 ZN2510 20250806 ... 22330 22315 ZN
39 39 ZN2511 20250806 ... 22325 22315 ZN
40 40 ZN2512 20250806 ... 22280 22295 ZN
41 41 ZN2601 20250806 ... 22260 22260 ZN
42 42 ZN2602 20250806 ... 22255 22230 ZN
43 43 ZN2603 20250806 ... 22275 22300 ZN
44 44 ZN2604 20250806 ... 22270 22280 ZN
45 45 ZN2605 20250806 ... 22320 22300 ZN
46 46 ZN2606 20250806 ... 22345 22310 ZN
47 47 ZN2607 20250806 ... 22305 22295 ZN
48 48 PB2508 20250806 ... 16775 16665 PB
49 49 PB2509 20250806 ... 16830 16715 PB
50 50 PB2510 20250806 ... 16825 16720 PB
51 51 PB2511 20250806 ... 16845 16760 PB
52 52 PB2512 20250806 ... 16845 16785 PB
53 53 PB2601 20250806 ... 16925 16785 PB
54 54 PB2602 20250806 ... 16970 16800 PB
55 55 PB2603 20250806 ... 16825 16825 PB
56 56 PB2604 20250806 ... 16855 16855 PB
57 57 PB2605 20250806 ... 17020 16925 PB
58 58 PB2606 20250806 ... 16860 16860 PB
59 59 PB2607 20250806 ... 16980 16980 PB
60 60 NI2508 20250806 ... 120620 120660 NI
61 61 NI2509 20250806 ... 120680 120800 NI
62 62 NI2510 20250806 ... 120810 120900 NI
63 63 NI2511 20250806 ... 120970 121090 NI
64 64 NI2512 20250806 ... 121190 121380 NI
65 65 NI2601 20250806 ... 121500 121610 NI
66 66 NI2602 20250806 ... 121710 121950 NI
67 67 NI2603 20250806 ... 121820 122050 NI
68 68 NI2604 20250806 ... 122280 122250 NI
69 69 NI2605 20250806 ... 122640 122680 NI
70 70 NI2606 20250806 ... 122940 122900 NI
71 71 NI2607 20250806 ... 123100 123210 NI
72 72 SN2508 20250806 ... 266550 265600 SN
73 73 SN2509 20250806 ... 266860 266140 SN
74 74 SN2510 20250806 ... 267160 266620 SN
75 75 SN2511 20250806 ... 267170 266700 SN
76 76 SN2512 20250806 ... 266980 266960 SN
77 77 SN2601 20250806 ... 267550 266920 SN
78 78 SN2602 20250806 ... 267470 268140 SN
79 79 SN2603 20250806 ... 267930 268190 SN
80 80 SN2604 20250806 ... 268730 268730 SN
81 81 SN2605 20250806 ... 268090 267070 SN
82 82 SN2606 20250806 ... 268240 267870 SN
83 83 SN2607 20250806 ... 268490 268490 SN
84 84 AO2508 20250806 ... 3227 3225 AO
85 85 AO2509 20250806 ... 3222 3210 AO
86 86 AO2510 20250806 ... 3223 3213 AO
87 87 AO2511 20250806 ... 3225 3215 AO
88 88 AO2512 20250806 ... 3232 3219 AO
89 89 AO2601 20250806 ... 3235 3220 AO
90 90 AO2602 20250806 ... 3219 3220 AO
91 91 AO2603 20250806 ... 3229 3218 AO
92 92 AO2604 20250806 ... 3237 3209 AO
93 93 AO2605 20250806 ... 3237 3215 AO
94 94 AO2606 20250806 ... 3234 3208 AO
95 95 AO2607 20250806 ... 3239 3212 AO
96 96 AD2511 20250806 ... 20020 19940 AD
97 97 AD2512 20250806 ... 20060 19935 AD
98 98 AD2601 20250806 ... 20015 19880 AD
99 99 AD2602 20250806 ... 19855 19800 AD
100 100 AD2603 20250806 ... 19885 19795 AD
101 101 AD2604 20250806 ... 19710 19710 AD
102 102 AD2605 20250806 ... 19650 19650 AD
103 103 AD2606 20250806 ... 19715 19715 AD
104 104 AD2607 20250806 ... 19830 19830 AD
105 105 AU2508 20250806 ... 781.54 781.16 AU
106 106 AU2509 20250806 ... 783.02 783.04 AU
107 107 AU2510 20250806 ... 784.26 784.32 AU
108 108 AU2512 20250806 ... 786.36 786.54 AU
109 109 AU2602 20250806 ... 788.5 788.78 AU
110 110 AU2604 20250806 ... 790.68 790.86 AU
111 111 AU2606 20250806 ... 792.88 793 AU
112 112 AU2608 20250806 ... 795.3 795.52 AU
113 113 AG2508 20250806 ... 9147 9030 AG
114 114 AG2509 20250806 ... 9147 9063 AG
115 115 AG2510 20250806 ... 9160 9074 AG
116 116 AG2511 20250806 ... 9169 9086 AG
117 117 AG2512 20250806 ... 9184 9099 AG
118 118 AG2601 20250806 ... 9192 9110 AG
119 119 AG2602 20250806 ... 9208 9123 AG
120 120 AG2603 20250806 ... 9218 9135 AG
121 121 AG2604 20250806 ... 9228 9148 AG
122 122 AG2605 20250806 ... 9250 9163 AG
123 123 AG2606 20250806 ... 9257 9173 AG
124 124 AG2607 20250806 ... 9266 9185 AG
125 125 RB2508 20250806 ... 3195 3168 RB
126 126 RB2509 20250806 ... 3194 3180 RB
127 127 RB2510 20250806 ... 3230 3210 RB
128 128 RB2511 20250806 ... 3246 3227 RB
129 129 RB2512 20250806 ... 3284 3265 RB
130 130 RB2601 20250806 ... 3306 3284 RB
131 131 RB2602 20250806 ... 3295 3269 RB
132 132 RB2603 20250806 ... 3317 3286 RB
133 133 RB2604 20250806 ... 3330 3315 RB
134 134 RB2605 20250806 ... 3334 3311 RB
135 135 RB2606 20250806 ... 3346 3330 RB
136 136 RB2607 20250806 ... 3354 3331 RB
137 137 WR2508 20250806 ... 3212 3212 WR
138 138 WR2509 20250806 ... 3342 3342 WR
139 139 WR2510 20250806 ... 3467 3449 WR
140 140 WR2511 20250806 ... 3490 3490 WR
141 141 WR2512 20250806 ... 3499 3499 WR
142 142 WR2601 20250806 ... 3473 3473 WR
143 143 WR2602 20250806 ... 3523 3507 WR
144 144 WR2603 20250806 ... 3527 3565 WR
145 145 WR2604 20250806 ... 3560 3560 WR
146 146 WR2605 20250806 ... 3478 3439 WR
147 147 WR2606 20250806 ... 3599 3599 WR
148 148 WR2607 20250806 ... 3635 3635 WR
149 149 HC2508 20250806 ... 3450 3453 HC
150 150 HC2509 20250806 ... 3461 3443 HC
151 151 HC2510 20250806 ... 3452 3437 HC
152 152 HC2511 20250806 ... 3454 3434 HC
153 153 HC2512 20250806 ... 3451 3435 HC
154 154 HC2601 20250806 ... 3455 3440 HC
155 155 HC2602 20250806 ... 3448 3431 HC
156 156 HC2603 20250806 ... 3456 3434 HC
157 157 HC2604 20250806 ... 3461 3441 HC
158 158 HC2605 20250806 ... 3460 3439 HC
159 159 HC2606 20250806 ... 3457 3456 HC
160 160 HC2607 20250806 ... 3473 3459 HC
161 161 SS2508 20250806 ... 12955 12960 SS
162 162 SS2509 20250806 ... 12930 12950 SS
163 163 SS2510 20250806 ... 12985 12995 SS
164 164 SS2511 20250806 ... 13025 13035 SS
165 165 SS2512 20250806 ... 13045 13055 SS
166 166 SS2601 20250806 ... 13085 13095 SS
167 167 SS2602 20250806 ... 13125 13135 SS
168 168 SS2603 20250806 ... 13180 13195 SS
169 169 SS2604 20250806 ... 13190 13190 SS
170 170 SS2605 20250806 ... 13270 13265 SS
171 171 SS2606 20250806 ... 13300 13290 SS
172 172 SS2607 20250806 ... 13335 13345 SS
173 173 SC2509 20250806 ... 504.2 509.1 SC
174 174 SC2510 20250806 ... 499.5 503.3 SC
175 175 SC2511 20250806 ... 495.4 499.4 SC
176 176 SC2512 20250806 ... 491.6 494.7 SC
177 177 SC2601 20250806 ... 488.6 490.5 SC
178 178 SC2602 20250806 ... 486 486.6 SC
179 179 SC2603 20250806 ... 483.2 484.8 SC
180 180 SC2604 20250806 ... 481.6 481.7 SC
181 181 SC2605 20250806 ... 478.4 481.3 SC
182 182 SC2606 20250806 ... 476.8 479.3 SC
183 183 SC2607 20250806 ... 475.6 482.4 SC
184 184 SC2608 20250806 ... 477.5 481.6 SC
185 185 SC2609 20250806 ... 475 478 SC
186 186 SC2612 20250806 ... 472.3 472.3 SC
187 187 SC2703 20250806 ... 470.5 473.1 SC
188 188 SC2706 20250806 ... 467.8 473 SC
189 189 SC2709 20250806 ... 464.4 466.8 SC
190 190 SC2712 20250806 ... 464 466.3 SC
191 191 SC2803 20250806 ... 460.5 463 SC
192 192 SC2806 20250806 ... 456 458.6 SC
193 193 LU2509 20250806 ... 3532 3544 LU
194 194 LU2510 20250806 ... 3535 3539 LU
195 195 LU2511 20250806 ... 3531 3541 LU
196 196 LU2512 20250806 ... 3507 3528 LU
197 197 LU2601 20250806 ... 3488 3495 LU
