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2025-09-09 18:25:49 Tue START TASK.01 future_1d future_daily
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2025-09-09 18:25:51,804 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250901 8358.0 8387.0 ... 318117.23 8357.0 8360.0 AP
1 AP511 20250901 8168.0 8192.0 ... 3298.83 8155.0 8144.0 AP
2 AP512 20250901 8209.0 8216.0 ... 188.40 8191.0 8196.0 AP
3 AP601 20250901 8320.0 8320.0 ... 124304.06 8263.0 8258.0 AP
4 AP603 20250901 8130.0 8175.0 ... 154.63 8139.0 8142.0 AP
5 AP604 20250901 8189.0 8189.0 ... 24.51 8170.0 8122.0 AP
6 AP605 20250901 8209.0 8238.0 ... 1223.76 8213.0 8209.0 AP
7 CF509 20250901 13740.0 13770.0 ... 31148.61 13620.0 13795.0 CF
8 CF511 20250901 14040.0 14045.0 ... 444482.21 13850.0 14105.0 CF
9 CF601 20250901 14240.0 14240.0 ... 4050478.47 14020.0 14260.0 CF
10 CF603 20250901 14205.0 14205.0 ... 8473.39 13980.0 14225.0 CF
11 CF605 20250901 14200.0 14200.0 ... 258875.66 13995.0 14205.0 CF
12 CF607 20250901 14155.0 14185.0 ... 3453.32 13955.0 14210.0 CF
13 CJ509 20250901 10355.0 10405.0 ... 442.76 10295.0 10180.0 CJ
14 CJ512 20250901 11385.0 11450.0 ... 12308.60 11310.0 11340.0 CJ
15 CJ601 20250901 11500.0 11570.0 ... 798961.76 11425.0 11460.0 CJ
16 CJ603 20250901 11540.0 11600.0 ... 10542.59 11470.0 11500.0 CJ
17 CJ605 20250901 11685.0 11720.0 ... 123677.86 11585.0 11615.0 CJ
18 CJ607 20250901 11805.0 11870.0 ... 1696.21 11740.0 11770.0 CJ
19 CY509 20250901 20205.0 20550.0 ... 252.53 20200.0 20335.0 CY
20 CY510 20250901 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250901 20165.0 20165.0 ... 113780.65 19955.0 20180.0 CY
22 CY512 20250901 0.0 0.0 ... 0.00 19870.0 20005.0 CY
23 CY601 20250901 20225.0 20225.0 ... 6081.41 19970.0 20235.0 CY
24 CY602 20250901 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250901 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250901 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250901 20285.0 20285.0 ... 20.26 20255.0 20455.0 CY
28 CY606 20250901 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250901 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250901 0.0 0.0 ... 0.00 20280.0 20295.0 CY
31 FG509 20250901 994.0 994.0 ... 11302.46 966.0 970.0 FG
32 FG510 20250901 1079.0 1079.0 ... 75779.37 1063.0 1066.0 FG
33 FG511 20250901 1073.0 1073.0 ... 170235.11 1054.0 1066.0 FG
34 FG512 20250901 1180.0 1180.0 ... 94216.34 1153.0 1173.0 FG
35 FG601 20250901 1181.0 1181.0 ... 4743107.13 1147.0 1173.0 FG
36 FG602 20250901 1224.0 1226.0 ... 12944.80 1195.0 1224.0 FG
37 FG603 20250901 1235.0 1235.0 ... 3072.60 1200.0 1225.0 FG
38 FG604 20250901 1276.0 1276.0 ... 1259.95 1250.0 1271.0 FG
39 FG605 20250901 1275.0 1276.0 ... 114806.45 1243.0 1266.0 FG
40 FG606 20250901 1295.0 1297.0 ... 993.44 1274.0 1292.0 FG
41 FG607 20250901 1293.0 1293.0 ... 1559.25 1268.0 1283.0 FG
42 FG608 20250901 1305.0 1313.0 ... 732.67 1299.0 1312.0 FG
43 JR509 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250901 2210.0 2226.0 ... 6824.51 2201.0 2214.0 MA
53 MA510 20250901 2260.0 2291.0 ... 41040.84 2260.0 2267.0 MA
54 MA511 20250901 2287.0 2315.0 ... 107240.23 2282.0 2295.0 MA
55 MA512 20250901 2341.0 2359.0 ... 40120.93 2330.0 2344.0 MA
56 MA601 20250901 2366.0 2387.0 ... 1429798.88 2359.0 2370.0 MA
57 MA602 20250901 2385.0 2400.0 ... 4893.22 2373.0 2390.0 MA
58 MA603 20250901 2384.0 2401.0 ... 228.59 2381.0 2388.0 MA
59 MA604 20250901 2381.0 2401.0 ... 42.69 2372.0 2381.0 MA
60 MA605 20250901 2374.0 2392.0 ... 61944.54 2370.0 2378.0 MA
61 MA606 20250901 2374.0 2401.0 ... 11.90 2379.0 2383.0 MA
62 MA607 20250901 2377.0 2390.0 ... 42.74 2374.0 2381.0 MA
63 MA608 20250901 2379.0 2387.0 ... 26.08 2371.0 2378.0 MA
64 OI509 20250901 9968.0 10030.0 ... 6410.33 9954.0 9968.0 OI
65 OI511 20250901 9894.0 9962.0 ... 534901.85 9887.0 9895.0 OI
66 OI601 20250901 9779.0 9848.0 ... 2787676.91 9780.0 9782.0 OI
67 OI603 20250901 9704.0 9769.0 ... 5348.30 9707.0 9707.0 OI
68 OI605 20250901 9625.0 9682.0 ... 48080.79 9622.0 9627.0 OI
69 OI607 20250901 9543.0 9642.0 ... 230.76 9615.0 9587.0 OI
70 PF509 20250901 6396.0 6416.0 ... 1451.56 6382.0 6378.0 PF
71 PF510 20250901 6504.0 6528.0 ... 340052.39 6488.0 6486.0 PF
72 PF511 20250901 6482.0 6500.0 ... 359367.76 6466.0 6468.0 PF
73 PF512 20250901 6468.0 6482.0 ... 218205.14 6448.0 6456.0 PF
74 PF601 20250901 6488.0 6504.0 ... 63957.56 6482.0 6474.0 PF
75 PF602 20250901 6498.0 6516.0 ... 18023.18 6492.0 6486.0 PF
76 PF603 20250901 6512.0 6520.0 ... 81.27 6502.0 6490.0 PF
77 PF604 20250901 6524.0 6542.0 ... 32.62 6524.0 6554.0 PF
78 PF605 20250901 6558.0 6564.0 ... 32.72 6546.0 6538.0 PF
79 PF606 20250901 6564.0 6564.0 ... 13.09 6546.0 6556.0 PF
80 PF607 20250901 6560.0 6560.0 ... 9.81 6544.0 6540.0 PF
81 PF608 20250901 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250901 7972.0 8026.0 ... 41846.97 8002.0 7990.0 PK
83 PK511 20250901 7770.0 7836.0 ... 283223.14 7808.0 7792.0 PK
84 PK512 20250901 7800.0 7828.0 ... 93264.50 7808.0 7808.0 PK
85 PK601 20250901 7864.0 7874.0 ... 25634.11 7864.0 7860.0 PK
86 PK603 20250901 7858.0 7880.0 ... 39.37 7874.0 7864.0 PK
87 PK604 20250901 7862.0 7888.0 ... 165.50 7882.0 7878.0 PK
88 PK605 20250901 7868.0 7884.0 ... 2291.67 7876.0 7870.0 PK
89 PL601 20250901 6420.0 6427.0 ... 65642.86 6394.0 6425.0 PL
90 PL602 20250901 6433.0 6451.0 ... 976.92 6427.0 6445.0 PL
91 PL603 20250901 6432.0 6432.0 ... 538.68 6413.0 6421.0 PL
92 PL604 20250901 6440.0 6440.0 ... 12.88 6440.0 6443.0 PL
93 PL605 20250901 6358.0 6408.0 ... 178.40 6371.0 6362.0 PL
94 PL606 20250901 0.0 0.0 ... 0.00 6430.0 6422.0 PL
95 PL607 20250901 0.0 0.0 ... 0.00 6428.0 6428.0 PL
96 PL608 20250901 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250901 5800.0 5832.0 ... 2311.49 5816.0 5832.0 PR
104 PR510 20250901 5976.0 5988.0 ... 68483.16 5952.0 5966.0 PR
105 PR511 20250901 5980.0 5980.0 ... 448712.15 5940.0 5954.0 PR
106 PR512 20250901 5966.0 5974.0 ... 259553.09 5946.0 5952.0 PR
107 PR601 20250901 5972.0 5980.0 ... 38453.43 5952.0 5970.0 PR
108 PR602 20250901 0.0 0.0 ... 0.00 5998.0 6002.0 PR
109 PR603 20250901 0.0 0.0 ... 0.00 6002.0 6006.0 PR
110 PR604 20250901 0.0 0.0 ... 0.00 6014.0 6014.0 PR
111 PR605 20250901 6002.0 6002.0 ... 9.00 6002.0 6022.0 PR
112 PR606 20250901 6006.0 6006.0 ... 9.01 6006.0 6050.0 PR
113 PR607 20250901 0.0 0.0 ... 0.00 6018.0 6022.0 PR
114 PR608 20250901 5960.0 5996.0 ... 17.93 5978.0 6026.0 PR
115 PX509 20250901 6712.0 6858.0 ... 1628.14 6714.0 6866.0 PX
116 PX510 20250901 6918.0 6918.0 ... 39766.41 6882.0 6866.0 PX
117 PX511 20250901 6886.0 6890.0 ... 553113.93 6854.0 6844.0 PX
118 PX512 20250901 6856.0 6856.0 ... 98159.01 6816.0 6812.0 PX
119 PX601 20250901 6822.0 6826.0 ... 113607.60 6788.0 6792.0 PX
120 PX602 20250901 6798.0 6818.0 ... 24557.59 6792.0 6800.0 PX
121 PX603 20250901 0.0 0.0 ... 0.00 6786.0 6786.0 PX
122 PX604 20250901 0.0 0.0 ... 0.00 6808.0 6812.0 PX
123 PX605 20250901 6780.0 6812.0 ... 261.25 6786.0 6802.0 PX
124 PX606 20250901 6784.0 6784.0 ... 3.39 6784.0 6786.0 PX
125 PX607 20250901 6788.0 6816.0 ... 23.82 6806.0 6790.0 PX
126 PX608 20250901 6908.0 6908.0 ... 3.45 6908.0 6826.0 PX
127 RI509 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250901 2554.0 2575.0 ... 1268.11 2562.0 2554.0 RM
134 RM511 20250901 2546.0 2571.0 ... 20442.11 2558.0 2543.0 RM
135 RM601 20250901 2509.0 2530.0 ... 833339.36 2511.0 2496.0 RM
136 RM603 20250901 2415.0 2425.0 ... 14106.80 2412.0 2405.0 RM
137 RM605 20250901 2418.0 2426.0 ... 116202.97 2414.0 2411.0 RM
138 RM607 20250901 2407.0 2414.0 ... 5554.31 2401.0 2396.0 RM
139 RM608 20250901 2484.0 2492.0 ... 473.75 2480.0 2457.0 RM
140 RS509 20250901 4750.0 4750.0 ... 66.50 4750.0 4675.0 RS
141 RS511 20250901 5106.0 5106.0 ... 10.21 5106.0 5156.0 RS
142 RS607 20250901 0.0 0.0 ... 0.00 5550.0 5550.0 RS
143 RS608 20250901 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250901 1198.0 1198.0 ... 10688.91 1152.0 1170.0 SA
145 SA510 20250901 1230.0 1230.0 ... 66233.37 1202.0 1222.0 SA
146 SA511 20250901 1225.0 1228.0 ... 267213.34 1207.0 1228.0 SA
147 SA512 20250901 1282.0 1285.0 ... 132632.63 1260.0 1290.0 SA
148 SA601 20250901 1296.0 1296.0 ... 3883759.21 1270.0 1298.0 SA
149 SA602 20250901 1323.0 1324.0 ... 33343.12 1296.0 1324.0 SA
150 SA603 20250901 1330.0 1330.0 ... 8113.11 1305.0 1327.0 SA
151 SA604 20250901 1365.0 1366.0 ... 1914.88 1347.0 1368.0 SA
152 SA605 20250901 1373.0 1373.0 ... 119487.33 1348.0 1370.0 SA
153 SA606 20250901 1375.0 1375.0 ... 1748.07 1357.0 1377.0 SA
154 SA607 20250901 1381.0 1381.0 ... 1842.91 1361.0 1378.0 SA
155 SA608 20250901 1402.0 1402.0 ... 714.33 1390.0 1404.0 SA
156 SF509 20250901 5450.0 5450.0 ... 3511.62 5398.0 5364.0 SF
157 SF510 20250901 5336.0 5364.0 ... 50322.28 5308.0 5382.0 SF
158 SF511 20250901 5526.0 5544.0 ... 580676.15 5486.0 5566.0 SF
159 SF512 20250901 5494.0 5498.0 ... 65521.15 5444.0 5542.0 SF
160 SF601 20250901 5498.0 5500.0 ... 182908.31 5452.0 5538.0 SF
161 SF602 20250901 5452.0 5466.0 ... 22770.98 5418.0 5502.0 SF
162 SF603 20250901 5622.0 5648.0 ... 215.67 5602.0 5694.0 SF
163 SF604 20250901 5584.0 5628.0 ... 11.18 5592.0 5676.0 SF
164 SF605 20250901 5634.0 5634.0 ... 2429.86 5592.0 5674.0 SF
165 SF606 20250901 5602.0 5602.0 ... 172.37 5560.0 5638.0 SF
166 SF607 20250901 5784.0 5784.0 ... 108.79 5726.0 5786.0 SF
167 SF608 20250901 5784.0 5784.0 ... 37.14 5714.0 5784.0 SF
168 SH509 20250901 2482.0 2568.0 ... 1236.00 2512.0 2495.0 SH
169 SH510 20250901 2635.0 2717.0 ... 354916.60 2669.0 2622.0 SH
170 SH511 20250901 2669.0 2764.0 ... 1102451.44 2705.0 2649.0 SH
171 SH512 20250901 2687.0 2769.0 ... 298006.25 2714.0 2673.0 SH
172 SH601 20250901 2670.0 2736.0 ... 5424223.30 2690.0 2660.0 SH
173 SH602 20250901 2684.0 2741.0 ... 77792.76 2694.0 2675.0 SH
174 SH603 20250901 2690.0 2748.0 ... 8104.42 2715.0 2687.0 SH
175 SH604 20250901 2728.0 2785.0 ... 1645.94 2757.0 2738.0 SH
176 SH605 20250901 2752.0 2797.0 ... 72415.78 2765.0 2753.0 SH
177 SH606 20250901 2758.0 2794.0 ... 556.56 2769.0 2762.0 SH
178 SH607 20250901 2751.0 2775.0 ... 181.83 2755.0 2747.0 SH
179 SH608 20250901 2755.0 2789.0 ... 447.82 2764.0 2752.0 SH
180 SM509 20250901 5672.0 5672.0 ... 9524.38 5624.0 5678.0 SM
181 SM510 20250901 5658.0 5658.0 ... 33322.25 5622.0 5692.0 SM
182 SM511 20250901 5700.0 5770.0 ... 134900.58 5704.0 5770.0 SM
183 SM512 20250901 5750.0 5750.0 ... 45444.14 5714.0 5772.0 SM
184 SM601 20250901 5750.0 5754.0 ... 541526.24 5716.0 5786.0 SM
185 SM602 20250901 5736.0 5752.0 ... 26467.44 5732.0 5800.0 SM
186 SM603 20250901 5744.0 5758.0 ... 112.00 5744.0 5806.0 SM
187 SM604 20250901 0.0 0.0 ... 0.00 5778.0 5810.0 SM
188 SM605 20250901 5798.0 5798.0 ... 8068.68 5760.0 5830.0 SM
189 SM606 20250901 5768.0 5770.0 ... 28.78 5756.0 5824.0 SM
190 SM607 20250901 5812.0 5812.0 ... 112.78 5784.0 5844.0 SM
191 SM608 20250901 5828.0 5830.0 ... 43.52 5804.0 5874.0 SM
192 SR509 20250901 5581.0 5630.0 ... 1773.13 5611.0 5598.0 SR
193 SR511 20250901 5582.0 5601.0 ... 153323.50 5588.0 5586.0 SR
194 SR601 20250901 5600.0 5612.0 ... 784954.64 5602.0 5600.0 SR
195 SR603 20250901 5580.0 5590.0 ... 1908.89 5582.0 5579.0 SR
196 SR605 20250901 5565.0 5574.0 ... 26958.98 5567.0 5560.0 SR
197 SR607 20250901 5563.0 5570.0 ... 862.35 5564.0 5556.0 SR
198 TA509 20250901 4762.0 4762.0 ... 32404.11 4720.0 4718.0 TA
199 TA510 20250901 4772.0 4784.0 ... 154615.01 4756.0 4762.0 TA
200 TA511 20250901 4764.0 4784.0 ... 139832.74 4758.0 4766.0 TA
201 TA512 20250901 4782.0 4790.0 ... 58866.19 4766.0 4768.0 TA
202 TA601 20250901 4790.0 4794.0 ... 1258698.51 4770.0 4774.0 TA
203 TA602 20250901 4794.0 4800.0 ... 15056.82 4778.0 4800.0 TA
204 TA603 20250901 4810.0 4812.0 ... 198.79 4790.0 4814.0 TA
205 TA604 20250901 0.0 0.0 ... 0.00 4806.0 4812.0 TA
206 TA605 20250901 4826.0 4832.0 ... 33991.04 4804.0 4812.0 TA
207 TA606 20250901 0.0 0.0 ... 0.00 4816.0 4816.0 TA
208 TA607 20250901 4834.0 4834.0 ... 4.82 4822.0 4846.0 TA
209 TA608 20250901 0.0 0.0 ... 0.00 4842.0 4858.0 TA
210 UR509 20250901 1707.0 1707.0 ... 1233.43 1671.0 1688.0 UR
211 UR510 20250901 1696.0 1699.0 ... 13660.85 1688.0 1708.0 UR
212 UR511 20250901 1736.0 1744.0 ... 33786.51 1732.0 1746.0 UR
213 UR512 20250901 1729.0 1744.0 ... 15810.96 1734.0 1748.0 UR
214 UR601 20250901 1742.0 1750.0 ... 636251.78 1737.0 1750.0 UR
215 UR602 20250901 1737.0 1745.0 ... 582.79 1734.0 1746.0 UR
216 UR603 20250901 1778.0 1789.0 ... 188.50 1778.0 1786.0 UR
217 UR604 20250901 1779.0 1779.0 ... 10.66 1777.0 1787.0 UR
218 UR605 20250901 1783.0 1791.0 ... 19103.11 1780.0 1790.0 UR
219 UR606 20250901 1779.0 1779.0 ... 120.60 1774.0 1784.0 UR
220 UR607 20250901 1787.0 1795.0 ... 125.26 1789.0 1796.0 UR
221 UR608 20250901 1784.0 1792.0 ... 35.71 1785.0 1791.0 UR
222 WH509 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:25:52,264 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 SC2510 20250901 487 ... 483.6 482.9 SC
1 SC2511 20250901 486.4 ... 484 483.7 SC
2 SC2512 20250901 486.3 ... 483.8 483.6 SC
3 SC2601 20250901 485.2 ... 482.9 482.7 SC
4 SC2602 20250901 483.7 ... 482 482.2 SC
5 SC2603 20250901 480.1 ... 479.8 480.7 SC
6 SC2604 20250901 478.5 ... 478.7 478.4 SC
7 SC2605 20250901 478.9 ... 477.5 478.9 SC
8 SC2606 20250901 478 ... 476.9 476.9 SC
9 SC2607 20250901 473.4 ... 473.4 476 SC
10 SC2608 20250901 476.8 ... 475.3 476.5 SC
11 SC2609 20250901 470.6 ... 470.6 476.1 SC
12 SC2612 20250901 480.9 ... 476.6 480.9 SC
13 SC2703 20250901 ... 475.9 477 SC
14 SC2706 20250901 ... 475 476.4 SC
15 SC2709 20250901 471.3 ... 471.3 474.8 SC
16 SC2712 20250901 471.5 ... 471.3 474.4 SC
17 SC2803 20250901 ... 471.4 471.4 SC
18 SC2806 20250901 ... 469 469 SC
19 SC2809 20250901 ... 469 469 SC
21 LU2510 20250901 3510 ... 3458 3483 LU
22 LU2511 20250901 3518 ... 3471 3491 LU
23 LU2512 20250901 3503 ... 3457 3473 LU
24 LU2601 20250901 3499 ... 3443 3454 LU
25 LU2602 20250901 3449 ... 3413 3419 LU
26 LU2603 20250901 3401 ... 3396 3434 LU
27 LU2604 20250901 3382 ... 3391 3415 LU
28 LU2605 20250901 3388 ... 3374 3407 LU
29 LU2606 20250901 3378 ... 3373 3424 LU
30 LU2607 20250901 3402 ... 3392 3412 LU
31 LU2608 20250901 3387 ... 3386 3407 LU
32 LU2609 20250901 3374 ... 3374 3407 LU
34 NR2509 20250901 12680 ... 12640 12610 NR
35 NR2510 20250901 12725 ... 12675 12670 NR
36 NR2511 20250901 12755 ... 12715 12705 NR
37 NR2512 20250901 12795 ... 12745 12735 NR
38 NR2601 20250901 12825 ... 12780 12780 NR
39 NR2602 20250901 12895 ... 12765 12765 NR
40 NR2603 20250901 12915 ... 12760 12810 NR
41 NR2604 20250901 12950 ... 12780 12840 NR
42 NR2605 20250901 12910 ... 12815 12860 NR
43 NR2606 20250901 12855 ... 12855 12980 NR
44 NR2607 20250901 12895 ... 12865 12835 NR
45 NR2608 20250901 12905 ... 12905 12890 NR
47 BC2509 20250901 70460 ... 70580 70040 BC
48 BC2510 20250901 70650 ... 70760 70260 BC
49 BC2511 20250901 70700 ... 70750 70270 BC
50 BC2512 20250901 70740 ... 70740 70180 BC
51 BC2601 20250901 ... 70590 69980 BC
52 BC2602 20250901 ... 70400 70100 BC
53 BC2603 20250901 71470 ... 71470 70100 BC
54 BC2604 20250901 ... 70370 69390 BC
55 BC2605 20250901 ... 70370 69410 BC
56 BC2606 20250901 ... 70210 69790 BC
57 BC2607 20250901 ... 70130 69370 BC
58 BC2608 20250901 ... 70100 69370 BC
60 EC2510 20250901 1267.8 ... 1293.8 1272 EC
61 EC2512 20250901 1570 ... 1621.9 1562.6 EC
62 EC2602 20250901 1420.4 ... 1439.5 1406 EC
63 EC2604 20250901 1206.5 ... 1230.5 1210.6 EC
64 EC2606 20250901 1392.8 ... 1407.4 1375.1 EC
65 EC2608 20250901 1595.8 ... 1599.5 1562.7 EC
68 SC_TAS2510 20250901 ... SC_TAS
69 SC_TAS2511 20250901 ... SC_TAS
70 SC_TAS2512 20250901 ... SC_TAS
71 SC_TAS2601 20250901 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:25:52,371 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 PS2509 20250901 50060.0 ... 49445.0 49520.0 PS
1 PS2510 20250901 49845.0 ... 50110.0 49540.0 PS
2 PS2511 20250901 49265.0 ... 49895.0 49310.0 PS
3 PS2512 20250901 51940.0 ... 52290.0 51880.0 PS
4 PS2601 20250901 51680.0 ... 52450.0 51940.0 PS
5 PS2602 20250901 52120.0 ... 52440.0 52110.0 PS
6 PS2603 20250901 52070.0 ... 52905.0 51900.0 PS
7 PS2604 20250901 52320.0 ... 52735.0 52415.0 PS
8 PS2605 20250901 52480.0 ... 53005.0 52400.0 PS
9 PS2606 20250901 55100.0 ... 55420.0 54890.0 PS
10 PS2607 20250901 55095.0 ... 55465.0 55050.0 PS
11 PS2608 20250901 55045.0 ... 55185.0 55120.0 PS
13 SI2509 20250901 8355.0 ... 8310.0 8365.0 SI
14 SI2510 20250901 8300.0 ... 8335.0 8425.0 SI
15 SI2511 20250901 8370.0 ... 8375.0 8420.0 SI
16 SI2512 20250901 8630.0 ... 8775.0 8790.0 SI
17 SI2601 20250901 8740.0 ... 8760.0 8785.0 SI
18 SI2602 20250901 8740.0 ... 8750.0 8775.0 SI
19 SI2603 20250901 8740.0 ... 8780.0 8790.0 SI
20 SI2604 20250901 8740.0 ... 8845.0 8795.0 SI
21 SI2605 20250901 8780.0 ... 8795.0 8810.0 SI
22 SI2606 20250901 8780.0 ... 8825.0 8815.0 SI
23 SI2607 20250901 8815.0 ... 8855.0 8845.0 SI
24 SI2608 20250901 8755.0 ... 8790.0 8810.0 SI
27 LC2509 20250901 76500.0 ... 76320.0 77620.0 LC
28 LC2510 20250901 76440.0 ... 75980.0 77740.0 LC
29 LC2511 20250901 77000.0 ... 75880.0 77680.0 LC
30 LC2512 20250901 75740.0 ... 75640.0 77320.0 LC
31 LC2601 20250901 76160.0 ... 75480.0 77080.0 LC
32 LC2602 20250901 75660.0 ... 75060.0 76700.0 LC
33 LC2603 20250901 75500.0 ... 74940.0 76260.0 LC
34 LC2604 20250901 75460.0 ... 75180.0 76180.0 LC
35 LC2605 20250901 75600.0 ... 75140.0 76060.0 LC
36 LC2606 20250901 75180.0 ... 74540.0 75820.0 LC
37 LC2607 20250901 74520.0 ... 74600.0 75740.0 LC
38 LC2608 20250901 75360.0 ... 74780.0 76280.0 LC
[36 rows x 12 columns]
2025-09-09 18:25:52,515 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 IC2509 20250901 7021.000 ... 7022.800 6983.400 IC
1 IC2510 20250901 6996.800 ... 6973.000 6935.200 IC
2 IC2512 20250901 6886.200 ... 6867.200 6828.400 IC
3 IC2603 20250901 6747.000 ... 6716.800 6682.600 IC
4 IF2509 20250901 4517.000 ... 4513.800 4502.600 IF
5 IF2510 20250901 4518.600 ... 4507.000 4496.600 IF
6 IF2512 20250901 4500.000 ... 4492.000 4481.800 IF
7 IF2603 20250901 4480.000 ... 4469.000 4459.000 IF
8 IH2509 20250901 2988.800 ... 2982.400 2978.600 IH
9 IH2510 20250901 2983.800 ... 2980.600 2974.800 IH
10 IH2512 20250901 2988.200 ... 2982.400 2978.800 IH
11 IH2603 20250901 2998.800 ... 2984.600 2981.200 IH
12 IM2509 20250901 7400.000 ... 7387.800 7353.800 IM
13 IM2510 20250901 7322.600 ... 7321.000 7294.800 IM
14 IM2512 20250901 7220.000 ... 7187.200 7165.600 IM
15 IM2603 20250901 7030.000 ... 7003.800 6986.400 IM
16 T2509 20250901 108.000 ... 108.200 108.055 T
17 T2512 20250901 107.785 ... 107.985 107.820 T
18 T2603 20250901 107.540 ... 107.715 107.585 T
19 TF2509 20250901 105.630 ... 105.700 105.655 TF
20 TF2512 20250901 105.480 ... 105.590 105.515 TF
21 TF2603 20250901 105.375 ... 105.485 105.410 TF
22 TL2509 20250901 116.920 ... 117.280 117.020 TL
23 TL2512 20250901 116.430 ... 116.890 116.560 TL
24 TL2603 20250901 115.950 ... 116.550 116.230 TL
25 TS2509 20250901 102.330 ... 102.356 102.348 TS
26 TS2512 20250901 102.408 ... 102.428 102.420 TS
27 TS2603 20250901 102.334 ... 102.358 102.354 TS
[28 rows x 12 columns]
2025-09-09 18:25:52,722 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250901 ... 79750 79200 CU
1 1 CU2510 20250901 ... 79710 79220 CU
2 2 CU2511 20250901 ... 79690 79220 CU
3 3 CU2512 20250901 ... 79620 79160 CU
4 4 CU2601 20250901 ... 79580 79160 CU
5 5 CU2602 20250901 ... 79580 79090 CU
6 6 CU2603 20250901 ... 79620 79070 CU
7 7 CU2604 20250901 ... 79640 79230 CU
8 8 CU2605 20250901 ... 79620 79140 CU
9 9 CU2606 20250901 ... 79610 79240 CU
10 10 CU2607 20250901 ... 79660 79180 CU
11 11 CU2608 20250901 ... 79660 79240 CU
12 12 BC2509 20250901 ... 70580 70040 BC
13 13 BC2510 20250901 ... 70760 70260 BC
14 14 BC2511 20250901 ... 70750 70270 BC
15 15 BC2512 20250901 ... 70740 70180 BC
16 16 BC2601 20250901 ... 70590 69980 BC
17 17 BC2602 20250901 ... 70400 70100 BC
18 18 BC2603 20250901 ... 71470 70100 BC
19 19 BC2604 20250901 ... 70370 69390 BC
20 20 BC2605 20250901 ... 70370 69410 BC
21 21 BC2606 20250901 ... 70210 69790 BC
22 22 BC2607 20250901 ... 70130 69370 BC
23 23 BC2608 20250901 ... 70100 69370 BC
24 24 AL2509 20250901 ... 20675 20740 AL
25 25 AL2510 20250901 ... 20670 20730 AL
26 26 AL2511 20250901 ... 20650 20715 AL
27 27 AL2512 20250901 ... 20625 20695 AL
28 28 AL2601 20250901 ... 20605 20680 AL
29 29 AL2602 20250901 ... 20610 20685 AL
30 30 AL2603 20250901 ... 20655 20710 AL
31 31 AL2604 20250901 ... 20680 20720 AL
32 32 AL2605 20250901 ... 20690 20750 AL
33 33 AL2606 20250901 ... 20695 20755 AL
34 34 AL2607 20250901 ... 20700 20755 AL
35 35 AL2608 20250901 ... 20715 20745 AL
36 36 ZN2509 20250901 ... 22155 22080 ZN
37 37 ZN2510 20250901 ... 22195 22095 ZN
38 38 ZN2511 20250901 ... 22180 22095 ZN
39 39 ZN2512 20250901 ... 22190 22105 ZN
40 40 ZN2601 20250901 ... 22200 22110 ZN
41 41 ZN2602 20250901 ... 22195 22120 ZN
42 42 ZN2603 20250901 ... 22225 22180 ZN
43 43 ZN2604 20250901 ... 22250 22180 ZN
44 44 ZN2605 20250901 ... 22285 22195 ZN
45 45 ZN2606 20250901 ... 22265 22170 ZN
46 46 ZN2607 20250901 ... 22275 22170 ZN
47 47 ZN2608 20250901 ... 22295 22190 ZN
48 48 PB2509 20250901 ... 16795 16810 PB
49 49 PB2510 20250901 ... 16840 16850 PB
50 50 PB2511 20250901 ... 16855 16860 PB
51 51 PB2512 20250901 ... 16880 16875 PB
52 52 PB2601 20250901 ... 16890 16885 PB
53 53 PB2602 20250901 ... 16955 16965 PB
54 54 PB2603 20250901 ... 16995 16950 PB
55 55 PB2604 20250901 ... 16990 16975 PB
56 56 PB2605 20250901 ... 17035 17015 PB
57 57 PB2606 20250901 ... 17070 17105 PB
58 58 PB2607 20250901 ... 17120 17125 PB
59 59 PB2608 20250901 ... 17150 17105 PB
60 60 NI2509 20250901 ... 122460 121010 NI
61 61 NI2510 20250901 ... 122770 121300 NI
62 62 NI2511 20250901 ... 122990 121410 NI
63 63 NI2512 20250901 ... 123180 121570 NI
64 64 NI2601 20250901 ... 123370 121830 NI
65 65 NI2602 20250901 ... 123570 122050 NI
66 66 NI2603 20250901 ... 123680 122310 NI
67 67 NI2604 20250901 ... 123980 122650 NI
68 68 NI2605 20250901 ... 124310 122920 NI
69 69 NI2606 20250901 ... 124440 123120 NI
70 70 NI2607 20250901 ... 124500 123280 NI
71 71 NI2608 20250901 ... 125420 123480 NI
72 72 SN2509 20250901 ... 273340 274520 SN
73 73 SN2510 20250901 ... 273770 275810 SN
74 74 SN2511 20250901 ... 274070 276040 SN
75 75 SN2512 20250901 ... 274230 276090 SN
76 76 SN2601 20250901 ... 273920 275800 SN
77 77 SN2602 20250901 ... 273260 274410 SN
78 78 SN2603 20250901 ... 273800 275990 SN
79 79 SN2604 20250901 ... 275560 274310 SN
80 80 SN2605 20250901 ... 273970 276340 SN
81 81 SN2606 20250901 ... 273820 278230 SN
82 82 SN2607 20250901 ... 273970 276450 SN
83 83 SN2608 20250901 ... 274470 275770 SN
84 84 AO2509 20250901 ... 2982 3006 AO
85 85 AO2510 20250901 ... 2992 3019 AO
86 86 AO2511 20250901 ... 2999 3022 AO
87 87 AO2512 20250901 ... 3007 3025 AO
88 88 AO2601 20250901 ... 3009 3030 AO
89 89 AO2602 20250901 ... 3006 3025 AO
90 90 AO2603 20250901 ... 3009 3025 AO
91 91 AO2604 20250901 ... 3022 3041 AO
92 92 AO2605 20250901 ... 3023 3044 AO
93 93 AO2606 20250901 ... 3025 3048 AO
94 94 AO2607 20250901 ... 3034 3052 AO
95 95 AO2608 20250901 ... 3041 3049 AO
96 96 AD2511 20250901 ... 20275 20320 AD
97 97 AD2512 20250901 ... 20275 20335 AD
98 98 AD2601 20250901 ... 20325 20245 AD
99 99 AD2602 20250901 ... 20210 20210 AD
100 100 AD2603 20250901 ... 20220 20220 AD
101 101 AD2604 20250901 ... 19975 19975 AD
102 102 AD2605 20250901 ... 20040 20095 AD
103 103 AD2606 20250901 ... 19935 19935 AD
104 104 AD2607 20250901 ... 19925 19925 AD
105 105 AD2608 20250901 ... 20170 20315 AD
106 106 AU2509 20250901 ... 796.82 783.22 AU
107 107 AU2510 20250901 ... 794.72 784.26 AU
108 108 AU2511 20250901 ... 798.14 785.6 AU
109 109 AU2512 20250901 ... 797.72 786.56 AU
110 110 AU2602 20250901 ... 800.18 788.54 AU
111 111 AU2604 20250901 ... 802.12 790.86 AU
112 112 AU2606 20250901 ... 804.5 793 AU
113 113 AU2608 20250901 ... 805.4 795.26 AU
114 114 AG2509 20250901 ... 9626 9374 AG
115 115 AG2510 20250901 ... 9600 9385 AG
116 116 AG2511 20250901 ... 9594 9397 AG
117 117 AG2512 20250901 ... 9632 9409 AG
118 118 AG2601 20250901 ... 9648 9417 AG
119 119 AG2602 20250901 ... 9632 9428 AG
120 120 AG2603 20250901 ... 9662 9442 AG
121 121 AG2604 20250901 ... 9672 9460 AG
122 122 AG2605 20250901 ... 9696 9469 AG
123 123 AG2606 20250901 ... 9703 9486 AG
124 124 AG2607 20250901 ... 9699 9497 AG
125 125 AG2608 20250901 ... 9732 9516 AG
126 126 RB2509 20250901 ... 2978 3057 RB
127 127 RB2510 20250901 ... 3062 3107 RB
128 128 RB2511 20250901 ... 3065 3106 RB
129 129 RB2512 20250901 ... 3109 3157 RB
130 130 RB2601 20250901 ... 3122 3175 RB
131 131 RB2602 20250901 ... 3108 3161 RB
132 132 RB2603 20250901 ... 3121 3173 RB
133 133 RB2604 20250901 ... 3149 3199 RB
134 134 RB2605 20250901 ... 3165 3217 RB
135 135 RB2606 20250901 ... 3182 3236 RB
136 136 RB2607 20250901 ... 3195 3246 RB
137 137 RB2608 20250901 ... 3197 3242 RB
138 138 WR2509 20250901 ... 3342 3342 WR
139 139 WR2510 20250901 ... 3264 3316 WR
140 140 WR2511 20250901 ... 3282 3284 WR
141 141 WR2512 20250901 ... 3409 3439 WR
142 142 WR2601 20250901 ... 3380 3380 WR
143 143 WR2602 20250901 ... 3355 3365 WR
144 144 WR2603 20250901 ... 3438 3438 WR
145 145 WR2604 20250901 ... 3455 3455 WR
146 146 WR2605 20250901 ... 3429 3429 WR
147 147 WR2606 20250901 ... 3396 3396 WR
148 148 WR2607 20250901 ... 3417 3449 WR
149 149 WR2608 20250901 ... 3344 3344 WR
150 150 HC2509 20250901 ... 3341 3397 HC
151 151 HC2510 20250901 ... 3326 3366 HC
152 152 HC2511 20250901 ... 3324 3360 HC
153 153 HC2512 20250901 ... 3323 3362 HC
154 154 HC2601 20250901 ... 3310 3356 HC
155 155 HC2602 20250901 ... 3297 3367 HC
156 156 HC2603 20250901 ... 3308 3354 HC
157 157 HC2604 20250901 ... 3311 3369 HC
158 158 HC2605 20250901 ... 3314 3359 HC
159 159 HC2606 20250901 ... 3322 3362 HC
160 160 HC2607 20250901 ... 3316 3363 HC
161 161 HC2608 20250901 ... 3304 3361 HC
162 162 SS2509 20250901 ... 12805 12725 SS
163 163 SS2510 20250901 ... 12875 12805 SS
164 164 SS2511 20250901 ... 12945 12870 SS
165 165 SS2512 20250901 ... 13000 12930 SS
166 166 SS2601 20250901 ... 13055 12990 SS
167 167 SS2602 20250901 ... 13080 13035 SS
168 168 SS2603 20250901 ... 13175 13110 SS
169 169 SS2604 20250901 ... 13240 13175 SS
170 170 SS2605 20250901 ... 13305 13255 SS
171 171 SS2606 20250901 ... 13320 13310 SS
172 172 SS2607 20250901 ... 13410 13330 SS
173 173 SS2608 20250901 ... 13410 13405 SS
174 174 SC2510 20250901 ... 483.6 482.9 SC
175 175 SC2511 20250901 ... 484 483.7 SC
176 176 SC2512 20250901 ... 483.8 483.6 SC
177 177 SC2601 20250901 ... 482.9 482.7 SC
178 178 SC2602 20250901 ... 482 482.2 SC
179 179 SC2603 20250901 ... 479.8 480.7 SC
180 180 SC2604 20250901 ... 478.7 478.4 SC
181 181 SC2605 20250901 ... 477.5 478.9 SC
182 182 SC2606 20250901 ... 476.9 476.9 SC
183 183 SC2607 20250901 ... 473.4 476 SC
184 184 SC2608 20250901 ... 475.3 476.5 SC
185 185 SC2609 20250901 ... 470.6 476.1 SC
186 186 SC2612 20250901 ... 476.6 480.9 SC
187 187 SC2703 20250901 ... 475.9 477 SC
188 188 SC2706 20250901 ... 475 476.4 SC
189 189 SC2709 20250901 ... 471.3 474.8 SC
190 190 SC2712 20250901 ... 471.3 474.4 SC
191 191 SC2803 20250901 ... 471.4 471.4 SC
192 192 SC2806 20250901 ... 469 469 SC
193 193 SC2809 20250901 ... 469 469 SC
194 194 LU2510 20250901 ... 3458 3483 LU
195 195 LU2511 20250901 ... 3471 3491 LU
196 196 LU2512 20250901 ... 3457 3473 LU
197 197 LU2601 20250901 ... 3443 3454 LU
198 198 LU2602 20250901 ... 3413 3419 LU
199 199 LU2603 20250901 ... 3396 3434 LU
200 200 LU2604 20250901 ... 3391 3415 LU
201 201 LU2605 20250901 ... 3374 3407 LU
202 202 LU2606 20250901 ... 3373 3424 LU
203 203 LU2607 20250901 ... 3392 3412 LU
204 204 LU2608 20250901 ... 3386 3407 LU
205 205 LU2609 20250901 ... 3374 3407 LU
206 206 FU2510 20250901 ... 2820 2825 FU
207 207 FU2511 20250901 ... 2822 2817 FU
208 208 FU2512 20250901 ... 2814 2804 FU
209 209 FU2601 20250901 ... 2804 2797 FU