198 198 LU2602 20250806 ... 3451 3473 LU
199 199 LU2603 20250806 ... 3438 3467 LU
200 200 LU2604 20250806 ... 3431 3443 LU
201 201 LU2605 20250806 ... 3427 3435 LU
202 202 LU2606 20250806 ... 3421 3437 LU
203 203 LU2607 20250806 ... 3415 3422 LU
204 204 LU2608 20250806 ... 3408 3418 LU
205 205 FU2509 20250806 ... 2819 2818 FU
206 206 FU2510 20250806 ... 2838 2839 FU
207 207 FU2511 20250806 ... 2850 2849 FU
208 208 FU2512 20250806 ... 2849 2848 FU
209 209 FU2601 20250806 ... 2840 2841 FU
210 210 FU2602 20250806 ... 2832 2836 FU
211 211 FU2603 20250806 ... 2824 2830 FU
212 212 FU2604 20250806 ... 2820 2825 FU
213 213 FU2605 20250806 ... 2806 2815 FU
214 214 FU2606 20250806 ... 2803 2810 FU
215 215 FU2607 20250806 ... 2788 2797 FU
216 216 FU2608 20250806 ... 2788 2793 FU
217 217 BU2508 20250806 ... 3550 3557 BU
218 218 BU2509 20250806 ... 3543 3543 BU
219 219 BU2510 20250806 ... 3517 3523 BU
220 220 BU2511 20250806 ... 3486 3494 BU
221 221 BU2512 20250806 ... 3430 3434 BU
222 222 BU2601 20250806 ... 3396 3399 BU
223 223 BU2602 20250806 ... 3385 3383 BU
224 224 BU2603 20250806 ... 3367 3371 BU
225 225 BU2604 20250806 ... 3372 3372 BU
226 226 BU2605 20250806 ... 3362 3368 BU
227 227 BU2606 20250806 ... 3359 3366 BU
228 228 BU2607 20250806 ... 3380 3361 BU
229 229 BU2609 20250806 ... 3364 3364 BU
230 230 BU2612 20250806 ... 3297 3316 BU
231 231 BU2703 20250806 ... 3314 3315 BU
232 232 BU2706 20250806 ... 3335 3335 BU
233 233 BR2508 20250806 ... 11525 11480 BR
234 234 BR2509 20250806 ... 11510 11460 BR
235 235 BR2510 20250806 ... 11510 11465 BR
236 236 BR2511 20250806 ... 11530 11490 BR
237 237 BR2512 20250806 ... 11575 11540 BR
238 238 BR2601 20250806 ... 11615 11555 BR
239 239 BR2602 20250806 ... 11605 11570 BR
240 240 BR2603 20250806 ... 11665 11585 BR
241 241 BR2604 20250806 ... 11615 11615 BR
242 242 BR2605 20250806 ... 11735 11670 BR
243 243 BR2606 20250806 ... 11695 11675 BR
244 244 BR2607 20250806 ... 11760 11660 BR
245 245 RU2508 20250806 ... 14460 14460 RU
246 246 RU2509 20250806 ... 14510 14465 RU
247 247 RU2510 20250806 ... 14525 14475 RU
248 248 RU2511 20250806 ... 14555 14495 RU
249 249 RU2601 20250806 ... 15475 15380 RU
250 250 RU2603 20250806 ... 15570 15420 RU
251 251 RU2604 20250806 ... 15590 15500 RU
252 252 RU2605 20250806 ... 15595 15480 RU
253 253 RU2606 20250806 ... 15600 15615 RU
254 254 RU2607 20250806 ... 15620 15590 RU
255 255 NR2508 20250806 ... 12260 12230 NR
256 256 NR2509 20250806 ... 12300 12270 NR
257 257 NR2510 20250806 ... 12365 12315 NR
258 258 NR2511 20250806 ... 12410 12365 NR
259 259 NR2512 20250806 ... 12435 12390 NR
260 260 NR2601 20250806 ... 12470 12415 NR
261 261 NR2602 20250806 ... 12505 12465 NR
262 262 NR2603 20250806 ... 12545 12470 NR
263 263 NR2604 20250806 ... 12565 12520 NR
264 264 NR2605 20250806 ... 12620 12780 NR
265 265 NR2606 20250806 ... 12540 12540 NR
266 266 NR2607 20250806 ... 12645 12560 NR
267 267 SP2508 20250806 ... 5108 5108 SP
268 268 SP2509 20250806 ... 5162 5156 SP
269 269 SP2510 20250806 ... 5176 5156 SP
270 270 SP2511 20250806 ... 5178 5162 SP
271 271 SP2512 20250806 ... 5186 5168 SP
272 272 SP2601 20250806 ... 5418 5394 SP
273 273 SP2602 20250806 ... 5402 5368 SP
274 274 SP2603 20250806 ... 5392 5378 SP
275 275 SP2604 20250806 ... 5390 5350 SP
276 276 SP2605 20250806 ... 5394 5374 SP
277 277 SP2606 20250806 ... 5420 5394 SP
278 278 SP2607 20250806 ... 5402 5370 SP
279 279 EC2508 20250806 ... 2080.3 2096 EC
280 280 EC2510 20250806 ... 1434.4 1411.1 EC
281 281 EC2512 20250806 ... 1759.5 1682.1 EC
282 282 EC2602 20250806 ... 1521.6 1478.2 EC
283 283 EC2604 20250806 ... 1342.5 1323.6 EC
284 284 EC2606 20250806 ... 1489.4 1460.8 EC
285 287 SC_TAS2509 20250806 ... SC_TAS
286 288 SC_TAS2510 20250806 ... SC_TAS
287 289 SC_TAS2511 20250806 ... SC_TAS
288 290 SC_TAS2512 20250806 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 18:26:03,397 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
2025-08-07 18:26:05,140 - future_1d - INFO - save future_daily 2025-08-06 completed
symbol date open ... settle pre_settle variety
0 a2509 20250807 4118.00 ... 4128.00 4118.00 A
1 a2511 20250807 4102.00 ... 4099.00 4097.00 A
2 a2601 20250807 4098.00 ... 4100.00 4101.00 A
3 a2603 20250807 4085.00 ... 4090.00 4092.00 A
4 a2605 20250807 4131.00 ... 4128.00 4130.00 A
5 a2607 20250807 4125.00 ... 4124.00 4122.00 A
6 b2508 20250807 0.00 ... 3616.00 3616.00 B
7 b2509 20250807 3734.00 ... 3730.00 3717.00 B
8 b2510 20250807 3775.00 ... 3764.00 3756.00 B
9 b2511 20250807 3790.00 ... 3783.00 3778.00 B
10 b2512 20250807 3807.00 ... 3797.00 3797.00 B
11 b2601 20250807 3795.00 ... 3785.00 3782.00 B
12 b2602 20250807 3769.00 ... 3759.00 3758.00 B
13 b2603 20250807 3678.00 ... 3672.00 3660.00 B
14 b2604 20250807 3556.00 ... 3548.00 3545.00 B
15 b2605 20250807 3481.00 ... 3475.00 3467.00 B
16 b2606 20250807 3462.00 ... 3458.00 3452.00 B
17 b2607 20250807 3450.00 ... 3445.00 3442.00 B
18 bb2509 20250807 150.70 ... 150.65 150.70 BB
19 bb2511 20250807 151.55 ... 149.90 149.85 BB
20 bb2601 20250807 149.05 ... 149.55 149.80 BB
21 bb2603 20250807 147.85 ... 147.90 148.05 BB
22 bb2605 20250807 0.00 ... 142.20 142.30 BB
23 bb2607 20250807 0.00 ... 147.95 148.10 BB
24 bz2603 20250807 6266.00 ... 6268.00 6235.00 BZ
25 bz2604 20250807 6223.00 ... 6236.00 6195.00 BZ
26 bz2605 20250807 6239.00 ... 6239.00 6207.00 BZ
27 bz2606 20250807 6250.00 ... 6239.00 6165.00 BZ
28 bz2607 20250807 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250807 2263.00 ... 2266.00 2255.00 C
30 c2511 20250807 2214.00 ... 2214.00 2210.00 C
31 c2601 20250807 2195.00 ... 2194.00 2192.00 C
32 c2603 20250807 2203.00 ... 2200.00 2197.00 C
33 c2605 20250807 2245.00 ... 2248.00 2242.00 C
34 c2607 20250807 2264.00 ... 2265.00 2260.00 C
35 cs2509 20250807 2662.00 ... 2661.00 2657.00 CS
36 cs2511 20250807 2554.00 ... 2560.00 2559.00 CS
37 cs2601 20250807 2565.00 ... 2568.00 2563.00 CS
38 cs2603 20250807 2560.00 ... 2561.00 2557.00 CS
39 cs2605 20250807 2611.00 ... 2613.00 2606.00 CS
40 cs2607 20250807 2619.00 ... 2620.00 2614.00 CS
41 eb2508 20250807 0.00 ... 7299.00 7299.00 EB
42 eb2509 20250807 7309.00 ... 7309.00 7283.00 EB
43 eb2510 20250807 7335.00 ... 7334.00 7313.00 EB
44 eb2511 20250807 7357.00 ... 7351.00 7332.00 EB
45 eb2512 20250807 7364.00 ... 7367.00 7346.00 EB
46 eb2601 20250807 7390.00 ... 7379.00 7357.00 EB
47 eb2602 20250807 7375.00 ... 7387.00 7371.00 EB
48 eb2603 20250807 7406.00 ... 7404.00 7385.00 EB
49 eb2604 20250807 7424.00 ... 7413.00 7356.00 EB
50 eb2605 20250807 7410.00 ... 7411.00 7400.00 EB
51 eb2606 20250807 0.00 ... 7376.00 7376.00 EB
52 eb2607 20250807 7375.00 ... 7376.00 7330.00 EB