210 210 FU2602 20250901 ... 2790 2784 FU
211 211 FU2603 20250901 ... 2773 2768 FU
212 212 FU2604 20250901 ... 2770 2768 FU
213 213 FU2605 20250901 ... 2761 2753 FU
214 214 FU2606 20250901 ... 2760 2743 FU
215 215 FU2607 20250901 ... 2737 2728 FU
216 216 FU2608 20250901 ... 2730 2717 FU
217 217 FU2609 20250901 ... 2722 2717 FU
218 218 BU2509 20250901 ... 3527 3526 BU
219 219 BU2510 20250901 ... 3510 3505 BU
220 220 BU2511 20250901 ... 3491 3482 BU
221 221 BU2512 20250901 ... 3436 3428 BU
222 222 BU2601 20250901 ... 3403 3392 BU
223 223 BU2602 20250901 ... 3406 3398 BU
224 224 BU2603 20250901 ... 3412 3381 BU
225 225 BU2604 20250901 ... 3406 3400 BU
226 226 BU2605 20250901 ... 3403 3394 BU
227 227 BU2606 20250901 ... 3411 3387 BU
228 228 BU2607 20250901 ... 3386 3379 BU
229 229 BU2608 20250901 ... 3367 3367 BU
230 230 BU2609 20250901 ... 3382 3363 BU
231 231 BU2612 20250901 ... 3329 3322 BU
232 232 BU2703 20250901 ... 3334 3322 BU
233 233 BU2706 20250901 ... 3324 3310 BU
234 234 BR2509 20250901 ... 11870 11845 BR
235 235 BR2510 20250901 ... 11865 11855 BR
236 236 BR2511 20250901 ... 11845 11825 BR
237 237 BR2512 20250901 ... 11835 11810 BR
238 238 BR2601 20250901 ... 11840 11805 BR
239 239 BR2602 20250901 ... 11940 11865 BR
240 240 BR2603 20250901 ... 11865 11855 BR
241 241 BR2604 20250901 ... 11885 11890 BR
242 242 BR2605 20250901 ... 11930 11900 BR
243 243 BR2606 20250901 ... 11980 11870 BR
244 244 BR2607 20250901 ... 12015 12015 BR
245 245 BR2608 20250901 ... 12000 12000 BR
246 246 RU2509 20250901 ... 14875 14870 RU
247 247 RU2510 20250901 ... 14890 14870 RU
248 248 RU2511 20250901 ... 14865 14855 RU
249 249 RU2601 20250901 ... 15840 15830 RU
250 250 RU2603 20250901 ... 15870 15855 RU
251 251 RU2604 20250901 ... 15870 15895 RU
252 252 RU2605 20250901 ... 15930 15915 RU
253 253 RU2606 20250901 ... 15990 16000 RU
254 254 RU2607 20250901 ... 15970 15930 RU
255 255 RU2608 20250901 ... 16030 16095 RU
256 256 NR2509 20250901 ... 12640 12610 NR
257 257 NR2510 20250901 ... 12675 12670 NR
258 258 NR2511 20250901 ... 12715 12705 NR
259 259 NR2512 20250901 ... 12745 12735 NR
260 260 NR2601 20250901 ... 12780 12780 NR
261 261 NR2602 20250901 ... 12765 12765 NR
262 262 NR2603 20250901 ... 12760 12810 NR
263 263 NR2604 20250901 ... 12780 12840 NR
264 264 NR2605 20250901 ... 12815 12860 NR
265 265 NR2606 20250901 ... 12855 12980 NR
266 266 NR2607 20250901 ... 12865 12835 NR
267 267 NR2608 20250901 ... 12905 12890 NR
268 268 SP2509 20250901 ... 4980 4944 SP
269 269 SP2510 20250901 ... 5004 4972 SP
270 270 SP2511 20250901 ... 5032 4994 SP
271 271 SP2512 20250901 ... 5046 5012 SP
272 272 SP2601 20250901 ... 5340 5322 SP
273 273 SP2602 20250901 ... 5336 5312 SP
274 274 SP2603 20250901 ... 5352 5326 SP
275 275 SP2604 20250901 ... 5362 5328 SP
276 276 SP2605 20250901 ... 5366 5346 SP
277 277 SP2606 20250901 ... 5366 5374 SP
278 278 SP2607 20250901 ... 5378 5352 SP
279 279 SP2608 20250901 ... 5372 5358 SP
280 280 EC2510 20250901 ... 1293.8 1272 EC
281 281 EC2512 20250901 ... 1621.9 1562.6 EC
282 282 EC2602 20250901 ... 1439.5 1406 EC
283 283 EC2604 20250901 ... 1230.5 1210.6 EC
284 284 EC2606 20250901 ... 1407.4 1375.1 EC
285 285 EC2608 20250901 ... 1599.5 1562.7 EC
286 287 SC_TAS2510 20250901 ... SC_TAS
287 288 SC_TAS2511 20250901 ... SC_TAS
288 289 SC_TAS2512 20250901 ... SC_TAS
289 290 SC_TAS2601 20250901 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:25:52,843 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250901 4072.00 ... 4092.00 4069.00 A
1 a2511 20250901 3945.00 ... 3961.00 3933.00 A
2 a2601 20250901 3948.00 ... 3962.00 3936.00 A
3 a2603 20250901 3950.00 ... 3961.00 3939.00 A
4 a2605 20250901 3995.00 ... 4005.00 3984.00 A
5 a2607 20250901 4000.00 ... 4008.00 3992.00 A
6 b2509 20250901 3718.00 ... 3695.00 3718.00 B
7 b2510 20250901 3699.00 ... 3702.00 3685.00 B
8 b2511 20250901 3732.00 ... 3736.00 3721.00 B
9 b2512 20250901 3763.00 ... 3768.00 3755.00 B
10 b2601 20250901 3756.00 ... 3763.00 3748.00 B
11 b2602 20250901 3742.00 ... 3746.00 3730.00 B
12 b2603 20250901 3689.00 ... 3694.00 3687.00 B
13 b2604 20250901 3596.00 ... 3599.00 3589.00 B
14 b2605 20250901 3533.00 ... 3531.00 3529.00 B
15 b2606 20250901 3512.00 ... 3518.00 3508.00 B
16 b2607 20250901 3526.00 ... 3524.00 3513.00 B
17 b2608 20250901 0.00 ... 3596.00 3596.00 B
18 bb2509 20250901 0.00 ... 136.00 136.00 BB
19 bb2511 20250901 144.00 ... 143.60 144.70 BB
20 bb2601 20250901 147.95 ... 146.65 147.20 BB
21 bb2603 20250901 146.40 ... 146.40 147.00 BB
22 bb2605 20250901 0.00 ... 140.25 140.80 BB
23 bb2607 20250901 0.00 ... 146.00 146.55 BB
24 bz2603 20250901 6053.00 ... 6002.00 6065.00 BZ
25 bz2604 20250901 6035.00 ... 5991.00 6037.00 BZ
26 bz2605 20250901 6016.00 ... 5985.00 6067.00 BZ
27 bz2606 20250901 5991.00 ... 5949.00 6039.00 BZ
28 bz2607 20250901 5971.00 ... 5971.00 6108.00 BZ
29 bz2608 20250901 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250901 2233.00 ... 2240.00 2233.00 C
31 c2511 20250901 2192.00 ... 2190.00 2187.00 C
32 c2601 20250901 2180.00 ... 2180.00 2181.00 C
33 c2603 20250901 2196.00 ... 2197.00 2198.00 C
34 c2605 20250901 2248.00 ... 2247.00 2247.00 C
35 c2607 20250901 2261.00 ... 2259.00 2260.00 C
36 cs2509 20250901 2482.00 ... 2489.00 2504.00 CS
37 cs2511 20250901 2501.00 ... 2499.00 2492.00 CS
38 cs2601 20250901 2531.00 ... 2532.00 2527.00 CS
39 cs2603 20250901 2539.00 ... 2537.00 2535.00 CS
40 cs2605 20250901 2611.00 ... 2606.00 2605.00 CS
41 cs2607 20250901 2615.00 ... 2613.00 2609.00 CS
42 eb2509 20250901 6978.00 ... 6924.00 7059.00 EB
43 eb2510 20250901 7091.00 ... 7018.00 7117.00 EB
44 eb2511 20250901 7122.00 ... 7036.00 7133.00 EB
45 eb2512 20250901 7139.00 ... 7061.00 7154.00 EB
46 eb2601 20250901 7168.00 ... 7106.00 7187.00 EB
47 eb2602 20250901 7189.00 ... 7123.00 7210.00 EB
48 eb2603 20250901 7215.00 ... 7162.00 7255.00 EB
49 eb2604 20250901 7248.00 ... 7197.00 7276.00 EB
50 eb2605 20250901 7264.00 ... 7209.00 7290.00 EB
51 eb2606 20250901 7228.00 ... 7194.00 7341.00 EB
52 eb2607 20250901 7185.00 ... 7185.00 7376.00 EB
53 eb2608 20250901 7246.00 ... 7246.00 7350.00 EB
54 eg2509 20250901 4430.00 ... 4414.00 4429.00 EG
55 eg2510 20250901 4443.00 ... 4414.00 4439.00 EG
56 eg2511 20250901 4460.00 ... 4435.00 4453.00 EG
57 eg2512 20250901 4460.00 ... 4448.00 4465.00 EG
58 eg2601 20250901 4461.00 ... 4438.00 4470.00 EG
59 eg2602 20250901 4460.00 ... 4463.00 4476.00 EG
60 eg2603 20250901 0.00 ... 4476.00 4476.00 EG
61 eg2604 20250901 0.00 ... 4518.00 4518.00 EG
62 eg2605 20250901 4503.00 ... 4474.00 4507.00 EG
63 eg2606 20250901 4473.00 ... 4465.00 4522.00 EG
64 eg2607 20250901 4511.00 ... 4511.00 4507.00 EG
65 eg2608 20250901 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250901 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250901 1274.00 ... 1271.00 1274.50 FB
68 fb2511 20250901 1273.00 ... 1268.00 1275.50 FB
69 fb2512 20250901 1268.50 ... 1264.00 1270.00 FB
70 fb2601 20250901 1269.00 ... 1255.00 1263.00 FB
71 fb2602 20250901 1251.00 ... 1247.00 1253.00 FB
72 fb2603 20250901 1248.50 ... 1247.50 1313.50 FB
73 fb2604 20250901 1284.00 ... 1283.50 1310.50 FB
74 fb2605 20250901 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250901 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250901 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250901 0.00 ... 1302.50 1302.50 FB
78 i2509 20250901 805.00 ... 804.50 808.00 I
79 i2510 20250901 804.00 ... 791.00 804.00 I
80 i2511 20250901 800.00 ... 785.00 799.50 I
81 i2512 20250901 792.00 ... 781.50 795.00 I
82 i2601 20250901 787.00 ... 771.00 787.00 I
83 i2602 20250901 779.00 ... 767.00 781.50 I
84 i2603 20250901 771.00 ... 760.00 775.00 I
85 i2604 20250901 769.00 ... 757.00 770.00 I
86 i2605 20250901 764.00 ... 746.50 763.50 I
87 i2606 20250901 755.00 ... 745.50 757.50 I
88 i2607 20250901 751.00 ... 740.50 754.00 I
89 i2608 20250901 747.50 ... 736.00 750.00 I
90 j2509 20250901 1509.00 ... 1507.50 1532.00 J
91 j2510 20250901 1518.50 ... 1514.50 1571.00 J
92 j2511 20250901 1563.00 ... 1544.00 1602.00 J
93 j2512 20250901 1610.00 ... 1592.50 1622.50 J
94 j2601 20250901 1638.00 ... 1603.50 1653.00 J
95 j2602 20250901 1660.00 ... 1631.50 1671.00 J
96 j2603 20250901 1665.00 ... 1639.00 1683.00 J
97 j2604 20250901 0.00 ... 1696.00 1729.50 J
98 j2605 20250901 1730.50 ... 1692.00 1745.00 J
99 j2606 20250901 0.00 ... 1723.00 1760.00 J
100 j2607 20250901 1739.00 ... 1725.00 1770.00 J
101 j2608 20250901 1679.00 ... 1679.50 1771.00 J
102 jd2509 20250901 2863.00 ... 2824.00 2850.00 JD
103 jd2510 20250901 2958.00 ... 2948.00 2935.00 JD
104 jd2511 20250901 2980.00 ... 3000.00 2962.00 JD
105 jd2512 20250901 3141.00 ... 3157.00 3122.00 JD
106 jd2601 20250901 3330.00 ... 3337.00 3320.00 JD
107 jd2602 20250901 3085.00 ... 3094.00 3079.00 JD
108 jd2603 20250901 3086.00 ... 3100.00 3092.00 JD
109 jd2604 20250901 3247.00 ... 3264.00 3256.00 JD
110 jd2605 20250901 3350.00 ... 3359.00 3366.00 JD
111 jd2606 20250901 3200.00 ... 3192.00 3178.00 JD
112 jd2607 20250901 3400.00 ... 3401.00 3373.00 JD
113 jd2608 20250901 3800.00 ... 3799.00 3735.00 JD
114 jm2509 20250901 986.50 ... 963.00 990.00 JM
115 jm2510 20250901 1013.50 ... 985.00 1019.50 JM
116 jm2511 20250901 1069.00 ... 1034.50 1070.50 JM
117 jm2512 20250901 1118.00 ... 1083.50 1116.50 JM
118 jm2601 20250901 1152.00 ... 1121.50 1156.50 JM
119 jm2602 20250901 1169.00 ... 1136.00 1172.00 JM
120 jm2603 20250901 1177.00 ... 1148.00 1184.00 JM
121 jm2604 20250901 1187.00 ... 1159.50 1189.50 JM
122 jm2605 20250901 1193.00 ... 1165.50 1199.50 JM
123 jm2606 20250901 1200.00 ... 1176.50 1206.50 JM
124 jm2607 20250901 1211.00 ... 1187.50 1219.00 JM
125 jm2608 20250901 1220.00 ... 1202.00 1225.00 JM
126 l2509 20250901 7276.00 ... 7209.00 7276.00 L
127 l2510 20250901 7279.00 ... 7243.00 7291.00 L
128 l2511 20250901 7287.00 ... 7249.00 7307.00 L
129 l2512 20250901 7289.00 ... 7255.00 7321.00 L
130 l2601 20250901 7280.00 ... 7256.00 7317.00 L
131 l2602 20250901 7278.00 ... 7247.00 7306.00 L
132 l2603 20250901 7286.00 ... 7248.00 7316.00 L
133 l2604 20250901 7249.00 ... 7273.00 7326.00 L
134 l2605 20250901 7294.00 ... 7260.00 7317.00 L
135 l2606 20250901 7260.00 ... 7258.00 7363.00 L
136 l2607 20250901 7323.00 ... 7285.00 7308.00 L
137 l2608 20250901 7340.00 ... 7301.00 7321.00 L
138 lg2509 20250901 781.00 ... 779.00 783.50 LG
139 lg2511 20250901 820.00 ... 818.50 820.50 LG
140 lg2601 20250901 838.50 ... 830.50 835.50 LG
141 lg2603 20250901 833.50 ... 834.00 839.50 LG
142 lg2605 20250901 834.00 ... 834.00 840.00 LG
143 lg2607 20250901 835.00 ... 835.50 840.00 LG
144 lh2509 20250901 13165.00 ... 13160.00 13095.00 LH
145 lh2511 20250901 13700.00 ... 13625.00 13580.00 LH
146 lh2601 20250901 13935.00 ... 13885.00 13910.00 LH
147 lh2603 20250901 13150.00 ... 13120.00 13125.00 LH
148 lh2605 20250901 13550.00 ... 13560.00 13530.00 LH
149 lh2607 20250901 14100.00 ... 14120.00 14115.00 LH
150 m2509 20250901 3002.00 ... 3013.00 3002.00 M
151 m2511 20250901 3035.00 ... 3033.00 3020.00 M
152 m2512 20250901 3065.00 ... 3070.00 3056.00 M
153 m2601 20250901 3052.00 ... 3060.00 3047.00 M
154 m2603 20250901 2986.00 ... 2988.00 2984.00 M
155 m2605 20250901 2819.00 ... 2819.00 2811.00 M
156 m2607 20250901 2808.00 ... 2807.00 2800.00 M
157 m2608 20250901 2935.00 ... 2933.00 2927.00 M
158 p2509 20250901 9300.00 ... 9314.00 9310.00 P
159 p2510 20250901 9254.00 ... 9292.00 9320.00 P
160 p2511 20250901 9266.00 ... 9286.00 9316.00 P
161 p2512 20250901 9276.00 ... 9306.00 9330.00 P
162 p2601 20250901 9300.00 ... 9326.00 9348.00 P
163 p2602 20250901 9266.00 ... 9290.00 9310.00 P
164 p2603 20250901 9224.00 ... 9240.00 9248.00 P
165 p2604 20250901 9096.00 ... 9164.00 9208.00 P
166 p2605 20250901 9070.00 ... 9086.00 9106.00 P
167 p2606 20250901 8924.00 ... 8992.00 9004.00 P
168 p2607 20250901 8842.00 ... 8874.00 8890.00 P
169 p2608 20250901 8772.00 ... 8812.00 8870.00 P
170 pg2509 20250901 3700.00 ... 3693.00 3727.00 PG
171 pg2510 20250901 4403.00 ... 4364.00 4366.00 PG
172 pg2511 20250901 4332.00 ... 4282.00 4289.00 PG
173 pg2512 20250901 4262.00 ... 4219.00 4233.00 PG
174 pg2601 20250901 4202.00 ... 4160.00 4174.00 PG
175 pg2602 20250901 4137.00 ... 4100.00 4110.00 PG
176 pg2603 20250901 4045.00 ... 4021.00 4028.00 PG
177 pg2604 20250901 4348.00 ... 4326.00 4336.00 PG
178 pg2605 20250901 4272.00 ... 4251.00 4242.00 PG
179 pg2606 20250901 4202.00 ... 4206.00 4194.00 PG
180 pg2607 20250901 4104.00 ... 4111.00 4136.00 PG
181 pg2608 20250901 4120.00 ... 4120.00 4090.00 PG
182 pp2509 20250901 6882.00 ... 6862.00 6911.00 PP
183 pp2510 20250901 6939.00 ... 6904.00 6941.00 PP
184 pp2511 20250901 6957.00 ... 6926.00 6962.00 PP
185 pp2512 20250901 6975.00 ... 6942.00 6983.00 PP
186 pp2601 20250901 6990.00 ... 6949.00 6992.00 PP
187 pp2602 20250901 6959.00 ... 6927.00 6969.00 PP
188 pp2603 20250901 6915.00 ... 6932.00 6963.00 PP
189 pp2604 20250901 6994.00 ... 6960.00 6998.00 PP
190 pp2605 20250901 7001.00 ... 6973.00 7011.00 PP
191 pp2606 20250901 6971.00 ... 6946.00 6987.00 PP
192 pp2607 20250901 6957.00 ... 6941.00 6949.00 PP
193 pp2608 20250901 6920.00 ... 6937.00 6969.00 PP
194 rr2509 20250901 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250901 3613.00 ... 3611.00 3611.00 RR
196 rr2511 20250901 3614.00 ... 3612.00 3612.00 RR
197 rr2512 20250901 3608.00 ... 3608.00 3607.00 RR
198 rr2601 20250901 3623.00 ... 3621.00 3619.00 RR
199 rr2602 20250901 3606.00 ... 3604.00 3609.00 RR
200 rr2603 20250901 0.00 ... 3602.00 3602.00 RR
201 rr2604 20250901 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250901 3610.00 ... 3610.00 3595.00 RR
203 rr2606 20250901 3607.00 ... 3607.00 3605.00 RR
204 rr2607 20250901 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250901 0.00 ... 3625.00 3625.00 RR
206 v2509 20250901 4743.00 ... 4721.00 4748.00 V
207 v2510 20250901 4787.00 ... 4769.00 4796.00 V
208 v2511 20250901 4843.00 ... 4805.00 4831.00 V
209 v2512 20250901 4871.00 ... 4842.00 4872.00 V
210 v2601 20250901 4907.00 ... 4881.00 4909.00 V
211 v2602 20250901 4942.00 ... 4917.00 4949.00 V
212 v2603 20250901 4968.00 ... 4955.00 4973.00 V
213 v2604 20250901 5169.00 ... 5156.00 5175.00 V
214 v2605 20250901 5209.00 ... 5183.00 5206.00 V
215 v2606 20250901 5213.00 ... 5208.00 5239.00 V
216 v2607 20250901 5258.00 ... 5244.00 5271.00 V
217 v2608 20250901 5299.00 ... 5277.00 5292.00 V
218 y2509 20250901 8414.00 ... 8400.00 8414.00 Y
219 y2511 20250901 8384.00 ... 8358.00 8388.00 Y
220 y2512 20250901 8396.00 ... 8380.00 8410.00 Y
221 y2601 20250901 8360.00 ... 8330.00 8358.00 Y
222 y2603 20250901 8282.00 ... 8262.00 8304.00 Y
223 y2605 20250901 8056.00 ... 8040.00 8076.00 Y
224 y2607 20250901 8032.00 ... 8006.00 8036.00 Y
225 y2608 20250901 8000.00 ... 7994.00 7992.00 Y
[226 rows x 12 columns]
2025-09-09 18:25:53,482 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
2025-09-09 18:25:55,936 - future_1d - INFO - save future_daily 2025-09-01 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250902 8350.0 8407.0 ... 212201.36 8378.0 8357.0 AP
1 AP511 20250902 8173.0 8210.0 ... 4008.90 8188.0 8155.0 AP
2 AP512 20250902 8213.0 8229.0 ... 418.52 8206.0 8191.0 AP
3 AP601 20250902 8249.0 8311.0 ... 110036.06 8273.0 8263.0 AP
4 AP603 20250902 8167.0 8187.0 ... 163.18 8159.0 8139.0 AP
5 AP604 20250902 8168.0 8178.0 ... 49.00 8166.0 8170.0 AP
6 AP605 20250902 8215.0 8245.0 ... 715.38 8223.0 8213.0 AP
7 CF509 20250902 13550.0 13700.0 ... 17452.27 13645.0 13620.0 CF
8 CF511 20250902 13890.0 14000.0 ... 251490.07 13920.0 13850.0 CF
9 CF601 20250902 14035.0 14170.0 ... 1982107.59 14090.0 14020.0 CF
10 CF603 20250902 14005.0 14120.0 ... 2009.04 14050.0 13980.0 CF
11 CF605 20250902 13970.0 14110.0 ... 123600.81 14030.0 13995.0 CF
12 CF607 20250902 14015.0 14110.0 ... 1179.36 14040.0 13955.0 CF
13 CJ509 20250902 10215.0 10255.0 ... 309.36 10145.0 10295.0 CJ
14 CJ512 20250902 11185.0 11350.0 ... 5728.95 11275.0 11310.0 CJ
15 CJ601 20250902 11300.0 11465.0 ... 564771.09 11390.0 11425.0 CJ
16 CJ603 20250902 11345.0 11505.0 ... 6202.12 11430.0 11470.0 CJ
17 CJ605 20250902 11450.0 11610.0 ... 77601.05 11540.0 11585.0 CJ
18 CJ607 20250902 11625.0 11755.0 ... 1233.33 11690.0 11740.0 CJ
19 CY509 20250902 20505.0 20530.0 ... 323.48 20240.0 20200.0 CY
20 CY510 20250902 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250902 19975.0 20205.0 ... 93891.28 20060.0 19955.0 CY
22 CY512 20250902 20045.0 20045.0 ... 30.06 20040.0 19870.0 CY
23 CY601 20250902 19985.0 20180.0 ... 2139.62 20090.0 19970.0 CY
24 CY602 20250902 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250902 0.0 0.0 ... 0.00 20345.0 20365.0 CY
26 CY604 20250902 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250902 20400.0 20400.0 ... 20.37 20375.0 20255.0 CY
28 CY606 20250902 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250902 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250902 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG509 20250902 945.0 960.0 ... 527.65 956.0 966.0 FG
32 FG510 20250902 1064.0 1075.0 ... 36413.82 1061.0 1063.0 FG
33 FG511 20250902 1053.0 1066.0 ... 155354.11 1051.0 1054.0 FG
34 FG512 20250902 1150.0 1162.0 ... 70071.78 1150.0 1153.0 FG
35 FG601 20250902 1139.0 1152.0 ... 2933042.69 1142.0 1147.0 FG
36 FG602 20250902 1187.0 1201.0 ... 14851.55 1191.0 1195.0 FG
37 FG603 20250902 1189.0 1203.0 ... 725.14 1193.0 1200.0 FG
38 FG604 20250902 1240.0 1252.0 ... 469.72 1243.0 1250.0 FG
39 FG605 20250902 1240.0 1250.0 ... 53090.90 1240.0 1243.0 FG
40 FG606 20250902 1270.0 1279.0 ... 630.36 1271.0 1274.0 FG
41 FG607 20250902 1265.0 1274.0 ... 523.51 1265.0 1268.0 FG
42 FG608 20250902 1296.0 1306.0 ... 402.47 1298.0 1299.0 FG
43 JR509 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250902 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250902 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250902 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250902 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250902 2208.0 2235.0 ... 3251.09 2213.0 2201.0 MA
53 MA510 20250902 2296.0 2296.0 ... 26776.23 2279.0 2260.0 MA
54 MA511 20250902 2315.0 2324.0 ... 87577.02 2306.0 2282.0 MA
55 MA512 20250902 2362.0 2365.0 ... 34254.97 2350.0 2330.0 MA
56 MA601 20250902 2386.0 2392.0 ... 1109753.08 2378.0 2359.0 MA
57 MA602 20250902 2402.0 2402.0 ... 11369.77 2389.0 2373.0 MA
58 MA603 20250902 2406.0 2406.0 ... 153.21 2394.0 2381.0 MA
59 MA604 20250902 2391.0 2391.0 ... 28.66 2389.0 2372.0 MA
60 MA605 20250902 2392.0 2392.0 ... 76045.72 2378.0 2370.0 MA
61 MA606 20250902 2381.0 2383.0 ... 9.53 2382.0 2379.0 MA
62 MA607 20250902 2383.0 2384.0 ... 78.54 2380.0 2374.0 MA
63 MA608 20250902 2382.0 2395.0 ... 16.68 2382.0 2371.0 MA
64 OI509 20250902 9950.0 9995.0 ... 4019.24 9949.0 9954.0 OI
65 OI511 20250902 9894.0 9951.0 ... 471055.49 9876.0 9887.0 OI
66 OI601 20250902 9804.0 9852.0 ... 3058398.26 9775.0 9780.0 OI
67 OI603 20250902 9721.0 9778.0 ... 5023.07 9697.0 9707.0 OI
68 OI605 20250902 9630.0 9686.0 ... 63147.31 9607.0 9622.0 OI
69 OI607 20250902 9615.0 9638.0 ... 114.80 9567.0 9615.0 OI
70 PF509 20250902 6360.0 6360.0 ... 327.54 6360.0 6382.0 PF
71 PF510 20250902 6490.0 6504.0 ... 280837.31 6470.0 6488.0 PF
72 PF511 20250902 6474.0 6492.0 ... 474303.20 6462.0 6466.0 PF
73 PF512 20250902 6456.0 6476.0 ... 165040.69 6450.0 6448.0 PF
74 PF601 20250902 6496.0 6510.0 ... 37781.01 6486.0 6482.0 PF
75 PF602 20250902 6506.0 6520.0 ... 20854.94 6496.0 6492.0 PF
76 PF603 20250902 6508.0 6528.0 ... 39.00 6500.0 6502.0 PF
77 PF604 20250902 6540.0 6560.0 ... 29.39 6532.0 6524.0 PF
78 PF605 20250902 6558.0 6572.0 ... 32.80 6562.0 6546.0 PF
79 PF606 20250902 6580.0 6580.0 ... 3.29 6580.0 6546.0 PF
80 PF607 20250902 0.0 0.0 ... 0.00 6544.0 6544.0 PF
81 PF608 20250902 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250902 8014.0 8044.0 ... 40886.91 8002.0 8002.0 PK
83 PK511 20250902 7830.0 7872.0 ... 327041.26 7822.0 7808.0 PK
84 PK512 20250902 7830.0 7858.0 ... 84109.78 7812.0 7808.0 PK
85 PK601 20250902 7872.0 7898.0 ... 36196.49 7862.0 7864.0 PK
86 PK603 20250902 7876.0 7876.0 ... 188.74 7864.0 7874.0 PK
87 PK604 20250902 7884.0 7892.0 ... 110.24 7876.0 7882.0 PK
88 PK605 20250902 7890.0 7908.0 ... 5176.80 7874.0 7876.0 PK
89 PL601 20250902 6423.0 6443.0 ... 56749.79 6418.0 6394.0 PL
90 PL602 20250902 6445.0 6472.0 ... 438.91 6455.0 6427.0 PL
91 PL603 20250902 6480.0 6480.0 ... 12.96 6480.0 6413.0 PL
92 PL604 20250902 6475.0 6475.0 ... 25.90 6475.0 6440.0 PL
93 PL605 20250902 6409.0 6422.0 ... 128.25 6412.0 6371.0 PL
94 PL606 20250902 6463.0 6463.0 ... 25.75 6438.0 6430.0 PL
95 PL607 20250902 6493.0 6493.0 ... 25.79 6448.0 6428.0 PL
96 PL608 20250902 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250902 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250902 5830.0 5832.0 ... 750.43 5818.0 5816.0 PR
104 PR510 20250902 5962.0 5964.0 ... 47886.51 5934.0 5952.0 PR
105 PR511 20250902 5954.0 5964.0 ... 368477.17 5934.0 5940.0 PR
106 PR512 20250902 5956.0 5972.0 ... 187954.85 5938.0 5946.0 PR
107 PR601 20250902 5976.0 5978.0 ... 31244.99 5946.0 5952.0 PR
108 PR602 20250902 0.0 0.0 ... 0.00 5956.0 5998.0 PR
109 PR603 20250902 0.0 0.0 ... 0.00 5958.0 6002.0 PR
110 PR604 20250902 5990.0 5990.0 ... 8.99 5990.0 6014.0 PR
111 PR605 20250902 5980.0 6018.0 ... 62.92 5992.0 6002.0 PR
112 PR606 20250902 5980.0 6028.0 ... 54.00 6000.0 6006.0 PR
113 PR607 20250902 6008.0 6008.0 ... 44.97 5996.0 6018.0 PR
114 PR608 20250902 5990.0 5990.0 ... 8.99 5990.0 5978.0 PR
115 PX509 20250902 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250902 6904.0 6940.0 ... 31537.04 6890.0 6882.0 PX
117 PX511 20250902 6890.0 6930.0 ... 967292.39 6866.0 6854.0 PX
118 PX512 20250902 6846.0 6884.0 ... 353632.53 6818.0 6816.0 PX
119 PX601 20250902 6842.0 6848.0 ... 180333.26 6808.0 6788.0 PX
120 PX602 20250902 6788.0 6838.0 ... 22283.61 6798.0 6792.0 PX
121 PX603 20250902 6810.0 6810.0 ... 6.79 6790.0 6786.0 PX
122 PX604 20250902 0.0 0.0 ... 0.00 6786.0 6808.0 PX
123 PX605 20250902 6826.0 6840.0 ... 251.41 6796.0 6786.0 PX
124 PX606 20250902 6834.0 6834.0 ... 3.42 6834.0 6784.0 PX
125 PX607 20250902 6820.0 6820.0 ... 50.90 6788.0 6806.0 PX
126 PX608 20250902 6830.0 6830.0 ... 44.18 6798.0 6908.0 PX
127 RI509 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250902 2546.0 2596.0 ... 972.80 2560.0 2562.0 RM
134 RM511 20250902 2550.0 2573.0 ... 18102.86 2555.0 2558.0 RM
135 RM601 20250902 2519.0 2538.0 ... 821669.14 2516.0 2511.0 RM
136 RM603 20250902 2412.0 2432.0 ... 13669.09 2418.0 2412.0 RM
137 RM605 20250902 2410.0 2422.0 ... 148134.31 2406.0 2414.0 RM
138 RM607 20250902 2397.0 2409.0 ... 10370.53 2394.0 2401.0 RM
139 RM608 20250902 2476.0 2487.0 ... 218.18 2479.0 2480.0 RM
140 RS509 20250902 0.0 0.0 ... 0.00 4711.0 4750.0 RS
141 RS511 20250902 5007.0 5085.0 ... 75.67 5045.0 5106.0 RS
142 RS607 20250902 5516.0 5550.0 ... 148.64 5505.0 5550.0 RS
143 RS608 20250902 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250902 1148.0 1161.0 ... 4020.61 1152.0 1152.0 SA
145 SA510 20250902 1204.0 1211.0 ... 28990.71 1203.0 1202.0 SA
146 SA511 20250902 1209.0 1217.0 ... 165371.83 1209.0 1207.0 SA
147 SA512 20250902 1260.0 1272.0 ... 83845.87 1264.0 1260.0 SA
148 SA601 20250902 1271.0 1281.0 ... 2404858.55 1273.0 1270.0 SA
149 SA602 20250902 1301.0 1310.0 ... 21016.70 1301.0 1296.0 SA
150 SA603 20250902 1305.0 1314.0 ... 1847.61 1307.0 1305.0 SA
151 SA604 20250902 1345.0 1353.0 ... 427.69 1345.0 1347.0 SA
152 SA605 20250902 1351.0 1358.0 ... 87335.90 1350.0 1348.0 SA
153 SA606 20250902 1354.0 1367.0 ... 797.48 1361.0 1357.0 SA
154 SA607 20250902 1363.0 1370.0 ... 889.72 1365.0 1361.0 SA
155 SA608 20250902 1391.0 1396.0 ... 397.14 1389.0 1390.0 SA
156 SF509 20250902 5348.0 5378.0 ... 1693.43 5350.0 5398.0 SF
157 SF510 20250902 5368.0 5394.0 ... 24539.18 5362.0 5308.0 SF
158 SF511 20250902 5534.0 5574.0 ... 432767.49 5544.0 5486.0 SF
159 SF512 20250902 5500.0 5534.0 ... 56130.94 5504.0 5444.0 SF
160 SF601 20250902 5498.0 5536.0 ... 99563.28 5504.0 5452.0 SF
161 SF602 20250902 5468.0 5500.0 ... 13296.30 5472.0 5418.0 SF
162 SF603 20250902 5676.0 5676.0 ... 36.69 5646.0 5602.0 SF
163 SF604 20250902 5662.0 5662.0 ... 5.65 5654.0 5592.0 SF
164 SF605 20250902 5626.0 5664.0 ... 1025.82 5636.0 5592.0 SF
165 SF606 20250902 5594.0 5598.0 ... 5.60 5596.0 5560.0 SF
166 SF607 20250902 5736.0 5756.0 ... 17.22 5742.0 5726.0 SF
167 SF608 20250902 5734.0 5734.0 ... 45.72 5716.0 5714.0 SF
168 SH509 20250902 2539.0 2558.0 ... 676.70 2534.0 2512.0 SH
169 SH510 20250902 2712.0 2713.0 ... 288829.48 2665.0 2669.0 SH
170 SH511 20250902 2759.0 2759.0 ... 1233008.87 2701.0 2705.0 SH
171 SH512 20250902 2766.0 2768.0 ... 435538.60 2706.0 2714.0 SH
172 SH601 20250902 2740.0 2740.0 ... 5203863.81 2685.0 2690.0 SH
173 SH602 20250902 2739.0 2739.0 ... 102790.07 2692.0 2694.0 SH
174 SH603 20250902 2749.0 2749.0 ... 5184.93 2700.0 2715.0 SH
175 SH604 20250902 2773.0 2774.0 ... 1915.49 2740.0 2757.0 SH
176 SH605 20250902 2792.0 2793.0 ... 43333.28 2753.0 2765.0 SH
177 SH606 20250902 2790.0 2790.0 ... 322.19 2754.0 2769.0 SH
178 SH607 20250902 2739.0 2742.0 ... 49.28 2738.0 2755.0 SH
179 SH608 20250902 2777.0 2784.0 ... 132.38 2758.0 2764.0 SH
180 SM509 20250902 5630.0 5672.0 ... 3692.18 5646.0 5624.0 SM
181 SM510 20250902 5652.0 5680.0 ... 18346.20 5656.0 5622.0 SM
182 SM511 20250902 5750.0 5766.0 ... 144472.62 5742.0 5704.0 SM
183 SM512 20250902 5756.0 5768.0 ... 41379.15 5744.0 5714.0 SM
184 SM601 20250902 5750.0 5774.0 ... 434976.52 5748.0 5716.0 SM
185 SM602 20250902 5758.0 5780.0 ... 59967.80 5760.0 5732.0 SM
186 SM603 20250902 5756.0 5784.0 ... 77.95 5774.0 5744.0 SM
187 SM604 20250902 5794.0 5794.0 ... 11.57 5784.0 5778.0 SM
188 SM605 20250902 5790.0 5812.0 ... 4866.36 5790.0 5760.0 SM
189 SM606 20250902 5804.0 5810.0 ... 23.21 5804.0 5756.0 SM
190 SM607 20250902 5800.0 5836.0 ... 26.18 5818.0 5784.0 SM
191 SM608 20250902 5828.0 5844.0 ... 11.68 5838.0 5804.0 SM
192 SR509 20250902 5630.0 5630.0 ... 1397.82 5614.0 5611.0 SR
193 SR511 20250902 5597.0 5612.0 ... 188219.94 5585.0 5588.0 SR
194 SR601 20250902 5613.0 5624.0 ... 1271322.18 5595.0 5602.0 SR
195 SR603 20250902 5593.0 5599.0 ... 3254.24 5572.0 5582.0 SR
196 SR605 20250902 5568.0 5582.0 ... 42974.79 5557.0 5567.0 SR
197 SR607 20250902 5573.0 5579.0 ... 3102.73 5551.0 5564.0 SR
198 TA509 20250902 4700.0 4734.0 ... 18345.81 4714.0 4720.0 TA
199 TA510 20250902 4766.0 4778.0 ... 142958.79 4756.0 4756.0 TA
200 TA511 20250902 4762.0 4786.0 ... 163405.48 4762.0 4758.0 TA
201 TA512 20250902 4780.0 4794.0 ... 70877.36 4772.0 4766.0 TA
202 TA601 20250902 4784.0 4798.0 ... 1281681.74 4776.0 4770.0 TA
203 TA602 20250902 4794.0 4806.0 ... 14395.81 4784.0 4778.0 TA
204 TA603 20250902 4800.0 4818.0 ... 227.98 4800.0 4790.0 TA
205 TA604 20250902 4808.0 4808.0 ... 19.20 4800.0 4806.0 TA
206 TA605 20250902 4812.0 4836.0 ... 40838.87 4818.0 4804.0 TA
207 TA606 20250902 0.0 0.0 ... 0.00 4816.0 4816.0 TA
208 TA607 20250902 0.0 0.0 ... 0.00 4822.0 4822.0 TA
209 TA608 20250902 0.0 0.0 ... 0.00 4834.0 4842.0 TA
210 UR509 20250902 1671.0 1685.0 ... 1377.86 1676.0 1671.0 UR
211 UR510 20250902 1683.0 1707.0 ... 10075.18 1699.0 1688.0 UR
212 UR511 20250902 1737.0 1748.0 ... 41190.34 1740.0 1732.0 UR
213 UR512 20250902 1741.0 1752.0 ... 13748.50 1742.0 1734.0 UR
214 UR601 20250902 1742.0 1756.0 ... 554611.45 1747.0 1737.0 UR
215 UR602 20250902 1739.0 1753.0 ... 1273.20 1744.0 1734.0 UR
216 UR603 20250902 1790.0 1794.0 ... 60.81 1788.0 1778.0 UR
217 UR604 20250902 1794.0 1794.0 ... 7.18 1794.0 1777.0 UR
218 UR605 20250902 1781.0 1794.0 ... 15903.85 1788.0 1780.0 UR
219 UR606 20250902 1785.0 1787.0 ... 14.27 1783.0 1774.0 UR
220 UR607 20250902 1800.0 1800.0 ... 46.73 1797.0 1789.0 UR
221 UR608 20250902 1787.0 1800.0 ... 46.70 1796.0 1785.0 UR
222 WH509 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:05,857 - future_1d - INFO - ak.get_czce_daily('2025-09-02') done
symbol date open ... settle pre_settle variety
0 SC2510 20250902 487 ... 489.8 483.6 SC
1 SC2511 20250902 488 ... 491.2 484 SC
2 SC2512 20250902 487.7 ... 490.4 483.8 SC
3 SC2601 20250902 487.2 ... 489.2 482.9 SC
4 SC2602 20250902 485.9 ... 488.5 482 SC
5 SC2603 20250902 484.3 ... 486.1 479.8 SC
6 SC2604 20250902 483.5 ... 484.6 478.7 SC
7 SC2605 20250902 482.4 ... 483.4 477.5 SC
8 SC2606 20250902 482.1 ... 482.1 476.9 SC
9 SC2607 20250902 482.2 ... 482.2 473.4 SC
10 SC2608 20250902 ... 476.6 475.3 SC
11 SC2609 20250902 480.2 ... 480.2 470.6 SC
12 SC2612 20250902 477 ... 477 476.6 SC
13 SC2703 20250902 ... 475.9 475.9 SC
14 SC2706 20250902 475 ... 475 475 SC
15 SC2709 20250902 ... 471.3 471.3 SC
16 SC2712 20250902 476.4 ... 476.4 471.3 SC
17 SC2803 20250902 ... 471.4 471.4 SC
18 SC2806 20250902 471.1 ... 471 469 SC
19 SC2809 20250902 473.9 ... 472.7 469 SC
21 LU2510 20250902 3485 ... 3524 3458 LU
22 LU2511 20250902 3504 ... 3542 3471 LU
23 LU2512 20250902 3489 ... 3528 3457 LU
24 LU2601 20250902 3489 ... 3508 3443 LU
25 LU2602 20250902 3458 ... 3479 3413 LU
26 LU2603 20250902 3453 ... 3465 3396 LU
27 LU2604 20250902 3464 ... 3468 3391 LU
28 LU2605 20250902 3436 ... 3454 3374 LU
29 LU2606 20250902 3432 ... 3453 3373 LU
30 LU2607 20250902 3435 ... 3448 3392 LU
31 LU2608 20250902 3454 ... 3448 3386 LU
32 LU2609 20250902 3424 ... 3426 3374 LU
34 NR2509 20250902 12605 ... 12665 12640 NR
35 NR2510 20250902 12730 ... 12745 12675 NR
36 NR2511 20250902 12740 ... 12790 12715 NR
37 NR2512 20250902 12790 ... 12830 12745 NR
38 NR2601 20250902 12830 ... 12860 12780 NR
39 NR2602 20250902 12845 ... 12830 12765 NR
40 NR2603 20250902 12855 ... 12830 12760 NR
41 NR2604 20250902 12845 ... 12815 12780 NR
42 NR2605 20250902 12850 ... 12855 12815 NR
43 NR2606 20250902 12845 ... 12870 12855 NR
44 NR2607 20250902 12865 ... 12905 12865 NR
45 NR2608 20250902 12905 ... 12925 12905 NR
47 BC2509 20250902 69500 ... 70130 70580 BC
48 BC2510 20250902 70710 ... 70840 70760 BC
49 BC2511 20250902 70780 ... 70760 70750 BC
50 BC2512 20250902 ... 70740 70740 BC
51 BC2601 20250902 ... 70590 70590 BC
52 BC2602 20250902 ... 70400 70400 BC
53 BC2603 20250902 ... 71400 71470 BC
54 BC2604 20250902 ... 70370 70370 BC
55 BC2605 20250902 ... 70370 70370 BC
56 BC2606 20250902 ... 70210 70210 BC
57 BC2607 20250902 ... 70200 70130 BC
58 BC2608 20250902 ... 70200 70100 BC
60 EC2510 20250902 1290.2 ... 1364.5 1293.8 EC
61 EC2512 20250902 1640.9 ... 1755.1 1621.9 EC
62 EC2602 20250902 1478 ... 1571.7 1439.5 EC
63 EC2604 20250902 1220 ... 1273.6 1230.5 EC
64 EC2606 20250902 1421.8 ... 1472.3 1407.4 EC
65 EC2608 20250902 1635 ... 1648.1 1599.5 EC
68 SC_TAS2510 20250902 ... SC_TAS
69 SC_TAS2511 20250902 ... SC_TAS
70 SC_TAS2512 20250902 ... SC_TAS
71 SC_TAS2601 20250902 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:05,928 - future_1d - INFO - ak.get_ine_daily('2025-09-02') done
symbol date open ... settle pre_settle variety
0 PS2509 20250902 52230.0 ... 52035.0 49445.0 PS
1 PS2510 20250902 52030.0 ... 52120.0 50110.0 PS
2 PS2511 20250902 52360.0 ... 51985.0 49895.0 PS
3 PS2512 20250902 54000.0 ... 54245.0 52290.0 PS
4 PS2601 20250902 54345.0 ... 54225.0 52450.0 PS
5 PS2602 20250902 54750.0 ... 54385.0 52440.0 PS
6 PS2603 20250902 54810.0 ... 54640.0 52905.0 PS
7 PS2604 20250902 54845.0 ... 54715.0 52735.0 PS
8 PS2605 20250902 54955.0 ... 54555.0 53005.0 PS
9 PS2606 20250902 56900.0 ... 56825.0 55420.0 PS
10 PS2607 20250902 56640.0 ... 56985.0 55465.0 PS
11 PS2608 20250902 57395.0 ... 57000.0 55185.0 PS
13 SI2509 20250902 8540.0 ... 8495.0 8310.0 SI
14 SI2510 20250902 8540.0 ... 8505.0 8335.0 SI
15 SI2511 20250902 8480.0 ... 8515.0 8375.0 SI
16 SI2512 20250902 8810.0 ... 8880.0 8775.0 SI
17 SI2601 20250902 8845.0 ... 8885.0 8760.0 SI
18 SI2602 20250902 8770.0 ... 8815.0 8750.0 SI
19 SI2603 20250902 8850.0 ... 8900.0 8780.0 SI
20 SI2604 20250902 8900.0 ... 8895.0 8845.0 SI
21 SI2605 20250902 8910.0 ... 8930.0 8795.0 SI
22 SI2606 20250902 8960.0 ... 8925.0 8825.0 SI
23 SI2607 20250902 8990.0 ... 8960.0 8855.0 SI
24 SI2608 20250902 9010.0 ... 8980.0 8790.0 SI
27 LC2509 20250902 76300.0 ... 74980.0 76320.0 LC
28 LC2510 20250902 75460.0 ... 74160.0 75980.0 LC
29 LC2511 20250902 75040.0 ... 74180.0 75880.0 LC
30 LC2512 20250902 75180.0 ... 73940.0 75640.0 LC
31 LC2601 20250902 75000.0 ... 73920.0 75480.0 LC
32 LC2602 20250902 74460.0 ... 73420.0 75060.0 LC
33 LC2603 20250902 74900.0 ... 73420.0 74940.0 LC
34 LC2604 20250902 74660.0 ... 73660.0 75180.0 LC
35 LC2605 20250902 74880.0 ... 73420.0 75140.0 LC
36 LC2606 20250902 74540.0 ... 73280.0 74540.0 LC
37 LC2607 20250902 74400.0 ... 73260.0 74600.0 LC
38 LC2608 20250902 73980.0 ... 73420.0 74780.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:06,336 - future_1d - INFO - ak.get_gfex_daily('2025-09-02') done
symbol date open ... settle pre_settle variety
0 IC2509 20250902 7026.000 ... 6878.000 7022.800 IC
1 IC2510 20250902 6965.200 ... 6828.000 6973.000 IC
2 IC2512 20250902 6859.400 ... 6726.200 6867.200 IC
3 IC2603 20250902 6715.200 ... 6582.800 6716.800 IC
4 IF2509 20250902 4516.000 ... 4472.800 4513.800 IF
5 IF2510 20250902 4505.000 ... 4466.600 4507.000 IF
6 IF2512 20250902 4487.200 ... 4452.200 4492.000 IF
7 IF2603 20250902 4469.800 ... 4432.000 4469.000 IF
8 IH2509 20250902 2984.000 ... 2987.600 2982.400 IH
9 IH2510 20250902 2981.600 ... 2986.600 2980.600 IH
10 IH2512 20250902 2985.000 ... 2985.400 2982.400 IH
11 IH2603 20250902 2987.000 ... 2985.200 2984.600 IH
12 IM2509 20250902 7383.200 ... 7230.800 7387.800 IM
13 IM2510 20250902 7319.000 ... 7174.600 7321.000 IM
14 IM2512 20250902 7187.000 ... 7037.000 7187.200 IM
15 IM2603 20250902 6995.200 ... 6860.600 7003.800 IM
16 T2509 20250902 108.250 ... 108.130 108.200 T
17 T2512 20250902 108.005 ... 107.930 107.985 T
18 T2603 20250902 107.755 ... 107.680 107.715 T
19 TF2509 20250902 105.705 ... 105.700 105.700 TF
20 TF2512 20250902 105.585 ... 105.550 105.590 TF
21 TF2603 20250902 105.550 ... 105.465 105.485 TF
22 TL2509 20250902 117.440 ... 117.150 117.280 TL
23 TL2512 20250902 116.960 ... 116.610 116.890 TL
24 TL2603 20250902 116.690 ... 116.280 116.550 TL
25 TS2509 20250902 102.356 ... 102.350 102.356 TS
26 TS2512 20250902 102.430 ... 102.410 102.428 TS
27 TS2603 20250902 102.364 ... 102.360 102.358 TS
[28 rows x 12 columns]
2025-09-09 18:26:06,543 - future_1d - INFO - ak.get_cffex_daily('2025-09-02') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250902 ... 79840 79750 CU
1 1 CU2510 20250902 ... 79780 79710 CU
2 2 CU2511 20250902 ... 79750 79690 CU
3 3 CU2512 20250902 ... 79670 79620 CU
4 4 CU2601 20250902 ... 79660 79580 CU
5 5 CU2602 20250902 ... 79670 79580 CU
6 6 CU2603 20250902 ... 79670 79620 CU
7 7 CU2604 20250902 ... 79670 79640 CU
8 8 CU2605 20250902 ... 79680 79620 CU
9 9 CU2606 20250902 ... 79740 79610 CU
10 10 CU2607 20250902 ... 79670 79660 CU
11 11 CU2608 20250902 ... 79760 79660 CU
12 12 BC2509 20250902 ... 70130 70580 BC
13 13 BC2510 20250902 ... 70840 70760 BC
14 14 BC2511 20250902 ... 70760 70750 BC
15 15 BC2512 20250902 ... 70740 70740 BC
16 16 BC2601 20250902 ... 70590 70590 BC
17 17 BC2602 20250902 ... 70400 70400 BC
18 18 BC2603 20250902 ... 71400 71470 BC
19 19 BC2604 20250902 ... 70370 70370 BC
20 20 BC2605 20250902 ... 70370 70370 BC
21 21 BC2606 20250902 ... 70210 70210 BC
22 22 BC2607 20250902 ... 70200 70130 BC
23 23 BC2608 20250902 ... 70200 70100 BC
24 24 AL2509 20250902 ... 20730 20675 AL
25 25 AL2510 20250902 ... 20715 20670 AL
26 26 AL2511 20250902 ... 20705 20650 AL
27 27 AL2512 20250902 ... 20685 20625 AL
28 28 AL2601 20250902 ... 20675 20605 AL
29 29 AL2602 20250902 ... 20675 20610 AL
30 30 AL2603 20250902 ... 20710 20655 AL
31 31 AL2604 20250902 ... 20730 20680 AL
32 32 AL2605 20250902 ... 20760 20690 AL
33 33 AL2606 20250902 ... 20775 20695 AL
34 34 AL2607 20250902 ... 20775 20700 AL
35 35 AL2608 20250902 ... 20765 20715 AL
36 36 ZN2509 20250902 ... 22235 22155 ZN
37 37 ZN2510 20250902 ... 22265 22195 ZN
38 38 ZN2511 20250902 ... 22250 22180 ZN
39 39 ZN2512 20250902 ... 22255 22190 ZN
40 40 ZN2601 20250902 ... 22260 22200 ZN
41 41 ZN2602 20250902 ... 22270 22195 ZN
42 42 ZN2603 20250902 ... 22290 22225 ZN
43 43 ZN2604 20250902 ... 22315 22250 ZN
44 44 ZN2605 20250902 ... 22360 22285 ZN
45 45 ZN2606 20250902 ... 22345 22265 ZN
46 46 ZN2607 20250902 ... 22375 22275 ZN
47 47 ZN2608 20250902 ... 22350 22295 ZN
48 48 PB2509 20250902 ... 16820 16795 PB
49 49 PB2510 20250902 ... 16875 16840 PB
50 50 PB2511 20250902 ... 16885 16855 PB
51 51 PB2512 20250902 ... 16905 16880 PB
52 52 PB2601 20250902 ... 16910 16890 PB
53 53 PB2602 20250902 ... 16910 16955 PB
54 54 PB2603 20250902 ... 16960 16995 PB
55 55 PB2604 20250902 ... 17000 16990 PB
56 56 PB2605 20250902 ... 17030 17035 PB
57 57 PB2606 20250902 ... 17040 17070 PB
58 58 PB2607 20250902 ... 17090 17120 PB
59 59 PB2608 20250902 ... 17150 17150 PB
60 60 NI2509 20250902 ... 122760 122460 NI
61 61 NI2510 20250902 ... 123150 122770 NI
62 62 NI2511 20250902 ... 123250 122990 NI
63 63 NI2512 20250902 ... 123380 123180 NI
64 64 NI2601 20250902 ... 123590 123370 NI
65 65 NI2602 20250902 ... 123790 123570 NI
66 66 NI2603 20250902 ... 124280 123680 NI
67 67 NI2604 20250902 ... 124390 123980 NI
68 68 NI2605 20250902 ... 124610 124310 NI
69 69 NI2606 20250902 ... 124960 124440 NI
70 70 NI2607 20250902 ... 124970 124500 NI
71 71 NI2608 20250902 ... 125230 125420 NI
72 72 SN2509 20250902 ... 273850 273340 SN
73 73 SN2510 20250902 ... 274360 273770 SN
74 74 SN2511 20250902 ... 274560 274070 SN
75 75 SN2512 20250902 ... 274460 274230 SN
76 76 SN2601 20250902 ... 274300 273920 SN
77 77 SN2602 20250902 ... 274250 273260 SN
78 78 SN2603 20250902 ... 274600 273800 SN
79 79 SN2604 20250902 ... 274500 275560 SN
80 80 SN2605 20250902 ... 274770 273970 SN
81 81 SN2606 20250902 ... 274980 273820 SN
82 82 SN2607 20250902 ... 274280 273970 SN
83 83 SN2608 20250902 ... 275480 274470 SN
84 84 AO2509 20250902 ... 2990 2982 AO
85 85 AO2510 20250902 ... 3007 2992 AO
86 86 AO2511 20250902 ... 3010 2999 AO
87 87 AO2512 20250902 ... 3014 3007 AO
88 88 AO2601 20250902 ... 3018 3009 AO
89 89 AO2602 20250902 ... 3014 3006 AO
90 90 AO2603 20250902 ... 3021 3009 AO
91 91 AO2604 20250902 ... 3028 3022 AO
92 92 AO2605 20250902 ... 3036 3023 AO
93 93 AO2606 20250902 ... 3043 3025 AO
94 94 AO2607 20250902 ... 3043 3034 AO
95 95 AO2608 20250902 ... 3047 3041 AO
96 96 AD2511 20250902 ... 20330 20275 AD
97 97 AD2512 20250902 ... 20325 20275 AD
98 98 AD2601 20250902 ... 20340 20325 AD
99 99 AD2602 20250902 ... 20235 20210 AD
100 100 AD2603 20250902 ... 20220 20220 AD
101 101 AD2604 20250902 ... 19975 19975 AD
102 102 AD2605 20250902 ... 20040 20040 AD
103 103 AD2606 20250902 ... 19935 19935 AD
104 104 AD2607 20250902 ... 19925 19925 AD
105 105 AD2608 20250902 ... 20170 20170 AD
106 106 AU2509 20250902 ... 805.4 796.82 AU
107 107 AU2510 20250902 ... 804.32 794.72 AU
108 108 AU2511 20250902 ... 805.6 798.14 AU
109 109 AU2512 20250902 ... 806.58 797.72 AU
110 110 AU2602 20250902 ... 808.94 800.18 AU
111 111 AU2604 20250902 ... 810.72 802.12 AU
112 112 AU2606 20250902 ... 813.08 804.5 AU
113 113 AU2608 20250902 ... 816.12 805.4 AU
114 114 AG2509 20250902 ... 9825 9626 AG
115 115 AG2510 20250902 ... 9835 9600 AG
116 116 AG2511 20250902 ... 9850 9594 AG
117 117 AG2512 20250902 ... 9862 9632 AG
118 118 AG2601 20250902 ... 9870 9648 AG
119 119 AG2602 20250902 ... 9877 9632 AG
120 120 AG2603 20250902 ... 9895 9662 AG
121 121 AG2604 20250902 ... 9909 9672 AG
122 122 AG2605 20250902 ... 9917 9696 AG
123 123 AG2606 20250902 ... 9931 9703 AG
124 124 AG2607 20250902 ... 9937 9699 AG
125 125 AG2608 20250902 ... 9960 9732 AG
126 126 RB2509 20250902 ... 2975 2978 RB
127 127 RB2510 20250902 ... 3044 3062 RB
128 128 RB2511 20250902 ... 3058 3065 RB
129 129 RB2512 20250902 ... 3097 3109 RB
130 130 RB2601 20250902 ... 3116 3122 RB
131 131 RB2602 20250902 ... 3112 3108 RB
132 132 RB2603 20250902 ... 3125 3121 RB
133 133 RB2604 20250902 ... 3150 3149 RB
134 134 RB2605 20250902 ... 3168 3165 RB
135 135 RB2606 20250902 ... 3184 3182 RB
136 136 RB2607 20250902 ... 3195 3195 RB
137 137 RB2608 20250902 ... 3200 3197 RB
138 138 WR2509 20250902 ... 3342 3342 WR
139 139 WR2510 20250902 ... 3265 3264 WR
140 140 WR2511 20250902 ... 3282 3282 WR
141 141 WR2512 20250902 ... 3403 3409 WR
142 142 WR2601 20250902 ... 3355 3380 WR
143 143 WR2602 20250902 ... 3365 3355 WR
144 144 WR2603 20250902 ... 3438 3438 WR
145 145 WR2604 20250902 ... 3400 3455 WR
146 146 WR2605 20250902 ... 3429 3429 WR
147 147 WR2606 20250902 ... 3375 3396 WR
148 148 WR2607 20250902 ... 3417 3417 WR
149 149 WR2608 20250902 ... 3350 3344 WR
150 150 HC2509 20250902 ... 3364 3341 HC
151 151 HC2510 20250902 ... 3316 3326 HC
152 152 HC2511 20250902 ... 3314 3324 HC
153 153 HC2512 20250902 ... 3312 3323 HC
154 154 HC2601 20250902 ... 3302 3310 HC
155 155 HC2602 20250902 ... 3305 3297 HC
156 156 HC2603 20250902 ... 3306 3308 HC
157 157 HC2604 20250902 ... 3311 3311 HC
158 158 HC2605 20250902 ... 3314 3314 HC
159 159 HC2606 20250902 ... 3319 3322 HC
160 160 HC2607 20250902 ... 3317 3316 HC
161 161 HC2608 20250902 ... 3330 3304 HC
162 162 SS2509 20250902 ... 12925 12805 SS
163 163 SS2510 20250902 ... 12985 12875 SS
164 164 SS2511 20250902 ... 13045 12945 SS
165 165 SS2512 20250902 ... 13085 13000 SS
166 166 SS2601 20250902 ... 13140 13055 SS
167 167 SS2602 20250902 ... 13160 13080 SS
168 168 SS2603 20250902 ... 13250 13175 SS
169 169 SS2604 20250902 ... 13320 13240 SS
170 170 SS2605 20250902 ... 13385 13305 SS
171 171 SS2606 20250902 ... 13435 13320 SS
172 172 SS2607 20250902 ... 13500 13410 SS
173 173 SS2608 20250902 ... 13560 13410 SS
174 174 SC2510 20250902 ... 489.8 483.6 SC
175 175 SC2511 20250902 ... 491.2 484 SC
176 176 SC2512 20250902 ... 490.4 483.8 SC
177 177 SC2601 20250902 ... 489.2 482.9 SC
178 178 SC2602 20250902 ... 488.5 482 SC
179 179 SC2603 20250902 ... 486.1 479.8 SC
180 180 SC2604 20250902 ... 484.6 478.7 SC
181 181 SC2605 20250902 ... 483.4 477.5 SC
182 182 SC2606 20250902 ... 482.1 476.9 SC
183 183 SC2607 20250902 ... 482.2 473.4 SC
184 184 SC2608 20250902 ... 476.6 475.3 SC
185 185 SC2609 20250902 ... 480.2 470.6 SC
186 186 SC2612 20250902 ... 477 476.6 SC
187 187 SC2703 20250902 ... 475.9 475.9 SC
188 188 SC2706 20250902 ... 475 475 SC
189 189 SC2709 20250902 ... 471.3 471.3 SC
190 190 SC2712 20250902 ... 476.4 471.3 SC
191 191 SC2803 20250902 ... 471.4 471.4 SC
192 192 SC2806 20250902 ... 471 469 SC
193 193 SC2809 20250902 ... 472.7 469 SC
194 194 LU2510 20250902 ... 3524 3458 LU
195 195 LU2511 20250902 ... 3542 3471 LU
196 196 LU2512 20250902 ... 3528 3457 LU
197 197 LU2601 20250902 ... 3508 3443 LU
198 198 LU2602 20250902 ... 3479 3413 LU
199 199 LU2603 20250902 ... 3465 3396 LU
200 200 LU2604 20250902 ... 3468 3391 LU
201 201 LU2605 20250902 ... 3454 3374 LU
202 202 LU2606 20250902 ... 3453 3373 LU
203 203 LU2607 20250902 ... 3448 3392 LU
204 204 LU2608 20250902 ... 3448 3386 LU
205 205 LU2609 20250902 ... 3426 3374 LU
206 206 FU2510 20250902 ... 2847 2820 FU
207 207 FU2511 20250902 ... 2856 2822 FU
208 208 FU2512 20250902 ... 2848 2814 FU
209 209 FU2601 20250902 ... 2841 2804 FU
210 210 FU2602 20250902 ... 2828 2790 FU
211 211 FU2603 20250902 ... 2815 2773 FU
212 212 FU2604 20250902 ... 2809 2770 FU
213 213 FU2605 20250902 ... 2803 2761 FU
214 214 FU2606 20250902 ... 2789 2760 FU
215 215 FU2607 20250902 ... 2773 2737 FU
216 216 FU2608 20250902 ... 2765 2730 FU
217 217 FU2609 20250902 ... 2744 2722 FU
218 218 BU2509 20250902 ... 3550 3527 BU
219 219 BU2510 20250902 ... 3563 3510 BU
220 220 BU2511 20250902 ... 3551 3491 BU
221 221 BU2512 20250902 ... 3492 3436 BU
222 222 BU2601 20250902 ... 3461 3403 BU
223 223 BU2602 20250902 ... 3464 3406 BU
224 224 BU2603 20250902 ... 3461 3412 BU
225 225 BU2604 20250902 ... 3467 3406 BU
226 226 BU2605 20250902 ... 3465 3403 BU
227 227 BU2606 20250902 ... 3463 3411 BU
228 228 BU2607 20250902 ... 3447 3386 BU
229 229 BU2608 20250902 ... 3439 3367 BU
230 230 BU2609 20250902 ... 3426 3382 BU
231 231 BU2612 20250902 ... 3367 3329 BU
232 232 BU2703 20250902 ... 3371 3334 BU
233 233 BU2706 20250902 ... 3373 3324 BU
234 234 BR2509 20250902 ... 11920 11870 BR
235 235 BR2510 20250902 ... 11895 11865 BR
236 236 BR2511 20250902 ... 11880 11845 BR
237 237 BR2512 20250902 ... 11870 11835 BR
238 238 BR2601 20250902 ... 11865 11840 BR
239 239 BR2602 20250902 ... 11905 11940 BR
240 240 BR2603 20250902 ... 11920 11865 BR
241 241 BR2604 20250902 ... 11915 11885 BR
242 242 BR2605 20250902 ... 11925 11930 BR
243 243 BR2606 20250902 ... 11960 11980 BR
244 244 BR2607 20250902 ... 12015 12015 BR
245 245 BR2608 20250902 ... 12135 12000 BR
246 246 RU2509 20250902 ... 14975 14875 RU
247 247 RU2510 20250902 ... 15025 14890 RU
248 248 RU2511 20250902 ... 14960 14865 RU
249 249 RU2601 20250902 ... 15945 15840 RU
250 250 RU2603 20250902 ... 15970 15870 RU
251 251 RU2604 20250902 ... 16025 15870 RU
252 252 RU2605 20250902 ... 16045 15930 RU
253 253 RU2606 20250902 ... 16065 15990 RU
254 254 RU2607 20250902 ... 16120 15970 RU
255 255 RU2608 20250902 ... 16035 16030 RU
256 256 NR2509 20250902 ... 12665 12640 NR
257 257 NR2510 20250902 ... 12745 12675 NR
258 258 NR2511 20250902 ... 12790 12715 NR
259 259 NR2512 20250902 ... 12830 12745 NR
260 260 NR2601 20250902 ... 12860 12780 NR
261 261 NR2602 20250902 ... 12830 12765 NR
262 262 NR2603 20250902 ... 12830 12760 NR
263 263 NR2604 20250902 ... 12815 12780 NR
264 264 NR2605 20250902 ... 12855 12815 NR
265 265 NR2606 20250902 ... 12870 12855 NR
266 266 NR2607 20250902 ... 12905 12865 NR
267 267 NR2608 20250902 ... 12925 12905 NR
268 268 SP2509 20250902 ... 4992 4980 SP
269 269 SP2510 20250902 ... 5012 5004 SP
270 270 SP2511 20250902 ... 5042 5032 SP
271 271 SP2512 20250902 ... 5058 5046 SP
272 272 SP2601 20250902 ... 5340 5340 SP
273 273 SP2602 20250902 ... 5332 5336 SP
274 274 SP2603 20250902 ... 5352 5352 SP
275 275 SP2604 20250902 ... 5362 5362 SP
276 276 SP2605 20250902 ... 5362 5366 SP
277 277 SP2606 20250902 ... 5358 5366 SP
278 278 SP2607 20250902 ... 5378 5378 SP
279 279 SP2608 20250902 ... 5372 5372 SP
280 280 EC2510 20250902 ... 1364.5 1293.8 EC
281 281 EC2512 20250902 ... 1755.1 1621.9 EC
282 282 EC2602 20250902 ... 1571.7 1439.5 EC
283 283 EC2604 20250902 ... 1273.6 1230.5 EC
284 284 EC2606 20250902 ... 1472.3 1407.4 EC
285 285 EC2608 20250902 ... 1648.1 1599.5 EC
286 287 SC_TAS2510 20250902 ... SC_TAS
287 288 SC_TAS2511 20250902 ... SC_TAS
288 289 SC_TAS2512 20250902 ... SC_TAS
289 290 SC_TAS2601 20250902 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:06,648 - future_1d - INFO - ak.get_shfe_daily('2025-09-02') done
symbol date open ... settle pre_settle variety
0 a2509 20250902 4127.00 ... 4122.00 4092.00 A
1 a2511 20250902 3965.00 ... 3969.00 3961.00 A
2 a2601 20250902 3960.00 ... 3966.00 3962.00 A
3 a2603 20250902 3961.00 ... 3967.00 3961.00 A
4 a2605 20250902 4008.00 ... 4013.00 4005.00 A
5 a2607 20250902 4010.00 ... 4018.00 4008.00 A
6 b2509 20250902 0.00 ... 3695.00 3695.00 B
7 b2510 20250902 3695.00 ... 3695.00 3702.00 B
8 b2511 20250902 3724.00 ... 3734.00 3736.00 B
9 b2512 20250902 3770.00 ... 3768.00 3768.00 B
10 b2601 20250902 3760.00 ... 3771.00 3763.00 B
11 b2602 20250902 3761.00 ... 3748.00 3746.00 B
12 b2603 20250902 3708.00 ... 3703.00 3694.00 B
13 b2604 20250902 3601.00 ... 3605.00 3599.00 B
14 b2605 20250902 3538.00 ... 3533.00 3531.00 B
15 b2606 20250902 3530.00 ... 3516.00 3518.00 B
16 b2607 20250902 3527.00 ... 3521.00 3524.00 B
17 b2608 20250902 3608.00 ... 3614.00 3596.00 B
18 bb2509 20250902 0.00 ... 136.00 136.00 BB
19 bb2511 20250902 144.15 ... 144.00 143.60 BB
20 bb2601 20250902 146.65 ... 147.25 146.65 BB
21 bb2603 20250902 0.00 ... 146.40 146.40 BB
22 bb2605 20250902 0.00 ... 140.80 140.25 BB
23 bb2607 20250902 0.00 ... 146.55 146.00 BB
24 bz2603 20250902 6045.00 ... 5966.00 6002.00 BZ
25 bz2604 20250902 6004.00 ... 5955.00 5991.00 BZ
26 bz2605 20250902 5985.00 ... 5978.00 5985.00 BZ
27 bz2606 20250902 5935.00 ... 5935.00 5949.00 BZ
28 bz2607 20250902 5980.00 ... 5980.00 5971.00 BZ
29 bz2608 20250902 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250902 2264.00 ... 2265.00 2240.00 C
31 c2511 20250902 2196.00 ... 2206.00 2190.00 C
32 c2601 20250902 2183.00 ... 2190.00 2180.00 C
33 c2603 20250902 2200.00 ... 2207.00 2197.00 C
34 c2605 20250902 2250.00 ... 2256.00 2247.00 C
35 c2607 20250902 2263.00 ... 2267.00 2259.00 C
36 cs2509 20250902 2487.00 ... 2487.00 2489.00 CS
37 cs2511 20250902 2503.00 ... 2515.00 2499.00 CS
38 cs2601 20250902 2535.00 ... 2545.00 2532.00 CS
39 cs2603 20250902 2540.00 ... 2551.00 2537.00 CS
40 cs2605 20250902 2610.00 ... 2617.00 2606.00 CS
41 cs2607 20250902 2618.00 ... 2620.00 2613.00 CS
42 eb2509 20250902 6924.00 ... 6907.00 6924.00 EB
43 eb2510 20250902 7020.00 ... 6968.00 7018.00 EB
44 eb2511 20250902 7058.00 ... 6995.00 7036.00 EB
45 eb2512 20250902 7080.00 ... 7028.00 7061.00 EB
46 eb2601 20250902 7116.00 ... 7068.00 7106.00 EB
47 eb2602 20250902 7139.00 ... 7092.00 7123.00 EB
48 eb2603 20250902 7138.00 ... 7115.00 7162.00 EB
49 eb2604 20250902 7169.00 ... 7151.00 7197.00 EB
50 eb2605 20250902 7216.00 ... 7172.00 7209.00 EB
51 eb2606 20250902 7199.00 ... 7197.00 7194.00 EB
52 eb2607 20250902 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250902 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250902 4414.00 ... 4382.00 4414.00 EG
55 eg2510 20250902 4408.00 ... 4371.00 4414.00 EG
56 eg2511 20250902 4419.00 ... 4369.00 4435.00 EG
57 eg2512 20250902 4412.00 ... 4371.00 4448.00 EG
58 eg2601 20250902 4425.00 ... 4382.00 4438.00 EG
59 eg2602 20250902 4425.00 ... 4393.00 4463.00 EG
60 eg2603 20250902 4421.00 ... 4381.00 4476.00 EG
61 eg2604 20250902 4402.00 ... 4407.00 4518.00 EG
62 eg2605 20250902 4466.00 ... 4412.00 4474.00 EG
63 eg2606 20250902 4423.00 ... 4407.00 4465.00 EG
64 eg2607 20250902 4432.00 ... 4441.00 4511.00 EG
65 eg2608 20250902 0.00 ... 4483.00 4513.00 EG
66 fb2509 20250902 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250902 1275.50 ... 1276.50 1271.00 FB
68 fb2511 20250902 1263.00 ... 1272.50 1268.00 FB
69 fb2512 20250902 1259.00 ... 1266.00 1264.00 FB
70 fb2601 20250902 1251.50 ... 1260.50 1255.00 FB
71 fb2602 20250902 1239.50 ... 1250.50 1247.00 FB
72 fb2603 20250902 1258.50 ... 1253.50 1247.50 FB
73 fb2604 20250902 0.00 ... 1268.50 1283.50 FB
74 fb2605 20250902 1321.00 ... 1321.00 1311.00 FB
75 fb2606 20250902 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250902 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250902 0.00 ... 1302.50 1302.50 FB
78 i2509 20250902 804.50 ... 798.00 804.50 I
79 i2510 20250902 789.00 ... 791.00 791.00 I
80 i2511 20250902 782.50 ... 786.50 785.00 I
81 i2512 20250902 777.00 ... 781.00 781.50 I
82 i2601 20250902 768.50 ... 771.50 771.00 I
83 i2602 20250902 762.50 ... 766.50 767.00 I
84 i2603 20250902 757.50 ... 761.50 760.00 I
85 i2604 20250902 753.50 ... 756.50 757.00 I
86 i2605 20250902 745.50 ... 749.00 746.50 I
87 i2606 20250902 741.00 ... 745.00 745.50 I
88 i2607 20250902 737.50 ... 740.50 740.50 I
89 i2608 20250902 733.50 ... 737.00 736.00 I
90 j2509 20250902 1500.00 ... 1494.50 1507.50 J
91 j2510 20250902 1505.50 ... 1515.50 1514.50 J
92 j2511 20250902 1535.00 ... 1547.00 1544.00 J
93 j2512 20250902 1580.00 ... 1582.50 1592.50 J
94 j2601 20250902 1598.00 ... 1603.50 1603.50 J
95 j2602 20250902 1629.50 ... 1625.00 1631.50 J
96 j2603 20250902 1648.50 ... 1642.50 1639.00 J
97 j2604 20250902 1693.00 ... 1683.00 1696.00 J
98 j2605 20250902 1698.50 ... 1699.00 1692.00 J
99 j2606 20250902 1716.50 ... 1716.50 1723.00 J
100 j2607 20250902 0.00 ... 1725.00 1725.00 J
101 j2608 20250902 1702.00 ... 1702.00 1679.50 J
102 jd2509 20250902 2801.00 ... 2803.00 2824.00 JD
103 jd2510 20250902 2924.00 ... 2934.00 2948.00 JD
104 jd2511 20250902 2986.00 ... 2996.00 3000.00 JD
105 jd2512 20250902 3130.00 ... 3158.00 3157.00 JD
106 jd2601 20250902 3308.00 ... 3354.00 3337.00 JD
107 jd2602 20250902 3087.00 ... 3107.00 3094.00 JD
108 jd2603 20250902 3094.00 ... 3116.00 3100.00 JD
109 jd2604 20250902 3268.00 ... 3289.00 3264.00 JD
110 jd2605 20250902 3374.00 ... 3418.00 3359.00 JD
111 jd2606 20250902 3208.00 ... 3274.00 3192.00 JD
112 jd2607 20250902 3402.00 ... 3480.00 3401.00 JD
113 jd2608 20250902 3819.00 ... 3871.00 3799.00 JD
114 jm2509 20250902 963.00 ... 947.00 963.00 JM
115 jm2510 20250902 980.00 ... 970.50 985.00 JM
116 jm2511 20250902 1034.50 ... 1029.50 1034.50 JM
117 jm2512 20250902 1080.00 ... 1081.50 1083.50 JM
118 jm2601 20250902 1119.00 ... 1120.00 1121.50 JM
119 jm2602 20250902 1135.00 ... 1137.50 1136.00 JM
120 jm2603 20250902 1148.50 ... 1150.00 1148.00 JM
121 jm2604 20250902 1154.50 ... 1159.50 1159.50 JM
122 jm2605 20250902 1168.00 ... 1168.00 1165.50 JM
123 jm2606 20250902 1181.00 ... 1179.50 1176.50 JM
124 jm2607 20250902 1193.50 ... 1191.50 1187.50 JM
125 jm2608 20250902 1195.00 ... 1200.00 1202.00 JM
126 l2509 20250902 7209.00 ... 7207.00 7209.00 L
127 l2510 20250902 7260.00 ... 7251.00 7243.00 L
128 l2511 20250902 7262.00 ... 7259.00 7249.00 L
129 l2512 20250902 7272.00 ... 7262.00 7255.00 L
130 l2601 20250902 7275.00 ... 7261.00 7256.00 L
131 l2602 20250902 7261.00 ... 7254.00 7247.00 L
132 l2603 20250902 7256.00 ... 7247.00 7248.00 L
133 l2604 20250902 7281.00 ... 7273.00 7273.00 L
134 l2605 20250902 7285.00 ... 7259.00 7260.00 L
135 l2606 20250902 7242.00 ... 7242.00 7258.00 L
136 l2607 20250902 0.00 ... 7285.00 7285.00 L
137 l2608 20250902 0.00 ... 7277.00 7301.00 L
138 lg2509 20250902 797.50 ... 797.50 779.00 LG
139 lg2511 20250902 820.00 ... 814.00 818.50 LG
140 lg2601 20250902 830.00 ... 825.50 830.50 LG
141 lg2603 20250902 832.00 ... 829.50 834.00 LG
142 lg2605 20250902 834.00 ... 831.50 834.00 LG
143 lg2607 20250902 833.00 ... 833.50 835.50 LG
144 lh2509 20250902 13180.00 ... 13225.00 13160.00 LH
145 lh2511 20250902 13630.00 ... 13570.00 13625.00 LH
146 lh2601 20250902 13865.00 ... 13830.00 13885.00 LH
147 lh2603 20250902 13110.00 ... 13080.00 13120.00 LH
148 lh2605 20250902 13590.00 ... 13570.00 13560.00 LH
149 lh2607 20250902 14115.00 ... 14150.00 14120.00 LH
150 m2509 20250902 3002.00 ... 3013.00 3013.00 M
151 m2511 20250902 3018.00 ... 3028.00 3033.00 M
152 m2512 20250902 3061.00 ... 3066.00 3070.00 M
153 m2601 20250902 3054.00 ... 3056.00 3060.00 M
154 m2603 20250902 2985.00 ... 2987.00 2988.00 M
155 m2605 20250902 2815.00 ... 2815.00 2819.00 M
156 m2607 20250902 2802.00 ... 2802.00 2807.00 M
157 m2608 20250902 2928.00 ... 2928.00 2933.00 M
158 p2509 20250902 9450.00 ... 9408.00 9314.00 P
159 p2510 20250902 9352.00 ... 9420.00 9292.00 P
160 p2511 20250902 9320.00 ... 9402.00 9286.00 P
161 p2512 20250902 9374.00 ... 9424.00 9306.00 P
162 p2601 20250902 9388.00 ... 9442.00 9326.00 P
163 p2602 20250902 9340.00 ... 9378.00 9290.00 P
164 p2603 20250902 9286.00 ... 9332.00 9240.00 P
165 p2604 20250902 9282.00 ... 9284.00 9164.00 P
166 p2605 20250902 9130.00 ... 9186.00 9086.00 P
167 p2606 20250902 9078.00 ... 9092.00 8992.00 P
168 p2607 20250902 8978.00 ... 8980.00 8874.00 P
169 p2608 20250902 8938.00 ... 8920.00 8812.00 P
170 pg2509 20250902 3700.00 ... 3739.00 3693.00 PG
171 pg2510 20250902 4404.00 ... 4433.00 4364.00 PG
172 pg2511 20250902 4321.00 ... 4348.00 4282.00 PG
173 pg2512 20250902 4241.00 ... 4283.00 4219.00 PG
174 pg2601 20250902 4176.00 ... 4219.00 4160.00 PG
175 pg2602 20250902 4107.00 ... 4154.00 4100.00 PG
176 pg2603 20250902 4021.00 ... 4063.00 4021.00 PG
177 pg2604 20250902 4370.00 ... 4379.00 4326.00 PG
178 pg2605 20250902 4276.00 ... 4296.00 4251.00 PG
179 pg2606 20250902 4202.00 ... 4202.00 4206.00 PG
180 pg2607 20250902 4176.00 ... 4177.00 4111.00 PG
181 pg2608 20250902 4164.00 ... 4140.00 4120.00 PG
182 pp2509 20250902 6872.00 ... 6867.00 6862.00 PP