53 eg2508 20250807 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250807 4430.00 ... 4412.00 4411.00 EG
55 eg2510 20250807 4416.00 ... 4419.00 4416.00 EG
56 eg2511 20250807 4439.00 ... 4431.00 4423.00 EG
57 eg2512 20250807 4462.00 ... 4443.00 4431.00 EG
58 eg2601 20250807 4440.00 ... 4436.00 4434.00 EG
59 eg2602 20250807 0.00 ... 4442.00 4442.00 EG
60 eg2603 20250807 4456.00 ... 4445.00 4440.00 EG
61 eg2604 20250807 0.00 ... 4464.00 4464.00 EG
62 eg2605 20250807 4465.00 ... 4464.00 4465.00 EG
63 eg2606 20250807 0.00 ... 4470.00 4470.00 EG
64 eg2607 20250807 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250807 1451.50 ... 1451.50 1370.50 FB
66 fb2509 20250807 1254.00 ... 1254.00 1254.00 FB
67 fb2510 20250807 1300.00 ... 1296.50 1295.00 FB
68 fb2511 20250807 1289.50 ... 1292.00 1290.50 FB
69 fb2512 20250807 1297.50 ... 1292.50 1293.50 FB
70 fb2601 20250807 1300.50 ... 1297.00 1296.50 FB
71 fb2602 20250807 1303.50 ... 1299.50 1301.00 FB
72 fb2603 20250807 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250807 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250807 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250807 1339.50 ... 1339.50 1331.50 FB
76 fb2607 20250807 0.00 ... 1302.50 1302.50 FB
77 i2508 20250807 820.00 ... 820.00 816.50 I
78 i2509 20250807 795.50 ... 791.50 795.00 I
79 i2510 20250807 793.00 ... 789.00 793.50 I
80 i2511 20250807 789.00 ... 785.00 789.00 I
81 i2512 20250807 785.50 ... 781.00 785.50 I
82 i2601 20250807 779.00 ... 773.00 778.50 I
83 i2602 20250807 774.00 ... 768.50 773.50 I
84 i2603 20250807 768.00 ... 764.00 768.50 I
85 i2604 20250807 763.50 ... 759.50 763.50 I
86 i2605 20250807 755.50 ... 751.00 754.50 I
87 i2606 20250807 751.00 ... 746.50 750.00 I
88 i2607 20250807 745.00 ... 741.50 745.50 I
89 j2508 20250807 0.00 ... 1598.00 1598.00 J
90 j2509 20250807 1639.50 ... 1658.00 1639.50 J
91 j2510 20250807 1672.50 ... 1679.00 1672.00 J
92 j2511 20250807 1698.50 ... 1701.50 1690.50 J
93 j2512 20250807 1718.50 ... 1729.00 1704.00 J
94 j2601 20250807 1726.00 ... 1735.50 1721.00 J
95 j2602 20250807 1743.00 ... 1759.00 1731.50 J
96 j2603 20250807 1782.00 ... 1784.00 1752.00 J
97 j2604 20250807 1804.50 ... 1795.50 1781.50 J
98 j2605 20250807 1821.00 ... 1819.00 1811.50 J
99 j2606 20250807 1837.50 ... 1837.50 1827.50 J
100 j2607 20250807 1829.00 ... 1830.50 1819.50 J
101 jd2508 20250807 2729.00 ... 2751.00 2756.00 JD
102 jd2509 20250807 3379.00 ... 3376.00 3352.00 JD
103 jd2510 20250807 3285.00 ... 3288.00 3275.00 JD
104 jd2511 20250807 3353.00 ... 3336.00 3355.00 JD
105 jd2512 20250807 3517.00 ... 3474.00 3536.00 JD
106 jd2601 20250807 3624.00 ... 3582.00 3627.00 JD
107 jd2602 20250807 3209.00 ... 3191.00 3207.00 JD
108 jd2603 20250807 3217.00 ... 3197.00 3217.00 JD
109 jd2604 20250807 3366.00 ... 3356.00 3364.00 JD
110 jd2605 20250807 3478.00 ... 3463.00 3474.00 JD
111 jd2606 20250807 3300.00 ... 3296.00 3303.00 JD
112 jd2607 20250807 3514.00 ... 3513.00 3516.00 JD
113 jm2508 20250807 890.50 ... 878.00 941.50 JM
114 jm2509 20250807 1080.00 ... 1085.00 1050.00 JM
115 jm2510 20250807 1132.50 ... 1143.00 1100.50 JM
116 jm2511 20250807 1165.00 ... 1184.00 1144.00 JM
117 jm2512 20250807 1196.00 ... 1204.50 1171.00 JM
118 jm2601 20250807 1226.50 ... 1221.00 1202.00 JM
119 jm2602 20250807 1241.00 ... 1233.00 1225.50 JM
120 jm2603 20250807 1262.50 ... 1243.00 1239.00 JM
121 jm2604 20250807 1270.50 ... 1248.50 1257.00 JM
122 jm2605 20250807 1270.00 ... 1257.50 1269.50 JM
123 jm2606 20250807 1288.50 ... 1261.50 1277.00 JM
124 jm2607 20250807 1294.50 ... 1266.50 1285.00 JM
125 l2508 20250807 0.00 ... 7311.00 7311.00 L
126 l2509 20250807 7310.00 ... 7302.00 7318.00 L
127 l2510 20250807 7354.00 ... 7321.00 7339.00 L
128 l2511 20250807 7365.00 ... 7353.00 7362.00 L
129 l2512 20250807 7374.00 ... 7364.00 7375.00 L
130 l2601 20250807 7380.00 ... 7369.00 7382.00 L
131 l2602 20250807 7373.00 ... 7359.00 7365.00 L
132 l2603 20250807 7376.00 ... 7356.00 7373.00 L
133 l2604 20250807 7399.00 ... 7378.00 7394.00 L
134 l2605 20250807 7376.00 ... 7367.00 7373.00 L
135 l2606 20250807 7360.00 ... 7360.00 7369.00 L
136 l2607 20250807 7373.00 ... 7373.00 7375.00 L
137 lg2509 20250807 835.00 ... 833.00 831.00 LG
138 lg2511 20250807 842.00 ... 840.50 839.00 LG
139 lg2601 20250807 838.50 ... 840.50 841.00 LG
140 lg2603 20250807 839.00 ... 838.00 839.00 LG
141 lg2605 20250807 840.00 ... 840.00 842.00 LG
142 lg2607 20250807 839.50 ... 838.00 839.00 LG
143 lh2509 20250807 13810.00 ... 13825.00 13825.00 LH
144 lh2511 20250807 13965.00 ... 14045.00 13985.00 LH
145 lh2601 20250807 14260.00 ... 14350.00 14285.00 LH
146 lh2603 20250807 13365.00 ... 13355.00 13365.00 LH
147 lh2605 20250807 13960.00 ... 13885.00 13890.00 LH
148 lh2607 20250807 14440.00 ... 14400.00 14490.00 LH
149 m2508 20250807 3013.00 ... 3004.00 3007.00 M
150 m2509 20250807 3030.00 ... 3020.00 3027.00 M
151 m2511 20250807 3066.00 ... 3058.00 3064.00 M
152 m2512 20250807 3090.00 ... 3090.00 3095.00 M
153 m2601 20250807 3077.00 ... 3068.00 3072.00 M
154 m2603 20250807 2947.00 ... 2943.00 2942.00 M
155 m2605 20250807 2762.00 ... 2754.00 2754.00 M
156 m2607 20250807 2740.00 ... 2737.00 2735.00 M
157 p2508 20250807 0.00 ... 8808.00 8808.00 P
158 p2509 20250807 9000.00 ... 8988.00 8980.00 P
159 p2510 20250807 8988.00 ... 8982.00 8978.00 P
160 p2511 20250807 8992.00 ... 8984.00 8976.00 P
161 p2512 20250807 9002.00 ... 8990.00 8980.00 P
162 p2601 20250807 9016.00 ... 8994.00 8986.00 P
163 p2602 20250807 9004.00 ... 8968.00 8944.00 P
164 p2603 20250807 8962.00 ... 8920.00 8910.00 P
165 p2604 20250807 8882.00 ... 8858.00 8882.00 P
166 p2605 20250807 8788.00 ... 8782.00 8780.00 P
167 p2606 20250807 8714.00 ... 8694.00 8708.00 P
168 p2607 20250807 8608.00 ... 8620.00 8654.00 P
169 pg2508 20250807 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250807 3864.00 ... 3837.00 3835.00 PG
171 pg2510 20250807 4328.00 ... 4306.00 4302.00 PG
172 pg2511 20250807 4262.00 ... 4237.00 4236.00 PG
173 pg2512 20250807 4207.00 ... 4187.00 4183.00 PG
174 pg2601 20250807 4161.00 ... 4139.00 4136.00 PG
175 pg2602 20250807 4102.00 ... 4076.00 4074.00 PG
176 pg2603 20250807 4012.00 ... 3995.00 3993.00 PG
177 pg2604 20250807 4290.00 ... 4280.00 4284.00 PG
178 pg2605 20250807 4197.00 ... 4182.00 4186.00 PG
179 pg2606 20250807 4127.00 ... 4131.00 4136.00 PG
180 pg2607 20250807 4106.00 ... 4100.00 4087.00 PG
181 pp2508 20250807 7021.00 ... 7138.00 7073.00 PP
182 pp2509 20250807 7078.00 ... 7074.00 7084.00 PP
183 pp2510 20250807 7082.00 ... 7075.00 7091.00 PP
184 pp2511 20250807 7100.00 ... 7093.00 7102.00 PP
185 pp2512 20250807 7120.00 ... 7110.00 7115.00 PP
186 pp2601 20250807 7120.00 ... 7111.00 7119.00 PP