183 pp2510 20250902 6923.00 ... 6907.00 6904.00 PP
184 pp2511 20250902 6936.00 ... 6930.00 6926.00 PP
185 pp2512 20250902 6962.00 ... 6950.00 6942.00 PP
186 pp2601 20250902 6967.00 ... 6953.00 6949.00 PP
187 pp2602 20250902 6938.00 ... 6929.00 6927.00 PP
188 pp2603 20250902 6938.00 ... 6932.00 6932.00 PP
189 pp2604 20250902 6977.00 ... 6977.00 6960.00 PP
190 pp2605 20250902 6980.00 ... 6971.00 6973.00 PP
191 pp2606 20250902 6955.00 ... 6948.00 6946.00 PP
192 pp2607 20250902 6938.00 ... 6936.00 6941.00 PP
193 pp2608 20250902 6928.00 ... 6933.00 6937.00 PP
194 rr2509 20250902 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250902 3613.00 ... 3611.00 3611.00 RR
196 rr2511 20250902 3613.00 ... 3611.00 3612.00 RR
197 rr2512 20250902 3608.00 ... 3608.00 3608.00 RR
198 rr2601 20250902 3623.00 ... 3621.00 3621.00 RR
199 rr2602 20250902 3603.00 ... 3606.00 3604.00 RR
200 rr2603 20250902 0.00 ... 3609.00 3602.00 RR
201 rr2604 20250902 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250902 3620.00 ... 3620.00 3610.00 RR
203 rr2606 20250902 3611.00 ... 3611.00 3607.00 RR
204 rr2607 20250902 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250902 0.00 ... 3625.00 3625.00 RR
206 v2509 20250902 4717.00 ... 4732.00 4721.00 V
207 v2510 20250902 4784.00 ... 4782.00 4769.00 V
208 v2511 20250902 4809.00 ... 4818.00 4805.00 V
209 v2512 20250902 4848.00 ... 4855.00 4842.00 V
210 v2601 20250902 4883.00 ... 4892.00 4881.00 V
211 v2602 20250902 4924.00 ... 4932.00 4917.00 V
212 v2603 20250902 4961.00 ... 4964.00 4955.00 V
213 v2604 20250902 5153.00 ... 5167.00 5156.00 V
214 v2605 20250902 5200.00 ... 5189.00 5183.00 V
215 v2606 20250902 5208.00 ... 5230.00 5208.00 V
216 v2607 20250902 5238.00 ... 5259.00 5244.00 V
217 v2608 20250902 5285.00 ... 5289.00 5277.00 V
218 y2509 20250902 8400.00 ... 8410.00 8400.00 Y
219 y2511 20250902 8384.00 ... 8384.00 8358.00 Y
220 y2512 20250902 8408.00 ... 8410.00 8380.00 Y
221 y2601 20250902 8360.00 ... 8364.00 8330.00 Y
222 y2603 20250902 8304.00 ... 8314.00 8262.00 Y
223 y2605 20250902 8052.00 ... 8076.00 8040.00 Y
224 y2607 20250902 8030.00 ... 8044.00 8006.00 Y
225 y2608 20250902 8022.00 ... 8042.00 7994.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:07,287 - future_1d - INFO - ak.get_dce_daily('2025-09-02') done
2025-09-09 18:26:09,040 - future_1d - INFO - save future_daily 2025-09-02 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250903 8425.0 8468.0 ... 373826.35 8370.0 8378.0 AP
1 AP511 20250903 8218.0 8258.0 ... 3866.27 8189.0 8188.0 AP
2 AP512 20250903 8236.0 8259.0 ... 490.01 8167.0 8206.0 AP
3 AP601 20250903 8300.0 8330.0 ... 242748.25 8239.0 8273.0 AP
4 AP603 20250903 8190.0 8199.0 ... 422.18 8119.0 8159.0 AP
5 AP604 20250903 8205.0 8205.0 ... 154.62 8138.0 8166.0 AP
6 AP605 20250903 8238.0 8264.0 ... 1746.71 8201.0 8223.0 AP
7 CF509 20250903 13575.0 13595.0 ... 8349.43 13575.0 13645.0 CF
8 CF511 20250903 13855.0 13900.0 ... 219331.93 13870.0 13920.0 CF
9 CF601 20250903 14010.0 14060.0 ... 1473850.41 14025.0 14090.0 CF
10 CF603 20250903 13975.0 14015.0 ... 2867.43 13985.0 14050.0 CF
11 CF605 20250903 13965.0 14005.0 ... 127377.86 13980.0 14030.0 CF
12 CF607 20250903 13975.0 14015.0 ... 1349.43 13985.0 14040.0 CF
13 CJ509 20250903 10200.0 10200.0 ... 101.44 10145.0 10145.0 CJ
14 CJ512 20250903 11280.0 11315.0 ... 6758.04 11225.0 11275.0 CJ
15 CJ601 20250903 11395.0 11435.0 ... 667850.78 11335.0 11390.0 CJ
16 CJ603 20250903 11440.0 11470.0 ... 11030.77 11380.0 11430.0 CJ
17 CJ605 20250903 11545.0 11575.0 ... 103943.60 11465.0 11540.0 CJ
18 CJ607 20250903 11695.0 11725.0 ... 1834.16 11610.0 11690.0 CJ
19 CY509 20250903 19625.0 19625.0 ... 39.25 19625.0 20240.0 CY
20 CY510 20250903 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250903 19940.0 20035.0 ... 78803.07 19995.0 20060.0 CY
22 CY512 20250903 0.0 0.0 ... 0.00 19935.0 20040.0 CY
23 CY601 20250903 20065.0 20065.0 ... 1470.84 20010.0 20090.0 CY
24 CY602 20250903 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250903 0.0 0.0 ... 0.00 20340.0 20345.0 CY
26 CY604 20250903 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250903 0.0 0.0 ... 0.00 20305.0 20375.0 CY
28 CY606 20250903 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250903 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250903 0.0 0.0 ... 0.00 20245.0 20280.0 CY
31 FG509 20250903 965.0 965.0 ... 241.50 951.0 956.0 FG
32 FG510 20250903 1055.0 1068.0 ... 25695.19 1059.0 1061.0 FG
33 FG511 20250903 1044.0 1059.0 ... 99481.99 1048.0 1051.0 FG
34 FG512 20250903 1145.0 1161.0 ... 44546.40 1149.0 1150.0 FG
35 FG601 20250903 1135.0 1152.0 ... 2638406.61 1140.0 1142.0 FG
36 FG602 20250903 1195.0 1203.0 ... 19134.58 1192.0 1191.0 FG
37 FG603 20250903 1217.0 1217.0 ... 664.57 1195.0 1193.0 FG
38 FG604 20250903 1267.0 1267.0 ... 331.12 1245.0 1243.0 FG
39 FG605 20250903 1233.0 1250.0 ... 60061.83 1239.0 1240.0 FG
40 FG606 20250903 1268.0 1280.0 ... 739.87 1271.0 1271.0 FG
41 FG607 20250903 1258.0 1275.0 ... 784.26 1265.0 1265.0 FG
42 FG608 20250903 1292.0 1307.0 ... 904.87 1300.0 1298.0 FG
43 JR509 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250903 2230.0 2230.0 ... 2593.96 2225.0 2213.0 MA
53 MA510 20250903 2277.0 2297.0 ... 19913.44 2288.0 2279.0 MA
54 MA511 20250903 2303.0 2326.0 ... 79235.35 2317.0 2306.0 MA
55 MA512 20250903 2351.0 2369.0 ... 36491.77 2361.0 2350.0 MA
56 MA601 20250903 2373.0 2397.0 ... 1194423.07 2387.0 2378.0 MA
57 MA602 20250903 2393.0 2409.0 ... 13095.77 2398.0 2389.0 MA
58 MA603 20250903 2389.0 2410.0 ... 170.54 2402.0 2394.0 MA
59 MA604 20250903 0.0 0.0 ... 0.00 2391.0 2389.0 MA
60 MA605 20250903 2375.0 2393.0 ... 88391.27 2385.0 2378.0 MA
61 MA606 20250903 2393.0 2401.0 ... 21.58 2397.0 2382.0 MA
62 MA607 20250903 2384.0 2390.0 ... 83.52 2386.0 2380.0 MA
63 MA608 20250903 2382.0 2390.0 ... 11.93 2385.0 2382.0 MA
64 OI509 20250903 9950.0 9950.0 ... 924.39 9940.0 9949.0 OI
65 OI511 20250903 9874.0 9917.0 ... 413029.39 9863.0 9876.0 OI
66 OI601 20250903 9770.0 9814.0 ... 2333076.68 9759.0 9775.0 OI
67 OI603 20250903 9683.0 9731.0 ... 3321.69 9684.0 9697.0 OI
68 OI605 20250903 9593.0 9644.0 ... 50726.30 9584.0 9607.0 OI
69 OI607 20250903 9563.0 9609.0 ... 477.37 9547.0 9567.0 OI
70 PF509 20250903 6350.0 6350.0 ... 31.75 6350.0 6360.0 PF
71 PF510 20250903 6440.0 6466.0 ... 163183.56 6438.0 6470.0 PF
72 PF511 20250903 6442.0 6462.0 ... 540342.59 6430.0 6462.0 PF
73 PF512 20250903 6412.0 6442.0 ... 308338.72 6412.0 6450.0 PF
74 PF601 20250903 6458.0 6482.0 ... 32450.00 6460.0 6486.0 PF
75 PF602 20250903 6472.0 6496.0 ... 87271.21 6476.0 6496.0 PF
76 PF603 20250903 6468.0 6502.0 ... 19.45 6482.0 6500.0 PF
77 PF604 20250903 6504.0 6538.0 ... 22.81 6516.0 6532.0 PF
78 PF605 20250903 6520.0 6522.0 ... 9.77 6516.0 6562.0 PF
79 PF606 20250903 6546.0 6546.0 ... 9.80 6534.0 6580.0 PF
80 PF607 20250903 6552.0 6552.0 ... 6.55 6552.0 6544.0 PF
81 PF608 20250903 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250903 7956.0 7982.0 ... 30813.39 7966.0 8002.0 PK
83 PK511 20250903 7790.0 7810.0 ... 170696.11 7794.0 7822.0 PK
84 PK512 20250903 7806.0 7816.0 ... 45381.20 7800.0 7812.0 PK
85 PK601 20250903 7856.0 7862.0 ... 15736.00 7850.0 7862.0 PK
86 PK603 20250903 7856.0 7860.0 ... 19.64 7856.0 7864.0 PK
87 PK604 20250903 7872.0 7880.0 ... 27.56 7874.0 7876.0 PK
88 PK605 20250903 7874.0 7878.0 ... 1943.68 7870.0 7874.0 PK
89 PL601 20250903 6391.0 6439.0 ... 46480.85 6420.0 6418.0 PL
90 PL602 20250903 6451.0 6451.0 ... 64.46 6446.0 6455.0 PL
91 PL603 20250903 0.0 0.0 ... 0.00 6466.0 6480.0 PL
92 PL604 20250903 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250903 6411.0 6411.0 ... 76.84 6403.0 6412.0 PL
94 PL606 20250903 0.0 0.0 ... 0.00 6438.0 6438.0 PL
95 PL607 20250903 0.0 0.0 ... 0.00 6448.0 6448.0 PL
96 PL608 20250903 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250903 0.0 0.0 ... 0.00 5818.0 5818.0 PR
104 PR510 20250903 5912.0 5936.0 ... 41851.88 5900.0 5934.0 PR
105 PR511 20250903 5910.0 5938.0 ... 636167.39 5924.0 5934.0 PR
106 PR512 20250903 5916.0 5946.0 ... 537065.00 5932.0 5938.0 PR
107 PR601 20250903 5932.0 5948.0 ... 67170.48 5926.0 5946.0 PR
108 PR602 20250903 5942.0 5942.0 ... 17.83 5942.0 5956.0 PR
109 PR603 20250903 5970.0 5982.0 ... 53.63 5960.0 5958.0 PR
110 PR604 20250903 5976.0 5994.0 ... 17.96 5986.0 5990.0 PR
111 PR605 20250903 5994.0 5994.0 ... 44.84 5980.0 5992.0 PR
112 PR606 20250903 5982.0 5982.0 ... 8.97 5982.0 6000.0 PR
113 PR607 20250903 5986.0 5986.0 ... 8.98 5986.0 5996.0 PR
114 PR608 20250903 0.0 0.0 ... 0.00 5990.0 5990.0 PR
115 PX509 20250903 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250903 6842.0 6880.0 ... 30434.66 6830.0 6890.0 PX
117 PX511 20250903 6822.0 6880.0 ... 673539.79 6834.0 6866.0 PX
118 PX512 20250903 6794.0 6850.0 ... 225306.89 6814.0 6818.0 PX
119 PX601 20250903 6782.0 6820.0 ... 129963.45 6784.0 6808.0 PX
120 PX602 20250903 6754.0 6804.0 ... 15783.70 6772.0 6798.0 PX
121 PX603 20250903 6732.0 6732.0 ... 3.37 6732.0 6790.0 PX
122 PX604 20250903 0.0 0.0 ... 0.00 6766.0 6786.0 PX
123 PX605 20250903 6790.0 6796.0 ... 128.69 6774.0 6796.0 PX
124 PX606 20250903 6774.0 6780.0 ... 16.93 6772.0 6834.0 PX
125 PX607 20250903 6776.0 6776.0 ... 27.00 6750.0 6788.0 PX
126 PX608 20250903 6774.0 6774.0 ... 6.77 6774.0 6798.0 PX
127 RI509 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250903 2553.0 2570.0 ... 706.11 2558.0 2560.0 RM
134 RM511 20250903 2538.0 2572.0 ... 32255.80 2551.0 2555.0 RM
135 RM601 20250903 2494.0 2534.0 ... 796407.97 2514.0 2516.0 RM
136 RM603 20250903 2396.0 2425.0 ... 9756.09 2410.0 2418.0 RM
137 RM605 20250903 2389.0 2416.0 ... 108756.78 2400.0 2406.0 RM
138 RM607 20250903 2379.0 2402.0 ... 11814.33 2388.0 2394.0 RM
139 RM608 20250903 2478.0 2489.0 ... 153.63 2478.0 2479.0 RM
140 RS509 20250903 0.0 0.0 ... 0.00 4744.0 4711.0 RS
141 RS511 20250903 5063.0 5115.0 ... 172.73 5080.0 5045.0 RS
142 RS607 20250903 5489.0 5540.0 ... 104.75 5513.0 5505.0 RS
143 RS608 20250903 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250903 1152.0 1168.0 ... 2535.64 1156.0 1152.0 SA
145 SA510 20250903 1201.0 1218.0 ... 33228.31 1206.0 1203.0 SA
146 SA511 20250903 1205.0 1224.0 ... 166604.16 1211.0 1209.0 SA
147 SA512 20250903 1261.0 1280.0 ... 84609.16 1267.0 1264.0 SA
148 SA601 20250903 1267.0 1289.0 ... 2455608.45 1277.0 1273.0 SA
149 SA602 20250903 1296.0 1318.0 ... 19603.38 1305.0 1301.0 SA
150 SA603 20250903 1302.0 1324.0 ... 3131.68 1311.0 1307.0 SA
151 SA604 20250903 1343.0 1361.0 ... 1159.25 1351.0 1345.0 SA
152 SA605 20250903 1344.0 1368.0 ... 82558.73 1356.0 1350.0 SA
153 SA606 20250903 1368.0 1370.0 ... 543.42 1365.0 1361.0 SA
154 SA607 20250903 1367.0 1378.0 ... 503.94 1369.0 1365.0 SA
155 SA608 20250903 1400.0 1400.0 ... 136.65 1394.0 1389.0 SA
156 SF509 20250903 5360.0 5366.0 ... 1360.41 5350.0 5350.0 SF
157 SF510 20250903 5362.0 5386.0 ... 16332.48 5362.0 5362.0 SF
158 SF511 20250903 5556.0 5562.0 ... 307966.99 5536.0 5544.0 SF
159 SF512 20250903 5514.0 5516.0 ... 59530.80 5494.0 5504.0 SF
160 SF601 20250903 5512.0 5522.0 ... 78807.59 5498.0 5504.0 SF
161 SF602 20250903 5482.0 5486.0 ... 8694.34 5464.0 5472.0 SF
162 SF603 20250903 5650.0 5654.0 ... 11.29 5646.0 5646.0 SF
163 SF604 20250903 0.0 0.0 ... 0.00 5626.0 5654.0 SF
164 SF605 20250903 5644.0 5648.0 ... 956.57 5628.0 5636.0 SF
165 SF606 20250903 5586.0 5586.0 ... 5.59 5586.0 5596.0 SF
166 SF607 20250903 5734.0 5734.0 ... 2.87 5734.0 5742.0 SF
167 SF608 20250903 5708.0 5708.0 ... 5.71 5706.0 5716.0 SF
168 SH509 20250903 2540.0 2540.0 ... 255.83 2508.0 2534.0 SH
169 SH510 20250903 2651.0 2664.0 ... 133070.00 2628.0 2665.0 SH
170 SH511 20250903 2683.0 2699.0 ... 634623.28 2669.0 2701.0 SH
171 SH512 20250903 2694.0 2703.0 ... 267279.12 2681.0 2706.0 SH
172 SH601 20250903 2660.0 2674.0 ... 3428894.51 2645.0 2685.0 SH
173 SH602 20250903 2671.0 2681.0 ... 32899.67 2651.0 2692.0 SH
174 SH603 20250903 2682.0 2692.0 ... 2629.26 2664.0 2700.0 SH
175 SH604 20250903 2729.0 2739.0 ... 1397.17 2724.0 2740.0 SH
176 SH605 20250903 2740.0 2750.0 ... 37899.29 2723.0 2753.0 SH
177 SH606 20250903 2732.0 2752.0 ... 509.06 2737.0 2754.0 SH
178 SH607 20250903 2733.0 2733.0 ... 122.24 2717.0 2738.0 SH
179 SH608 20250903 2742.0 2749.0 ... 196.49 2729.0 2758.0 SH
180 SM509 20250903 5658.0 5658.0 ... 854.90 5644.0 5646.0 SM
181 SM510 20250903 5666.0 5674.0 ... 10705.41 5652.0 5656.0 SM
182 SM511 20250903 5758.0 5758.0 ... 104241.83 5734.0 5742.0 SM
183 SM512 20250903 5770.0 5770.0 ... 49475.83 5738.0 5744.0 SM
184 SM601 20250903 5766.0 5772.0 ... 295156.95 5744.0 5748.0 SM
185 SM602 20250903 5782.0 5782.0 ... 43610.63 5752.0 5760.0 SM
186 SM603 20250903 5752.0 5752.0 ... 11.50 5752.0 5774.0 SM
187 SM604 20250903 0.0 0.0 ... 0.00 5772.0 5784.0 SM
188 SM605 20250903 5798.0 5810.0 ... 3015.55 5782.0 5790.0 SM
189 SM606 20250903 0.0 0.0 ... 0.00 5788.0 5804.0 SM
190 SM607 20250903 5826.0 5826.0 ... 29.05 5810.0 5818.0 SM
191 SM608 20250903 5832.0 5832.0 ... 2.92 5832.0 5838.0 SM
192 SR509 20250903 5614.0 5614.0 ... 5283.24 5609.0 5614.0 SR
193 SR511 20250903 5575.0 5583.0 ... 181636.51 5566.0 5585.0 SR
194 SR601 20250903 5580.0 5586.0 ... 1057175.67 5569.0 5595.0 SR
195 SR603 20250903 5559.0 5565.0 ... 4229.41 5550.0 5572.0 SR
196 SR605 20250903 5548.0 5550.0 ... 57507.92 5539.0 5557.0 SR
197 SR607 20250903 5543.0 5547.0 ... 2413.70 5536.0 5551.0 SR
198 TA509 20250903 4700.0 4704.0 ... 9420.04 4692.0 4714.0 TA
199 TA510 20250903 4736.0 4756.0 ... 75495.37 4730.0 4756.0 TA
200 TA511 20250903 4738.0 4766.0 ... 191854.58 4740.0 4762.0 TA
201 TA512 20250903 4748.0 4772.0 ... 73556.81 4750.0 4772.0 TA
202 TA601 20250903 4752.0 4776.0 ... 1368853.35 4754.0 4776.0 TA
203 TA602 20250903 4764.0 4782.0 ... 9882.22 4764.0 4784.0 TA
204 TA603 20250903 4778.0 4790.0 ... 73.98 4774.0 4800.0 TA
205 TA604 20250903 0.0 0.0 ... 0.00 4766.0 4800.0 TA
206 TA605 20250903 4796.0 4818.0 ... 29007.42 4796.0 4818.0 TA
207 TA606 20250903 4794.0 4794.0 ... 2.40 4794.0 4816.0 TA
208 TA607 20250903 0.0 0.0 ... 0.00 4804.0 4822.0 TA
209 TA608 20250903 4836.0 4836.0 ... 7.22 4816.0 4834.0 TA
210 UR509 20250903 1680.0 1689.0 ... 671.45 1670.0 1676.0 UR
211 UR510 20250903 1704.0 1712.0 ... 9208.05 1692.0 1699.0 UR
212 UR511 20250903 1746.0 1757.0 ... 60221.27 1731.0 1740.0 UR
213 UR512 20250903 1746.0 1760.0 ... 18558.95 1734.0 1742.0 UR
214 UR601 20250903 1752.0 1764.0 ... 992533.96 1737.0 1747.0 UR
215 UR602 20250903 1747.0 1762.0 ... 2209.72 1734.0 1744.0 UR
216 UR603 20250903 1788.0 1799.0 ... 1121.45 1769.0 1788.0 UR
217 UR604 20250903 1794.0 1794.0 ... 685.57 1767.0 1794.0 UR
218 UR605 20250903 1794.0 1796.0 ... 41997.19 1776.0 1788.0 UR
219 UR606 20250903 1790.0 1790.0 ... 289.36 1764.0 1783.0 UR
220 UR607 20250903 1800.0 1805.0 ... 730.42 1782.0 1797.0 UR
221 UR608 20250903 1798.0 1798.0 ... 107.16 1786.0 1796.0 UR
222 WH509 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:15,820 - future_1d - INFO - ak.get_czce_daily('2025-09-03') done
symbol date open high ... turnover settle pre_settle variety
0 SC2510 20250903 487.7 496 ... 4469747.35 491.8 489.8 SC
1 SC2511 20250903 489.7 497 ... 964394.13 493.2 491.2 SC
2 SC2512 20250903 490.1 496 ... 337441.79 492.4 490.4 SC
3 SC2601 20250903 487.9 494.6 ... 46836.36 491.4 489.2 SC
4 SC2602 20250903 485.6 492.4 ... 9452.85 489.7 488.5 SC
5 SC2603 20250903 484.7 491 ... 2537.43 487.9 486.1 SC
6 SC2604 20250903 484 488.7 ... 3212.62 486.7 484.6 SC
7 SC2605 20250903 482.6 485.7 ... 241.98 483.9 483.4 SC
8 SC2606 20250903 481.3 487.8 ... 3443.57 485 482.1 SC
9 SC2607 20250903 480.6 485.6 ... 386.44 483 482.2 SC
10 SC2608 20250903 482.8 482.8 ... 48.28 482.8 476.6 SC
11 SC2609 20250903 482.3 483.5 ... 481.53 481.5 480.2 SC
12 SC2612 20250903 481 481 ... 48.1 481 477 SC
13 SC2703 20250903 477.7 477.7 ... 47.77 477.7 475.9 SC
14 SC2706 20250903 479.4 479.4 ... 47.94 479.4 475 SC
15 SC2709 20250903 477.3 477.3 ... 142.86 476.2 471.3 SC
16 SC2712 20250903 475.5 480.1 ... 429.12 476.8 476.4 SC
17 SC2803 20250903 ... 0 471.4 471.4 SC
18 SC2806 20250903 471 476 ... 943.59 471.7 471 SC
19 SC2809 20250903 ... 0 472 472.7 SC
21 LU2510 20250903 3552 3552 ... 15119.403 3505 3524 LU
22 LU2511 20250903 3534 3558 ... 379454.115 3525 3542 LU
23 LU2512 20250903 3522 3541 ... 140663.075 3514 3528 LU
24 LU2601 20250903 3500 3527 ... 39892.331 3501 3508 LU
25 LU2602 20250903 3470 3500 ... 2970.161 3482 3479 LU
26 LU2603 20250903 3458 3488 ... 69.326 3466 3465 LU
27 LU2604 20250903 ... 0 3468 3468 LU
28 LU2605 20250903 3532 3532 ... 31.176 3464 3454 LU
29 LU2606 20250903 3466 3466 ... 6.929 3464 3453 LU
30 LU2607 20250903 3432 3468 ... 48.31 3450 3448 LU
31 LU2608 20250903 3506 3506 ... 34.448 3444 3448 LU
32 LU2609 20250903 3410 3441 ... 6.851 3425 3426 LU
34 NR2509 20250903 12720 12720 ... 507.95 12695 12665 NR
35 NR2510 20250903 12720 12840 ... 742121.195 12765 12745 NR
36 NR2511 20250903 12750 12890 ... 530131.465 12815 12790 NR
37 NR2512 20250903 12860 12915 ... 65958.375 12845 12830 NR
38 NR2601 20250903 12835 12945 ... 128929.585 12885 12860 NR
39 NR2602 20250903 12835 12940 ... 7862.775 12885 12830 NR
40 NR2603 20250903 12865 12925 ... 617.24 12855 12830 NR
41 NR2604 20250903 12900 12900 ... 115.9 12875 12815 NR
42 NR2605 20250903 12905 12940 ... 129.2 12920 12855 NR
43 NR2606 20250903 ... 0 12870 12870 NR
44 NR2607 20250903 ... 0 12890 12905 NR
45 NR2608 20250903 ... 0 12925 12925 NR
47 BC2509 20250903 ... 0 70130 70130 BC
48 BC2510 20250903 70590 71750 ... 226601.87 71240 70840 BC
49 BC2511 20250903 70590 71710 ... 19357 71160 70760 BC
50 BC2512 20250903 71460 71460 ... 35.73 71460 70740 BC
51 BC2601 20250903 ... 0 70590 70590 BC
52 BC2602 20250903 ... 0 70700 70400 BC
53 BC2603 20250903 ... 0 71400 71400 BC
54 BC2604 20250903 ... 0 70710 70370 BC
55 BC2605 20250903 ... 0 70710 70370 BC
56 BC2606 20250903 ... 0 70700 70210 BC
57 BC2607 20250903 ... 0 70600 70200 BC
58 BC2608 20250903 ... 0 70440 70200 BC
60 EC2510 20250903 1319.4 1340.5 ... 168901.99 1324.2 1364.5 EC
61 EC2512 20250903 1701 1727.5 ... 98794.343 1704 1755.1 EC
62 EC2602 20250903 1554 1558 ... 17524.6935 1536.5 1571.7 EC
63 EC2604 20250903 1246.9 1258.8 ... 6249.7615 1243.7 1273.6 EC
64 EC2606 20250903 1423 1450.6 ... 753.842 1435.8 1472.3 EC
65 EC2608 20250903 1592 1610.7 ... 304.2875 1601.5 1648.1 EC
68 SC_TAS2510 20250903 0.1 0.1 ... SC_TAS
69 SC_TAS2511 20250903 ... SC_TAS
70 SC_TAS2512 20250903 ... SC_TAS
71 SC_TAS2601 20250903 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:15,951 - future_1d - INFO - ak.get_ine_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 PS2509 20250903 52390.0 ... 52410.0 52035.0 PS
1 PS2510 20250903 52500.0 ... 52075.0 52120.0 PS
2 PS2511 20250903 52000.0 ... 51910.0 51985.0 PS
3 PS2512 20250903 54500.0 ... 54185.0 54245.0 PS
4 PS2601 20250903 54450.0 ... 54185.0 54225.0 PS
5 PS2602 20250903 54530.0 ... 54370.0 54385.0 PS
6 PS2603 20250903 54625.0 ... 54535.0 54640.0 PS
7 PS2604 20250903 54690.0 ... 54575.0 54715.0 PS
8 PS2605 20250903 54515.0 ... 54415.0 54555.0 PS
9 PS2606 20250903 56600.0 ... 56645.0 56825.0 PS
10 PS2607 20250903 56785.0 ... 56720.0 56985.0 PS
11 PS2608 20250903 56790.0 ... 56870.0 57000.0 PS
13 SI2509 20250903 0.0 ... 8485.0 8495.0 SI
14 SI2510 20250903 8505.0 ... 8490.0 8505.0 SI
15 SI2511 20250903 8520.0 ... 8505.0 8515.0 SI
16 SI2512 20250903 8910.0 ... 8870.0 8880.0 SI
17 SI2601 20250903 8880.0 ... 8865.0 8885.0 SI
18 SI2602 20250903 8840.0 ... 8855.0 8815.0 SI
19 SI2603 20250903 8950.0 ... 8910.0 8900.0 SI
20 SI2604 20250903 0.0 ... 8895.0 8895.0 SI
21 SI2605 20250903 8910.0 ... 8920.0 8930.0 SI
22 SI2606 20250903 8990.0 ... 8930.0 8925.0 SI
23 SI2607 20250903 9045.0 ... 8935.0 8960.0 SI
24 SI2608 20250903 8910.0 ... 8935.0 8980.0 SI
27 LC2509 20250903 72780.0 ... 73200.0 74980.0 LC
28 LC2510 20250903 72980.0 ... 72700.0 74160.0 LC
29 LC2511 20250903 72860.0 ... 72660.0 74180.0 LC
30 LC2512 20250903 73000.0 ... 72780.0 73940.0 LC
31 LC2601 20250903 73360.0 ... 72720.0 73920.0 LC
32 LC2602 20250903 72500.0 ... 72580.0 73420.0 LC
33 LC2603 20250903 72360.0 ... 72420.0 73420.0 LC
34 LC2604 20250903 72400.0 ... 72780.0 73660.0 LC
35 LC2605 20250903 72160.0 ... 72520.0 73420.0 LC
36 LC2606 20250903 72220.0 ... 72340.0 73280.0 LC
37 LC2607 20250903 72040.0 ... 72260.0 73260.0 LC
38 LC2608 20250903 72180.0 ... 72560.0 73420.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:16,091 - future_1d - INFO - ak.get_gfex_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 IC2509 20250903 6928.000 ... 6812.000 6878.000 IC
1 IC2510 20250903 6896.600 ... 6754.000 6828.000 IC
2 IC2512 20250903 6772.000 ... 6646.600 6726.200 IC
3 IC2603 20250903 6630.000 ... 6497.200 6582.800 IC
4 IF2509 20250903 4501.400 ... 4432.800 4472.800 IF
5 IF2510 20250903 4497.600 ... 4426.800 4466.600 IF
6 IF2512 20250903 4471.400 ... 4404.000 4452.200 IF
7 IF2603 20250903 4461.000 ... 4381.400 4432.000 IF
8 IH2509 20250903 3000.000 ... 2944.200 2987.600 IH
9 IH2510 20250903 2995.000 ... 2943.600 2986.600 IH
10 IH2512 20250903 2995.000 ... 2943.800 2985.400 IH
11 IH2603 20250903 2998.000 ... 2946.000 2985.200 IH
12 IM2509 20250903 7283.200 ... 7161.400 7230.800 IM
13 IM2510 20250903 7241.000 ... 7095.600 7174.600 IM
14 IM2512 20250903 7089.400 ... 6960.800 7037.000 IM
15 IM2603 20250903 6925.000 ... 6778.600 6860.600 IM
16 T2509 20250903 108.230 ... 108.285 108.130 T
17 T2512 20250903 108.015 ... 108.120 107.930 T
18 T2603 20250903 107.720 ... 107.855 107.680 T
19 TF2509 20250903 105.700 ... 105.795 105.700 TF
20 TF2512 20250903 105.585 ... 105.690 105.550 TF
21 TF2603 20250903 105.510 ... 105.590 105.465 TF
22 TL2509 20250903 117.170 ... 117.230 117.150 TL
23 TL2512 20250903 116.850 ... 117.030 116.610 TL
24 TL2603 20250903 116.540 ... 116.640 116.280 TL
25 TS2509 20250903 102.352 ... 102.368 102.350 TS
26 TS2512 20250903 102.420 ... 102.440 102.410 TS
27 TS2603 20250903 102.374 ... 102.394 102.360 TS
[28 rows x 12 columns]
2025-09-09 18:26:16,270 - future_1d - INFO - ak.get_cffex_daily('2025-09-03') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250903 ... 80270 79840 CU
1 1 CU2510 20250903 ... 80180 79780 CU
2 2 CU2511 20250903 ... 80170 79750 CU
3 3 CU2512 20250903 ... 80130 79670 CU
4 4 CU2601 20250903 ... 80010 79660 CU
5 5 CU2602 20250903 ... 80030 79670 CU
6 6 CU2603 20250903 ... 80050 79670 CU
7 7 CU2604 20250903 ... 80000 79670 CU
8 8 CU2605 20250903 ... 79840 79680 CU
9 9 CU2606 20250903 ... 80070 79740 CU
10 10 CU2607 20250903 ... 80050 79670 CU
11 11 CU2608 20250903 ... 80070 79760 CU
12 12 BC2509 20250903 ... 70130 70130 BC
13 13 BC2510 20250903 ... 71240 70840 BC
14 14 BC2511 20250903 ... 71160 70760 BC
15 15 BC2512 20250903 ... 71460 70740 BC
16 16 BC2601 20250903 ... 70590 70590 BC
17 17 BC2602 20250903 ... 70700 70400 BC
18 18 BC2603 20250903 ... 71400 71400 BC
19 19 BC2604 20250903 ... 70710 70370 BC
20 20 BC2605 20250903 ... 70710 70370 BC
21 21 BC2606 20250903 ... 70700 70210 BC
22 22 BC2607 20250903 ... 70600 70200 BC
23 23 BC2608 20250903 ... 70440 70200 BC
24 24 AL2509 20250903 ... 20755 20730 AL
25 25 AL2510 20250903 ... 20765 20715 AL
26 26 AL2511 20250903 ... 20755 20705 AL
27 27 AL2512 20250903 ... 20740 20685 AL
28 28 AL2601 20250903 ... 20735 20675 AL
29 29 AL2602 20250903 ... 20725 20675 AL
30 30 AL2603 20250903 ... 20735 20710 AL
31 31 AL2604 20250903 ... 20775 20730 AL
32 32 AL2605 20250903 ... 20795 20760 AL
33 33 AL2606 20250903 ... 20830 20775 AL
34 34 AL2607 20250903 ... 20805 20775 AL
35 35 AL2608 20250903 ... 20820 20765 AL
36 36 ZN2509 20250903 ... 22275 22235 ZN
37 37 ZN2510 20250903 ... 22305 22265 ZN
38 38 ZN2511 20250903 ... 22300 22250 ZN
39 39 ZN2512 20250903 ... 22305 22255 ZN
40 40 ZN2601 20250903 ... 22310 22260 ZN
41 41 ZN2602 20250903 ... 22290 22270 ZN
42 42 ZN2603 20250903 ... 22350 22290 ZN
43 43 ZN2604 20250903 ... 22365 22315 ZN
44 44 ZN2605 20250903 ... 22390 22360 ZN
45 45 ZN2606 20250903 ... 22405 22345 ZN
46 46 ZN2607 20250903 ... 22380 22375 ZN
47 47 ZN2608 20250903 ... 22400 22350 ZN
48 48 PB2509 20250903 ... 16820 16820 PB
49 49 PB2510 20250903 ... 16870 16875 PB
50 50 PB2511 20250903 ... 16885 16885 PB
51 51 PB2512 20250903 ... 16895 16905 PB
52 52 PB2601 20250903 ... 16910 16910 PB
53 53 PB2602 20250903 ... 16910 16910 PB
54 54 PB2603 20250903 ... 16960 16960 PB
55 55 PB2604 20250903 ... 17005 17000 PB
56 56 PB2605 20250903 ... 17010 17030 PB
57 57 PB2606 20250903 ... 17040 17040 PB
58 58 PB2607 20250903 ... 17090 17090 PB
59 59 PB2608 20250903 ... 17100 17150 PB
60 60 NI2509 20250903 ... 121290 122760 NI
61 61 NI2510 20250903 ... 121500 123150 NI
62 62 NI2511 20250903 ... 121630 123250 NI
63 63 NI2512 20250903 ... 121830 123380 NI
64 64 NI2601 20250903 ... 122050 123590 NI
65 65 NI2602 20250903 ... 122320 123790 NI
66 66 NI2603 20250903 ... 122600 124280 NI
67 67 NI2604 20250903 ... 122900 124390 NI
68 68 NI2605 20250903 ... 123070 124610 NI
69 69 NI2606 20250903 ... 123320 124960 NI
70 70 NI2607 20250903 ... 123440 124970 NI
71 71 NI2608 20250903 ... 124040 125230 NI
72 72 SN2509 20250903 ... 272650 273850 SN
73 73 SN2510 20250903 ... 273110 274360 SN
74 74 SN2511 20250903 ... 273310 274560 SN
75 75 SN2512 20250903 ... 273250 274460 SN
76 76 SN2601 20250903 ... 273230 274300 SN
77 77 SN2602 20250903 ... 273190 274250 SN
78 78 SN2603 20250903 ... 273880 274600 SN
79 79 SN2604 20250903 ... 274470 274500 SN
80 80 SN2605 20250903 ... 273540 274770 SN
81 81 SN2606 20250903 ... 273820 274980 SN
82 82 SN2607 20250903 ... 274280 274280 SN
83 83 SN2608 20250903 ... 274450 275480 SN
84 84 AO2509 20250903 ... 2987 2990 AO
85 85 AO2510 20250903 ... 3005 3007 AO
86 86 AO2511 20250903 ... 3009 3010 AO
87 87 AO2512 20250903 ... 3018 3014 AO
88 88 AO2601 20250903 ... 3024 3018 AO
89 89 AO2602 20250903 ... 3016 3014 AO
90 90 AO2603 20250903 ... 3024 3021 AO
91 91 AO2604 20250903 ... 3038 3028 AO
92 92 AO2605 20250903 ... 3040 3036 AO
93 93 AO2606 20250903 ... 3044 3043 AO
94 94 AO2607 20250903 ... 3047 3043 AO
95 95 AO2608 20250903 ... 3033 3047 AO
96 96 AD2511 20250903 ... 20330 20330 AD
97 97 AD2512 20250903 ... 20325 20325 AD
98 98 AD2601 20250903 ... 20290 20340 AD
99 99 AD2602 20250903 ... 20340 20235 AD
100 100 AD2603 20250903 ... 20290 20220 AD
101 101 AD2604 20250903 ... 20235 19975 AD
102 102 AD2605 20250903 ... 20145 20040 AD
103 103 AD2606 20250903 ... 20110 19935 AD
104 104 AD2607 20250903 ... 19925 19925 AD
105 105 AD2608 20250903 ... 20170 20170 AD
106 106 AU2509 20250903 ... 811.66 805.4 AU
107 107 AU2510 20250903 ... 810.36 804.32 AU
108 108 AU2511 20250903 ... 810.42 805.6 AU
109 109 AU2512 20250903 ... 812.8 806.58 AU
110 110 AU2602 20250903 ... 814.72 808.94 AU
111 111 AU2604 20250903 ... 816.68 810.72 AU
112 112 AU2606 20250903 ... 819.38 813.08 AU
113 113 AU2608 20250903 ... 821.24 816.12 AU
114 114 AG2509 20250903 ... 9791 9825 AG
115 115 AG2510 20250903 ... 9787 9835 AG
116 116 AG2511 20250903 ... 9783 9850 AG
117 117 AG2512 20250903 ... 9809 9862 AG
118 118 AG2601 20250903 ... 9814 9870 AG
119 119 AG2602 20250903 ... 9828 9877 AG
120 120 AG2603 20250903 ... 9840 9895 AG
121 121 AG2604 20250903 ... 9849 9909 AG
122 122 AG2605 20250903 ... 9861 9917 AG
123 123 AG2606 20250903 ... 9880 9931 AG
124 124 AG2607 20250903 ... 9915 9937 AG
125 125 AG2608 20250903 ... 9909 9960 AG
126 126 RB2509 20250903 ... 2962 2975 RB
127 127 RB2510 20250903 ... 3047 3044 RB
128 128 RB2511 20250903 ... 3059 3058 RB
129 129 RB2512 20250903 ... 3100 3097 RB
130 130 RB2601 20250903 ... 3119 3116 RB
131 131 RB2602 20250903 ... 3118 3112 RB
132 132 RB2603 20250903 ... 3125 3125 RB
133 133 RB2604 20250903 ... 3158 3150 RB
134 134 RB2605 20250903 ... 3168 3168 RB
135 135 RB2606 20250903 ... 3188 3184 RB
136 136 RB2607 20250903 ... 3205 3195 RB
137 137 RB2608 20250903 ... 3204 3200 RB
138 138 WR2509 20250903 ... 3342 3342 WR
139 139 WR2510 20250903 ... 3258 3265 WR
140 140 WR2511 20250903 ... 3311 3282 WR
141 141 WR2512 20250903 ... 3350 3403 WR
142 142 WR2601 20250903 ... 3355 3355 WR
143 143 WR2602 20250903 ... 3335 3365 WR
144 144 WR2603 20250903 ... 3438 3438 WR
145 145 WR2604 20250903 ... 3400 3400 WR
146 146 WR2605 20250903 ... 3429 3429 WR
147 147 WR2606 20250903 ... 3375 3375 WR
148 148 WR2607 20250903 ... 3387 3417 WR
149 149 WR2608 20250903 ... 3320 3350 WR
150 150 HC2509 20250903 ... 3356 3364 HC
151 151 HC2510 20250903 ... 3316 3316 HC
152 152 HC2511 20250903 ... 3312 3314 HC
153 153 HC2512 20250903 ... 3300 3312 HC
154 154 HC2601 20250903 ... 3305 3302 HC
155 155 HC2602 20250903 ... 3310 3305 HC
156 156 HC2603 20250903 ... 3309 3306 HC
157 157 HC2604 20250903 ... 3311 3311 HC
158 158 HC2605 20250903 ... 3316 3314 HC
159 159 HC2606 20250903 ... 3319 3319 HC
160 160 HC2607 20250903 ... 3331 3317 HC
161 161 HC2608 20250903 ... 3335 3330 HC
162 162 SS2509 20250903 ... 12835 12925 SS
163 163 SS2510 20250903 ... 12930 12985 SS
164 164 SS2511 20250903 ... 13000 13045 SS
165 165 SS2512 20250903 ... 13045 13085 SS
166 166 SS2601 20250903 ... 13110 13140 SS
167 167 SS2602 20250903 ... 13145 13160 SS
168 168 SS2603 20250903 ... 13210 13250 SS
169 169 SS2604 20250903 ... 13300 13320 SS
170 170 SS2605 20250903 ... 13335 13385 SS
171 171 SS2606 20250903 ... 13425 13435 SS
172 172 SS2607 20250903 ... 13455 13500 SS
173 173 SS2608 20250903 ... 13480 13560 SS
174 174 SC2510 20250903 ... 491.8 489.8 SC
175 175 SC2511 20250903 ... 493.2 491.2 SC
176 176 SC2512 20250903 ... 492.4 490.4 SC
177 177 SC2601 20250903 ... 491.4 489.2 SC
178 178 SC2602 20250903 ... 489.7 488.5 SC
179 179 SC2603 20250903 ... 487.9 486.1 SC
180 180 SC2604 20250903 ... 486.7 484.6 SC
181 181 SC2605 20250903 ... 483.9 483.4 SC
182 182 SC2606 20250903 ... 485 482.1 SC
183 183 SC2607 20250903 ... 483 482.2 SC
184 184 SC2608 20250903 ... 482.8 476.6 SC
185 185 SC2609 20250903 ... 481.5 480.2 SC
186 186 SC2612 20250903 ... 481 477 SC
187 187 SC2703 20250903 ... 477.7 475.9 SC
188 188 SC2706 20250903 ... 479.4 475 SC
189 189 SC2709 20250903 ... 476.2 471.3 SC
190 190 SC2712 20250903 ... 476.8 476.4 SC
191 191 SC2803 20250903 ... 471.4 471.4 SC
192 192 SC2806 20250903 ... 471.7 471 SC
193 193 SC2809 20250903 ... 472 472.7 SC
194 194 LU2510 20250903 ... 3505 3524 LU
195 195 LU2511 20250903 ... 3525 3542 LU
196 196 LU2512 20250903 ... 3514 3528 LU
197 197 LU2601 20250903 ... 3501 3508 LU
198 198 LU2602 20250903 ... 3482 3479 LU
199 199 LU2603 20250903 ... 3466 3465 LU
200 200 LU2604 20250903 ... 3468 3468 LU
201 201 LU2605 20250903 ... 3464 3454 LU
202 202 LU2606 20250903 ... 3464 3453 LU
203 203 LU2607 20250903 ... 3450 3448 LU
204 204 LU2608 20250903 ... 3444 3448 LU
205 205 LU2609 20250903 ... 3425 3426 LU
206 206 FU2510 20250903 ... 2832 2847 FU
207 207 FU2511 20250903 ... 2842 2856 FU
208 208 FU2512 20250903 ... 2835 2848 FU
209 209 FU2601 20250903 ... 2828 2841 FU
210 210 FU2602 20250903 ... 2820 2828 FU
211 211 FU2603 20250903 ... 2802 2815 FU
212 212 FU2604 20250903 ... 2796 2809 FU
213 213 FU2605 20250903 ... 2787 2803 FU
214 214 FU2606 20250903 ... 2776 2789 FU
215 215 FU2607 20250903 ... 2762 2773 FU
216 216 FU2608 20250903 ... 2755 2765 FU
217 217 FU2609 20250903 ... 2733 2744 FU
218 218 BU2509 20250903 ... 3533 3550 BU
219 219 BU2510 20250903 ... 3544 3563 BU
220 220 BU2511 20250903 ... 3538 3551 BU
221 221 BU2512 20250903 ... 3487 3492 BU
222 222 BU2601 20250903 ... 3456 3461 BU
223 223 BU2602 20250903 ... 3459 3464 BU
224 224 BU2603 20250903 ... 3455 3461 BU
225 225 BU2604 20250903 ... 3467 3467 BU
226 226 BU2605 20250903 ... 3457 3465 BU
227 227 BU2606 20250903 ... 3449 3463 BU
228 228 BU2607 20250903 ... 3445 3447 BU
229 229 BU2608 20250903 ... 3439 3439 BU
230 230 BU2609 20250903 ... 3416 3426 BU
231 231 BU2612 20250903 ... 3359 3367 BU
232 232 BU2703 20250903 ... 3371 3371 BU
233 233 BU2706 20250903 ... 3360 3373 BU
234 234 BR2509 20250903 ... 11920 11920 BR
235 235 BR2510 20250903 ... 11905 11895 BR
236 236 BR2511 20250903 ... 11890 11880 BR
237 237 BR2512 20250903 ... 11885 11870 BR
238 238 BR2601 20250903 ... 11885 11865 BR
239 239 BR2602 20250903 ... 11960 11905 BR
240 240 BR2603 20250903 ... 11975 11920 BR
241 241 BR2604 20250903 ... 12015 11915 BR
242 242 BR2605 20250903 ... 12015 11925 BR
243 243 BR2606 20250903 ... 12010 11960 BR
244 244 BR2607 20250903 ... 12110 12015 BR
245 245 BR2608 20250903 ... 12135 12135 BR
246 246 RU2509 20250903 ... 14990 14975 RU
247 247 RU2510 20250903 ... 15005 15025 RU
248 248 RU2511 20250903 ... 14960 14960 RU
249 249 RU2601 20250903 ... 15935 15945 RU
250 250 RU2603 20250903 ... 15960 15970 RU
251 251 RU2604 20250903 ... 15950 16025 RU
252 252 RU2605 20250903 ... 16025 16045 RU
253 253 RU2606 20250903 ... 16060 16065 RU
254 254 RU2607 20250903 ... 16120 16120 RU
255 255 RU2608 20250903 ... 16040 16035 RU
256 256 NR2509 20250903 ... 12695 12665 NR
257 257 NR2510 20250903 ... 12765 12745 NR
258 258 NR2511 20250903 ... 12815 12790 NR
259 259 NR2512 20250903 ... 12845 12830 NR
260 260 NR2601 20250903 ... 12885 12860 NR
261 261 NR2602 20250903 ... 12885 12830 NR
262 262 NR2603 20250903 ... 12855 12830 NR
263 263 NR2604 20250903 ... 12875 12815 NR
264 264 NR2605 20250903 ... 12920 12855 NR
265 265 NR2606 20250903 ... 12870 12870 NR
266 266 NR2607 20250903 ... 12890 12905 NR
267 267 NR2608 20250903 ... 12925 12925 NR
268 268 SP2509 20250903 ... 5008 4992 SP
269 269 SP2510 20250903 ... 5034 5012 SP
270 270 SP2511 20250903 ... 5062 5042 SP
271 271 SP2512 20250903 ... 5078 5058 SP
272 272 SP2601 20250903 ... 5340 5340 SP
273 273 SP2602 20250903 ... 5326 5332 SP
274 274 SP2603 20250903 ... 5334 5352 SP
275 275 SP2604 20250903 ... 5342 5362 SP
276 276 SP2605 20250903 ... 5348 5362 SP
277 277 SP2606 20250903 ... 5358 5358 SP
278 278 SP2607 20250903 ... 5354 5378 SP
279 279 SP2608 20250903 ... 5378 5372 SP
280 280 EC2510 20250903 ... 1324.2 1364.5 EC
281 281 EC2512 20250903 ... 1704 1755.1 EC
282 282 EC2602 20250903 ... 1536.5 1571.7 EC
283 283 EC2604 20250903 ... 1243.7 1273.6 EC
284 284 EC2606 20250903 ... 1435.8 1472.3 EC
285 285 EC2608 20250903 ... 1601.5 1648.1 EC
286 288 SC_TAS2510 20250903 ... SC_TAS
287 289 SC_TAS2511 20250903 ... SC_TAS
288 290 SC_TAS2512 20250903 ... SC_TAS
289 291 SC_TAS2601 20250903 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:16,378 - future_1d - INFO - ak.get_shfe_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 a2509 20250903 4107.00 ... 4087.00 4122.00 A
1 a2511 20250903 3962.00 ... 3964.00 3969.00 A
2 a2601 20250903 3960.00 ... 3961.00 3966.00 A
3 a2603 20250903 3964.00 ... 3963.00 3967.00 A
4 a2605 20250903 4010.00 ... 4009.00 4013.00 A
5 a2607 20250903 4010.00 ... 4012.00 4018.00 A
6 b2509 20250903 0.00 ... 3695.00 3695.00 B
7 b2510 20250903 3675.00 ... 3694.00 3695.00 B
8 b2511 20250903 3712.00 ... 3730.00 3734.00 B
9 b2512 20250903 3751.00 ... 3763.00 3768.00 B
10 b2601 20250903 3748.00 ... 3762.00 3771.00 B
11 b2602 20250903 3727.00 ... 3747.00 3748.00 B
12 b2603 20250903 3681.00 ... 3699.00 3703.00 B
13 b2604 20250903 3592.00 ... 3599.00 3605.00 B
14 b2605 20250903 3517.00 ... 3526.00 3533.00 B
15 b2606 20250903 3505.00 ... 3516.00 3516.00 B
16 b2607 20250903 3513.00 ... 3523.00 3521.00 B
17 b2608 20250903 3600.00 ... 3599.00 3614.00 B
18 bb2509 20250903 0.00 ... 136.00 136.00 BB
19 bb2511 20250903 143.70 ... 143.85 144.00 BB
20 bb2601 20250903 146.95 ... 147.15 147.25 BB
21 bb2603 20250903 0.00 ... 146.40 146.40 BB
22 bb2605 20250903 0.00 ... 140.75 140.80 BB
23 bb2607 20250903 0.00 ... 146.50 146.55 BB
24 bz2603 20250903 5950.00 ... 5993.00 5966.00 BZ
25 bz2604 20250903 5966.00 ... 5973.00 5955.00 BZ
26 bz2605 20250903 5981.00 ... 5998.00 5978.00 BZ
27 bz2606 20250903 0.00 ... 5935.00 5935.00 BZ
28 bz2607 20250903 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250903 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250903 2255.00 ... 2257.00 2265.00 C
31 c2511 20250903 2200.00 ... 2197.00 2206.00 C
32 c2601 20250903 2183.00 ... 2183.00 2190.00 C
33 c2603 20250903 2199.00 ... 2197.00 2207.00 C
34 c2605 20250903 2249.00 ... 2246.00 2256.00 C
35 c2607 20250903 2259.00 ... 2257.00 2267.00 C
36 cs2509 20250903 2466.00 ... 2465.00 2487.00 CS
37 cs2511 20250903 2506.00 ... 2498.00 2515.00 CS
38 cs2601 20250903 2535.00 ... 2525.00 2545.00 CS
39 cs2603 20250903 2542.00 ... 2533.00 2551.00 CS
40 cs2605 20250903 2612.00 ... 2603.00 2617.00 CS
41 cs2607 20250903 2615.00 ... 2603.00 2620.00 CS
42 eb2509 20250903 6866.00 ... 6915.00 6907.00 EB
43 eb2510 20250903 6936.00 ... 7002.00 6968.00 EB
44 eb2511 20250903 6953.00 ... 7027.00 6995.00 EB
45 eb2512 20250903 6988.00 ... 7054.00 7028.00 EB
46 eb2601 20250903 7055.00 ... 7092.00 7068.00 EB
47 eb2602 20250903 7061.00 ... 7117.00 7092.00 EB
48 eb2603 20250903 7118.00 ... 7157.00 7115.00 EB
49 eb2604 20250903 7133.00 ... 7166.00 7151.00 EB
50 eb2605 20250903 7147.00 ... 7178.00 7172.00 EB
51 eb2606 20250903 7200.00 ... 7200.00 7197.00 EB
52 eb2607 20250903 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250903 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250903 4338.00 ... 4376.00 4382.00 EG
55 eg2510 20250903 4321.00 ... 4342.00 4371.00 EG
56 eg2511 20250903 4311.00 ... 4332.00 4369.00 EG
57 eg2512 20250903 4346.00 ... 4340.00 4371.00 EG
58 eg2601 20250903 4345.00 ... 4345.00 4382.00 EG
59 eg2602 20250903 4351.00 ... 4352.00 4393.00 EG
60 eg2603 20250903 4359.00 ... 4358.00 4381.00 EG
61 eg2604 20250903 4379.00 ... 4374.00 4407.00 EG
62 eg2605 20250903 4389.00 ... 4381.00 4412.00 EG
63 eg2606 20250903 4376.00 ... 4401.00 4407.00 EG
64 eg2607 20250903 4416.00 ... 4447.00 4441.00 EG
65 eg2608 20250903 0.00 ... 4402.00 4483.00 EG
66 fb2509 20250903 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250903 1277.00 ... 1282.50 1276.50 FB
68 fb2511 20250903 1279.00 ... 1270.50 1272.50 FB
69 fb2512 20250903 1268.00 ... 1268.50 1266.00 FB
70 fb2601 20250903 1260.00 ... 1265.00 1260.50 FB
71 fb2602 20250903 1257.00 ... 1257.00 1250.50 FB
72 fb2603 20250903 1263.50 ... 1258.00 1253.50 FB
73 fb2604 20250903 1257.50 ... 1259.00 1268.50 FB
74 fb2605 20250903 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250903 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250903 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250903 0.00 ... 1302.50 1302.50 FB
78 i2509 20250903 802.00 ... 813.50 798.00 I
79 i2510 20250903 790.00 ... 797.50 791.00 I
80 i2511 20250903 787.50 ... 793.00 786.50 I
81 i2512 20250903 782.50 ... 787.00 781.00 I
82 i2601 20250903 773.00 ... 778.50 771.50 I
83 i2602 20250903 769.00 ... 773.00 766.50 I
84 i2603 20250903 761.50 ... 767.50 761.50 I
85 i2604 20250903 761.00 ... 763.00 756.50 I
86 i2605 20250903 750.00 ... 755.50 749.00 I
87 i2606 20250903 748.00 ... 750.50 745.00 I
88 i2607 20250903 744.50 ... 747.00 740.50 I
89 i2608 20250903 739.50 ... 743.00 737.00 I
90 j2509 20250903 1489.00 ... 1481.00 1494.50 J
91 j2510 20250903 1522.50 ... 1510.50 1515.50 J
92 j2511 20250903 1557.00 ... 1543.50 1547.00 J
93 j2512 20250903 1582.00 ... 1580.50 1582.50 J
94 j2601 20250903 1597.00 ... 1603.50 1603.50 J
95 j2602 20250903 1617.50 ... 1617.50 1625.00 J
96 j2603 20250903 1648.00 ... 1648.00 1642.50 J
97 j2604 20250903 1680.00 ... 1675.00 1683.00 J
98 j2605 20250903 1681.00 ... 1695.50 1699.00 J
99 j2606 20250903 0.00 ... 1716.50 1716.50 J
100 j2607 20250903 0.00 ... 1725.00 1725.00 J
101 j2608 20250903 0.00 ... 1702.00 1702.00 J
102 jd2509 20250903 2835.00 ... 2867.00 2803.00 JD
103 jd2510 20250903 2970.00 ... 2979.00 2934.00 JD
104 jd2511 20250903 3045.00 ... 3064.00 2996.00 JD
105 jd2512 20250903 3208.00 ... 3228.00 3158.00 JD
106 jd2601 20250903 3388.00 ... 3411.00 3354.00 JD
107 jd2602 20250903 3132.00 ... 3146.00 3107.00 JD
108 jd2603 20250903 3142.00 ... 3150.00 3116.00 JD
109 jd2604 20250903 3342.00 ... 3331.00 3289.00 JD
110 jd2605 20250903 3440.00 ... 3450.00 3418.00 JD
111 jd2606 20250903 3300.00 ... 3306.00 3274.00 JD
112 jd2607 20250903 3503.00 ... 3509.00 3480.00 JD
113 jd2608 20250903 3911.00 ... 3909.00 3871.00 JD
114 jm2509 20250903 950.00 ... 938.00 947.00 JM
115 jm2510 20250903 959.50 ... 965.50 970.50 JM
116 jm2511 20250903 1023.00 ... 1023.00 1029.50 JM
117 jm2512 20250903 1074.00 ... 1074.50 1081.50 JM
118 jm2601 20250903 1120.00 ... 1116.50 1120.00 JM
119 jm2602 20250903 1126.00 ... 1132.00 1137.50 JM
120 jm2603 20250903 1142.00 ... 1144.50 1150.00 JM
121 jm2604 20250903 1156.50 ... 1153.50 1159.50 JM
122 jm2605 20250903 1179.00 ... 1164.50 1168.00 JM
123 jm2606 20250903 1186.50 ... 1170.00 1179.50 JM
124 jm2607 20250903 1193.50 ... 1189.00 1191.50 JM
125 jm2608 20250903 1205.00 ... 1202.50 1200.00 JM
126 l2509 20250903 7200.00 ... 7206.00 7207.00 L
127 l2510 20250903 7230.00 ... 7245.00 7251.00 L
128 l2511 20250903 7249.00 ... 7259.00 7259.00 L
129 l2512 20250903 7253.00 ... 7262.00 7262.00 L
130 l2601 20250903 7252.00 ... 7262.00 7261.00 L
131 l2602 20250903 7245.00 ... 7253.00 7254.00 L
132 l2603 20250903 7240.00 ... 7259.00 7247.00 L
133 l2604 20250903 7264.00 ... 7278.00 7273.00 L
134 l2605 20250903 7238.00 ... 7254.00 7259.00 L
135 l2606 20250903 7267.00 ... 7251.00 7242.00 L
136 l2607 20250903 7250.00 ... 7250.00 7285.00 L
137 l2608 20250903 7295.00 ... 7295.00 7277.00 L
138 lg2509 20250903 780.50 ... 778.50 797.50 LG
139 lg2511 20250903 810.50 ... 802.50 814.00 LG
140 lg2601 20250903 825.50 ... 819.00 825.50 LG
141 lg2603 20250903 830.00 ... 824.00 829.50 LG
142 lg2605 20250903 831.00 ... 827.00 831.50 LG
143 lg2607 20250903 833.00 ... 830.00 833.50 LG
144 lh2509 20250903 13215.00 ... 13215.00 13225.00 LH
145 lh2511 20250903 13575.00 ... 13550.00 13570.00 LH
146 lh2601 20250903 13865.00 ... 13890.00 13830.00 LH
147 lh2603 20250903 13095.00 ... 13095.00 13080.00 LH
148 lh2605 20250903 13590.00 ... 13615.00 13570.00 LH
149 lh2607 20250903 14155.00 ... 14245.00 14150.00 LH
150 m2509 20250903 3003.00 ... 3015.00 3013.00 M
151 m2511 20250903 3015.00 ... 3027.00 3028.00 M
152 m2512 20250903 3055.00 ... 3071.00 3066.00 M
153 m2601 20250903 3044.00 ... 3057.00 3056.00 M
154 m2603 20250903 2976.00 ... 2991.00 2987.00 M
155 m2605 20250903 2805.00 ... 2816.00 2815.00 M
156 m2607 20250903 2797.00 ... 2804.00 2802.00 M
157 m2608 20250903 2925.00 ... 2931.00 2928.00 M
158 p2509 20250903 9372.00 ... 9396.00 9408.00 P
159 p2510 20250903 9410.00 ... 9394.00 9420.00 P
160 p2511 20250903 9390.00 ... 9382.00 9402.00 P
161 p2512 20250903 9406.00 ... 9398.00 9424.00 P
162 p2601 20250903 9420.00 ... 9410.00 9442.00 P
163 p2602 20250903 9378.00 ... 9360.00 9378.00 P
164 p2603 20250903 9332.00 ... 9314.00 9332.00 P
165 p2604 20250903 9226.00 ... 9234.00 9284.00 P
166 p2605 20250903 9176.00 ... 9176.00 9186.00 P
167 p2606 20250903 9068.00 ... 9068.00 9092.00 P
168 p2607 20250903 8966.00 ... 8976.00 8980.00 P
169 p2608 20250903 8902.00 ... 8912.00 8920.00 P
170 pg2509 20250903 3754.00 ... 3734.00 3739.00 PG
171 pg2510 20250903 4421.00 ... 4429.00 4433.00 PG
172 pg2511 20250903 4347.00 ... 4353.00 4348.00 PG
173 pg2512 20250903 4290.00 ... 4291.00 4283.00 PG
174 pg2601 20250903 4219.00 ... 4229.00 4219.00 PG
175 pg2602 20250903 4168.00 ... 4161.00 4154.00 PG
176 pg2603 20250903 4064.00 ... 4074.00 4063.00 PG
177 pg2604 20250903 4400.00 ... 4396.00 4379.00 PG
178 pg2605 20250903 4307.00 ... 4309.00 4296.00 PG
179 pg2606 20250903 4253.00 ... 4253.00 4202.00 PG
180 pg2607 20250903 4197.00 ... 4196.00 4177.00 PG
181 pg2608 20250903 4136.00 ... 4143.00 4140.00 PG
182 pp2509 20250903 6861.00 ... 6869.00 6867.00 PP
183 pp2510 20250903 6881.00 ... 6915.00 6907.00 PP
184 pp2511 20250903 6923.00 ... 6942.00 6930.00 PP
185 pp2512 20250903 6947.00 ... 6960.00 6950.00 PP
186 pp2601 20250903 6943.00 ... 6962.00 6953.00 PP
187 pp2602 20250903 6928.00 ... 6941.00 6929.00 PP
188 pp2603 20250903 6929.00 ... 6943.00 6932.00 PP
189 pp2604 20250903 6949.00 ... 6965.00 6977.00 PP
190 pp2605 20250903 6952.00 ... 6976.00 6971.00 PP
191 pp2606 20250903 6954.00 ... 6949.00 6948.00 PP
192 pp2607 20250903 6941.00 ... 6940.00 6936.00 PP
193 pp2608 20250903 6948.00 ... 6946.00 6933.00 PP
194 rr2509 20250903 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250903 3612.00 ... 3609.00 3611.00 RR
196 rr2511 20250903 3612.00 ... 3610.00 3611.00 RR
197 rr2512 20250903 3610.00 ... 3605.00 3608.00 RR
198 rr2601 20250903 3619.00 ... 3618.00 3621.00 RR
199 rr2602 20250903 3603.00 ... 3604.00 3606.00 RR
200 rr2603 20250903 3604.00 ... 3608.00 3609.00 RR
201 rr2604 20250903 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250903 3620.00 ... 3618.00 3620.00 RR
203 rr2606 20250903 3614.00 ... 3613.00 3611.00 RR
204 rr2607 20250903 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250903 0.00 ... 3625.00 3625.00 RR
206 v2509 20250903 4731.00 ... 4740.00 4732.00 V
207 v2510 20250903 4790.00 ... 4791.00 4782.00 V
208 v2511 20250903 4806.00 ... 4827.00 4818.00 V
209 v2512 20250903 4861.00 ... 4864.00 4855.00 V
210 v2601 20250903 4885.00 ... 4902.00 4892.00 V
211 v2602 20250903 4920.00 ... 4944.00 4932.00 V
212 v2603 20250903 4951.00 ... 4971.00 4964.00 V
213 v2604 20250903 5170.00 ... 5175.00 5167.00 V
214 v2605 20250903 5178.00 ... 5197.00 5189.00 V
215 v2606 20250903 5228.00 ... 5228.00 5230.00 V
216 v2607 20250903 5261.00 ... 5257.00 5259.00 V
217 v2608 20250903 5305.00 ... 5289.00 5289.00 V
218 y2509 20250903 8454.00 ... 8456.00 8410.00 Y
219 y2511 20250903 8384.00 ... 8390.00 8384.00 Y
220 y2512 20250903 8386.00 ... 8416.00 8410.00 Y
221 y2601 20250903 8350.00 ... 8368.00 8364.00 Y
222 y2603 20250903 8278.00 ... 8328.00 8314.00 Y
223 y2605 20250903 8092.00 ... 8082.00 8076.00 Y
224 y2607 20250903 8026.00 ... 8048.00 8044.00 Y
225 y2608 20250903 8050.00 ... 8058.00 8042.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:16,980 - future_1d - INFO - ak.get_dce_daily('2025-09-03') done
2025-09-09 18:26:18,731 - future_1d - INFO - save future_daily 2025-09-03 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250904 8301.0 8348.0 ... 305639.45 8302.0 8370.0 AP
1 AP511 20250904 8140.0 8185.0 ... 2187.84 8138.0 8189.0 AP
2 AP512 20250904 8135.0 8175.0 ... 284.94 8141.0 8167.0 AP
3 AP601 20250904 8199.0 8249.0 ... 209056.58 8208.0 8239.0 AP
4 AP603 20250904 8113.0 8116.0 ... 97.13 8094.0 8119.0 AP
5 AP604 20250904 8119.0 8119.0 ... 48.57 8095.0 8138.0 AP
6 AP605 20250904 8177.0 8190.0 ... 1215.20 8156.0 8201.0 AP
7 CF509 20250904 13640.0 13650.0 ... 14910.49 13590.0 13575.0 CF
8 CF511 20250904 13860.0 13960.0 ... 197694.30 13865.0 13870.0 CF
9 CF601 20250904 13995.0 14100.0 ... 1583600.06 14000.0 14025.0 CF
10 CF603 20250904 13985.0 14045.0 ... 6883.85 13975.0 13985.0 CF
11 CF605 20250904 13970.0 14030.0 ... 130528.34 13950.0 13980.0 CF
12 CF607 20250904 13975.0 14045.0 ... 510.17 13975.0 13985.0 CF
13 CJ509 20250904 10170.0 10175.0 ... 253.11 9925.0 10145.0 CJ
14 CJ512 20250904 11150.0 11165.0 ... 22101.42 10900.0 11225.0 CJ
15 CJ601 20250904 11310.0 11310.0 ... 1457565.16 11000.0 11335.0 CJ
16 CJ603 20250904 11320.0 11330.0 ... 17291.02 11065.0 11380.0 CJ
17 CJ605 20250904 11470.0 11470.0 ... 220948.79 11150.0 11465.0 CJ
18 CJ607 20250904 11565.0 11575.0 ... 4045.77 11335.0 11610.0 CJ
19 CY509 20250904 20100.0 20100.0 ... 80.40 20100.0 19625.0 CY
20 CY510 20250904 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250904 19970.0 20075.0 ... 98610.75 19990.0 19995.0 CY
22 CY512 20250904 19635.0 19635.0 ... 9.82 19635.0 19935.0 CY
23 CY601 20250904 19945.0 20060.0 ... 729.44 19985.0 20010.0 CY
24 CY602 20250904 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250904 0.0 0.0 ... 0.00 20340.0 20340.0 CY
26 CY604 20250904 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250904 20215.0 20215.0 ... 10.11 20215.0 20305.0 CY
28 CY606 20250904 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250904 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250904 0.0 0.0 ... 0.00 20245.0 20245.0 CY
31 FG509 20250904 945.0 950.0 ... 288.54 943.0 951.0 FG
32 FG510 20250904 1053.0 1063.0 ... 36204.18 1052.0 1059.0 FG
33 FG511 20250904 1047.0 1052.0 ... 166887.44 1043.0 1048.0 FG
34 FG512 20250904 1151.0 1154.0 ... 100655.42 1144.0 1149.0 FG
35 FG601 20250904 1133.0 1148.0 ... 3086576.37 1133.0 1140.0 FG
36 FG602 20250904 1185.0 1198.0 ... 30594.79 1185.0 1192.0 FG
37 FG603 20250904 1199.0 1199.0 ... 1656.02 1186.0 1195.0 FG
38 FG604 20250904 1249.0 1249.0 ... 296.54 1236.0 1245.0 FG
39 FG605 20250904 1232.0 1245.0 ... 63570.16 1233.0 1239.0 FG
40 FG606 20250904 1268.0 1277.0 ... 339.60 1267.0 1271.0 FG
41 FG607 20250904 1268.0 1270.0 ... 539.06 1259.0 1265.0 FG
42 FG608 20250904 1310.0 1310.0 ... 580.37 1301.0 1300.0 FG
43 JR509 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250904 2220.0 2230.0 ... 1489.27 2223.0 2225.0 MA
53 MA510 20250904 2281.0 2295.0 ... 19835.19 2285.0 2288.0 MA
54 MA511 20250904 2316.0 2323.0 ... 101225.43 2309.0 2317.0 MA
55 MA512 20250904 2351.0 2365.0 ... 76219.58 2352.0 2361.0 MA
56 MA601 20250904 2380.0 2391.0 ... 1027964.14 2380.0 2387.0 MA
57 MA602 20250904 2388.0 2401.0 ... 11764.02 2392.0 2398.0 MA
58 MA603 20250904 2390.0 2404.0 ... 241.75 2394.0 2402.0 MA
59 MA604 20250904 0.0 0.0 ... 0.00 2391.0 2391.0 MA
60 MA605 20250904 2376.0 2391.0 ... 87389.28 2380.0 2385.0 MA
61 MA606 20250904 2386.0 2394.0 ... 11.94 2389.0 2397.0 MA
62 MA607 20250904 2379.0 2390.0 ... 76.23 2382.0 2386.0 MA
63 MA608 20250904 2381.0 2381.0 ... 2.38 2381.0 2385.0 MA
64 OI509 20250904 9832.0 9900.0 ... 79.01 9877.0 9940.0 OI
65 OI511 20250904 9823.0 9861.0 ... 517470.08 9818.0 9863.0 OI
66 OI601 20250904 9712.0 9757.0 ... 2603780.02 9713.0 9759.0 OI
67 OI603 20250904 9653.0 9668.0 ... 6724.16 9620.0 9684.0 OI
68 OI605 20250904 9550.0 9576.0 ... 181276.78 9519.0 9584.0 OI
69 OI607 20250904 9522.0 9526.0 ... 911.57 9495.0 9547.0 OI
70 PF509 20250904 6350.0 6350.0 ... 370.53 6280.0 6350.0 PF
71 PF510 20250904 6396.0 6400.0 ... 147725.78 6358.0 6438.0 PF
72 PF511 20250904 6400.0 6402.0 ... 651491.63 6352.0 6430.0 PF
73 PF512 20250904 6388.0 6390.0 ... 270434.44 6344.0 6412.0 PF
74 PF601 20250904 6428.0 6430.0 ... 42539.55 6384.0 6460.0 PF
75 PF602 20250904 6438.0 6438.0 ... 52819.96 6404.0 6476.0 PF
76 PF603 20250904 6406.0 6408.0 ... 92.82 6402.0 6482.0 PF
77 PF604 20250904 6458.0 6458.0 ... 58.00 6446.0 6516.0 PF
78 PF605 20250904 6468.0 6482.0 ... 129.25 6462.0 6516.0 PF
79 PF606 20250904 6478.0 6518.0 ... 32.37 6474.0 6534.0 PF
80 PF607 20250904 6482.0 6530.0 ... 19.46 6488.0 6552.0 PF
81 PF608 20250904 0.0 0.0 ... 0.00 6514.0 6548.0 PF
82 PK510 20250904 7958.0 7972.0 ... 26694.65 7956.0 7966.0 PK
83 PK511 20250904 7778.0 7802.0 ... 207314.81 7780.0 7794.0 PK
84 PK512 20250904 7802.0 7802.0 ... 55859.11 7778.0 7800.0 PK
85 PK601 20250904 7840.0 7854.0 ... 26028.86 7826.0 7850.0 PK
86 PK603 20250904 7852.0 7852.0 ... 615.35 7840.0 7856.0 PK
87 PK604 20250904 7862.0 7870.0 ... 125.67 7854.0 7874.0 PK
88 PK605 20250904 7862.0 7870.0 ... 3546.88 7856.0 7870.0 PK
89 PL601 20250904 6414.0 6414.0 ... 40485.34 6378.0 6420.0 PL
90 PL602 20250904 6419.0 6419.0 ... 102.60 6413.0 6446.0 PL
91 PL603 20250904 6428.0 6429.0 ... 77.07 6423.0 6466.0 PL
92 PL604 20250904 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250904 6366.0 6385.0 ... 102.00 6375.0 6403.0 PL
94 PL606 20250904 0.0 0.0 ... 0.00 6438.0 6438.0 PL
95 PL607 20250904 0.0 0.0 ... 0.00 6448.0 6448.0 PL
96 PL608 20250904 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250904 5818.0 5818.0 ... 278.54 5804.0 5818.0 PR
104 PR510 20250904 5878.0 5878.0 ... 34129.25 5836.0 5900.0 PR
105 PR511 20250904 5884.0 5890.0 ... 894030.69 5828.0 5924.0 PR
106 PR512 20250904 5898.0 5898.0 ... 730192.02 5836.0 5932.0 PR
107 PR601 20250904 5900.0 5902.0 ... 192390.39 5844.0 5926.0 PR
108 PR602 20250904 5898.0 5900.0 ... 114.62 5878.0 5942.0 PR
109 PR603 20250904 5908.0 5912.0 ... 115.04 5900.0 5960.0 PR
110 PR604 20250904 5918.0 5922.0 ... 53.20 5912.0 5986.0 PR
111 PR605 20250904 5922.0 5954.0 ... 79.83 5914.0 5980.0 PR
112 PR606 20250904 5918.0 5982.0 ... 53.44 5938.0 5982.0 PR
113 PR607 20250904 5928.0 5968.0 ... 44.50 5934.0 5986.0 PR
114 PR608 20250904 5920.0 5920.0 ... 8.88 5920.0 5990.0 PR
115 PX509 20250904 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250904 6806.0 6808.0 ... 37873.27 6702.0 6830.0 PX
117 PX511 20250904 6790.0 6796.0 ... 893469.38 6698.0 6834.0 PX
118 PX512 20250904 6768.0 6768.0 ... 270864.91 6684.0 6814.0 PX
119 PX601 20250904 6748.0 6750.0 ... 203036.17 6670.0 6784.0 PX
120 PX602 20250904 6742.0 6742.0 ... 20414.66 6658.0 6772.0 PX
121 PX603 20250904 6660.0 6660.0 ... 6.66 6660.0 6732.0 PX
122 PX604 20250904 6668.0 6668.0 ... 3.33 6668.0 6766.0 PX
123 PX605 20250904 6710.0 6710.0 ... 726.24 6664.0 6774.0 PX
124 PX606 20250904 6656.0 6656.0 ... 6.64 6640.0 6772.0 PX
125 PX607 20250904 6648.0 6648.0 ... 3.32 6648.0 6750.0 PX
126 PX608 20250904 6652.0 6652.0 ... 3.33 6652.0 6774.0 PX
127 RI509 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250904 2588.0 2588.0 ... 1254.99 2566.0 2558.0 RM
134 RM511 20250904 2545.0 2559.0 ... 24343.21 2544.0 2551.0 RM
135 RM601 20250904 2516.0 2539.0 ... 771437.85 2524.0 2514.0 RM
136 RM603 20250904 2414.0 2431.0 ... 18022.35 2422.0 2410.0 RM
137 RM605 20250904 2403.0 2416.0 ... 148608.45 2401.0 2400.0 RM
138 RM607 20250904 2392.0 2401.0 ... 14684.87 2389.0 2388.0 RM
139 RM608 20250904 2486.0 2498.0 ... 584.36 2487.0 2478.0 RM
140 RS509 20250904 0.0 0.0 ... 0.00 4804.0 4744.0 RS
141 RS511 20250904 5084.0 5199.0 ... 118.31 5144.0 5080.0 RS
142 RS607 20250904 5479.0 5522.0 ... 77.06 5504.0 5513.0 RS
143 RS608 20250904 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250904 1148.0 1160.0 ... 1853.11 1152.0 1156.0 SA
145 SA510 20250904 1207.0 1211.0 ... 33639.95 1201.0 1206.0 SA
146 SA511 20250904 1212.0 1219.0 ... 239810.92 1206.0 1211.0 SA
147 SA512 20250904 1267.0 1274.0 ... 158323.51 1258.0 1267.0 SA
148 SA601 20250904 1276.0 1283.0 ... 2728485.96 1269.0 1277.0 SA
149 SA602 20250904 1302.0 1313.0 ... 22314.44 1302.0 1305.0 SA
150 SA603 20250904 1308.0 1318.0 ... 3770.98 1301.0 1311.0 SA
151 SA604 20250904 1343.0 1358.0 ... 2482.87 1341.0 1351.0 SA
152 SA605 20250904 1355.0 1363.0 ... 80950.38 1351.0 1356.0 SA
153 SA606 20250904 1354.0 1372.0 ... 568.46 1360.0 1365.0 SA
154 SA607 20250904 1372.0 1374.0 ... 998.69 1364.0 1369.0 SA
155 SA608 20250904 1390.0 1400.0 ... 317.12 1391.0 1394.0 SA
156 SF509 20250904 5308.0 5358.0 ... 835.17 5320.0 5350.0 SF
157 SF510 20250904 5314.0 5370.0 ... 27167.77 5330.0 5362.0 SF
158 SF511 20250904 5482.0 5536.0 ... 400681.47 5492.0 5536.0 SF
159 SF512 20250904 5432.0 5494.0 ... 54154.51 5454.0 5494.0 SF
160 SF601 20250904 5450.0 5500.0 ... 128824.71 5458.0 5498.0 SF
161 SF602 20250904 5430.0 5464.0 ... 14349.72 5426.0 5464.0 SF
162 SF603 20250904 5604.0 5626.0 ... 193.57 5612.0 5646.0 SF
163 SF604 20250904 5590.0 5634.0 ... 16.80 5598.0 5626.0 SF
164 SF605 20250904 5600.0 5634.0 ... 2653.68 5594.0 5628.0 SF
165 SF606 20250904 5544.0 5576.0 ... 41.53 5538.0 5586.0 SF
166 SF607 20250904 5700.0 5734.0 ... 25.66 5704.0 5734.0 SF
167 SF608 20250904 5672.0 5692.0 ... 8.53 5686.0 5706.0 SF
168 SH509 20250904 2500.0 2538.0 ... 194.53 2494.0 2508.0 SH
169 SH510 20250904 2611.0 2629.0 ... 153212.63 2600.0 2628.0 SH
170 SH511 20250904 2650.0 2661.0 ... 813861.79 2634.0 2669.0 SH
171 SH512 20250904 2649.0 2659.0 ... 278045.99 2637.0 2681.0 SH
172 SH601 20250904 2615.0 2622.0 ... 3159076.60 2603.0 2645.0 SH
173 SH602 20250904 2624.0 2630.0 ... 49996.52 2612.0 2651.0 SH
174 SH603 20250904 2635.0 2644.0 ... 3240.89 2628.0 2664.0 SH
175 SH604 20250904 2669.0 2687.0 ... 1017.68 2671.0 2724.0 SH
176 SH605 20250904 2696.0 2703.0 ... 26897.96 2685.0 2723.0 SH
177 SH606 20250904 2703.0 2703.0 ... 193.67 2690.0 2737.0 SH
178 SH607 20250904 2673.0 2693.0 ... 96.44 2679.0 2717.0 SH