187 pp2602 20250807 7108.00 ... 7096.00 7099.00 PP
188 pp2603 20250807 7099.00 ... 7093.00 7102.00 PP
189 pp2604 20250807 7109.00 ... 7104.00 7112.00 PP
190 pp2605 20250807 7124.00 ... 7106.00 7127.00 PP
191 pp2606 20250807 7098.00 ... 7088.00 7085.00 PP
192 pp2607 20250807 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250807 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250807 3608.00 ... 3590.00 3606.00 RR
195 rr2510 20250807 3618.00 ... 3615.00 3619.00 RR
196 rr2511 20250807 3620.00 ... 3618.00 3618.00 RR
197 rr2512 20250807 3619.00 ... 3619.00 3615.00 RR
198 rr2601 20250807 3624.00 ... 3626.00 3623.00 RR
199 rr2602 20250807 3620.00 ... 3620.00 3620.00 RR
200 rr2603 20250807 3617.00 ... 3617.00 3615.00 RR
201 rr2604 20250807 0.00 ... 3618.00 3618.00 RR
202 rr2605 20250807 3618.00 ... 3618.00 3619.00 RR
203 rr2606 20250807 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250807 0.00 ... 3633.00 3633.00 RR
205 v2508 20250807 5015.00 ... 5003.00 4958.00 V
206 v2509 20250807 5054.00 ... 5045.00 5032.00 V
207 v2510 20250807 5091.00 ... 5084.00 5072.00 V
208 v2511 20250807 5129.00 ... 5115.00 5115.00 V
209 v2512 20250807 5169.00 ... 5148.00 5160.00 V
210 v2601 20250807 5190.00 ... 5177.00 5173.00 V
211 v2602 20250807 5233.00 ... 5192.00 5196.00 V
212 v2603 20250807 5258.00 ... 5208.00 5219.00 V
213 v2604 20250807 5484.00 ... 5457.00 5447.00 V
214 v2605 20250807 5501.00 ... 5466.00 5468.00 V
215 v2606 20250807 5522.00 ... 5499.00 5494.00 V
216 v2607 20250807 5546.00 ... 5536.00 5532.00 V
217 y2508 20250807 0.00 ... 8514.00 8514.00 Y
218 y2509 20250807 8420.00 ... 8426.00 8360.00 Y
219 y2511 20250807 8420.00 ... 8430.00 8366.00 Y
220 y2512 20250807 8426.00 ... 8430.00 8370.00 Y
221 y2601 20250807 8396.00 ... 8404.00 8334.00 Y
222 y2603 20250807 8294.00 ... 8278.00 8242.00 Y
223 y2605 20250807 7974.00 ... 7970.00 7944.00 Y
224 y2607 20250807 7970.00 ... 7948.00 7922.00 Y
[225 rows x 12 columns]
2025-08-07 18:26:15,274 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 SC2509 20250807 508.4 ... 504.3 504.2 SC
1 SC2510 20250807 503.8 ... 499.9 499.5 SC
2 SC2511 20250807 499.5 ... 495.2 495.4 SC
3 SC2512 20250807 495 ... 490.8 491.6 SC
4 SC2601 20250807 492.7 ... 487.5 488.6 SC
5 SC2602 20250807 488.3 ... 483.3 486 SC
6 SC2603 20250807 484.5 ... 480.4 483.2 SC
7 SC2604 20250807 483.4 ... 478.2 481.6 SC
8 SC2605 20250807 483.6 ... 476.2 478.4 SC
9 SC2606 20250807 479.4 ... 475.3 476.8 SC
10 SC2607 20250807 478 ... 477.4 475.6 SC
11 SC2608 20250807 476.4 ... 476.4 477.5 SC
12 SC2609 20250807 468 ... 468 475 SC
13 SC2612 20250807 465.5 ... 466.9 472.3 SC
14 SC2703 20250807 464.7 ... 464.7 470.5 SC
15 SC2706 20250807 465 ... 464.3 467.8 SC
16 SC2709 20250807 466.6 ... 460.4 464.4 SC
17 SC2712 20250807 ... 464 464 SC
18 SC2803 20250807 ... 460.5 460.5 SC
19 SC2806 20250807 455.6 ... 454 456 SC
21 LU2509 20250807 3559 ... 3520 3532 LU
22 LU2510 20250807 3566 ... 3545 3535 LU
23 LU2511 20250807 3556 ... 3535 3531 LU
24 LU2512 20250807 3543 ... 3506 3507 LU
25 LU2601 20250807 3503 ... 3481 3488 LU
26 LU2602 20250807 3471 ... 3454 3451 LU
27 LU2603 20250807 3458 ... 3439 3438 LU
28 LU2604 20250807 3447 ... 3427 3431 LU
29 LU2605 20250807 3416 ... 3416 3427 LU
30 LU2606 20250807 3414 ... 3412 3421 LU
31 LU2607 20250807 3437 ... 3417 3415 LU
32 LU2608 20250807 3426 ... 3402 3408 LU
34 NR2508 20250807 12180 ... 12215 12260 NR
35 NR2509 20250807 12320 ... 12290 12300 NR
36 NR2510 20250807 12370 ... 12350 12365 NR
37 NR2511 20250807 12415 ... 12395 12410 NR
38 NR2512 20250807 12445 ... 12410 12435 NR
39 NR2601 20250807 12490 ... 12450 12470 NR
40 NR2602 20250807 12500 ... 12475 12505 NR
41 NR2603 20250807 ... 12545 12545 NR
42 NR2604 20250807 12485 ... 12495 12565 NR
43 NR2605 20250807 12505 ... 12535 12620 NR
44 NR2606 20250807 12585 ... 12585 12540 NR
45 NR2607 20250807 12650 ... 12650 12645 NR
47 BC2508 20250807 ... 69270 69270 BC
48 BC2509 20250807 69570 ... 69540 69340 BC
49 BC2510 20250807 69570 ... 69600 69410 BC
50 BC2511 20250807 69290 ... 69290 69240 BC
51 BC2512 20250807 69890 ... 69460 69900 BC
52 BC2601 20250807 ... 70020 70020 BC
53 BC2602 20250807 ... 70000 70000 BC
54 BC2603 20250807 ... 70000 70000 BC
55 BC2604 20250807 ... 70000 70000 BC
56 BC2605 20250807 ... 70000 70000 BC
57 BC2606 20250807 ... 69340 69340 BC
58 BC2607 20250807 ... 68670 68670 BC
60 EC2508 20250807 2076.7 ... 2072.4 2080.3 EC
61 EC2510 20250807 1412 ... 1417 1434.4 EC
62 EC2512 20250807 1746 ... 1751.9 1759.5 EC
63 EC2602 20250807 1515 ... 1506.8 1521.6 EC
64 EC2604 20250807 1346.7 ... 1343.6 1342.5 EC
65 EC2606 20250807 1512 ... 1492 1489.4 EC
68 SC_TAS2509 20250807 ... SC_TAS
69 SC_TAS2510 20250807 ... SC_TAS
70 SC_TAS2511 20250807 ... SC_TAS
71 SC_TAS2512 20250807 ... SC_TAS
[66 rows x 12 columns]
2025-08-07 18:26:15,349 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250807 7930.0 7977.0 ... 243169.92 7937.0 7906.0 AP
1 AP511 20250807 7717.0 7764.0 ... 765.34 7731.0 7712.0 AP
2 AP512 20250807 7758.0 7809.0 ... 311.26 7781.0 7768.0 AP
3 AP601 20250807 7856.0 7894.0 ... 23873.39 7871.0 7843.0 AP
4 AP603 20250807 7780.0 7816.0 ... 280.72 7798.0 7792.0 AP
5 AP604 20250807 7820.0 7832.0 ... 78.19 7819.0 7833.0 AP
6 AP605 20250807 7881.0 7915.0 ... 473.49 7891.0 7904.0 AP
7 CF509 20250807 13690.0 13710.0 ... 705965.08 13675.0 13690.0 CF
8 CF511 20250807 13735.0 13760.0 ... 134780.62 13735.0 13740.0 CF
9 CF601 20250807 13840.0 13860.0 ... 491622.78 13830.0 13855.0 CF
10 CF603 20250807 13820.0 13820.0 ... 2420.64 13795.0 13830.0 CF
11 CF605 20250807 13800.0 13810.0 ... 16750.82 13785.0 13810.0 CF
12 CF607 20250807 13815.0 13815.0 ... 414.00 13800.0 13820.0 CF
13 CJ509 20250807 9900.0 10095.0 ... 73150.96 9955.0 9770.0 CJ
14 CJ512 20250807 10825.0 11185.0 ... 29208.37 10985.0 10735.0 CJ
15 CJ601 20250807 10985.0 11345.0 ... 1619726.08 11140.0 10885.0 CJ
16 CJ603 20250807 11055.0 11365.0 ... 20067.68 11190.0 10960.0 CJ
17 CJ605 20250807 11200.0 11500.0 ... 221690.47 11315.0 11100.0 CJ
18 CJ607 20250807 11365.0 11665.0 ... 2800.09 11500.0 11300.0 CJ
19 CY508 20250807 0.0 0.0 ... 0.00 19965.0 19965.0 CY
20 CY509 20250807 19945.0 19945.0 ... 10171.85 19905.0 19905.0 CY
21 CY510 20250807 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250807 19680.0 19765.0 ... 61592.60 19725.0 19725.0 CY
23 CY512 20250807 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250807 19820.0 19820.0 ... 365.90 19780.0 19775.0 CY
25 CY602 20250807 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250807 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250807 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250807 20015.0 20090.0 ... 89.87 19970.0 19960.0 CY