179 SH608 20250904 2687.0 2690.0 ... 40.31 2687.0 2729.0 SH
180 SM509 20250904 5608.0 5662.0 ... 4723.16 5630.0 5644.0 SM
181 SM510 20250904 5626.0 5674.0 ... 21242.74 5632.0 5652.0 SM
182 SM511 20250904 5680.0 5752.0 ... 120366.42 5712.0 5734.0 SM
183 SM512 20250904 5692.0 5756.0 ... 65336.30 5718.0 5738.0 SM
184 SM601 20250904 5702.0 5762.0 ... 385953.84 5724.0 5744.0 SM
185 SM602 20250904 5708.0 5770.0 ... 37335.47 5730.0 5752.0 SM
186 SM603 20250904 5718.0 5756.0 ... 54.56 5744.0 5752.0 SM
187 SM604 20250904 5744.0 5756.0 ... 5.75 5750.0 5772.0 SM
188 SM605 20250904 5734.0 5798.0 ... 4171.31 5762.0 5782.0 SM
189 SM606 20250904 5750.0 5796.0 ... 66.42 5776.0 5788.0 SM
190 SM607 20250904 5784.0 5816.0 ... 37.58 5782.0 5810.0 SM
191 SM608 20250904 5796.0 5796.0 ... 2.90 5796.0 5832.0 SM
192 SR509 20250904 5575.0 5579.0 ... 1225.00 5568.0 5609.0 SR
193 SR511 20250904 5585.0 5585.0 ... 168854.17 5558.0 5566.0 SR
194 SR601 20250904 5566.0 5566.0 ... 1015346.48 5540.0 5569.0 SR
195 SR603 20250904 5537.0 5539.0 ... 3918.06 5526.0 5550.0 SR
196 SR605 20250904 5533.0 5538.0 ... 67591.22 5518.0 5539.0 SR
197 SR607 20250904 5528.0 5529.0 ... 2432.82 5517.0 5536.0 SR
198 TA509 20250904 4630.0 4652.0 ... 6248.31 4594.0 4692.0 TA
199 TA510 20250904 4690.0 4702.0 ... 117870.05 4650.0 4730.0 TA
200 TA511 20250904 4706.0 4714.0 ... 393180.82 4660.0 4740.0 TA
201 TA512 20250904 4720.0 4722.0 ... 181827.79 4672.0 4750.0 TA
202 TA601 20250904 4724.0 4730.0 ... 2278656.83 4676.0 4754.0 TA
203 TA602 20250904 4730.0 4736.0 ... 17799.45 4680.0 4764.0 TA
204 TA603 20250904 4740.0 4740.0 ... 256.88 4714.0 4774.0 TA
205 TA604 20250904 4708.0 4708.0 ... 35.22 4696.0 4766.0 TA
206 TA605 20250904 4772.0 4772.0 ... 53037.48 4712.0 4796.0 TA
207 TA606 20250904 4752.0 4752.0 ... 42.46 4718.0 4794.0 TA
208 TA607 20250904 4742.0 4752.0 ... 44.93 4730.0 4804.0 TA
209 TA608 20250904 4770.0 4770.0 ... 23.76 4752.0 4816.0 TA
210 UR509 20250904 1662.0 1665.0 ... 3110.27 1661.0 1670.0 UR
211 UR510 20250904 1677.0 1684.0 ... 6491.66 1679.0 1692.0 UR
212 UR511 20250904 1705.0 1716.0 ... 42695.49 1710.0 1731.0 UR
213 UR512 20250904 1708.0 1718.0 ... 18076.47 1712.0 1734.0 UR
214 UR601 20250904 1712.0 1718.0 ... 520846.89 1713.0 1737.0 UR
215 UR602 20250904 1711.0 1716.0 ... 1286.18 1710.0 1734.0 UR
216 UR603 20250904 1769.0 1769.0 ... 105.84 1764.0 1769.0 UR
217 UR604 20250904 1759.0 1759.0 ... 24.60 1757.0 1767.0 UR
218 UR605 20250904 1758.0 1761.0 ... 19435.75 1754.0 1776.0 UR
219 UR606 20250904 1755.0 1756.0 ... 220.48 1750.0 1764.0 UR
220 UR607 20250904 1777.0 1781.0 ... 305.67 1777.0 1782.0 UR
221 UR608 20250904 1776.0 1776.0 ... 230.43 1773.0 1786.0 UR
222 WH509 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:27,886 - future_1d - INFO - ak.get_czce_daily('2025-09-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2510 20250904 487 487.7 ... 5706074.98 483.6 491.8 SC
1 SC2511 20250904 488 489 ... 1579385.96 484.6 493.2 SC
2 SC2512 20250904 486.8 488.6 ... 648446.64 484.4 492.4 SC
3 SC2601 20250904 487.5 487.5 ... 82660.43 483.6 491.4 SC
4 SC2602 20250904 484.6 486.3 ... 17611.73 482.5 489.7 SC
5 SC2603 20250904 483.5 483.5 ... 12152.73 480.3 487.9 SC
6 SC2604 20250904 481.4 481.4 ... 16077.76 478.5 486.7 SC
7 SC2605 20250904 485.7 485.7 ... 8844.66 475.5 483.9 SC
8 SC2606 20250904 480.1 480.1 ... 14894.77 475.8 485 SC
9 SC2607 20250904 478 478 ... 758.32 473.9 483 SC
10 SC2608 20250904 477.5 477.5 ... 189.52 473.8 482.8 SC
11 SC2609 20250904 478.2 478.2 ... 237.01 474 481.5 SC
12 SC2612 20250904 478.2 478.2 ... 1799.04 473.4 481 SC
13 SC2703 20250904 472.3 472.3 ... 188.36 470.9 477.7 SC
14 SC2706 20250904 466.9 466.9 ... 46.69 466.9 479.4 SC
15 SC2709 20250904 470.4 470.4 ... 93.77 468.8 476.2 SC
16 SC2712 20250904 467.8 468.1 ... 233.1 466.2 476.8 SC
17 SC2803 20250904 ... 0 468.1 471.4 SC
18 SC2806 20250904 467.1 467.1 ... 373.44 466.8 471.7 SC
19 SC2809 20250904 464.5 464.5 ... 139.23 464.1 472 SC
21 LU2510 20250904 3450 3459 ... 19392.298 3421 3505 LU
22 LU2511 20250904 3471 3483 ... 471893.843 3442 3525 LU
23 LU2512 20250904 3473 3479 ... 203959.24 3440 3514 LU
24 LU2601 20250904 3467 3468 ... 40238.822 3423 3501 LU
25 LU2602 20250904 3438 3446 ... 3177.157 3401 3482 LU
26 LU2603 20250904 3422 3426 ... 81.673 3403 3466 LU
27 LU2604 20250904 3407 3407 ... 30.402 3378 3468 LU
28 LU2605 20250904 3400 3400 ... 73.982 3362 3464 LU
29 LU2606 20250904 3405 3405 ... 43.765 3366 3464 LU
30 LU2607 20250904 3407 3408 ... 124.711 3370 3450 LU
31 LU2608 20250904 3402 3402 ... 50.552 3370 3444 LU
32 LU2609 20250904 3389 3389 ... 26.882 3360 3425 LU
34 NR2509 20250904 12675 12720 ... 3542.25 12650 12695 NR
35 NR2510 20250904 12725 12815 ... 966157.25 12720 12765 NR
36 NR2511 20250904 12780 12870 ... 848386.485 12770 12815 NR
37 NR2512 20250904 12805 12900 ... 119536.7 12810 12845 NR
38 NR2601 20250904 12805 12935 ... 179481.365 12835 12885 NR
39 NR2602 20250904 12860 12910 ... 6174.835 12835 12885 NR
40 NR2603 20250904 12785 12915 ... 590.78 12840 12855 NR
41 NR2604 20250904 12815 12905 ... 2168.59 12830 12875 NR
42 NR2605 20250904 12860 12905 ... 603.14 12830 12920 NR
43 NR2606 20250904 ... 0 12870 12870 NR
44 NR2607 20250904 12800 12825 ... 25.625 12810 12890 NR
45 NR2608 20250904 12815 12995 ... 38.655 12885 12925 NR
47 BC2509 20250904 ... 0 70130 70130 BC
48 BC2510 20250904 71080 71450 ... 173588.41 71020 71240 BC
49 BC2511 20250904 71120 71440 ... 25995.725 71020 71160 BC
50 BC2512 20250904 ... 0 71100 71460 BC
51 BC2601 20250904 71350 71350 ... 71.28 71280 70590 BC
52 BC2602 20250904 ... 0 70700 70700 BC
53 BC2603 20250904 71360 71360 ... 35.68 71360 71400 BC
54 BC2604 20250904 71200 71200 ... 35.6 71200 70710 BC
55 BC2605 20250904 71170 71170 ... 71.17 71170 70710 BC
56 BC2606 20250904 ... 0 70700 70700 BC
57 BC2607 20250904 ... 0 70600 70600 BC
58 BC2608 20250904 ... 0 70440 70440 BC
60 EC2510 20250904 1324.4 1345 ... 168511.992 1308.3 1324.2 EC
61 EC2512 20250904 1695 1718.2 ... 77383.245 1676.5 1704 EC
62 EC2602 20250904 1542 1548.3 ... 11204.3825 1515.1 1536.5 EC
63 EC2604 20250904 1258.8 1263.8 ... 4029.955 1249.5 1243.7 EC
64 EC2606 20250904 1431.3 1447.7 ... 624.126 1434.7 1435.8 EC
65 EC2608 20250904 1609.5 1616 ... 336.798 1603.8 1601.5 EC
68 SC_TAS2510 20250904 ... SC_TAS
69 SC_TAS2511 20250904 ... SC_TAS
70 SC_TAS2512 20250904 ... SC_TAS
71 SC_TAS2601 20250904 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:27,960 - future_1d - INFO - ak.get_ine_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 PS2509 20250904 52130.0 ... 52230.0 52410.0 PS
1 PS2510 20250904 51800.0 ... 52170.0 52075.0 PS
2 PS2511 20250904 51700.0 ... 52055.0 51910.0 PS
3 PS2512 20250904 54000.0 ... 54320.0 54185.0 PS
4 PS2601 20250904 54060.0 ... 54280.0 54185.0 PS
5 PS2602 20250904 54110.0 ... 54405.0 54370.0 PS
6 PS2603 20250904 54315.0 ... 54535.0 54535.0 PS
7 PS2604 20250904 54515.0 ... 54620.0 54575.0 PS
8 PS2605 20250904 54305.0 ... 54510.0 54415.0 PS
9 PS2606 20250904 56405.0 ... 56630.0 56645.0 PS
10 PS2607 20250904 56525.0 ... 56715.0 56720.0 PS
11 PS2608 20250904 55800.0 ... 56760.0 56870.0 PS
13 SI2509 20250904 8500.0 ... 8560.0 8485.0 SI
14 SI2510 20250904 8400.0 ... 8500.0 8490.0 SI
15 SI2511 20250904 8405.0 ... 8505.0 8505.0 SI
16 SI2512 20250904 8800.0 ... 8865.0 8870.0 SI
17 SI2601 20250904 8765.0 ... 8845.0 8865.0 SI
18 SI2602 20250904 8855.0 ... 8865.0 8855.0 SI
19 SI2603 20250904 8770.0 ... 8840.0 8910.0 SI
20 SI2604 20250904 8740.0 ... 8875.0 8895.0 SI
21 SI2605 20250904 8850.0 ... 8890.0 8920.0 SI
22 SI2606 20250904 8845.0 ... 8900.0 8930.0 SI
23 SI2607 20250904 8860.0 ... 8935.0 8935.0 SI
24 SI2608 20250904 8905.0 ... 8935.0 8935.0 SI
27 LC2509 20250904 72180.0 ... 73300.0 73200.0 LC
28 LC2510 20250904 71100.0 ... 73040.0 72700.0 LC
29 LC2511 20250904 71200.0 ... 73240.0 72660.0 LC
30 LC2512 20250904 71480.0 ... 73300.0 72780.0 LC
31 LC2601 20250904 71440.0 ... 73280.0 72720.0 LC
32 LC2602 20250904 71580.0 ... 72920.0 72580.0 LC
33 LC2603 20250904 71320.0 ... 73040.0 72420.0 LC
34 LC2604 20250904 71420.0 ... 73320.0 72780.0 LC
35 LC2605 20250904 71820.0 ... 73160.0 72520.0 LC
36 LC2606 20250904 71180.0 ... 72840.0 72340.0 LC
37 LC2607 20250904 71500.0 ... 72940.0 72260.0 LC
38 LC2608 20250904 71800.0 ... 73020.0 72560.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:28,116 - future_1d - INFO - ak.get_gfex_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 IC2509 20250904 6818.000 ... 6607.200 6812.000 IC
1 IC2510 20250904 6760.000 ... 6551.200 6754.000 IC
2 IC2512 20250904 6645.000 ... 6437.200 6646.600 IC
3 IC2603 20250904 6495.200 ... 6291.600 6497.200 IC
4 IF2509 20250904 4437.000 ... 4334.200 4432.800 IF
5 IF2510 20250904 4421.000 ... 4324.800 4426.800 IF
6 IF2512 20250904 4407.000 ... 4307.600 4404.000 IF
7 IF2603 20250904 4380.000 ... 4286.600 4381.400 IF
8 IH2509 20250904 2948.600 ... 2893.400 2944.200 IH
9 IH2510 20250904 2944.000 ... 2892.800 2943.600 IH
10 IH2512 20250904 2945.000 ... 2894.000 2943.800 IH
11 IH2603 20250904 2944.000 ... 2897.000 2946.000 IH
12 IM2509 20250904 7168.000 ... 6974.200 7161.400 IM
13 IM2510 20250904 7095.200 ... 6913.800 7095.600 IM
14 IM2512 20250904 6956.200 ... 6778.800 6960.800 IM
15 IM2603 20250904 6775.000 ... 6604.400 6778.600 IM
16 T2509 20250904 108.290 ... 108.385 108.285 T
17 T2512 20250904 108.245 ... 108.270 108.120 T
18 T2603 20250904 108.000 ... 108.005 107.855 T
19 TF2509 20250904 105.800 ... 105.815 105.795 TF
20 TF2512 20250904 105.780 ... 105.745 105.690 TF
21 TF2603 20250904 105.670 ... 105.645 105.590 TF
22 TL2509 20250904 117.950 ... 117.850 117.230 TL
23 TL2512 20250904 117.450 ... 117.400 117.030 TL
24 TL2603 20250904 117.100 ... 117.050 116.640 TL
25 TS2509 20250904 102.364 ... 102.358 102.368 TS
26 TS2512 20250904 102.454 ... 102.440 102.440 TS
27 TS2603 20250904 102.424 ... 102.396 102.394 TS
[28 rows x 12 columns]
2025-09-09 18:26:28,268 - future_1d - INFO - ak.get_cffex_daily('2025-09-04') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250904 ... 79910 80270 CU
1 1 CU2510 20250904 ... 79980 80180 CU
2 2 CU2511 20250904 ... 79960 80170 CU
3 3 CU2512 20250904 ... 79910 80130 CU
4 4 CU2601 20250904 ... 79870 80010 CU
5 5 CU2602 20250904 ... 79930 80030 CU
6 6 CU2603 20250904 ... 79850 80050 CU
7 7 CU2604 20250904 ... 79910 80000 CU
8 8 CU2605 20250904 ... 79980 79840 CU
9 9 CU2606 20250904 ... 79790 80070 CU
10 10 CU2607 20250904 ... 79820 80050 CU
11 11 CU2608 20250904 ... 79860 80070 CU
12 12 BC2509 20250904 ... 70130 70130 BC
13 13 BC2510 20250904 ... 71020 71240 BC
14 14 BC2511 20250904 ... 71020 71160 BC
15 15 BC2512 20250904 ... 71100 71460 BC
16 16 BC2601 20250904 ... 71280 70590 BC
17 17 BC2602 20250904 ... 70700 70700 BC
18 18 BC2603 20250904 ... 71360 71400 BC
19 19 BC2604 20250904 ... 71200 70710 BC
20 20 BC2605 20250904 ... 71170 70710 BC
21 21 BC2606 20250904 ... 70700 70700 BC
22 22 BC2607 20250904 ... 70600 70600 BC
23 23 BC2608 20250904 ... 70440 70440 BC
24 24 AL2509 20250904 ... 20630 20755 AL
25 25 AL2510 20250904 ... 20635 20765 AL
26 26 AL2511 20250904 ... 20630 20755 AL
27 27 AL2512 20250904 ... 20620 20740 AL
28 28 AL2601 20250904 ... 20615 20735 AL
29 29 AL2602 20250904 ... 20590 20725 AL
30 30 AL2603 20250904 ... 20635 20735 AL
31 31 AL2604 20250904 ... 20665 20775 AL
32 32 AL2605 20250904 ... 20675 20795 AL
33 33 AL2606 20250904 ... 20690 20830 AL
34 34 AL2607 20250904 ... 20720 20805 AL
35 35 AL2608 20250904 ... 20690 20820 AL
36 36 ZN2509 20250904 ... 22085 22275 ZN
37 37 ZN2510 20250904 ... 22135 22305 ZN
38 38 ZN2511 20250904 ... 22140 22300 ZN
39 39 ZN2512 20250904 ... 22170 22305 ZN
40 40 ZN2601 20250904 ... 22135 22310 ZN
41 41 ZN2602 20250904 ... 22110 22290 ZN
42 42 ZN2603 20250904 ... 22140 22350 ZN
43 43 ZN2604 20250904 ... 22180 22365 ZN
44 44 ZN2605 20250904 ... 22185 22390 ZN
45 45 ZN2606 20250904 ... 22160 22405 ZN
46 46 ZN2607 20250904 ... 22190 22380 ZN
47 47 ZN2608 20250904 ... 22185 22400 ZN
48 48 PB2509 20250904 ... 16810 16820 PB
49 49 PB2510 20250904 ... 16865 16870 PB
50 50 PB2511 20250904 ... 16875 16885 PB
51 51 PB2512 20250904 ... 16890 16895 PB
52 52 PB2601 20250904 ... 16880 16910 PB
53 53 PB2602 20250904 ... 16910 16910 PB
54 54 PB2603 20250904 ... 16960 16960 PB
55 55 PB2604 20250904 ... 16995 17005 PB
56 56 PB2605 20250904 ... 17010 17010 PB
57 57 PB2606 20250904 ... 17020 17040 PB
58 58 PB2607 20250904 ... 17050 17090 PB
59 59 PB2608 20250904 ... 17080 17100 PB
60 60 NI2509 20250904 ... 121070 121290 NI
61 61 NI2510 20250904 ... 121510 121500 NI
62 62 NI2511 20250904 ... 121500 121630 NI
63 63 NI2512 20250904 ... 121730 121830 NI
64 64 NI2601 20250904 ... 121950 122050 NI
65 65 NI2602 20250904 ... 122290 122320 NI
66 66 NI2603 20250904 ... 122580 122600 NI
67 67 NI2604 20250904 ... 123220 122900 NI
68 68 NI2605 20250904 ... 122920 123070 NI
69 69 NI2606 20250904 ... 123610 123320 NI
70 70 NI2607 20250904 ... 123650 123440 NI
71 71 NI2608 20250904 ... 123810 124040 NI
72 72 SN2509 20250904 ... 272280 272650 SN
73 73 SN2510 20250904 ... 272800 273110 SN
74 74 SN2511 20250904 ... 273040 273310 SN
75 75 SN2512 20250904 ... 273170 273250 SN
76 76 SN2601 20250904 ... 272850 273230 SN
77 77 SN2602 20250904 ... 272590 273190 SN
78 78 SN2603 20250904 ... 272670 273880 SN
79 79 SN2604 20250904 ... 273030 274470 SN
80 80 SN2605 20250904 ... 272840 273540 SN
81 81 SN2606 20250904 ... 273740 273820 SN
82 82 SN2607 20250904 ... 273700 274280 SN
83 83 SN2608 20250904 ... 274450 274450 SN
84 84 AO2509 20250904 ... 2950 2987 AO
85 85 AO2510 20250904 ... 2962 3005 AO
86 86 AO2511 20250904 ... 2966 3009 AO
87 87 AO2512 20250904 ... 2966 3018 AO
88 88 AO2601 20250904 ... 2973 3024 AO
89 89 AO2602 20250904 ... 2970 3016 AO
90 90 AO2603 20250904 ... 2974 3024 AO
91 91 AO2604 20250904 ... 2988 3038 AO
92 92 AO2605 20250904 ... 2996 3040 AO
93 93 AO2606 20250904 ... 2996 3044 AO
94 94 AO2607 20250904 ... 3002 3047 AO
95 95 AO2608 20250904 ... 2999 3033 AO
96 96 AD2511 20250904 ... 20235 20330 AD
97 97 AD2512 20250904 ... 20270 20325 AD
98 98 AD2601 20250904 ... 20255 20290 AD
99 99 AD2602 20250904 ... 20345 20340 AD
100 100 AD2603 20250904 ... 20310 20290 AD
101 101 AD2604 20250904 ... 20240 20235 AD
102 102 AD2605 20250904 ... 20205 20145 AD
103 103 AD2606 20250904 ... 20155 20110 AD
104 104 AD2607 20250904 ... 20135 19925 AD
105 105 AD2608 20250904 ... 20170 20170 AD
106 106 AU2509 20250904 ... 816.08 811.66 AU
107 107 AU2510 20250904 ... 816.1 810.36 AU
108 108 AU2511 20250904 ... 817.06 810.42 AU
109 109 AU2512 20250904 ... 817.6 812.8 AU
110 110 AU2602 20250904 ... 819.98 814.72 AU
111 111 AU2604 20250904 ... 822.1 816.68 AU
112 112 AU2606 20250904 ... 824.12 819.38 AU
113 113 AU2608 20250904 ... 826.8 821.24 AU
114 114 AG2509 20250904 ... 9786 9791 AG
115 115 AG2510 20250904 ... 9846 9787 AG
116 116 AG2511 20250904 ... 9853 9783 AG
117 117 AG2512 20250904 ... 9856 9809 AG
118 118 AG2601 20250904 ... 9878 9814 AG
119 119 AG2602 20250904 ... 9886 9828 AG
120 120 AG2603 20250904 ... 9909 9840 AG
121 121 AG2604 20250904 ... 9907 9849 AG
122 122 AG2605 20250904 ... 9913 9861 AG
123 123 AG2606 20250904 ... 9924 9880 AG
124 124 AG2607 20250904 ... 9919 9915 AG
125 125 AG2608 20250904 ... 9962 9909 AG
126 126 RB2509 20250904 ... 2961 2962 RB
127 127 RB2510 20250904 ... 3030 3047 RB
128 128 RB2511 20250904 ... 3053 3059 RB
129 129 RB2512 20250904 ... 3093 3100 RB
130 130 RB2601 20250904 ... 3110 3119 RB
131 131 RB2602 20250904 ... 3105 3118 RB
132 132 RB2603 20250904 ... 3125 3125 RB
133 133 RB2604 20250904 ... 3143 3158 RB
134 134 RB2605 20250904 ... 3158 3168 RB
135 135 RB2606 20250904 ... 3174 3188 RB
136 136 RB2607 20250904 ... 3200 3205 RB
137 137 RB2608 20250904 ... 3198 3204 RB
138 138 WR2509 20250904 ... 3342 3342 WR
139 139 WR2510 20250904 ... 3265 3258 WR
140 140 WR2511 20250904 ... 3311 3311 WR
141 141 WR2512 20250904 ... 3349 3350 WR
142 142 WR2601 20250904 ... 3336 3355 WR
143 143 WR2602 20250904 ... 3337 3335 WR
144 144 WR2603 20250904 ... 3435 3438 WR
145 145 WR2604 20250904 ... 3400 3400 WR
146 146 WR2605 20250904 ... 3429 3429 WR
147 147 WR2606 20250904 ... 3375 3375 WR
148 148 WR2607 20250904 ... 3387 3387 WR
149 149 WR2608 20250904 ... 3350 3320 WR
150 150 HC2509 20250904 ... 3371 3356 HC
151 151 HC2510 20250904 ... 3320 3316 HC
152 152 HC2511 20250904 ... 3312 3312 HC
153 153 HC2512 20250904 ... 3321 3300 HC
154 154 HC2601 20250904 ... 3306 3305 HC
155 155 HC2602 20250904 ... 3302 3310 HC
156 156 HC2603 20250904 ... 3311 3309 HC
157 157 HC2604 20250904 ... 3316 3311 HC
158 158 HC2605 20250904 ... 3316 3316 HC
159 159 HC2606 20250904 ... 3314 3319 HC
160 160 HC2607 20250904 ... 3323 3331 HC
161 161 HC2608 20250904 ... 3317 3335 HC
162 162 SS2509 20250904 ... 12835 12835 SS
163 163 SS2510 20250904 ... 12890 12930 SS
164 164 SS2511 20250904 ... 12960 13000 SS
165 165 SS2512 20250904 ... 12995 13045 SS
166 166 SS2601 20250904 ... 13050 13110 SS
167 167 SS2602 20250904 ... 13095 13145 SS
168 168 SS2603 20250904 ... 13175 13210 SS
169 169 SS2604 20250904 ... 13225 13300 SS
170 170 SS2605 20250904 ... 13305 13335 SS
171 171 SS2606 20250904 ... 13360 13425 SS
172 172 SS2607 20250904 ... 13410 13455 SS
173 173 SS2608 20250904 ... 13455 13480 SS
174 174 SC2510 20250904 ... 483.6 491.8 SC
175 175 SC2511 20250904 ... 484.6 493.2 SC
176 176 SC2512 20250904 ... 484.4 492.4 SC
177 177 SC2601 20250904 ... 483.6 491.4 SC
178 178 SC2602 20250904 ... 482.5 489.7 SC
179 179 SC2603 20250904 ... 480.3 487.9 SC
180 180 SC2604 20250904 ... 478.5 486.7 SC
181 181 SC2605 20250904 ... 475.5 483.9 SC
182 182 SC2606 20250904 ... 475.8 485 SC
183 183 SC2607 20250904 ... 473.9 483 SC
184 184 SC2608 20250904 ... 473.8 482.8 SC
185 185 SC2609 20250904 ... 474 481.5 SC
186 186 SC2612 20250904 ... 473.4 481 SC
187 187 SC2703 20250904 ... 470.9 477.7 SC
188 188 SC2706 20250904 ... 466.9 479.4 SC
189 189 SC2709 20250904 ... 468.8 476.2 SC
190 190 SC2712 20250904 ... 466.2 476.8 SC
191 191 SC2803 20250904 ... 468.1 471.4 SC
192 192 SC2806 20250904 ... 466.8 471.7 SC
193 193 SC2809 20250904 ... 464.1 472 SC
194 194 LU2510 20250904 ... 3421 3505 LU
195 195 LU2511 20250904 ... 3442 3525 LU
196 196 LU2512 20250904 ... 3440 3514 LU
197 197 LU2601 20250904 ... 3423 3501 LU
198 198 LU2602 20250904 ... 3401 3482 LU
199 199 LU2603 20250904 ... 3403 3466 LU
200 200 LU2604 20250904 ... 3378 3468 LU
201 201 LU2605 20250904 ... 3362 3464 LU
202 202 LU2606 20250904 ... 3366 3464 LU
203 203 LU2607 20250904 ... 3370 3450 LU
204 204 LU2608 20250904 ... 3370 3444 LU
205 205 LU2609 20250904 ... 3360 3425 LU
206 206 FU2510 20250904 ... 2789 2832 FU
207 207 FU2511 20250904 ... 2797 2842 FU
208 208 FU2512 20250904 ... 2783 2835 FU
209 209 FU2601 20250904 ... 2776 2828 FU
210 210 FU2602 20250904 ... 2764 2820 FU
211 211 FU2603 20250904 ... 2753 2802 FU
212 212 FU2604 20250904 ... 2754 2796 FU
213 213 FU2605 20250904 ... 2740 2787 FU
214 214 FU2606 20250904 ... 2733 2776 FU
215 215 FU2607 20250904 ... 2725 2762 FU
216 216 FU2608 20250904 ... 2722 2755 FU
217 217 FU2609 20250904 ... 2705 2733 FU
218 218 BU2509 20250904 ... 3504 3533 BU
219 219 BU2510 20250904 ... 3499 3544 BU
220 220 BU2511 20250904 ... 3477 3538 BU
221 221 BU2512 20250904 ... 3428 3487 BU
222 222 BU2601 20250904 ... 3400 3456 BU
223 223 BU2602 20250904 ... 3404 3459 BU
224 224 BU2603 20250904 ... 3406 3455 BU
225 225 BU2604 20250904 ... 3427 3467 BU
226 226 BU2605 20250904 ... 3404 3457 BU
227 227 BU2606 20250904 ... 3398 3449 BU
228 228 BU2607 20250904 ... 3351 3445 BU
229 229 BU2608 20250904 ... 3378 3439 BU
230 230 BU2609 20250904 ... 3377 3416 BU
231 231 BU2612 20250904 ... 3311 3359 BU
232 232 BU2703 20250904 ... 3300 3371 BU
233 233 BU2706 20250904 ... 3310 3360 BU
234 234 BR2509 20250904 ... 11825 11920 BR
235 235 BR2510 20250904 ... 11800 11905 BR
236 236 BR2511 20250904 ... 11785 11890 BR
237 237 BR2512 20250904 ... 11765 11885 BR
238 238 BR2601 20250904 ... 11765 11885 BR
239 239 BR2602 20250904 ... 11800 11960 BR
240 240 BR2603 20250904 ... 11775 11975 BR
241 241 BR2604 20250904 ... 11885 12015 BR
242 242 BR2605 20250904 ... 11880 12015 BR
243 243 BR2606 20250904 ... 11905 12010 BR
244 244 BR2607 20250904 ... 12110 12110 BR
245 245 BR2608 20250904 ... 12135 12135 BR
246 246 RU2509 20250904 ... 14955 14990 RU
247 247 RU2510 20250904 ... 14965 15005 RU
248 248 RU2511 20250904 ... 14920 14960 RU
249 249 RU2601 20250904 ... 15880 15935 RU
250 250 RU2603 20250904 ... 15920 15960 RU
251 251 RU2604 20250904 ... 15935 15950 RU
252 252 RU2605 20250904 ... 15955 16025 RU
253 253 RU2606 20250904 ... 15900 16060 RU
254 254 RU2607 20250904 ... 15965 16120 RU
255 255 RU2608 20250904 ... 16115 16040 RU
256 256 NR2509 20250904 ... 12650 12695 NR
257 257 NR2510 20250904 ... 12720 12765 NR
258 258 NR2511 20250904 ... 12770 12815 NR
259 259 NR2512 20250904 ... 12810 12845 NR
260 260 NR2601 20250904 ... 12835 12885 NR
261 261 NR2602 20250904 ... 12835 12885 NR
262 262 NR2603 20250904 ... 12840 12855 NR
263 263 NR2604 20250904 ... 12830 12875 NR
264 264 NR2605 20250904 ... 12830 12920 NR
265 265 NR2606 20250904 ... 12870 12870 NR
266 266 NR2607 20250904 ... 12810 12890 NR
267 267 NR2608 20250904 ... 12885 12925 NR
268 268 SP2509 20250904 ... 4972 5008 SP
269 269 SP2510 20250904 ... 4998 5034 SP
270 270 SP2511 20250904 ... 5030 5062 SP
271 271 SP2512 20250904 ... 5044 5078 SP
272 272 SP2601 20250904 ... 5312 5340 SP
273 273 SP2602 20250904 ... 5290 5326 SP
274 274 SP2603 20250904 ... 5306 5334 SP
275 275 SP2604 20250904 ... 5328 5342 SP
276 276 SP2605 20250904 ... 5322 5348 SP
277 277 SP2606 20250904 ... 5310 5358 SP
278 278 SP2607 20250904 ... 5326 5354 SP
279 279 SP2608 20250904 ... 5344 5378 SP
280 280 EC2510 20250904 ... 1308.3 1324.2 EC
281 281 EC2512 20250904 ... 1676.5 1704 EC
282 282 EC2602 20250904 ... 1515.1 1536.5 EC
283 283 EC2604 20250904 ... 1249.5 1243.7 EC
284 284 EC2606 20250904 ... 1434.7 1435.8 EC
285 285 EC2608 20250904 ... 1603.8 1601.5 EC
286 289 SC_TAS2510 20250904 ... SC_TAS
287 290 SC_TAS2511 20250904 ... SC_TAS
288 291 SC_TAS2512 20250904 ... SC_TAS
289 292 SC_TAS2601 20250904 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:28,377 - future_1d - INFO - ak.get_shfe_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 a2509 20250904 4056.00 ... 4056.00 4087.00 A
1 a2511 20250904 3951.00 ... 3966.00 3964.00 A
2 a2601 20250904 3955.00 ... 3966.00 3961.00 A
3 a2603 20250904 3960.00 ... 3968.00 3963.00 A
4 a2605 20250904 4007.00 ... 4012.00 4009.00 A
5 a2607 20250904 4008.00 ... 4016.00 4012.00 A
6 b2509 20250904 3670.00 ... 3681.00 3695.00 B
7 b2510 20250904 3690.00 ... 3695.00 3694.00 B
8 b2511 20250904 3721.00 ... 3728.00 3730.00 B
9 b2512 20250904 3758.00 ... 3761.00 3763.00 B
10 b2601 20250904 3760.00 ... 3759.00 3762.00 B
11 b2602 20250904 3741.00 ... 3745.00 3747.00 B
12 b2603 20250904 3696.00 ... 3699.00 3699.00 B
13 b2604 20250904 3598.00 ... 3602.00 3599.00 B
14 b2605 20250904 3528.00 ... 3528.00 3526.00 B
15 b2606 20250904 3516.00 ... 3512.00 3516.00 B
16 b2607 20250904 3520.00 ... 3516.00 3523.00 B
17 b2608 20250904 3606.00 ... 3604.00 3599.00 B
18 bb2509 20250904 0.00 ... 136.00 136.00 BB
19 bb2511 20250904 143.35 ... 142.25 143.85 BB
20 bb2601 20250904 146.40 ... 146.15 147.15 BB
21 bb2603 20250904 0.00 ... 146.40 146.40 BB
22 bb2605 20250904 0.00 ... 140.75 140.75 BB
23 bb2607 20250904 0.00 ... 145.55 146.50 BB
24 bz2603 20250904 5970.00 ... 5967.00 5993.00 BZ
25 bz2604 20250904 5956.00 ... 5947.00 5973.00 BZ
26 bz2605 20250904 5961.00 ... 5960.00 5998.00 BZ
27 bz2606 20250904 5953.00 ... 5953.00 5935.00 BZ
28 bz2607 20250904 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250904 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250904 2303.00 ... 2315.00 2257.00 C
31 c2511 20250904 2192.00 ... 2200.00 2197.00 C
32 c2601 20250904 2181.00 ... 2187.00 2183.00 C
33 c2603 20250904 2194.00 ... 2200.00 2197.00 C
34 c2605 20250904 2244.00 ... 2249.00 2246.00 C
35 c2607 20250904 2259.00 ... 2261.00 2257.00 C
36 cs2509 20250904 2478.00 ... 2480.00 2465.00 CS
37 cs2511 20250904 2492.00 ... 2492.00 2498.00 CS
38 cs2601 20250904 2523.00 ... 2514.00 2525.00 CS
39 cs2603 20250904 2525.00 ... 2521.00 2533.00 CS
40 cs2605 20250904 2595.00 ... 2593.00 2603.00 CS
41 cs2607 20250904 2599.00 ... 2596.00 2603.00 CS
42 eb2509 20250904 6907.00 ... 6927.00 6915.00 EB
43 eb2510 20250904 7012.00 ... 6992.00 7002.00 EB
44 eb2511 20250904 7020.00 ... 7008.00 7027.00 EB
45 eb2512 20250904 7044.00 ... 7025.00 7054.00 EB
46 eb2601 20250904 7082.00 ... 7062.00 7092.00 EB
47 eb2602 20250904 7109.00 ... 7088.00 7117.00 EB
48 eb2603 20250904 7129.00 ... 7123.00 7157.00 EB
49 eb2604 20250904 7150.00 ... 7152.00 7166.00 EB
50 eb2605 20250904 7158.00 ... 7166.00 7178.00 EB
51 eb2606 20250904 0.00 ... 7200.00 7200.00 EB
52 eb2607 20250904 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250904 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250904 4376.00 ... 4349.00 4376.00 EG
55 eg2510 20250904 4319.00 ... 4342.00 4342.00 EG
56 eg2511 20250904 4306.00 ... 4346.00 4332.00 EG
57 eg2512 20250904 4340.00 ... 4343.00 4340.00 EG
58 eg2601 20250904 4329.00 ... 4344.00 4345.00 EG
59 eg2602 20250904 4351.00 ... 4351.00 4352.00 EG
60 eg2603 20250904 4347.00 ... 4346.00 4358.00 EG
61 eg2604 20250904 4365.00 ... 4365.00 4374.00 EG
62 eg2605 20250904 4360.00 ... 4376.00 4381.00 EG
63 eg2606 20250904 4369.00 ... 4370.00 4401.00 EG
64 eg2607 20250904 0.00 ... 4447.00 4447.00 EG
65 eg2608 20250904 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250904 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250904 1265.50 ... 1278.00 1282.50 FB
68 fb2511 20250904 1259.50 ... 1254.00 1270.50 FB
69 fb2512 20250904 1260.00 ... 1257.50 1268.50 FB
70 fb2601 20250904 1252.00 ... 1252.50 1265.00 FB
71 fb2602 20250904 1250.00 ... 1248.50 1257.00 FB
72 fb2603 20250904 1224.00 ... 1247.50 1258.00 FB
73 fb2604 20250904 0.00 ... 1259.00 1259.00 FB
74 fb2605 20250904 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250904 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250904 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250904 0.00 ... 1302.50 1302.50 FB
78 i2509 20250904 813.00 ... 822.00 813.50 I
79 i2510 20250904 797.50 ... 803.00 797.50 I
80 i2511 20250904 794.00 ... 798.50 793.00 I
81 i2512 20250904 787.50 ... 792.50 787.00 I
82 i2601 20250904 777.00 ... 783.50 778.50 I
83 i2602 20250904 773.50 ... 779.00 773.00 I
84 i2603 20250904 768.00 ... 772.50 767.50 I
85 i2604 20250904 764.00 ... 768.00 763.00 I
86 i2605 20250904 754.50 ... 761.00 755.50 I
87 i2606 20250904 750.50 ... 755.50 750.50 I
88 i2607 20250904 747.00 ... 750.50 747.00 I
89 i2608 20250904 743.00 ... 747.00 743.00 I
90 j2509 20250904 1388.00 ... 1449.50 1481.00 J
91 j2510 20250904 1493.00 ... 1485.00 1510.50 J
92 j2511 20250904 1525.00 ... 1517.00 1543.50 J
93 j2512 20250904 1546.50 ... 1547.50 1580.50 J
94 j2601 20250904 1592.00 ... 1572.50 1603.50 J
95 j2602 20250904 1606.00 ... 1596.50 1617.50 J
96 j2603 20250904 1615.00 ... 1612.50 1648.00 J
97 j2604 20250904 1650.50 ... 1647.50 1675.00 J
98 j2605 20250904 1695.50 ... 1668.50 1695.50 J
99 j2606 20250904 0.00 ... 1716.50 1716.50 J
100 j2607 20250904 1697.00 ... 1694.00 1725.00 J
101 j2608 20250904 1691.50 ... 1691.50 1702.00 J
102 jd2509 20250904 2928.00 ... 2944.00 2867.00 JD
103 jd2510 20250904 3019.00 ... 3016.00 2979.00 JD
104 jd2511 20250904 3090.00 ... 3075.00 3064.00 JD
105 jd2512 20250904 3265.00 ... 3235.00 3228.00 JD
106 jd2601 20250904 3444.00 ... 3412.00 3411.00 JD
107 jd2602 20250904 3155.00 ... 3143.00 3146.00 JD
108 jd2603 20250904 3157.00 ... 3144.00 3150.00 JD
109 jd2604 20250904 3347.00 ... 3331.00 3331.00 JD
110 jd2605 20250904 3461.00 ... 3458.00 3450.00 JD
111 jd2606 20250904 3311.00 ... 3286.00 3306.00 JD