29 CY606 20250807 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250807 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250807 1072.0 1072.0 ... 10.72 1072.0 1064.0 FG
32 FG509 20250807 1085.0 1097.0 ... 2982460.00 1078.0 1079.0 FG
33 FG510 20250807 1174.0 1185.0 ... 78194.12 1168.0 1169.0 FG
34 FG511 20250807 1168.0 1180.0 ... 137607.85 1162.0 1165.0 FG
35 FG512 20250807 1251.0 1253.0 ... 81544.77 1237.0 1238.0 FG
36 FG601 20250807 1231.0 1242.0 ... 2824489.12 1222.0 1229.0 FG
37 FG602 20250807 1284.0 1292.0 ... 1567.96 1273.0 1279.0 FG
38 FG603 20250807 1282.0 1290.0 ... 2319.55 1272.0 1280.0 FG
39 FG604 20250807 1330.0 1335.0 ... 671.83 1317.0 1323.0 FG
40 FG605 20250807 1319.0 1331.0 ... 38840.73 1311.0 1319.0 FG
41 FG606 20250807 1347.0 1350.0 ... 1415.83 1333.0 1340.0 FG
42 FG607 20250807 1339.0 1347.0 ... 661.97 1329.0 1336.0 FG
43 JR509 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250807 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250807 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250807 0.0 0.0 ... 0.00 2347.0 2347.0 MA
53 MA509 20250807 2397.0 2410.0 ... 698085.26 2395.0 2397.0 MA
54 MA510 20250807 2429.0 2438.0 ... 68895.61 2420.0 2427.0 MA
55 MA511 20250807 2453.0 2464.0 ... 107586.52 2448.0 2452.0 MA
56 MA512 20250807 2488.0 2501.0 ... 39555.82 2482.0 2489.0 MA
57 MA601 20250807 2503.0 2515.0 ... 333376.33 2502.0 2502.0 MA
58 MA602 20250807 2507.0 2507.0 ... 109.99 2500.0 2500.0 MA
59 MA603 20250807 2501.0 2501.0 ... 74.90 2497.0 2495.0 MA
60 MA604 20250807 2487.0 2487.0 ... 24.81 2481.0 2479.0 MA
61 MA605 20250807 2455.0 2461.0 ... 10380.59 2453.0 2451.0 MA
62 MA606 20250807 2460.0 2460.0 ... 4.92 2459.0 2458.0 MA
63 MA607 20250807 2451.0 2453.0 ... 19.60 2450.0 2444.0 MA
64 OI509 20250807 9575.0 9672.0 ... 3279742.03 9558.0 9576.0 OI
65 OI511 20250807 9594.0 9681.0 ... 375141.92 9569.0 9589.0 OI
66 OI601 20250807 9530.0 9630.0 ... 1512278.71 9532.0 9524.0 OI
67 OI603 20250807 9483.0 9555.0 ... 4686.66 9487.0 9465.0 OI
68 OI605 20250807 9413.0 9473.0 ... 23167.30 9398.0 9400.0 OI
69 OI607 20250807 9405.0 9461.0 ... 263.64 9416.0 9390.0 OI
70 PF508 20250807 6300.0 6300.0 ... 72.44 6300.0 6298.0 PF
71 PF509 20250807 6348.0 6362.0 ... 90245.99 6332.0 6332.0 PF
72 PF510 20250807 6418.0 6430.0 ... 337961.19 6402.0 6400.0 PF
73 PF511 20250807 6428.0 6434.0 ... 204082.23 6402.0 6408.0 PF
74 PF512 20250807 6416.0 6430.0 ... 84646.97 6400.0 6416.0 PF
75 PF601 20250807 6428.0 6438.0 ... 9507.27 6416.0 6410.0 PF
76 PF602 20250807 6436.0 6460.0 ... 9.66 6444.0 6434.0 PF
77 PF603 20250807 6454.0 6470.0 ... 32.23 6446.0 6426.0 PF
78 PF604 20250807 6472.0 6476.0 ... 32.32 6464.0 6442.0 PF
79 PF605 20250807 6490.0 6494.0 ... 51.84 6480.0 6466.0 PF
80 PF606 20250807 0.0 0.0 ... 0.00 6478.0 6478.0 PF
81 PF607 20250807 0.0 0.0 ... 0.00 6488.0 6488.0 PF
82 PK510 20250807 8100.0 8144.0 ... 203033.37 8118.0 8084.0 PK
83 PK511 20250807 7974.0 8004.0 ... 126535.83 7986.0 7956.0 PK
84 PK512 20250807 7964.0 7988.0 ... 45639.01 7976.0 7950.0 PK
85 PK601 20250807 7956.0 7980.0 ... 8470.25 7972.0 7954.0 PK
86 PK603 20250807 7960.0 7994.0 ... 363.13 7982.0 7960.0 PK
87 PK604 20250807 7970.0 7996.0 ... 147.61 7980.0 7970.0 PK
88 PK605 20250807 7974.0 7988.0 ... 1727.46 7980.0 7970.0 PK
89 PL601 20250807 6501.0 6511.0 ... 14506.91 6488.0 6499.0 PL
90 PL602 20250807 6551.0 6557.0 ... 156.95 6539.0 6549.0 PL
91 PL603 20250807 6494.0 6494.0 ... 12.99 6494.0 6508.0 PL
92 PL604 20250807 6476.0 6476.0 ... 25.90 6476.0 6509.0 PL
93 PL605 20250807 6377.0 6378.0 ... 114.76 6376.0 6379.0 PL
94 PL606 20250807 6487.0 6487.0 ... 12.97 6487.0 6499.0 PL
95 PL607 20250807 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250807 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250807 0.0 0.0 ... 0.00 5896.0 5896.0 PR
103 PR509 20250807 5906.0 5916.0 ... 63434.70 5892.0 5886.0 PR
104 PR510 20250807 5940.0 5956.0 ... 184889.77 5930.0 5924.0 PR
105 PR511 20250807 5942.0 5958.0 ... 132616.07 5928.0 5936.0 PR
106 PR512 20250807 5954.0 5966.0 ... 38494.80 5942.0 5952.0 PR
107 PR601 20250807 5960.0 5960.0 ... 454.68 5944.0 5930.0 PR
108 PR602 20250807 5982.0 5982.0 ... 17.90 5966.0 5978.0 PR
109 PR603 20250807 5974.0 5974.0 ... 17.90 5966.0 5968.0 PR
110 PR604 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250807 5978.0 5978.0 ... 8.97 5978.0 5978.0 PR
112 PR606 20250807 0.0 0.0 ... 0.00 5968.0 5968.0 PR
113 PR607 20250807 0.0 0.0 ... 0.00 5996.0 6012.0 PR
114 PX508 20250807 0.0 0.0 ... 0.00 6788.0 6756.0 PX
115 PX509 20250807 6806.0 6826.0 ... 295072.51 6788.0 6756.0 PX
116 PX510 20250807 6784.0 6800.0 ... 92182.33 6758.0 6754.0 PX
117 PX511 20250807 6776.0 6788.0 ... 201849.99 6740.0 6740.0 PX
118 PX512 20250807 6772.0 6782.0 ... 74809.92 6738.0 6742.0 PX
119 PX601 20250807 6762.0 6762.0 ... 69503.89 6728.0 6722.0 PX
120 PX602 20250807 6710.0 6714.0 ... 10.07 6712.0 6738.0 PX
121 PX603 20250807 0.0 0.0 ... 0.00 6706.0 6718.0 PX
122 PX604 20250807 0.0 0.0 ... 0.00 6712.0 6744.0 PX
123 PX605 20250807 6728.0 6732.0 ... 191.27 6712.0 6712.0 PX
124 PX606 20250807 6722.0 6722.0 ... 13.43 6714.0 6706.0 PX
125 PX607 20250807 6714.0 6714.0 ... 3.36 6714.0 6726.0 PX
126 RI509 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250807 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250807 0.0 0.0 ... 0.00 2738.0 2738.0 RM
133 RM509 20250807 2749.0 2750.0 ... 1016898.96 2723.0 2761.0 RM
134 RM511 20250807 2585.0 2585.0 ... 9478.67 2567.0 2597.0 RM
135 RM601 20250807 2463.0 2472.0 ... 480105.22 2454.0 2462.0 RM
136 RM603 20250807 2429.0 2437.0 ... 11576.04 2424.0 2428.0 RM
137 RM605 20250807 2402.0 2407.0 ... 45945.16 2397.0 2397.0 RM
138 RM607 20250807 2380.0 2385.0 ... 3597.87 2378.0 2375.0 RM
139 RS508 20250807 0.0 0.0 ... 0.00 5003.0 5023.0 RS
140 RS509 20250807 5077.0 5089.0 ... 106.34 5064.0 5084.0 RS
141 RS511 20250807 0.0 0.0 ... 0.00 5243.0 5243.0 RS
142 RS607 20250807 5596.0 5596.0 ... 5.60 5596.0 5626.0 RS
143 SA508 20250807 1270.0 1270.0 ... 12.70 1270.0 1251.0 SA
144 SA509 20250807 1283.0 1291.0 ... 1220618.34 1272.0 1272.0 SA
145 SA510 20250807 1308.0 1317.0 ... 339414.12 1299.0 1302.0 SA
146 SA511 20250807 1316.0 1326.0 ... 412215.02 1306.0 1307.0 SA
147 SA512 20250807 1353.0 1374.0 ... 99445.57 1352.0 1352.0 SA
148 SA601 20250807 1370.0 1381.0 ... 4684402.95 1360.0 1363.0 SA
149 SA602 20250807 1381.0 1389.0 ... 4469.49 1369.0 1373.0 SA
150 SA603 20250807 1385.0 1391.0 ... 3552.82 1373.0 1377.0 SA
151 SA604 20250807 1424.0 1430.0 ... 1815.17 1411.0 1414.0 SA
152 SA605 20250807 1422.0 1435.0 ... 99157.17 1415.0 1421.0 SA
153 SA606 20250807 1432.0 1436.0 ... 1295.13 1417.0 1426.0 SA
154 SA607 20250807 1423.0 1432.0 ... 2049.96 1416.0 1424.0 SA
155 SF508 20250807 5852.0 5852.0 ... 35.11 5852.0 5858.0 SF
156 SF509 20250807 5908.0 5936.0 ... 827142.50 5854.0 5906.0 SF
157 SF510 20250807 5908.0 5920.0 ... 199684.49 5832.0 5880.0 SF
158 SF511 20250807 6060.0 6102.0 ... 447489.53 6024.0 6070.0 SF
159 SF512 20250807 6078.0 6092.0 ... 48805.50 6020.0 6054.0 SF
160 SF601 20250807 6066.0 6082.0 ... 153921.95 6012.0 6042.0 SF
161 SF602 20250807 6014.0 6014.0 ... 643.49 5958.0 5986.0 SF
162 SF603 20250807 6132.0 6148.0 ... 253.13 6100.0 6144.0 SF
163 SF604 20250807 6094.0 6122.0 ... 45.68 6090.0 6138.0 SF
164 SF605 20250807 6132.0 6132.0 ... 1301.19 6080.0 6126.0 SF
165 SF606 20250807 6066.0 6066.0 ... 159.55 6022.0 6062.0 SF
166 SF607 20250807 6172.0 6172.0 ... 70.57 6136.0 6168.0 SF
167 SH508 20250807 0.0 0.0 ... 0.00 2310.0 2349.0 SH
168 SH509 20250807 2455.0 2473.0 ... 1617487.91 2444.0 2485.0 SH
169 SH510 20250807 2525.0 2557.0 ... 383758.40 2537.0 2569.0 SH
170 SH511 20250807 2540.0 2563.0 ... 413519.79 2544.0 2570.0 SH
171 SH512 20250807 2577.0 2591.0 ... 100217.29 2574.0 2593.0 SH
172 SH601 20250807 2568.0 2586.0 ... 473653.72 2564.0 2583.0 SH
173 SH602 20250807 2603.0 2614.0 ... 1377.98 2595.0 2608.0 SH
174 SH603 20250807 2615.0 2628.0 ... 963.42 2611.0 2620.0 SH
175 SH604 20250807 2667.0 2678.0 ... 845.49 2659.0 2669.0 SH
176 SH605 20250807 2672.0 2687.0 ... 8930.14 2667.0 2680.0 SH
177 SH606 20250807 2697.0 2697.0 ... 298.04 2685.0 2695.0 SH
178 SH607 20250807 2679.0 2681.0 ... 40.14 2676.0 2681.0 SH
179 SM508 20250807 6082.0 6082.0 ... 72.75 6062.0 6064.0 SM
180 SM509 20250807 6106.0 6112.0 ... 791846.56 6064.0 6110.0 SM
181 SM510 20250807 6100.0 6118.0 ... 100904.56 6066.0 6116.0 SM
182 SM511 20250807 6202.0 6202.0 ... 177942.55 6148.0 6196.0 SM
183 SM512 20250807 6188.0 6204.0 ... 49481.53 6164.0 6204.0 SM
184 SM601 20250807 6202.0 6210.0 ... 329052.86 6160.0 6202.0 SM
185 SM602 20250807 6202.0 6202.0 ... 110.88 6160.0 6196.0 SM
186 SM603 20250807 6206.0 6206.0 ... 49.33 6166.0 6214.0 SM
187 SM604 20250807 6176.0 6176.0 ... 9.26 6176.0 6210.0 SM
188 SM605 20250807 6228.0 6244.0 ... 5449.78 6194.0 6236.0 SM
189 SM606 20250807 6238.0 6238.0 ... 21.70 6200.0 6242.0 SM
190 SM607 20250807 6174.0 6216.0 ... 24.73 6184.0 6276.0 SM
191 SR509 20250807 5680.0 5697.0 ... 611693.22 5675.0 5689.0 SR
192 SR511 20250807 5645.0 5649.0 ... 84673.94 5622.0 5645.0 SR
193 SR601 20250807 5621.0 5636.0 ... 684200.22 5608.0 5627.0 SR
194 SR603 20250807 5596.0 5607.0 ... 5362.76 5580.0 5596.0 SR
195 SR605 20250807 5568.0 5577.0 ... 21224.69 5558.0 5565.0 SR
196 SR607 20250807 5601.0 5601.0 ... 2944.90 5556.0 5562.0 SR
197 TA508 20250807 4694.0 4694.0 ... 11122.87 4676.0 4668.0 TA
198 TA509 20250807 4732.0 4736.0 ... 981667.58 4708.0 4702.0 TA
199 TA510 20250807 4732.0 4752.0 ... 54047.29 4726.0 4720.0 TA
200 TA511 20250807 4754.0 4758.0 ... 66733.15 4730.0 4728.0 TA
201 TA512 20250807 4756.0 4760.0 ... 30259.69 4732.0 4732.0 TA
202 TA601 20250807 4756.0 4764.0 ... 551414.88 4738.0 4734.0 TA
203 TA602 20250807 4754.0 4754.0 ... 35.51 4736.0 4722.0 TA
204 TA603 20250807 4766.0 4766.0 ... 9.49 4748.0 4746.0 TA
205 TA604 20250807 4748.0 4762.0 ... 4.76 4756.0 4768.0 TA
206 TA605 20250807 4802.0 4802.0 ... 6447.36 4774.0 4776.0 TA
207 TA606 20250807 0.0 0.0 ... 0.00 4784.0 4794.0 TA
208 TA607 20250807 0.0 0.0 ... 0.00 4796.0 4806.0 TA
209 UR508 20250807 1736.0 1736.0 ... 10.40 1734.0 1749.0 UR
210 UR509 20250807 1749.0 1754.0 ... 387825.78 1743.0 1761.0 UR
211 UR510 20250807 1741.0 1746.0 ... 22143.20 1740.0 1754.0 UR
212 UR511 20250807 1774.0 1774.0 ... 24214.93 1765.0 1777.0 UR
213 UR512 20250807 1766.0 1767.0 ... 295.72 1760.0 1776.0 UR
214 UR601 20250807 1765.0 1768.0 ... 158081.21 1759.0 1774.0 UR
215 UR602 20250807 1756.0 1763.0 ... 298.39 1755.0 1771.0 UR
216 UR603 20250807 1795.0 1795.0 ... 60.85 1790.0 1803.0 UR
217 UR604 20250807 1808.0 1808.0 ... 158.59 1802.0 1808.0 UR
218 UR605 20250807 1802.0 1802.0 ... 4116.77 1795.0 1805.0 UR
219 UR606 20250807 1788.0 1792.0 ... 28.62 1789.0 1799.0 UR
220 UR607 20250807 1795.0 1795.0 ... 89.69 1794.0 1802.0 UR
221 WH509 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250807 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250807 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-07 18:26:15,671 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 IC2508 20250807 6333.800 ... 6298.200 6331.000 IC
1 IC2509 20250807 6262.000 ... 6226.600 6266.200 IC
2 IC2512 20250807 6108.200 ... 6071.200 6107.800 IC
3 IC2603 20250807 5982.800 ... 5935.400 5973.400 IC
4 IF2508 20250807 4112.200 ... 4105.800 4109.000 IF
5 IF2509 20250807 4100.000 ... 4093.000 4098.600 IF
6 IF2512 20250807 4075.000 ... 4063.000 4068.600 IF
7 IF2603 20250807 4040.000 ... 4032.000 4037.800 IF
8 IH2508 20250807 2798.000 ... 2796.800 2797.200 IH
9 IH2509 20250807 2798.000 ... 2797.600 2798.200 IH
10 IH2512 20250807 2801.000 ... 2797.600 2800.200 IH
11 IH2603 20250807 2802.000 ... 2797.200 2801.800 IH
12 IM2508 20250807 6840.000 ... 6825.600 6840.200 IM
13 IM2509 20250807 6768.800 ... 6748.800 6770.400 IM
14 IM2512 20250807 6581.000 ... 6560.000 6581.200 IM
15 IM2603 20250807 6398.200 ... 6378.000 6402.600 IM
16 T2509 20250807 108.610 ... 108.610 108.565 T
17 T2512 20250807 108.495 ... 108.480 108.435 T
18 T2603 20250807 108.280 ... 108.290 108.235 T
19 TF2509 20250807 105.800 ... 105.815 105.780 TF
20 TF2512 20250807 105.830 ... 105.860 105.815 TF
21 TF2603 20250807 105.875 ... 105.875 105.820 TF
22 TL2509 20250807 119.410 ... 119.340 119.340 TL
23 TL2512 20250807 119.110 ... 118.990 119.000 TL
24 TL2603 20250807 118.740 ... 118.680 118.620 TL
25 TS2509 20250807 102.390 ... 102.370 102.370 TS
26 TS2512 20250807 102.416 ... 102.426 102.408 TS
27 TS2603 20250807 102.408 ... 102.402 102.380 TS
[28 rows x 12 columns]
2025-08-07 18:26:15,853 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
symbol date open ... settle pre_settle variety
0 PS2508 20250807 49845.0 ... 50505.0 49845.0 PS
1 PS2509 20250807 51450.0 ... 50425.0 51200.0 PS
2 PS2510 20250807 51260.0 ... 50590.0 51385.0 PS
3 PS2511 20250807 51290.0 ... 50625.0 51555.0 PS
4 PS2512 20250807 54135.0 ... 53790.0 54630.0 PS
5 PS2601 20250807 54600.0 ... 53930.0 54795.0 PS
6 PS2602 20250807 54715.0 ... 53915.0 54730.0 PS
7 PS2603 20250807 54885.0 ... 53885.0 54875.0 PS
8 PS2604 20250807 55030.0 ... 54120.0 55050.0 PS
9 PS2605 20250807 55000.0 ... 54000.0 55125.0 PS
10 PS2606 20250807 57000.0 ... 57045.0 57555.0 PS
11 PS2607 20250807 57645.0 ... 57295.0 57595.0 PS
13 SI2508 20250807 8645.0 ... 8645.0 8630.0 SI
14 SI2509 20250807 8670.0 ... 8605.0 8570.0 SI
15 SI2510 20250807 8700.0 ... 8625.0 8585.0 SI