112 jd2607 20250904 3511.00 ... 3497.00 3509.00 JD
113 jd2608 20250904 3920.00 ... 3904.00 3909.00 JD
114 jm2509 20250904 933.50 ... 935.00 938.00 JM
115 jm2510 20250904 960.00 ... 932.50 965.50 JM
116 jm2511 20250904 1020.00 ... 990.00 1023.00 JM
117 jm2512 20250904 1058.00 ... 1043.00 1074.50 JM
118 jm2601 20250904 1105.50 ... 1089.50 1116.50 JM
119 jm2602 20250904 1120.50 ... 1106.50 1132.00 JM
120 jm2603 20250904 1134.50 ... 1124.00 1144.50 JM
121 jm2604 20250904 1141.00 ... 1136.00 1153.50 JM
122 jm2605 20250904 1150.50 ... 1139.50 1164.50 JM
123 jm2606 20250904 1160.50 ... 1154.50 1170.00 JM
124 jm2607 20250904 1173.00 ... 1170.50 1189.00 JM
125 jm2608 20250904 1181.00 ... 1176.50 1202.50 JM
126 l2509 20250904 7168.00 ... 7161.00 7206.00 L
127 l2510 20250904 7210.00 ... 7211.00 7245.00 L
128 l2511 20250904 7234.00 ... 7219.00 7259.00 L
129 l2512 20250904 7229.00 ... 7227.00 7262.00 L
130 l2601 20250904 7241.00 ... 7224.00 7262.00 L
131 l2602 20250904 7229.00 ... 7215.00 7253.00 L
132 l2603 20250904 7213.00 ... 7212.00 7259.00 L
133 l2604 20250904 7220.00 ... 7237.00 7278.00 L
134 l2605 20250904 7234.00 ... 7218.00 7254.00 L
135 l2606 20250904 7227.00 ... 7227.00 7251.00 L
136 l2607 20250904 0.00 ... 7250.00 7250.00 L
137 l2608 20250904 0.00 ... 7255.00 7295.00 L
138 lg2509 20250904 775.50 ... 775.50 778.50 LG
139 lg2511 20250904 797.00 ... 795.50 802.50 LG
140 lg2601 20250904 814.00 ... 815.50 819.00 LG
141 lg2603 20250904 818.00 ... 823.50 824.00 LG
142 lg2605 20250904 822.50 ... 828.50 827.00 LG
143 lg2607 20250904 825.00 ... 829.00 830.00 LG
144 lh2509 20250904 13180.00 ... 13175.00 13215.00 LH
145 lh2511 20250904 13550.00 ... 13410.00 13550.00 LH
146 lh2601 20250904 13885.00 ... 13805.00 13890.00 LH
147 lh2603 20250904 13105.00 ... 13045.00 13095.00 LH
148 lh2605 20250904 13645.00 ... 13580.00 13615.00 LH
149 lh2607 20250904 14280.00 ... 14210.00 14245.00 LH
150 m2509 20250904 3020.00 ... 3004.00 3015.00 M
151 m2511 20250904 3029.00 ... 3032.00 3027.00 M
152 m2512 20250904 3069.00 ... 3075.00 3071.00 M
153 m2601 20250904 3058.00 ... 3063.00 3057.00 M
154 m2603 20250904 2998.00 ... 3002.00 2991.00 M
155 m2605 20250904 2817.00 ... 2817.00 2816.00 M
156 m2607 20250904 2807.00 ... 2803.00 2804.00 M
157 m2608 20250904 2930.00 ... 2929.00 2931.00 M
158 p2509 20250904 9316.00 ... 9352.00 9396.00 P
159 p2510 20250904 9352.00 ... 9358.00 9394.00 P
160 p2511 20250904 9332.00 ... 9340.00 9382.00 P
161 p2512 20250904 9342.00 ... 9354.00 9398.00 P
162 p2601 20250904 9360.00 ... 9376.00 9410.00 P
163 p2602 20250904 9332.00 ... 9354.00 9360.00 P
164 p2603 20250904 9308.00 ... 9298.00 9314.00 P
165 p2604 20250904 9194.00 ... 9224.00 9234.00 P
166 p2605 20250904 9138.00 ... 9156.00 9176.00 P
167 p2606 20250904 9026.00 ... 9066.00 9068.00 P
168 p2607 20250904 8952.00 ... 8968.00 8976.00 P
169 p2608 20250904 8906.00 ... 8930.00 8912.00 P
170 pg2509 20250904 3779.00 ... 3736.00 3734.00 PG
171 pg2510 20250904 4396.00 ... 4383.00 4429.00 PG
172 pg2511 20250904 4332.00 ... 4310.00 4353.00 PG
173 pg2512 20250904 4265.00 ... 4247.00 4291.00 PG
174 pg2601 20250904 4207.00 ... 4186.00 4229.00 PG
175 pg2602 20250904 4144.00 ... 4123.00 4161.00 PG
176 pg2603 20250904 4062.00 ... 4036.00 4074.00 PG
177 pg2604 20250904 4346.00 ... 4361.00 4396.00 PG
178 pg2605 20250904 4311.00 ... 4285.00 4309.00 PG
179 pg2606 20250904 4214.00 ... 4236.00 4253.00 PG
180 pg2607 20250904 4160.00 ... 4177.00 4196.00 PG
181 pg2608 20250904 4148.00 ... 4136.00 4143.00 PG
182 pp2509 20250904 6869.00 ... 6838.00 6869.00 PP
183 pp2510 20250904 6876.00 ... 6876.00 6915.00 PP
184 pp2511 20250904 6898.00 ... 6904.00 6942.00 PP
185 pp2512 20250904 6936.00 ... 6922.00 6960.00 PP
186 pp2601 20250904 6940.00 ... 6930.00 6962.00 PP
187 pp2602 20250904 6910.00 ... 6910.00 6941.00 PP
188 pp2603 20250904 6898.00 ... 6926.00 6943.00 PP
189 pp2604 20250904 6920.00 ... 6937.00 6965.00 PP
190 pp2605 20250904 6946.00 ... 6943.00 6976.00 PP
191 pp2606 20250904 6905.00 ... 6904.00 6949.00 PP
192 pp2607 20250904 6900.00 ... 6897.00 6940.00 PP
193 pp2608 20250904 6903.00 ... 6904.00 6946.00 PP
194 rr2509 20250904 3550.00 ... 3585.00 3558.00 RR
195 rr2510 20250904 3612.00 ... 3610.00 3609.00 RR
196 rr2511 20250904 3610.00 ... 3609.00 3610.00 RR
197 rr2512 20250904 3608.00 ... 3605.00 3605.00 RR
198 rr2601 20250904 3621.00 ... 3620.00 3618.00 RR
199 rr2602 20250904 0.00 ... 3604.00 3604.00 RR
200 rr2603 20250904 0.00 ... 3608.00 3608.00 RR
201 rr2604 20250904 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250904 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250904 3601.00 ... 3601.00 3613.00 RR
204 rr2607 20250904 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250904 0.00 ... 3625.00 3625.00 RR
206 v2509 20250904 4740.00 ... 4713.00 4740.00 V
207 v2510 20250904 4766.00 ... 4761.00 4791.00 V
208 v2511 20250904 4798.00 ... 4793.00 4827.00 V
209 v2512 20250904 4835.00 ... 4827.00 4864.00 V
210 v2601 20250904 4874.00 ... 4870.00 4902.00 V
211 v2602 20250904 4898.00 ... 4903.00 4944.00 V
212 v2603 20250904 4949.00 ... 4939.00 4971.00 V
213 v2604 20250904 5136.00 ... 5132.00 5175.00 V
214 v2605 20250904 5164.00 ... 5172.00 5197.00 V
215 v2606 20250904 5183.00 ... 5200.00 5228.00 V
216 v2607 20250904 5206.00 ... 5232.00 5257.00 V
217 v2608 20250904 5260.00 ... 5261.00 5289.00 V
218 y2509 20250904 8410.00 ... 8410.00 8456.00 Y
219 y2511 20250904 8382.00 ... 8370.00 8390.00 Y
220 y2512 20250904 8402.00 ... 8398.00 8416.00 Y
221 y2601 20250904 8366.00 ... 8348.00 8368.00 Y
222 y2603 20250904 8296.00 ... 8298.00 8328.00 Y
223 y2605 20250904 8066.00 ... 8060.00 8082.00 Y
224 y2607 20250904 8020.00 ... 8022.00 8048.00 Y
225 y2608 20250904 8024.00 ... 8012.00 8058.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:29,018 - future_1d - INFO - ak.get_dce_daily('2025-09-04') done
2025-09-09 18:26:30,769 - future_1d - INFO - save future_daily 2025-09-04 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250905 8285.0 8395.0 ... 238664.01 8328.0 8302.0 AP
1 AP511 20250905 8120.0 8230.0 ... 3597.06 8179.0 8138.0 AP
2 AP512 20250905 8160.0 8219.0 ... 261.34 8167.0 8141.0 AP
3 AP601 20250905 8226.0 8300.0 ... 215008.96 8249.0 8208.0 AP
4 AP603 20250905 8102.0 8174.0 ... 73.31 8145.0 8094.0 AP
5 AP604 20250905 8187.0 8187.0 ... 8.19 8187.0 8095.0 AP
6 AP605 20250905 8173.0 8240.0 ... 1196.74 8197.0 8156.0 AP
7 CF509 20250905 13565.0 13580.0 ... 14820.69 13565.0 13590.0 CF
8 CF511 20250905 13885.0 13905.0 ... 173526.91 13860.0 13865.0 CF
9 CF601 20250905 14010.0 14030.0 ... 1292368.73 13985.0 14000.0 CF
10 CF603 20250905 13960.0 13985.0 ... 1763.76 13945.0 13975.0 CF
11 CF605 20250905 13950.0 13975.0 ... 95803.96 13930.0 13950.0 CF
12 CF607 20250905 13940.0 13975.0 ... 585.48 13940.0 13975.0 CF
13 CJ509 20250905 9910.0 10025.0 ... 338.54 9955.0 9925.0 CJ
14 CJ512 20250905 10885.0 10970.0 ... 4511.15 10925.0 10900.0 CJ
15 CJ601 20250905 10970.0 11035.0 ... 533839.84 10990.0 11000.0 CJ
16 CJ603 20250905 11000.0 11085.0 ... 6719.88 11045.0 11065.0 CJ
17 CJ605 20250905 11105.0 11175.0 ... 71750.00 11130.0 11150.0 CJ
18 CJ607 20250905 11255.0 11330.0 ... 1591.65 11290.0 11335.0 CJ
19 CY509 20250905 20200.0 20200.0 ... 484.80 20200.0 20100.0 CY
20 CY510 20250905 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250905 19960.0 20010.0 ... 114486.47 19975.0 19990.0 CY
22 CY512 20250905 0.0 0.0 ... 0.00 19635.0 19635.0 CY
23 CY601 20250905 19975.0 20005.0 ... 749.14 19975.0 19985.0 CY
24 CY602 20250905 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250905 0.0 0.0 ... 0.00 20340.0 20340.0 CY
26 CY604 20250905 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250905 0.0 0.0 ... 0.00 20230.0 20215.0 CY
28 CY606 20250905 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250905 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250905 0.0 0.0 ... 0.00 20245.0 20245.0 CY
31 FG509 20250905 950.0 996.0 ... 569.51 969.0 943.0 FG
32 FG510 20250905 1056.0 1107.0 ... 77239.91 1080.0 1052.0 FG
33 FG511 20250905 1042.0 1102.0 ... 242032.61 1070.0 1043.0 FG
34 FG512 20250905 1149.0 1204.0 ... 105130.41 1170.0 1144.0 FG
35 FG601 20250905 1141.0 1200.0 ... 5627248.91 1166.0 1133.0 FG
36 FG602 20250905 1192.0 1251.0 ... 33346.18 1216.0 1185.0 FG
37 FG603 20250905 1193.0 1254.0 ... 2482.73 1221.0 1186.0 FG
38 FG604 20250905 1248.0 1302.0 ... 522.23 1274.0 1236.0 FG
39 FG605 20250905 1237.0 1300.0 ... 133109.67 1267.0 1233.0 FG
40 FG606 20250905 1274.0 1327.0 ... 1111.88 1302.0 1267.0 FG
41 FG607 20250905 1262.0 1322.0 ... 2168.71 1302.0 1259.0 FG
42 FG608 20250905 1300.0 1345.0 ... 1077.24 1323.0 1301.0 FG
43 JR509 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250905 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250905 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250905 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250905 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250905 2231.0 2260.0 ... 1928.73 2243.0 2223.0 MA
53 MA510 20250905 2288.0 2321.0 ... 36624.97 2308.0 2285.0 MA
54 MA511 20250905 2311.0 2354.0 ... 132394.36 2332.0 2309.0 MA
55 MA512 20250905 2351.0 2397.0 ... 80797.45 2374.0 2352.0 MA
56 MA601 20250905 2381.0 2424.0 ... 1645665.06 2403.0 2380.0 MA
57 MA602 20250905 2392.0 2433.0 ... 20307.40 2412.0 2392.0 MA
58 MA603 20250905 2397.0 2433.0 ... 224.88 2418.0 2394.0 MA
59 MA604 20250905 2403.0 2426.0 ... 14.46 2411.0 2391.0 MA
60 MA605 20250905 2383.0 2417.0 ... 133833.05 2398.0 2380.0 MA
61 MA606 20250905 2401.0 2420.0 ... 26.52 2411.0 2389.0 MA
62 MA607 20250905 2385.0 2402.0 ... 105.39 2395.0 2382.0 MA
63 MA608 20250905 2387.0 2408.0 ... 26.39 2399.0 2381.0 MA
64 OI509 20250905 9950.0 9950.0 ... 497.50 9950.0 9877.0 OI
65 OI511 20250905 9847.0 9966.0 ... 488126.24 9887.0 9818.0 OI
66 OI601 20250905 9725.0 9837.0 ... 2381825.32 9763.0 9713.0 OI
67 OI603 20250905 9617.0 9712.0 ... 3584.99 9637.0 9620.0 OI
68 OI605 20250905 9510.0 9601.0 ... 158836.79 9527.0 9519.0 OI
69 OI607 20250905 9487.0 9547.0 ... 786.00 9470.0 9495.0 OI
70 PF509 20250905 6280.0 6284.0 ... 331.55 6256.0 6280.0 PF
71 PF510 20250905 6330.0 6358.0 ... 93470.28 6332.0 6358.0 PF
72 PF511 20250905 6328.0 6346.0 ... 608979.26 6322.0 6352.0 PF
73 PF512 20250905 6318.0 6338.0 ... 326535.74 6314.0 6344.0 PF
74 PF601 20250905 6370.0 6386.0 ... 30673.76 6366.0 6384.0 PF
75 PF602 20250905 6380.0 6400.0 ... 97289.78 6372.0 6404.0 PF
76 PF603 20250905 6404.0 6404.0 ... 31.92 6384.0 6402.0 PF
77 PF604 20250905 0.0 0.0 ... 0.00 6446.0 6446.0 PF
78 PF605 20250905 6446.0 6446.0 ... 28.98 6440.0 6462.0 PF
79 PF606 20250905 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250905 6456.0 6494.0 ... 48.45 6460.0 6488.0 PF
81 PF608 20250905 6456.0 6478.0 ... 38.82 6470.0 6514.0 PF
82 PK510 20250905 7966.0 7988.0 ... 29219.32 7970.0 7956.0 PK
83 PK511 20250905 7792.0 7836.0 ... 232328.72 7818.0 7780.0 PK
84 PK512 20250905 7784.0 7826.0 ... 48245.69 7812.0 7778.0 PK
85 PK601 20250905 7820.0 7856.0 ... 25190.10 7844.0 7826.0 PK
86 PK603 20250905 7854.0 7856.0 ... 94.24 7854.0 7840.0 PK
87 PK604 20250905 7866.0 7874.0 ... 70.79 7866.0 7854.0 PK
88 PK605 20250905 7872.0 7888.0 ... 2277.01 7880.0 7856.0 PK
89 PL601 20250905 6378.0 6425.0 ... 26053.98 6398.0 6378.0 PL
90 PL602 20250905 6425.0 6459.0 ... 128.72 6436.0 6413.0 PL
91 PL603 20250905 6462.0 6476.0 ... 77.49 6458.0 6423.0 PL
92 PL604 20250905 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250905 6381.0 6402.0 ... 127.78 6389.0 6375.0 PL
94 PL606 20250905 6424.0 6424.0 ... 12.85 6424.0 6438.0 PL
95 PL607 20250905 6464.0 6464.0 ... 12.93 6464.0 6448.0 PL
96 PL608 20250905 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250905 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250905 5650.0 5696.0 ... 980.63 5620.0 5804.0 PR
104 PR510 20250905 5836.0 5846.0 ... 27387.32 5822.0 5836.0 PR
105 PR511 20250905 5818.0 5844.0 ... 331962.79 5822.0 5828.0 PR
106 PR512 20250905 5830.0 5854.0 ... 194654.50 5830.0 5836.0 PR
107 PR601 20250905 5840.0 5860.0 ... 150775.37 5836.0 5844.0 PR
108 PR602 20250905 5864.0 5864.0 ... 52.75 5862.0 5878.0 PR
109 PR603 20250905 5878.0 5908.0 ... 132.61 5894.0 5900.0 PR
110 PR604 20250905 5898.0 5906.0 ... 35.38 5896.0 5912.0 PR
111 PR605 20250905 5910.0 5944.0 ... 177.26 5910.0 5914.0 PR
112 PR606 20250905 5906.0 5968.0 ... 88.90 5928.0 5938.0 PR
113 PR607 20250905 5918.0 5932.0 ... 115.55 5926.0 5934.0 PR
114 PR608 20250905 5918.0 5926.0 ... 115.51 5924.0 5920.0 PR
115 PX509 20250905 0.0 0.0 ... 0.00 6704.0 6714.0 PX
116 PX510 20250905 6698.0 6738.0 ... 23023.90 6704.0 6702.0 PX
117 PX511 20250905 6682.0 6728.0 ... 616334.44 6688.0 6698.0 PX
118 PX512 20250905 6662.0 6710.0 ... 197875.21 6670.0 6684.0 PX
119 PX601 20250905 6642.0 6690.0 ... 134563.81 6654.0 6670.0 PX
120 PX602 20250905 6640.0 6680.0 ... 11329.26 6646.0 6658.0 PX
121 PX603 20250905 6636.0 6636.0 ... 6.64 6636.0 6660.0 PX
122 PX604 20250905 6650.0 6650.0 ... 6.65 6650.0 6668.0 PX
123 PX605 20250905 6626.0 6684.0 ... 233.13 6662.0 6664.0 PX
124 PX606 20250905 0.0 0.0 ... 0.00 6668.0 6640.0 PX
125 PX607 20250905 6670.0 6670.0 ... 3.34 6670.0 6648.0 PX
126 PX608 20250905 0.0 0.0 ... 0.00 6670.0 6652.0 PX
127 RI509 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250905 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250905 2579.0 2585.0 ... 642.90 2582.0 2566.0 RM
134 RM511 20250905 2534.0 2563.0 ... 17550.78 2546.0 2544.0 RM
135 RM601 20250905 2514.0 2556.0 ... 934779.72 2536.0 2524.0 RM
136 RM603 20250905 2407.0 2433.0 ... 15164.52 2424.0 2422.0 RM
137 RM605 20250905 2384.0 2405.0 ... 147596.53 2396.0 2401.0 RM
138 RM607 20250905 2378.0 2393.0 ... 22128.45 2385.0 2389.0 RM
139 RM608 20250905 2481.0 2488.0 ... 151.28 2480.0 2487.0 RM
140 RS509 20250905 0.0 0.0 ... 0.00 4824.0 4804.0 RS
141 RS511 20250905 5254.0 5254.0 ... 125.19 5216.0 5144.0 RS
142 RS607 20250905 5492.0 5600.0 ... 187.90 5527.0 5504.0 RS
143 RS608 20250905 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250905 1150.0 1185.0 ... 895.12 1159.0 1152.0 SA
145 SA510 20250905 1206.0 1229.0 ... 72080.37 1214.0 1201.0 SA
146 SA511 20250905 1206.0 1242.0 ... 354046.45 1222.0 1206.0 SA
147 SA512 20250905 1266.0 1302.0 ... 271169.90 1280.0 1258.0 SA
148 SA601 20250905 1275.0 1311.0 ... 3744782.89 1288.0 1269.0 SA
149 SA602 20250905 1303.0 1343.0 ... 36036.90 1312.0 1302.0 SA
150 SA603 20250905 1310.0 1348.0 ... 3645.74 1328.0 1301.0 SA
151 SA604 20250905 1352.0 1389.0 ... 919.27 1372.0 1341.0 SA
152 SA605 20250905 1356.0 1394.0 ... 124433.11 1370.0 1351.0 SA
153 SA606 20250905 1366.0 1401.0 ... 1069.59 1385.0 1360.0 SA
154 SA607 20250905 1366.0 1400.0 ... 3079.30 1390.0 1364.0 SA
155 SA608 20250905 1398.0 1412.0 ... 2441.60 1406.0 1391.0 SA
156 SF509 20250905 5338.0 5472.0 ... 913.40 5424.0 5320.0 SF
157 SF510 20250905 5340.0 5492.0 ... 70071.14 5414.0 5330.0 SF
158 SF511 20250905 5510.0 5674.0 ... 592885.87 5584.0 5492.0 SF
159 SF512 20250905 5468.0 5628.0 ... 90557.63 5534.0 5454.0 SF
160 SF601 20250905 5470.0 5634.0 ... 233692.05 5550.0 5458.0 SF
161 SF602 20250905 5424.0 5596.0 ... 22536.29 5512.0 5426.0 SF
162 SF603 20250905 5626.0 5760.0 ... 1083.41 5688.0 5612.0 SF
163 SF604 20250905 5620.0 5728.0 ... 82.41 5684.0 5598.0 SF
164 SF605 20250905 5606.0 5724.0 ... 5456.02 5654.0 5594.0 SF
165 SF606 20250905 5580.0 5690.0 ... 863.59 5644.0 5538.0 SF
166 SF607 20250905 5720.0 5822.0 ... 52.09 5788.0 5704.0 SF
167 SF608 20250905 5708.0 5738.0 ... 17.18 5728.0 5686.0 SF
168 SH509 20250905 0.0 0.0 ... 0.00 2495.0 2494.0 SH
169 SH510 20250905 2598.0 2620.0 ... 112602.99 2595.0 2600.0 SH
170 SH511 20250905 2633.0 2652.0 ... 741039.69 2623.0 2634.0 SH
171 SH512 20250905 2633.0 2656.0 ... 261543.05 2633.0 2637.0 SH
172 SH601 20250905 2602.0 2622.0 ... 3413838.96 2606.0 2603.0 SH
173 SH602 20250905 2610.0 2631.0 ... 72469.99 2616.0 2612.0 SH
174 SH603 20250905 2635.0 2647.0 ... 1911.38 2633.0 2628.0 SH
175 SH604 20250905 2690.0 2694.0 ... 482.43 2680.0 2671.0 SH
176 SH605 20250905 2680.0 2712.0 ... 25589.28 2692.0 2685.0 SH
177 SH606 20250905 2708.0 2711.0 ... 178.02 2697.0 2690.0 SH
178 SH607 20250905 2681.0 2698.0 ... 56.38 2685.0 2679.0 SH
179 SH608 20250905 2686.0 2710.0 ... 24.26 2695.0 2687.0 SH
180 SM509 20250905 5628.0 5768.0 ... 1718.10 5670.0 5630.0 SM
181 SM510 20250905 5664.0 5806.0 ... 36692.06 5736.0 5632.0 SM
182 SM511 20250905 5740.0 5890.0 ... 238423.41 5800.0 5712.0 SM
183 SM512 20250905 5742.0 5896.0 ... 88923.70 5816.0 5718.0 SM
184 SM601 20250905 5742.0 5904.0 ... 737202.52 5816.0 5724.0 SM
185 SM602 20250905 5760.0 5908.0 ... 111844.22 5808.0 5730.0 SM
186 SM603 20250905 5756.0 5920.0 ... 153.02 5886.0 5744.0 SM
187 SM604 20250905 5768.0 5930.0 ... 70.27 5856.0 5750.0 SM
188 SM605 20250905 5788.0 5938.0 ... 10072.20 5842.0 5762.0 SM
189 SM606 20250905 5784.0 5918.0 ... 64.10 5828.0 5776.0 SM
190 SM607 20250905 5828.0 5944.0 ... 114.39 5866.0 5782.0 SM
191 SM608 20250905 5832.0 5956.0 ... 29.57 5914.0 5796.0 SM
192 SR509 20250905 5550.0 5550.0 ... 831.60 5544.0 5568.0 SR
193 SR511 20250905 5549.0 5572.0 ... 202902.95 5532.0 5558.0 SR
194 SR601 20250905 5526.0 5537.0 ... 1036699.10 5522.0 5540.0 SR
195 SR603 20250905 5517.0 5522.0 ... 4060.45 5509.0 5526.0 SR
196 SR605 20250905 5515.0 5519.0 ... 54381.46 5506.0 5518.0 SR
197 SR607 20250905 5511.0 5518.0 ... 3550.73 5505.0 5517.0 SR
198 TA509 20250905 4578.0 4578.0 ... 29397.45 4528.0 4594.0 TA
199 TA510 20250905 4628.0 4644.0 ... 98964.24 4620.0 4650.0 TA
200 TA511 20250905 4640.0 4658.0 ... 264156.65 4632.0 4660.0 TA
201 TA512 20250905 4648.0 4670.0 ... 98827.42 4644.0 4672.0 TA
202 TA601 20250905 4658.0 4680.0 ... 1432021.54 4656.0 4676.0 TA
203 TA602 20250905 4662.0 4688.0 ... 11052.76 4666.0 4680.0 TA
204 TA603 20250905 4674.0 4702.0 ... 133.36 4680.0 4714.0 TA
205 TA604 20250905 4700.0 4700.0 ... 9.40 4700.0 4696.0 TA
206 TA605 20250905 4688.0 4716.0 ... 39060.58 4692.0 4712.0 TA
207 TA606 20250905 4692.0 4722.0 ... 25.84 4700.0 4718.0 TA
208 TA607 20250905 4710.0 4726.0 ... 9.41 4704.0 4730.0 TA
209 TA608 20250905 4722.0 4722.0 ... 4.72 4716.0 4752.0 TA
210 UR509 20250905 1662.0 1680.0 ... 237.58 1673.0 1661.0 UR
211 UR510 20250905 1681.0 1695.0 ... 4018.63 1681.0 1679.0 UR
212 UR511 20250905 1700.0 1719.0 ... 33630.79 1714.0 1710.0 UR
213 UR512 20250905 1715.0 1721.0 ... 13217.86 1717.0 1712.0 UR
214 UR601 20250905 1718.0 1722.0 ... 558936.76 1718.0 1713.0 UR
215 UR602 20250905 1712.0 1720.0 ... 277.96 1716.0 1710.0 UR
216 UR603 20250905 1759.0 1762.0 ... 119.61 1759.0 1764.0 UR
217 UR604 20250905 1763.0 1764.0 ... 42.31 1763.0 1757.0 UR
218 UR605 20250905 1757.0 1762.0 ... 19767.50 1757.0 1754.0 UR
219 UR606 20250905 1743.0 1758.0 ... 175.48 1755.0 1750.0 UR
220 UR607 20250905 1770.0 1783.0 ... 56.83 1776.0 1777.0 UR
221 UR608 20250905 1773.0 1779.0 ... 39.06 1775.0 1773.0 UR
222 WH509 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250905 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250905 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:40,409 - future_1d - INFO - ak.get_czce_daily('2025-09-05') done
symbol date open ... settle pre_settle variety
0 SC2510 20250905 480.2 ... 482.3 483.6 SC
1 SC2511 20250905 482.8 ... 481.9 484.6 SC
2 SC2512 20250905 480.3 ... 481.1 484.4 SC
3 SC2601 20250905 479.6 ... 479.5 483.6 SC
4 SC2602 20250905 478.2 ... 477.5 482.5 SC
5 SC2603 20250905 475.7 ... 475.2 480.3 SC
6 SC2604 20250905 474.2 ... 473.7 478.5 SC
7 SC2605 20250905 471.6 ... 472.5 475.5 SC
8 SC2606 20250905 472 ... 471.5 475.8 SC
9 SC2607 20250905 471.3 ... 470.4 473.9 SC
10 SC2608 20250905 469.4 ... 469 473.8 SC
11 SC2609 20250905 467.5 ... 467.9 474 SC
12 SC2612 20250905 467.5 ... 467.1 473.4 SC
13 SC2703 20250905 467.9 ... 466.8 470.9 SC
14 SC2706 20250905 465 ... 465 466.9 SC
15 SC2709 20250905 464.6 ... 464.6 468.8 SC
16 SC2712 20250905 464.3 ... 464.6 466.2 SC
17 SC2803 20250905 ... 462.6 468.1 SC
18 SC2806 20250905 463 ... 460.6 466.8 SC
19 SC2809 20250905 458.8 ... 458 464.1 SC
21 LU2510 20250905 3392 ... 3366 3421 LU
22 LU2511 20250905 3410 ... 3389 3442 LU
23 LU2512 20250905 3410 ... 3386 3440 LU
24 LU2601 20250905 3396 ... 3375 3423 LU
25 LU2602 20250905 3375 ... 3358 3401 LU
26 LU2603 20250905 3353 ... 3351 3403 LU
27 LU2604 20250905 3350 ... 3350 3378 LU
28 LU2605 20250905 3337 ... 3345 3362 LU
29 LU2606 20250905 3335 ... 3337 3366 LU
30 LU2607 20250905 3334 ... 3334 3370 LU
31 LU2608 20250905 3330 ... 3337 3370 LU
32 LU2609 20250905 3323 ... 3318 3360 LU
34 NR2509 20250905 12600 ... 12790 12650 NR
35 NR2510 20250905 12735 ... 12890 12720 NR
36 NR2511 20250905 12790 ... 12955 12770 NR
37 NR2512 20250905 12830 ... 12990 12810 NR
38 NR2601 20250905 12845 ... 13025 12835 NR
39 NR2602 20250905 12810 ... 13050 12835 NR
40 NR2603 20250905 12820 ... 13010 12840 NR
41 NR2604 20250905 12945 ... 13010 12830 NR
42 NR2605 20250905 12935 ... 12990 12830 NR
43 NR2606 20250905 12870 ... 13000 12870 NR
44 NR2607 20250905 12880 ... 12880 12810 NR
45 NR2608 20250905 12910 ... 12915 12885 NR
47 BC2509 20250905 ... 70330 70130 BC
48 BC2510 20250905 70740 ... 70890 71020 BC
49 BC2511 20250905 70790 ... 70950 71020 BC
50 BC2512 20250905 70790 ... 70790 71100 BC
51 BC2601 20250905 ... 71280 71280 BC
52 BC2602 20250905 ... 70900 70700 BC
53 BC2603 20250905 ... 71360 71360 BC
54 BC2604 20250905 ... 71200 71200 BC
55 BC2605 20250905 ... 71170 71170 BC
56 BC2606 20250905 ... 70700 70700 BC
57 BC2607 20250905 ... 70900 70600 BC
58 BC2608 20250905 ... 70800 70440 BC
60 EC2510 20250905 1300 ... 1318.7 1308.3 EC
61 EC2512 20250905 1670 ... 1696 1676.5 EC
62 EC2602 20250905 1517.2 ... 1531.5 1515.1 EC
63 EC2604 20250905 1246 ... 1253 1249.5 EC
64 EC2606 20250905 1437.5 ... 1445.6 1434.7 EC
65 EC2608 20250905 1582.9 ... 1607 1603.8 EC
68 SC_TAS2510 20250905 ... SC_TAS
69 SC_TAS2511 20250905 ... SC_TAS
70 SC_TAS2512 20250905 ... SC_TAS
71 SC_TAS2601 20250905 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:40,479 - future_1d - INFO - ak.get_ine_daily('2025-09-05') done
symbol date open ... settle pre_settle variety
0 PS2509 20250905 55280.0 ... 55930.0 52230.0 PS
1 PS2510 20250905 52425.0 ... 55640.0 52170.0 PS
2 PS2511 20250905 52350.0 ... 54875.0 52055.0 PS
3 PS2512 20250905 54600.0 ... 57355.0 54320.0 PS
4 PS2601 20250905 54460.0 ... 57150.0 54280.0 PS
5 PS2602 20250905 54735.0 ... 56965.0 54405.0 PS
6 PS2603 20250905 55095.0 ... 57685.0 54535.0 PS
7 PS2604 20250905 55205.0 ... 58010.0 54620.0 PS
8 PS2605 20250905 54725.0 ... 57385.0 54510.0 PS
9 PS2606 20250905 56800.0 ... 59380.0 56630.0 PS
10 PS2607 20250905 57000.0 ... 59285.0 56715.0 PS
11 PS2608 20250905 57000.0 ... 59595.0 56760.0 PS
13 SI2509 20250905 8565.0 ... 8690.0 8560.0 SI
14 SI2510 20250905 8525.0 ... 8710.0 8500.0 SI
15 SI2511 20250905 8545.0 ... 8715.0 8505.0 SI
16 SI2512 20250905 8890.0 ... 9075.0 8865.0 SI
17 SI2601 20250905 8880.0 ... 9065.0 8845.0 SI
18 SI2602 20250905 8890.0 ... 8995.0 8865.0 SI
19 SI2603 20250905 9010.0 ... 9115.0 8840.0 SI
20 SI2604 20250905 8970.0 ... 9140.0 8875.0 SI
21 SI2605 20250905 8895.0 ... 9110.0 8890.0 SI
22 SI2606 20250905 8975.0 ... 9180.0 8900.0 SI
23 SI2607 20250905 8940.0 ... 9165.0 8935.0 SI
24 SI2608 20250905 9005.0 ... 9170.0 8935.0 SI
27 LC2509 20250905 73300.0 ... 74640.0 73300.0 LC
28 LC2510 20250905 73240.0 ... 74160.0 73040.0 LC
29 LC2511 20250905 73380.0 ... 74140.0 73240.0 LC
30 LC2512 20250905 73600.0 ... 74240.0 73300.0 LC
31 LC2601 20250905 73500.0 ... 74160.0 73280.0 LC
32 LC2602 20250905 73120.0 ... 74000.0 72920.0 LC
33 LC2603 20250905 72960.0 ... 73740.0 73040.0 LC
34 LC2604 20250905 73280.0 ... 73860.0 73320.0 LC
35 LC2605 20250905 73460.0 ... 73880.0 73160.0 LC
36 LC2606 20250905 72680.0 ... 73780.0 72840.0 LC
37 LC2607 20250905 73080.0 ... 73660.0 72940.0 LC
38 LC2608 20250905 72940.0 ... 74220.0 73020.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:40,604 - future_1d - INFO - ak.get_gfex_daily('2025-09-05') done
symbol date open ... settle pre_settle variety
0 IC2509 20250905 6667.000 ... 6876.800 6607.200 IC
1 IC2510 20250905 6624.000 ... 6831.200 6551.200 IC
2 IC2512 20250905 6499.200 ... 6719.600 6437.200 IC
3 IC2603 20250905 6338.000 ... 6576.200 6291.600 IC
4 IF2509 20250905 4351.200 ... 4450.600 4334.200 IF
5 IF2510 20250905 4342.400 ... 4446.200 4324.800 IF
6 IF2512 20250905 4325.000 ... 4427.200 4307.600 IF
7 IF2603 20250905 4302.600 ... 4410.200 4286.600 IF
8 IH2509 20250905 2904.800 ... 2939.200 2893.400 IH
9 IH2510 20250905 2901.200 ... 2938.800 2892.800 IH
10 IH2512 20250905 2903.800 ... 2938.400 2894.000 IH
11 IH2603 20250905 2906.000 ... 2942.400 2897.000 IH
12 IM2509 20250905 7021.400 ... 7206.200 6974.200 IM
13 IM2510 20250905 6969.000 ... 7151.600 6913.800 IM
14 IM2512 20250905 6828.200 ... 7015.400 6778.800 IM
15 IM2603 20250905 6636.000 ... 6843.000 6604.400 IM
16 T2509 20250905 108.310 ... 108.055 108.385 T
17 T2512 20250905 108.200 ... 107.920 108.270 T
18 T2603 20250905 107.925 ... 107.670 108.005 T
19 TF2509 20250905 105.730 ... 105.690 105.815 TF
20 TF2512 20250905 105.680 ... 105.580 105.745 TF
21 TF2603 20250905 105.615 ... 105.505 105.645 TF
22 TL2509 20250905 117.620 ... 116.740 117.850 TL
23 TL2512 20250905 117.150 ... 116.300 117.400 TL
24 TL2603 20250905 117.000 ... 115.950 117.050 TL
25 TS2509 20250905 102.304 ... 102.344 102.358 TS
26 TS2512 20250905 102.426 ... 102.388 102.440 TS
27 TS2603 20250905 102.390 ... 102.356 102.396 TS
[28 rows x 12 columns]
2025-09-09 18:26:40,753 - future_1d - INFO - ak.get_cffex_daily('2025-09-05') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250905 ... 79980 79910 CU
1 1 CU2510 20250905 ... 79940 79980 CU
2 2 CU2511 20250905 ... 79930 79960 CU
3 3 CU2512 20250905 ... 79880 79910 CU
4 4 CU2601 20250905 ... 79900 79870 CU
5 5 CU2602 20250905 ... 79890 79930 CU
6 6 CU2603 20250905 ... 79850 79850 CU
7 7 CU2604 20250905 ... 79890 79910 CU
8 8 CU2605 20250905 ... 80000 79980 CU
9 9 CU2606 20250905 ... 79900 79790 CU
10 10 CU2607 20250905 ... 79880 79820 CU
11 11 CU2608 20250905 ... 79920 79860 CU
12 12 BC2509 20250905 ... 70330 70130 BC
13 13 BC2510 20250905 ... 70890 71020 BC
14 14 BC2511 20250905 ... 70950 71020 BC
15 15 BC2512 20250905 ... 70790 71100 BC
16 16 BC2601 20250905 ... 71280 71280 BC
17 17 BC2602 20250905 ... 70900 70700 BC
18 18 BC2603 20250905 ... 71360 71360 BC
19 19 BC2604 20250905 ... 71200 71200 BC
20 20 BC2605 20250905 ... 71170 71170 BC
21 21 BC2606 20250905 ... 70700 70700 BC
22 22 BC2607 20250905 ... 70900 70600 BC
23 23 BC2608 20250905 ... 70800 70440 BC
24 24 AL2509 20250905 ... 20675 20630 AL
25 25 AL2510 20250905 ... 20670 20635 AL
26 26 AL2511 20250905 ... 20655 20630 AL
27 27 AL2512 20250905 ... 20640 20620 AL
28 28 AL2601 20250905 ... 20625 20615 AL
29 29 AL2602 20250905 ... 20625 20590 AL
30 30 AL2603 20250905 ... 20665 20635 AL
31 31 AL2604 20250905 ... 20700 20665 AL
32 32 AL2605 20250905 ... 20725 20675 AL
33 33 AL2606 20250905 ... 20740 20690 AL
34 34 AL2607 20250905 ... 20750 20720 AL
35 35 AL2608 20250905 ... 20720 20690 AL
36 36 ZN2509 20250905 ... 22070 22085 ZN
37 37 ZN2510 20250905 ... 22115 22135 ZN
38 38 ZN2511 20250905 ... 22115 22140 ZN
39 39 ZN2512 20250905 ... 22120 22170 ZN
40 40 ZN2601 20250905 ... 22125 22135 ZN
41 41 ZN2602 20250905 ... 22165 22110 ZN
42 42 ZN2603 20250905 ... 22175 22140 ZN
43 43 ZN2604 20250905 ... 22165 22180 ZN
44 44 ZN2605 20250905 ... 22185 22185 ZN
45 45 ZN2606 20250905 ... 22220 22160 ZN
46 46 ZN2607 20250905 ... 22225 22190 ZN
47 47 ZN2608 20250905 ... 22205 22185 ZN
48 48 PB2509 20250905 ... 16815 16810 PB
49 49 PB2510 20250905 ... 16880 16865 PB
50 50 PB2511 20250905 ... 16885 16875 PB
51 51 PB2512 20250905 ... 16900 16890 PB
52 52 PB2601 20250905 ... 16910 16880 PB
53 53 PB2602 20250905 ... 16925 16910 PB
54 54 PB2603 20250905 ... 16960 16960 PB
55 55 PB2604 20250905 ... 16995 16995 PB