16 SI2511 20250807 8680.0 ... 8635.0 8615.0 SI
17 SI2512 20250807 9010.0 ... 8975.0 9010.0 SI
18 SI2601 20250807 9030.0 ... 8965.0 8990.0 SI
19 SI2602 20250807 9050.0 ... 8945.0 9085.0 SI
20 SI2603 20250807 9095.0 ... 8970.0 9110.0 SI
21 SI2604 20250807 9080.0 ... 9025.0 9170.0 SI
22 SI2605 20250807 9100.0 ... 9010.0 9130.0 SI
23 SI2606 20250807 9235.0 ... 9035.0 9135.0 SI
24 SI2607 20250807 9160.0 ... 9040.0 9100.0 SI
27 LC2508 20250807 70000.0 ... 70000.0 67800.0 LC
28 LC2509 20250807 69600.0 ... 71080.0 68300.0 LC
29 LC2510 20250807 69460.0 ... 71420.0 68560.0 LC
30 LC2511 20250807 69900.0 ... 71440.0 68620.0 LC
31 LC2512 20250807 69880.0 ... 71820.0 68900.0 LC
32 LC2601 20250807 70500.0 ... 71640.0 69040.0 LC
33 LC2602 20250807 69740.0 ... 71420.0 68820.0 LC
34 LC2603 20250807 69780.0 ... 71680.0 68800.0 LC
35 LC2604 20250807 70500.0 ... 71880.0 69580.0 LC
36 LC2605 20250807 70460.0 ... 71880.0 69800.0 LC
37 LC2606 20250807 70440.0 ... 71820.0 69600.0 LC
38 LC2607 20250807 70680.0 ... 71840.0 69700.0 LC
[36 rows x 12 columns]
2025-08-07 18:26:16,009 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250807 ... 78380 78200 CU
1 1 CU2509 20250807 ... 78380 78160 CU
2 2 CU2510 20250807 ... 78380 78160 CU
3 3 CU2511 20250807 ... 78350 78150 CU
4 4 CU2512 20250807 ... 78320 78120 CU
5 5 CU2601 20250807 ... 78290 78080 CU
6 6 CU2602 20250807 ... 78270 78030 CU
7 7 CU2603 20250807 ... 78300 78010 CU
8 8 CU2604 20250807 ... 78290 78040 CU
9 9 CU2605 20250807 ... 78280 78080 CU
10 10 CU2606 20250807 ... 78230 78040 CU
11 11 CU2607 20250807 ... 78260 78060 CU
12 12 BC2508 20250807 ... 69270 69270 BC
13 13 BC2509 20250807 ... 69540 69340 BC
14 14 BC2510 20250807 ... 69600 69410 BC
15 15 BC2511 20250807 ... 69290 69240 BC
16 16 BC2512 20250807 ... 69460 69900 BC
17 17 BC2601 20250807 ... 70020 70020 BC
18 18 BC2602 20250807 ... 70000 70000 BC
19 19 BC2603 20250807 ... 70000 70000 BC
20 20 BC2604 20250807 ... 70000 70000 BC
21 21 BC2605 20250807 ... 70000 70000 BC
22 22 BC2606 20250807 ... 69340 69340 BC
23 23 BC2607 20250807 ... 68670 68670 BC
24 24 AL2508 20250807 ... 20775 20655 AL
25 25 AL2509 20250807 ... 20765 20600 AL
26 26 AL2510 20250807 ... 20725 20570 AL
27 27 AL2511 20250807 ... 20670 20525 AL
28 28 AL2512 20250807 ... 20630 20475 AL
29 29 AL2601 20250807 ... 20590 20445 AL
30 30 AL2602 20250807 ... 20590 20450 AL
31 31 AL2603 20250807 ... 20605 20470 AL
32 32 AL2604 20250807 ... 20630 20460 AL
33 33 AL2605 20250807 ... 20640 20480 AL
34 34 AL2606 20250807 ... 20660 20535 AL
35 35 AL2607 20250807 ... 20670 20505 AL
36 36 ZN2508 20250807 ... 22505 22310 ZN
37 37 ZN2509 20250807 ... 22530 22330 ZN
38 38 ZN2510 20250807 ... 22540 22330 ZN
39 39 ZN2511 20250807 ... 22540 22325 ZN
40 40 ZN2512 20250807 ... 22545 22280 ZN
41 41 ZN2601 20250807 ... 22505 22260 ZN
42 42 ZN2602 20250807 ... 22495 22255 ZN
43 43 ZN2603 20250807 ... 22525 22275 ZN
44 44 ZN2604 20250807 ... 22530 22270 ZN
45 45 ZN2605 20250807 ... 22515 22320 ZN
46 46 ZN2606 20250807 ... 22495 22345 ZN
47 47 ZN2607 20250807 ... 22505 22305 ZN
48 48 PB2508 20250807 ... 16810 16775 PB
49 49 PB2509 20250807 ... 16860 16830 PB
50 50 PB2510 20250807 ... 16875 16825 PB
51 51 PB2511 20250807 ... 16910 16845 PB
52 52 PB2512 20250807 ... 16930 16845 PB
53 53 PB2601 20250807 ... 16935 16925 PB
54 54 PB2602 20250807 ... 16970 16970 PB
55 55 PB2603 20250807 ... 17010 16825 PB
56 56 PB2604 20250807 ... 17030 16855 PB
57 57 PB2605 20250807 ... 17040 17020 PB
58 58 PB2606 20250807 ... 17065 16860 PB
59 59 PB2607 20250807 ... 17060 16980 PB
60 60 NI2508 20250807 ... 121100 120620 NI
61 61 NI2509 20250807 ... 121350 120680 NI
62 62 NI2510 20250807 ... 121480 120810 NI
63 63 NI2511 20250807 ... 121640 120970 NI
64 64 NI2512 20250807 ... 121850 121190 NI
65 65 NI2601 20250807 ... 122110 121500 NI
66 66 NI2602 20250807 ... 122680 121710 NI
67 67 NI2603 20250807 ... 122660 121820 NI
68 68 NI2604 20250807 ... 122660 122280 NI
69 69 NI2605 20250807 ... 123230 122640 NI
70 70 NI2606 20250807 ... 123650 122940 NI
71 71 NI2607 20250807 ... 123550 123100 NI
72 72 SN2508 20250807 ... 267040 266550 SN
73 73 SN2509 20250807 ... 267530 266860 SN
74 74 SN2510 20250807 ... 267850 267160 SN
75 75 SN2511 20250807 ... 267850 267170 SN
76 76 SN2512 20250807 ... 267740 266980 SN
77 77 SN2601 20250807 ... 268160 267550 SN
78 78 SN2602 20250807 ... 267920 267470 SN
79 79 SN2603 20250807 ... 268070 267930 SN
80 80 SN2604 20250807 ... 268810 268730 SN
81 81 SN2605 20250807 ... 268850 268090 SN
82 82 SN2606 20250807 ... 269300 268240 SN
83 83 SN2607 20250807 ... 268580 268490 SN
84 84 AO2508 20250807 ... 3251 3227 AO
85 85 AO2509 20250807 ... 3244 3222 AO
86 86 AO2510 20250807 ... 3242 3223 AO
87 87 AO2511 20250807 ... 3245 3225 AO
88 88 AO2512 20250807 ... 3252 3232 AO
89 89 AO2601 20250807 ... 3265 3235 AO
90 90 AO2602 20250807 ... 3262 3219 AO
91 91 AO2603 20250807 ... 3258 3229 AO
92 92 AO2604 20250807 ... 3282 3237 AO
93 93 AO2605 20250807 ... 3261 3237 AO
94 94 AO2606 20250807 ... 3266 3234 AO
95 95 AO2607 20250807 ... 3263 3239 AO
96 96 AD2511 20250807 ... 20160 20020 AD
97 97 AD2512 20250807 ... 20170 20060 AD
98 98 AD2601 20250807 ... 20140 20015 AD
99 99 AD2602 20250807 ... 19855 19855 AD
100 100 AD2603 20250807 ... 19885 19885 AD
101 101 AD2604 20250807 ... 19710 19710 AD
102 102 AD2605 20250807 ... 19885 19650 AD
103 103 AD2606 20250807 ... 19870 19715 AD
104 104 AD2607 20250807 ... 19830 19830 AD
105 105 AU2508 20250807 ... 781.6 781.54 AU
106 106 AU2509 20250807 ... 782.4 783.02 AU
107 107 AU2510 20250807 ... 783.38 784.26 AU
108 108 AU2512 20250807 ... 785.56 786.36 AU
109 109 AU2602 20250807 ... 787.66 788.5 AU
110 110 AU2604 20250807 ... 789.84 790.68 AU
111 111 AU2606 20250807 ... 792.04 792.88 AU
112 112 AU2608 20250807 ... 794.3 795.3 AU
113 113 AG2508 20250807 ... 9184 9147 AG
114 114 AG2509 20250807 ... 9190 9147 AG
115 115 AG2510 20250807 ... 9201 9160 AG
116 116 AG2511 20250807 ... 9212 9169 AG
117 117 AG2512 20250807 ... 9227 9184 AG
118 118 AG2601 20250807 ... 9237 9192 AG
119 119 AG2602 20250807 ... 9248 9208 AG
120 120 AG2603 20250807 ... 9268 9218 AG
121 121 AG2604 20250807 ... 9275 9228 AG
122 122 AG2605 20250807 ... 9291 9250 AG
123 123 AG2606 20250807 ... 9307 9257 AG
124 124 AG2607 20250807 ... 9323 9266 AG
125 125 RB2508 20250807 ... 3202 3195 RB
126 126 RB2509 20250807 ... 3201 3194 RB
127 127 RB2510 20250807 ... 3236 3230 RB
128 128 RB2511 20250807 ... 3251 3246 RB
129 129 RB2512 20250807 ... 3288 3284 RB
130 130 RB2601 20250807 ... 3309 3306 RB
131 131 RB2602 20250807 ... 3301 3295 RB
132 132 RB2603 20250807 ... 3316 3317 RB
133 133 RB2604 20250807 ... 3330 3330 RB
134 134 RB2605 20250807 ... 3331 3334 RB
135 135 RB2606 20250807 ... 3343 3346 RB
136 136 RB2607 20250807 ... 3350 3354 RB
137 137 WR2508 20250807 ... 3212 3212 WR
138 138 WR2509 20250807 ... 3342 3342 WR
139 139 WR2510 20250807 ... 3461 3467 WR
140 140 WR2511 20250807 ... 3490 3490 WR
141 141 WR2512 20250807 ... 3499 3499 WR
142 142 WR2601 20250807 ... 3473 3473 WR
143 143 WR2602 20250807 ... 3523 3523 WR
144 144 WR2603 20250807 ... 3609 3527 WR
145 145 WR2604 20250807 ... 3560 3560 WR
146 146 WR2605 20250807 ... 3478 3478 WR
147 147 WR2606 20250807 ... 3599 3599 WR
148 148 WR2607 20250807 ... 3635 3635 WR
149 149 HC2508 20250807 ... 3436 3450 HC
150 150 HC2509 20250807 ... 3459 3461 HC
151 151 HC2510 20250807 ... 3447 3452 HC
152 152 HC2511 20250807 ... 3449 3454 HC
153 153 HC2512 20250807 ... 3445 3451 HC
154 154 HC2601 20250807 ... 3449 3455 HC
155 155 HC2602 20250807 ... 3444 3448 HC
156 156 HC2603 20250807 ... 3451 3456 HC
157 157 HC2604 20250807 ... 3451 3461 HC
158 158 HC2605 20250807 ... 3452 3460 HC
159 159 HC2606 20250807 ... 3462 3457 HC
160 160 HC2607 20250807 ... 3461 3473 HC
161 161 SS2508 20250807 ... 12965 12955 SS
162 162 SS2509 20250807 ... 12960 12930 SS
163 163 SS2510 20250807 ... 13010 12985 SS
164 164 SS2511 20250807 ... 13045 13025 SS
165 165 SS2512 20250807 ... 13070 13045 SS
166 166 SS2601 20250807 ... 13110 13085 SS
167 167 SS2602 20250807 ... 13160 13125 SS
168 168 SS2603 20250807 ... 13225 13180 SS
169 169 SS2604 20250807 ... 13275 13190 SS
170 170 SS2605 20250807 ... 13275 13270 SS
171 171 SS2606 20250807 ... 13310 13300 SS
172 172 SS2607 20250807 ... 13355 13335 SS
173 173 SC2509 20250807 ... 504.3 504.2 SC
174 174 SC2510 20250807 ... 499.9 499.5 SC
175 175 SC2511 20250807 ... 495.2 495.4 SC
176 176 SC2512 20250807 ... 490.8 491.6 SC
177 177 SC2601 20250807 ... 487.5 488.6 SC
178 178 SC2602 20250807 ... 483.3 486 SC
179 179 SC2603 20250807 ... 480.4 483.2 SC
180 180 SC2604 20250807 ... 478.2 481.6 SC
181 181 SC2605 20250807 ... 476.2 478.4 SC
182 182 SC2606 20250807 ... 475.3 476.8 SC
183 183 SC2607 20250807 ... 477.4 475.6 SC
184 184 SC2608 20250807 ... 476.4 477.5 SC
185 185 SC2609 20250807 ... 468 475 SC
186 186 SC2612 20250807 ... 466.9 472.3 SC
187 187 SC2703 20250807 ... 464.7 470.5 SC
188 188 SC2706 20250807 ... 464.3 467.8 SC
189 189 SC2709 20250807 ... 460.4 464.4 SC
190 190 SC2712 20250807 ... 464 464 SC
191 191 SC2803 20250807 ... 460.5 460.5 SC
192 192 SC2806 20250807 ... 454 456 SC
193 193 LU2509 20250807 ... 3520 3532 LU
194 194 LU2510 20250807 ... 3545 3535 LU
195 195 LU2511 20250807 ... 3535 3531 LU
196 196 LU2512 20250807 ... 3506 3507 LU
197 197 LU2601 20250807 ... 3481 3488 LU
198 198 LU2602 20250807 ... 3454 3451 LU
199 199 LU2603 20250807 ... 3439 3438 LU
200 200 LU2604 20250807 ... 3427 3431 LU
201 201 LU2605 20250807 ... 3416 3427 LU
202 202 LU2606 20250807 ... 3412 3421 LU
203 203 LU2607 20250807 ... 3417 3415 LU
204 204 LU2608 20250807 ... 3402 3408 LU
205 205 FU2509 20250807 ... 2833 2819 FU
206 206 FU2510 20250807 ... 2846 2838 FU
207 207 FU2511 20250807 ... 2856 2850 FU
208 208 FU2512 20250807 ... 2851 2849 FU
209 209 FU2601 20250807 ... 2847 2840 FU
210 210 FU2602 20250807 ... 2837 2832 FU
211 211 FU2603 20250807 ... 2828 2824 FU
212 212 FU2604 20250807 ... 2822 2820 FU
213 213 FU2605 20250807 ... 2809 2806 FU
214 214 FU2606 20250807 ... 2801 2803 FU
215 215 FU2607 20250807 ... 2786 2788 FU
216 216 FU2608 20250807 ... 2774 2788 FU
217 217 BU2508 20250807 ... 3559 3550 BU
218 218 BU2509 20250807 ... 3556 3543 BU
219 219 BU2510 20250807 ... 3534 3517 BU
220 220 BU2511 20250807 ... 3498 3486 BU
221 221 BU2512 20250807 ... 3441 3430 BU
222 222 BU2601 20250807 ... 3408 3396 BU
223 223 BU2602 20250807 ... 3395 3385 BU
224 224 BU2603 20250807 ... 3385 3367 BU
225 225 BU2604 20250807 ... 3377 3372 BU
226 226 BU2605 20250807 ... 3366 3362 BU
227 227 BU2606 20250807 ... 3367 3359 BU
228 228 BU2607 20250807 ... 3380 3380 BU
229 229 BU2609 20250807 ... 3367 3364 BU
230 230 BU2612 20250807 ... 3327 3297 BU
231 231 BU2703 20250807 ... 3320 3314 BU
232 232 BU2706 20250807 ... 3339 3335 BU
233 233 BR2508 20250807 ... 11465 11525 BR
234 234 BR2509 20250807 ... 11505 11510 BR
235 235 BR2510 20250807 ... 11500 11510 BR
236 236 BR2511 20250807 ... 11530 11530 BR
237 237 BR2512 20250807 ... 11565 11575 BR
238 238 BR2601 20250807 ... 11605 11615 BR
239 239 BR2602 20250807 ... 11575 11605 BR
240 240 BR2603 20250807 ... 11595 11665 BR
241 241 BR2604 20250807 ... 11700 11615 BR
242 242 BR2605 20250807 ... 11715 11735 BR
243 243 BR2606 20250807 ... 11695 11695 BR
244 244 BR2607 20250807 ... 11765 11760 BR
245 245 RU2508 20250807 ... 14365 14460 RU
246 246 RU2509 20250807 ... 14475 14510 RU
247 247 RU2510 20250807 ... 14505 14525 RU
248 248 RU2511 20250807 ... 14530 14555 RU
249 249 RU2601 20250807 ... 15445 15475 RU
250 250 RU2603 20250807 ... 15485 15570 RU
251 251 RU2604 20250807 ... 15555 15590 RU
252 252 RU2605 20250807 ... 15565 15595 RU
253 253 RU2606 20250807 ... 15660 15600 RU
254 254 RU2607 20250807 ... 15595 15620 RU
255 255 NR2508 20250807 ... 12215 12260 NR
256 256 NR2509 20250807 ... 12290 12300 NR
257 257 NR2510 20250807 ... 12350 12365 NR
258 258 NR2511 20250807 ... 12395 12410 NR
259 259 NR2512 20250807 ... 12410 12435 NR
260 260 NR2601 20250807 ... 12450 12470 NR
261 261 NR2602 20250807 ... 12475 12505 NR
262 262 NR2603 20250807 ... 12545 12545 NR
263 263 NR2604 20250807 ... 12495 12565 NR
264 264 NR2605 20250807 ... 12535 12620 NR
265 265 NR2606 20250807 ... 12585 12540 NR
266 266 NR2607 20250807 ... 12650 12645 NR
267 267 SP2508 20250807 ... 5132 5108 SP
268 268 SP2509 20250807 ... 5174 5162 SP
269 269 SP2510 20250807 ... 5192 5176 SP
270 270 SP2511 20250807 ... 5194 5178 SP
271 271 SP2512 20250807 ... 5198 5186 SP
272 272 SP2601 20250807 ... 5428 5418 SP
273 273 SP2602 20250807 ... 5402 5402 SP
274 274 SP2603 20250807 ... 5408 5392 SP
275 275 SP2604 20250807 ... 5396 5390 SP
276 276 SP2605 20250807 ... 5406 5394 SP
277 277 SP2606 20250807 ... 5416 5420 SP
278 278 SP2607 20250807 ... 5406 5402 SP
279 279 EC2508 20250807 ... 2072.4 2080.3 EC
280 280 EC2510 20250807 ... 1417 1434.4 EC
281 281 EC2512 20250807 ... 1751.9 1759.5 EC
282 282 EC2602 20250807 ... 1506.8 1521.6 EC
283 283 EC2604 20250807 ... 1343.6 1342.5 EC
284 284 EC2606 20250807 ... 1492 1489.4 EC
285 285 SC_TAS2509 20250807 ... SC_TAS
286 286 SC_TAS2510 20250807 ... SC_TAS
287 287 SC_TAS2511 20250807 ... SC_TAS
288 288 SC_TAS2512 20250807 ... SC_TAS
[289 rows x 13 columns]
2025-08-07 18:26:16,119 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
2025-08-07 18:26:17,922 - future_1d - INFO - save future_daily 2025-08-07 completed