56 56 PB2605 20250905 ... 16995 17010 PB
57 57 PB2606 20250905 ... 17020 17020 PB
58 58 PB2607 20250905 ... 17065 17050 PB
59 59 PB2608 20250905 ... 17080 17080 PB
60 60 NI2509 20250905 ... 120700 121070 NI
61 61 NI2510 20250905 ... 121100 121510 NI
62 62 NI2511 20250905 ... 121240 121500 NI
63 63 NI2512 20250905 ... 121450 121730 NI
64 64 NI2601 20250905 ... 121700 121950 NI
65 65 NI2602 20250905 ... 121950 122290 NI
66 66 NI2603 20250905 ... 122210 122580 NI
67 67 NI2604 20250905 ... 122410 123220 NI
68 68 NI2605 20250905 ... 122470 122920 NI
69 69 NI2606 20250905 ... 122860 123610 NI
70 70 NI2607 20250905 ... 123070 123650 NI
71 71 NI2608 20250905 ... 123420 123810 NI
72 72 SN2509 20250905 ... 271760 272280 SN
73 73 SN2510 20250905 ... 272250 272800 SN
74 74 SN2511 20250905 ... 272440 273040 SN
75 75 SN2512 20250905 ... 272380 273170 SN
76 76 SN2601 20250905 ... 272240 272850 SN
77 77 SN2602 20250905 ... 271860 272590 SN
78 78 SN2603 20250905 ... 272070 272670 SN
79 79 SN2604 20250905 ... 273030 273030 SN
80 80 SN2605 20250905 ... 273110 272840 SN
81 81 SN2606 20250905 ... 272980 273740 SN
82 82 SN2607 20250905 ... 272930 273700 SN
83 83 SN2608 20250905 ... 272970 274450 SN
84 84 AO2509 20250905 ... 2948 2950 AO
85 85 AO2510 20250905 ... 2968 2962 AO
86 86 AO2511 20250905 ... 2975 2966 AO
87 87 AO2512 20250905 ... 2979 2966 AO
88 88 AO2601 20250905 ... 2985 2973 AO
89 89 AO2602 20250905 ... 2982 2970 AO
90 90 AO2603 20250905 ... 3025 2974 AO
91 91 AO2604 20250905 ... 3029 2988 AO
92 92 AO2605 20250905 ... 3051 2996 AO
93 93 AO2606 20250905 ... 3062 2996 AO
94 94 AO2607 20250905 ... 3075 3002 AO
95 95 AO2608 20250905 ... 3072 2999 AO
96 96 AD2511 20250905 ... 20260 20235 AD
97 97 AD2512 20250905 ... 20295 20270 AD
98 98 AD2601 20250905 ... 20285 20255 AD
99 99 AD2602 20250905 ... 20250 20345 AD
100 100 AD2603 20250905 ... 20310 20310 AD
101 101 AD2604 20250905 ... 20240 20240 AD
102 102 AD2605 20250905 ... 20185 20205 AD
103 103 AD2606 20250905 ... 20155 20155 AD
104 104 AD2607 20250905 ... 20135 20135 AD
105 105 AD2608 20250905 ... 20170 20170 AD
106 106 AU2509 20250905 ... 814.12 816.08 AU
107 107 AU2510 20250905 ... 814.56 816.1 AU
108 108 AU2511 20250905 ... 816.12 817.06 AU
109 109 AU2512 20250905 ... 816.56 817.6 AU
110 110 AU2602 20250905 ... 818.66 819.98 AU
111 111 AU2604 20250905 ... 820.78 822.1 AU
112 112 AU2606 20250905 ... 823.36 824.12 AU
113 113 AU2608 20250905 ... 825.28 826.8 AU
114 114 AG2509 20250905 ... 9760 9786 AG
115 115 AG2510 20250905 ... 9763 9846 AG
116 116 AG2511 20250905 ... 9774 9853 AG
117 117 AG2512 20250905 ... 9786 9856 AG
118 118 AG2601 20250905 ... 9794 9878 AG
119 119 AG2602 20250905 ... 9807 9886 AG
120 120 AG2603 20250905 ... 9822 9909 AG
121 121 AG2604 20250905 ... 9832 9907 AG
122 122 AG2605 20250905 ... 9843 9913 AG
123 123 AG2606 20250905 ... 9860 9924 AG
124 124 AG2607 20250905 ... 9876 9919 AG
125 125 AG2608 20250905 ... 9888 9962 AG
126 126 RB2509 20250905 ... 2967 2961 RB
127 127 RB2510 20250905 ... 3042 3030 RB
128 128 RB2511 20250905 ... 3064 3053 RB
129 129 RB2512 20250905 ... 3110 3093 RB
130 130 RB2601 20250905 ... 3126 3110 RB
131 131 RB2602 20250905 ... 3122 3105 RB
132 132 RB2603 20250905 ... 3139 3125 RB
133 133 RB2604 20250905 ... 3167 3143 RB
134 134 RB2605 20250905 ... 3172 3158 RB
135 135 RB2606 20250905 ... 3185 3174 RB
136 136 RB2607 20250905 ... 3206 3200 RB
137 137 RB2608 20250905 ... 3216 3198 RB
138 138 WR2509 20250905 ... 3342 3342 WR
139 139 WR2510 20250905 ... 3289 3265 WR
140 140 WR2511 20250905 ... 3311 3311 WR
141 141 WR2512 20250905 ... 3349 3349 WR
142 142 WR2601 20250905 ... 3336 3336 WR
143 143 WR2602 20250905 ... 3337 3337 WR
144 144 WR2603 20250905 ... 3435 3435 WR
145 145 WR2604 20250905 ... 3400 3400 WR
146 146 WR2605 20250905 ... 3429 3429 WR
147 147 WR2606 20250905 ... 3375 3375 WR
148 148 WR2607 20250905 ... 3387 3387 WR
149 149 WR2608 20250905 ... 3374 3350 WR
150 150 HC2509 20250905 ... 3377 3371 HC
151 151 HC2510 20250905 ... 3344 3320 HC
152 152 HC2511 20250905 ... 3331 3312 HC
153 153 HC2512 20250905 ... 3341 3321 HC
154 154 HC2601 20250905 ... 3320 3306 HC
155 155 HC2602 20250905 ... 3320 3302 HC
156 156 HC2603 20250905 ... 3325 3311 HC
157 157 HC2604 20250905 ... 3325 3316 HC
158 158 HC2605 20250905 ... 3331 3316 HC
159 159 HC2606 20250905 ... 3326 3314 HC
160 160 HC2607 20250905 ... 3328 3323 HC
161 161 HC2608 20250905 ... 3328 3317 HC
162 162 SS2509 20250905 ... 12730 12835 SS
163 163 SS2510 20250905 ... 12770 12890 SS
164 164 SS2511 20250905 ... 12845 12960 SS
165 165 SS2512 20250905 ... 12880 12995 SS
166 166 SS2601 20250905 ... 12940 13050 SS
167 167 SS2602 20250905 ... 12965 13095 SS
168 168 SS2603 20250905 ... 13030 13175 SS
169 169 SS2604 20250905 ... 13095 13225 SS
170 170 SS2605 20250905 ... 13190 13305 SS
171 171 SS2606 20250905 ... 13260 13360 SS
172 172 SS2607 20250905 ... 13320 13410 SS
173 173 SS2608 20250905 ... 13310 13455 SS
174 174 SC2510 20250905 ... 482.3 483.6 SC
175 175 SC2511 20250905 ... 481.9 484.6 SC
176 176 SC2512 20250905 ... 481.1 484.4 SC
177 177 SC2601 20250905 ... 479.5 483.6 SC
178 178 SC2602 20250905 ... 477.5 482.5 SC
179 179 SC2603 20250905 ... 475.2 480.3 SC
180 180 SC2604 20250905 ... 473.7 478.5 SC
181 181 SC2605 20250905 ... 472.5 475.5 SC
182 182 SC2606 20250905 ... 471.5 475.8 SC
183 183 SC2607 20250905 ... 470.4 473.9 SC
184 184 SC2608 20250905 ... 469 473.8 SC
185 185 SC2609 20250905 ... 467.9 474 SC
186 186 SC2612 20250905 ... 467.1 473.4 SC
187 187 SC2703 20250905 ... 466.8 470.9 SC
188 188 SC2706 20250905 ... 465 466.9 SC
189 189 SC2709 20250905 ... 464.6 468.8 SC
190 190 SC2712 20250905 ... 464.6 466.2 SC
191 191 SC2803 20250905 ... 462.6 468.1 SC
192 192 SC2806 20250905 ... 460.6 466.8 SC
193 193 SC2809 20250905 ... 458 464.1 SC
194 194 LU2510 20250905 ... 3366 3421 LU
195 195 LU2511 20250905 ... 3389 3442 LU
196 196 LU2512 20250905 ... 3386 3440 LU
197 197 LU2601 20250905 ... 3375 3423 LU
198 198 LU2602 20250905 ... 3358 3401 LU
199 199 LU2603 20250905 ... 3351 3403 LU
200 200 LU2604 20250905 ... 3350 3378 LU
201 201 LU2605 20250905 ... 3345 3362 LU
202 202 LU2606 20250905 ... 3337 3366 LU
203 203 LU2607 20250905 ... 3334 3370 LU
204 204 LU2608 20250905 ... 3337 3370 LU
205 205 LU2609 20250905 ... 3318 3360 LU
206 206 FU2510 20250905 ... 2786 2789 FU
207 207 FU2511 20250905 ... 2784 2797 FU
208 208 FU2512 20250905 ... 2763 2783 FU
209 209 FU2601 20250905 ... 2753 2776 FU
210 210 FU2602 20250905 ... 2744 2764 FU
211 211 FU2603 20250905 ... 2736 2753 FU
212 212 FU2604 20250905 ... 2726 2754 FU
213 213 FU2605 20250905 ... 2717 2740 FU
214 214 FU2606 20250905 ... 2714 2733 FU
215 215 FU2607 20250905 ... 2706 2725 FU
216 216 FU2608 20250905 ... 2706 2722 FU
217 217 FU2609 20250905 ... 2693 2705 FU
218 218 BU2509 20250905 ... 3483 3504 BU
219 219 BU2510 20250905 ... 3461 3499 BU
220 220 BU2511 20250905 ... 3430 3477 BU
221 221 BU2512 20250905 ... 3382 3428 BU
222 222 BU2601 20250905 ... 3355 3400 BU
223 223 BU2602 20250905 ... 3356 3404 BU
224 224 BU2603 20250905 ... 3352 3406 BU
225 225 BU2604 20250905 ... 3367 3427 BU
226 226 BU2605 20250905 ... 3361 3404 BU
227 227 BU2606 20250905 ... 3354 3398 BU
228 228 BU2607 20250905 ... 3347 3351 BU
229 229 BU2608 20250905 ... 3340 3378 BU
230 230 BU2609 20250905 ... 3332 3377 BU
231 231 BU2612 20250905 ... 3290 3311 BU
232 232 BU2703 20250905 ... 3287 3300 BU
233 233 BU2706 20250905 ... 3326 3310 BU
234 234 BR2509 20250905 ... 12050 11825 BR
235 235 BR2510 20250905 ... 11965 11800 BR
236 236 BR2511 20250905 ... 11940 11785 BR
237 237 BR2512 20250905 ... 11905 11765 BR
238 238 BR2601 20250905 ... 11900 11765 BR
239 239 BR2602 20250905 ... 11865 11800 BR
240 240 BR2603 20250905 ... 11875 11775 BR
241 241 BR2604 20250905 ... 12050 11885 BR
242 242 BR2605 20250905 ... 12035 11880 BR
243 243 BR2606 20250905 ... 11885 11905 BR
244 244 BR2607 20250905 ... 12285 12110 BR
245 245 BR2608 20250905 ... 12280 12135 BR
246 246 RU2509 20250905 ... 15165 14955 RU
247 247 RU2510 20250905 ... 15210 14965 RU
248 248 RU2511 20250905 ... 15145 14920 RU
249 249 RU2601 20250905 ... 16120 15880 RU
250 250 RU2603 20250905 ... 16130 15920 RU
251 251 RU2604 20250905 ... 16125 15935 RU
252 252 RU2605 20250905 ... 16195 15955 RU
253 253 RU2606 20250905 ... 16330 15900 RU
254 254 RU2607 20250905 ... 16250 15965 RU
255 255 RU2608 20250905 ... 16265 16115 RU
256 256 NR2509 20250905 ... 12790 12650 NR
257 257 NR2510 20250905 ... 12890 12720 NR
258 258 NR2511 20250905 ... 12955 12770 NR
259 259 NR2512 20250905 ... 12990 12810 NR
260 260 NR2601 20250905 ... 13025 12835 NR
261 261 NR2602 20250905 ... 13050 12835 NR
262 262 NR2603 20250905 ... 13010 12840 NR
263 263 NR2604 20250905 ... 13010 12830 NR
264 264 NR2605 20250905 ... 12990 12830 NR
265 265 NR2606 20250905 ... 13000 12870 NR
266 266 NR2607 20250905 ... 12880 12810 NR
267 267 NR2608 20250905 ... 12915 12885 NR
268 268 SP2509 20250905 ... 4988 4972 SP
269 269 SP2510 20250905 ... 5018 4998 SP
270 270 SP2511 20250905 ... 5038 5030 SP
271 271 SP2512 20250905 ... 5056 5044 SP
272 272 SP2601 20250905 ... 5314 5312 SP
273 273 SP2602 20250905 ... 5292 5290 SP
274 274 SP2603 20250905 ... 5308 5306 SP
275 275 SP2604 20250905 ... 5300 5328 SP
276 276 SP2605 20250905 ... 5324 5322 SP
277 277 SP2606 20250905 ... 5310 5310 SP
278 278 SP2607 20250905 ... 5328 5326 SP
279 279 SP2608 20250905 ... 5334 5344 SP
280 280 EC2510 20250905 ... 1318.7 1308.3 EC
281 281 EC2512 20250905 ... 1696 1676.5 EC
282 282 EC2602 20250905 ... 1531.5 1515.1 EC
283 283 EC2604 20250905 ... 1253 1249.5 EC
284 284 EC2606 20250905 ... 1445.6 1434.7 EC
285 285 EC2608 20250905 ... 1607 1603.8 EC
286 286 SC_TAS2510 20250905 ... SC_TAS
287 287 SC_TAS2511 20250905 ... SC_TAS
288 288 SC_TAS2512 20250905 ... SC_TAS
289 289 SC_TAS2601 20250905 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:40,858 - future_1d - INFO - ak.get_shfe_daily('2025-09-05') done
symbol date open ... settle pre_settle variety
0 a2509 20250905 4070.00 ... 4056.00 4056.00 A
1 a2511 20250905 3975.00 ... 3975.00 3966.00 A
2 a2601 20250905 3969.00 ... 3974.00 3966.00 A
3 a2603 20250905 3968.00 ... 3975.00 3968.00 A
4 a2605 20250905 4017.00 ... 4020.00 4012.00 A
5 a2607 20250905 4009.00 ... 4023.00 4016.00 A
6 b2509 20250905 0.00 ... 3681.00 3681.00 B
7 b2510 20250905 3685.00 ... 3693.00 3695.00 B
8 b2511 20250905 3703.00 ... 3732.00 3728.00 B
9 b2512 20250905 3737.00 ... 3760.00 3761.00 B
10 b2601 20250905 3740.00 ... 3758.00 3759.00 B
11 b2602 20250905 3720.00 ... 3740.00 3745.00 B
12 b2603 20250905 3685.00 ... 3702.00 3699.00 B
13 b2604 20250905 3585.00 ... 3594.00 3602.00 B
14 b2605 20250905 3511.00 ... 3521.00 3528.00 B
15 b2606 20250905 3496.00 ... 3503.00 3512.00 B
16 b2607 20250905 3504.00 ... 3507.00 3516.00 B
17 b2608 20250905 3599.00 ... 3593.00 3604.00 B
18 bb2509 20250905 0.00 ... 136.00 136.00 BB
19 bb2511 20250905 141.35 ... 141.50 142.25 BB
20 bb2601 20250905 145.90 ... 146.30 146.15 BB
21 bb2603 20250905 145.65 ... 145.75 146.40 BB
22 bb2605 20250905 0.00 ... 140.15 140.75 BB
23 bb2607 20250905 0.00 ... 144.95 145.55 BB
24 bz2603 20250905 5984.00 ... 6020.00 5967.00 BZ
25 bz2604 20250905 5973.00 ... 5987.00 5947.00 BZ
26 bz2605 20250905 5995.00 ... 5989.00 5960.00 BZ
27 bz2606 20250905 5991.00 ... 5991.00 5953.00 BZ
28 bz2607 20250905 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250905 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250905 2295.00 ... 2297.00 2315.00 C
31 c2511 20250905 2212.00 ... 2219.00 2200.00 C
32 c2601 20250905 2195.00 ... 2200.00 2187.00 C
33 c2603 20250905 2207.00 ... 2210.00 2200.00 C
34 c2605 20250905 2255.00 ... 2260.00 2249.00 C
35 c2607 20250905 2266.00 ... 2271.00 2261.00 C
36 cs2509 20250905 2490.00 ... 2496.00 2480.00 CS
37 cs2511 20250905 2499.00 ... 2512.00 2492.00 CS
38 cs2601 20250905 2523.00 ... 2537.00 2514.00 CS
39 cs2603 20250905 2530.00 ... 2543.00 2521.00 CS
40 cs2605 20250905 2603.00 ... 2610.00 2593.00 CS
41 cs2607 20250905 2607.00 ... 2610.00 2596.00 CS
42 eb2509 20250905 6936.00 ... 6975.00 6927.00 EB
43 eb2510 20250905 6980.00 ... 7064.00 6992.00 EB
44 eb2511 20250905 6990.00 ... 7077.00 7008.00 EB
45 eb2512 20250905 7020.00 ... 7087.00 7025.00 EB
46 eb2601 20250905 7048.00 ... 7113.00 7062.00 EB
47 eb2602 20250905 7089.00 ... 7136.00 7088.00 EB
48 eb2603 20250905 7137.00 ... 7183.00 7123.00 EB
49 eb2604 20250905 7164.00 ... 7205.00 7152.00 EB
50 eb2605 20250905 7168.00 ... 7222.00 7166.00 EB
51 eb2606 20250905 7195.00 ... 7204.00 7200.00 EB
52 eb2607 20250905 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250905 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250905 4500.00 ... 4428.00 4349.00 EG
55 eg2510 20250905 4343.00 ... 4365.00 4342.00 EG
56 eg2511 20250905 4360.00 ... 4354.00 4346.00 EG
57 eg2512 20250905 4340.00 ... 4350.00 4343.00 EG
58 eg2601 20250905 4357.00 ... 4354.00 4344.00 EG
59 eg2602 20250905 4358.00 ... 4350.00 4351.00 EG
60 eg2603 20250905 4366.00 ... 4365.00 4346.00 EG
61 eg2604 20250905 0.00 ... 4365.00 4365.00 EG
62 eg2605 20250905 4388.00 ... 4383.00 4376.00 EG
63 eg2606 20250905 4376.00 ... 4408.00 4370.00 EG
64 eg2607 20250905 0.00 ... 4447.00 4447.00 EG
65 eg2608 20250905 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250905 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250905 1279.50 ... 1277.00 1278.00 FB
68 fb2511 20250905 1258.00 ... 1253.50 1254.00 FB
69 fb2512 20250905 1255.00 ... 1253.50 1257.50 FB
70 fb2601 20250905 1249.00 ... 1247.00 1252.50 FB
71 fb2602 20250905 1240.50 ... 1241.00 1248.50 FB
72 fb2603 20250905 1246.50 ... 1245.00 1247.50 FB
73 fb2604 20250905 0.00 ... 1259.00 1259.00 FB
74 fb2605 20250905 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250905 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250905 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250905 1214.00 ... 1244.00 1302.50 FB
78 i2509 20250905 844.00 ... 834.00 822.00 I
79 i2510 20250905 810.00 ... 807.50 803.00 I
80 i2511 20250905 805.50 ... 802.50 798.50 I
81 i2512 20250905 800.00 ... 796.50 792.50 I
82 i2601 20250905 789.00 ... 787.00 783.50 I
83 i2602 20250905 785.00 ... 781.00 779.00 I
84 i2603 20250905 780.00 ... 776.00 772.50 I
85 i2604 20250905 775.50 ... 771.00 768.00 I
86 i2605 20250905 766.00 ... 763.00 761.00 I
87 i2606 20250905 761.00 ... 757.50 755.50 I
88 i2607 20250905 756.50 ... 753.00 750.50 I
89 i2608 20250905 751.50 ... 749.00 747.00 I
90 j2509 20250905 1460.00 ... 1512.50 1449.50 J
91 j2510 20250905 1487.50 ... 1517.50 1485.00 J
92 j2511 20250905 1517.50 ... 1548.00 1517.00 J
93 j2512 20250905 1555.50 ... 1579.00 1547.50 J
94 j2601 20250905 1580.00 ... 1616.50 1572.50 J
95 j2602 20250905 1645.50 ... 1649.00 1596.50 J
96 j2603 20250905 1622.50 ... 1673.00 1612.50 J
97 j2604 20250905 1742.00 ... 1741.50 1647.50 J
98 j2605 20250905 1684.50 ... 1720.00 1668.50 J
99 j2606 20250905 0.00 ... 1719.00 1716.50 J
100 j2607 20250905 1775.00 ... 1738.50 1694.00 J
101 j2608 20250905 0.00 ... 1710.50 1691.50 J
102 jd2509 20250905 2920.00 ... 2920.00 2944.00 JD
103 jd2510 20250905 3020.00 ... 2993.00 3016.00 JD
104 jd2511 20250905 3076.00 ... 3028.00 3075.00 JD
105 jd2512 20250905 3229.00 ... 3197.00 3235.00 JD
106 jd2601 20250905 3396.00 ... 3375.00 3412.00 JD
107 jd2602 20250905 3135.00 ... 3121.00 3143.00 JD
108 jd2603 20250905 3145.00 ... 3129.00 3144.00 JD
109 jd2604 20250905 3323.00 ... 3313.00 3331.00 JD
110 jd2605 20250905 3450.00 ... 3444.00 3458.00 JD
111 jd2606 20250905 3260.00 ... 3272.00 3286.00 JD
112 jd2607 20250905 3495.00 ... 3493.00 3497.00 JD
113 jd2608 20250905 3905.00 ... 3899.00 3904.00 JD
114 jm2509 20250905 941.00 ... 956.50 935.00 JM
115 jm2510 20250905 930.00 ... 965.00 932.50 JM
116 jm2511 20250905 989.50 ... 1026.50 990.00 JM
117 jm2512 20250905 1045.00 ... 1088.00 1043.00 JM
118 jm2601 20250905 1095.00 ... 1127.50 1089.50 JM
119 jm2602 20250905 1114.00 ... 1156.50 1106.50 JM
120 jm2603 20250905 1126.00 ... 1170.50 1124.00 JM
121 jm2604 20250905 1136.50 ... 1186.50 1136.00 JM
122 jm2605 20250905 1152.00 ... 1197.50 1139.50 JM
123 jm2606 20250905 1172.50 ... 1206.00 1154.50 JM
124 jm2607 20250905 1175.00 ... 1214.00 1170.50 JM
125 jm2608 20250905 1191.50 ... 1231.00 1176.50 JM
126 l2509 20250905 7165.00 ... 7165.00 7161.00 L
127 l2510 20250905 7212.00 ... 7214.00 7211.00 L
128 l2511 20250905 7219.00 ... 7220.00 7219.00 L
129 l2512 20250905 7224.00 ... 7232.00 7227.00 L
130 l2601 20250905 7225.00 ... 7234.00 7224.00 L
131 l2602 20250905 7208.00 ... 7223.00 7215.00 L
132 l2603 20250905 7214.00 ... 7219.00 7212.00 L
133 l2604 20250905 7229.00 ... 7242.00 7237.00 L
134 l2605 20250905 7214.00 ... 7236.00 7218.00 L
135 l2606 20250905 7227.00 ... 7253.00 7227.00 L
136 l2607 20250905 7241.00 ... 7251.00 7250.00 L
137 l2608 20250905 7254.00 ... 7267.00 7255.00 L
138 lg2509 20250905 780.50 ... 779.50 775.50 LG
139 lg2511 20250905 796.00 ... 797.00 795.50 LG
140 lg2601 20250905 821.00 ... 817.00 815.50 LG
141 lg2603 20250905 825.00 ... 823.50 823.50 LG
142 lg2605 20250905 831.50 ... 829.50 828.50 LG
143 lg2607 20250905 833.00 ... 832.00 829.00 LG
144 lh2509 20250905 13175.00 ... 13165.00 13175.00 LH
145 lh2511 20250905 13365.00 ... 13300.00 13410.00 LH
146 lh2601 20250905 13755.00 ... 13720.00 13805.00 LH
147 lh2603 20250905 13035.00 ... 13010.00 13045.00 LH
148 lh2605 20250905 13555.00 ... 13515.00 13580.00 LH
149 lh2607 20250905 14200.00 ... 14135.00 14210.00 LH
150 m2509 20250905 3000.00 ... 3028.00 3004.00 M
151 m2511 20250905 3007.00 ... 3028.00 3032.00 M
152 m2512 20250905 3054.00 ... 3067.00 3075.00 M
153 m2601 20250905 3043.00 ... 3058.00 3063.00 M
154 m2603 20250905 2984.00 ... 2992.00 3002.00 M
155 m2605 20250905 2803.00 ... 2806.00 2817.00 M
156 m2607 20250905 2795.00 ... 2791.00 2803.00 M
157 m2608 20250905 2919.00 ... 2917.00 2929.00 M
158 p2509 20250905 9358.00 ... 9354.00 9352.00 P
159 p2510 20250905 9354.00 ... 9420.00 9358.00 P
160 p2511 20250905 9348.00 ... 9428.00 9340.00 P
161 p2512 20250905 9352.00 ... 9462.00 9354.00 P
162 p2601 20250905 9382.00 ... 9456.00 9376.00 P
163 p2602 20250905 9368.00 ... 9414.00 9354.00 P
164 p2603 20250905 9310.00 ... 9380.00 9298.00 P
165 p2604 20250905 9248.00 ... 9324.00 9224.00 P
166 p2605 20250905 9158.00 ... 9228.00 9156.00 P
167 p2606 20250905 9058.00 ... 9148.00 9066.00 P
168 p2607 20250905 8960.00 ... 9032.00 8968.00 P
169 p2608 20250905 8930.00 ... 8944.00 8930.00 P
170 pg2509 20250905 3759.00 ... 3759.00 3736.00 PG
171 pg2510 20250905 4361.00 ... 4381.00 4383.00 PG
172 pg2511 20250905 4303.00 ... 4311.00 4310.00 PG
173 pg2512 20250905 4240.00 ... 4248.00 4247.00 PG
174 pg2601 20250905 4174.00 ... 4188.00 4186.00 PG
175 pg2602 20250905 4107.00 ... 4126.00 4123.00 PG
176 pg2603 20250905 4022.00 ... 4036.00 4036.00 PG
177 pg2604 20250905 4364.00 ... 4369.00 4361.00 PG
178 pg2605 20250905 4282.00 ... 4283.00 4285.00 PG
179 pg2606 20250905 4227.00 ... 4227.00 4236.00 PG
180 pg2607 20250905 4179.00 ... 4167.00 4177.00 PG
181 pg2608 20250905 0.00 ... 4136.00 4136.00 PG
182 pp2509 20250905 6838.00 ... 6832.00 6838.00 PP
183 pp2510 20250905 6888.00 ... 6887.00 6876.00 PP
184 pp2511 20250905 6909.00 ... 6917.00 6904.00 PP
185 pp2512 20250905 6920.00 ... 6940.00 6922.00 PP
186 pp2601 20250905 6939.00 ... 6951.00 6930.00 PP
187 pp2602 20250905 6907.00 ... 6933.00 6910.00 PP
188 pp2603 20250905 6914.00 ... 6929.00 6926.00 PP
189 pp2604 20250905 6938.00 ... 6953.00 6937.00 PP
190 pp2605 20250905 6945.00 ... 6969.00 6943.00 PP
191 pp2606 20250905 6907.00 ... 6935.00 6904.00 PP
192 pp2607 20250905 6916.00 ... 6914.00 6897.00 PP
193 pp2608 20250905 6920.00 ... 6922.00 6904.00 PP
194 rr2509 20250905 0.00 ... 3585.00 3585.00 RR
195 rr2510 20250905 3610.00 ... 3612.00 3610.00 RR
196 rr2511 20250905 3611.00 ... 3613.00 3609.00 RR
197 rr2512 20250905 3602.00 ... 3605.00 3605.00 RR
198 rr2601 20250905 3619.00 ... 3620.00 3620.00 RR
199 rr2602 20250905 3603.00 ... 3605.00 3604.00 RR
200 rr2603 20250905 3612.00 ... 3612.00 3608.00 RR
201 rr2604 20250905 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250905 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250905 0.00 ... 3602.00 3601.00 RR
204 rr2607 20250905 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250905 0.00 ... 3625.00 3625.00 RR
206 v2509 20250905 4713.00 ... 4727.00 4713.00 V
207 v2510 20250905 4786.00 ... 4781.00 4761.00 V
208 v2511 20250905 4803.00 ... 4818.00 4793.00 V
209 v2512 20250905 4835.00 ... 4861.00 4827.00 V
210 v2601 20250905 4880.00 ... 4886.00 4870.00 V
211 v2602 20250905 4914.00 ... 4921.00 4903.00 V
212 v2603 20250905 4952.00 ... 4957.00 4939.00 V
213 v2604 20250905 5152.00 ... 5174.00 5132.00 V
214 v2605 20250905 5192.00 ... 5191.00 5172.00 V
215 v2606 20250905 5215.00 ... 5232.00 5200.00 V
216 v2607 20250905 5249.00 ... 5263.00 5232.00 V
217 v2608 20250905 5274.00 ... 5288.00 5261.00 V
218 y2509 20250905 8400.00 ... 8420.00 8410.00 Y
219 y2511 20250905 8366.00 ... 8424.00 8370.00 Y
220 y2512 20250905 8392.00 ... 8446.00 8398.00 Y
221 y2601 20250905 8340.00 ... 8400.00 8348.00 Y
222 y2603 20250905 8296.00 ... 8326.00 8298.00 Y
223 y2605 20250905 8052.00 ... 8092.00 8060.00 Y
224 y2607 20250905 8008.00 ... 8052.00 8022.00 Y
225 y2608 20250905 8038.00 ... 8056.00 8012.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:41,324 - future_1d - INFO - ak.get_dce_daily('2025-09-05') done
2025-09-09 18:26:43,092 - future_1d - INFO - save future_daily 2025-09-05 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250908 8346.0 8397.0 ... 261591.38 8359.0 8328.0 AP
1 AP511 20250908 8187.0 8276.0 ... 5220.23 8240.0 8179.0 AP
2 AP512 20250908 8236.0 8302.0 ... 1753.91 8273.0 8167.0 AP
3 AP601 20250908 8289.0 8392.0 ... 441751.89 8347.0 8249.0 AP
4 AP603 20250908 8166.0 8263.0 ... 230.76 8242.0 8145.0 AP
5 AP604 20250908 8224.0 8267.0 ... 164.72 8236.0 8187.0 AP
6 AP605 20250908 8218.0 8321.0 ... 2849.53 8284.0 8197.0 AP
7 CF509 20250908 13565.0 13565.0 ... 4505.79 13490.0 13565.0 CF
8 CF511 20250908 13900.0 13900.0 ... 272166.75 13770.0 13860.0 CF
9 CF601 20250908 14000.0 14025.0 ... 1760633.85 13930.0 13985.0 CF
10 CF603 20250908 13950.0 13975.0 ... 3486.06 13890.0 13945.0 CF
11 CF605 20250908 13940.0 13965.0 ... 128659.29 13875.0 13930.0 CF
12 CF607 20250908 13965.0 13965.0 ... 1013.79 13890.0 13940.0 CF
13 CJ509 20250908 10000.0 10080.0 ... 130.21 10015.0 9955.0 CJ
14 CJ512 20250908 10845.0 11120.0 ... 5527.24 10990.0 10925.0 CJ
15 CJ601 20250908 10960.0 11175.0 ... 721808.75 11065.0 10990.0 CJ
16 CJ603 20250908 10995.0 11215.0 ... 9255.13 11130.0 11045.0 CJ
17 CJ605 20250908 11090.0 11305.0 ... 104057.97 11200.0 11130.0 CJ
18 CJ607 20250908 11220.0 11430.0 ... 4921.45 11325.0 11290.0 CJ
19 CY509 20250908 20200.0 20200.0 ... 181.80 20200.0 20200.0 CY
20 CY510 20250908 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250908 19975.0 19990.0 ... 111924.17 19955.0 19975.0 CY
22 CY512 20250908 0.0 0.0 ... 0.00 19635.0 19635.0 CY
23 CY601 20250908 19945.0 19995.0 ... 2094.25 19945.0 19975.0 CY
24 CY602 20250908 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250908 0.0 0.0 ... 0.00 20340.0 20340.0 CY
26 CY604 20250908 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250908 0.0 0.0 ... 0.00 20205.0 20230.0 CY
28 CY606 20250908 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250908 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250908 0.0 0.0 ... 0.00 20220.0 20245.0 CY
31 FG509 20250908 986.0 1024.0 ... 339.98 994.0 969.0 FG
32 FG510 20250908 1100.0 1127.0 ... 83810.71 1103.0 1080.0 FG
33 FG511 20250908 1093.0 1117.0 ... 248167.13 1092.0 1070.0 FG
34 FG512 20250908 1192.0 1221.0 ... 99499.69 1195.0 1170.0 FG
35 FG601 20250908 1192.0 1218.0 ... 6684565.08 1188.0 1166.0 FG
36 FG602 20250908 1236.0 1267.0 ... 29027.80 1237.0 1216.0 FG
37 FG603 20250908 1245.0 1267.0 ... 3047.21 1240.0 1221.0 FG
38 FG604 20250908 1293.0 1314.0 ... 1104.86 1291.0 1274.0 FG
39 FG605 20250908 1295.0 1310.0 ... 165961.95 1287.0 1267.0 FG
40 FG606 20250908 1330.0 1334.0 ... 1364.16 1317.0 1302.0 FG
41 FG607 20250908 1320.0 1326.0 ... 2892.12 1315.0 1302.0 FG
42 FG608 20250908 1327.0 1349.0 ... 2365.91 1337.0 1323.0 FG
43 JR509 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250908 2245.0 2254.0 ... 655.56 2245.0 2243.0 MA
53 MA510 20250908 2315.0 2319.0 ... 17072.14 2309.0 2308.0 MA
54 MA511 20250908 2344.0 2351.0 ... 100941.91 2335.0 2332.0 MA
55 MA512 20250908 2388.0 2390.0 ... 57024.48 2377.0 2374.0 MA
56 MA601 20250908 2410.0 2416.0 ... 1042405.54 2403.0 2403.0 MA
57 MA602 20250908 2421.0 2425.0 ... 22966.54 2414.0 2412.0 MA
58 MA603 20250908 2427.0 2427.0 ... 161.96 2417.0 2418.0 MA
59 MA604 20250908 2403.0 2411.0 ... 9.63 2407.0 2411.0 MA
60 MA605 20250908 2405.0 2410.0 ... 84519.14 2397.0 2398.0 MA
61 MA606 20250908 2413.0 2413.0 ... 9.61 2403.0 2411.0 MA
62 MA607 20250908 2394.0 2398.0 ... 40.66 2392.0 2395.0 MA
63 MA608 20250908 2409.0 2410.0 ... 24.03 2403.0 2399.0 MA
64 OI509 20250908 9900.0 9930.0 ... 1983.00 9915.0 9950.0 OI
65 OI511 20250908 9949.0 10005.0 ... 633242.63 9921.0 9887.0 OI
66 OI601 20250908 9824.0 9845.0 ... 3091517.46 9782.0 9763.0 OI
67 OI603 20250908 9686.0 9700.0 ... 3717.77 9632.0 9637.0 OI
68 OI605 20250908 9578.0 9578.0 ... 176525.01 9505.0 9527.0 OI
69 OI607 20250908 9486.0 9513.0 ... 443.66 9440.0 9470.0 OI
70 PF509 20250908 0.0 0.0 ... 0.00 6264.0 6256.0 PF
71 PF510 20250908 6334.0 6378.0 ... 82766.84 6336.0 6332.0 PF
72 PF511 20250908 6312.0 6364.0 ... 502118.06 6324.0 6322.0 PF
73 PF512 20250908 6312.0 6352.0 ... 158771.88 6310.0 6314.0 PF
74 PF601 20250908 6350.0 6392.0 ... 27902.70 6366.0 6366.0 PF
75 PF602 20250908 6368.0 6404.0 ... 36920.05 6376.0 6372.0 PF
76 PF603 20250908 6364.0 6416.0 ... 19.16 6386.0 6384.0 PF
77 PF604 20250908 6426.0 6456.0 ... 16.11 6442.0 6446.0 PF
78 PF605 20250908 6444.0 6472.0 ... 93.58 6454.0 6440.0 PF
79 PF606 20250908 6454.0 6488.0 ... 22.64 6470.0 6474.0 PF
80 PF607 20250908 6472.0 6502.0 ... 29.16 6480.0 6460.0 PF
81 PF608 20250908 6482.0 6502.0 ... 12.98 6490.0 6470.0 PF
82 PK510 20250908 7964.0 8018.0 ... 35211.79 7986.0 7970.0 PK
83 PK511 20250908 7826.0 7880.0 ... 395517.10 7856.0 7818.0 PK
84 PK512 20250908 7818.0 7886.0 ... 133295.57 7864.0 7812.0 PK
85 PK601 20250908 7844.0 7890.0 ... 47533.97 7874.0 7844.0 PK
86 PK603 20250908 7860.0 7896.0 ... 193.15 7884.0 7854.0 PK
87 PK604 20250908 7874.0 7908.0 ... 150.00 7894.0 7866.0 PK
88 PK605 20250908 7886.0 7912.0 ... 6200.98 7900.0 7880.0 PK
89 PL601 20250908 6381.0 6413.0 ... 27674.71 6388.0 6398.0 PL
90 PL602 20250908 6428.0 6492.0 ... 3106.98 6446.0 6436.0 PL
91 PL603 20250908 6435.0 6479.0 ... 64.51 6451.0 6458.0 PL
92 PL604 20250908 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250908 6375.0 6400.0 ... 51.13 6391.0 6389.0 PL
94 PL606 20250908 0.0 0.0 ... 0.00 6424.0 6424.0 PL
95 PL607 20250908 0.0 0.0 ... 0.00 6464.0 6464.0 PL
96 PL608 20250908 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250908 5808.0 5808.0 ... 199.90 5794.0 5620.0 PR
104 PR510 20250908 5822.0 5868.0 ... 15244.70 5834.0 5822.0 PR
105 PR511 20250908 5832.0 5870.0 ... 747199.90 5844.0 5822.0 PR
106 PR512 20250908 5840.0 5878.0 ... 554784.85 5854.0 5830.0 PR
107 PR601 20250908 5844.0 5882.0 ... 46475.49 5854.0 5836.0 PR
108 PR602 20250908 5878.0 5878.0 ... 17.63 5876.0 5862.0 PR
109 PR603 20250908 5884.0 5898.0 ... 61.83 5890.0 5894.0 PR
110 PR604 20250908 5866.0 5898.0 ... 17.65 5882.0 5896.0 PR
111 PR605 20250908 5870.0 5924.0 ... 79.73 5906.0 5910.0 PR
112 PR606 20250908 0.0 0.0 ... 0.00 5946.0 5928.0 PR
113 PR607 20250908 5970.0 5970.0 ... 8.96 5970.0 5926.0 PR
114 PR608 20250908 0.0 0.0 ... 0.00 5960.0 5924.0 PR
115 PX509 20250908 0.0 0.0 ... 0.00 6730.0 6704.0 PX
116 PX510 20250908 6730.0 6774.0 ... 10523.09 6706.0 6704.0 PX
117 PX511 20250908 6692.0 6770.0 ... 546515.94 6714.0 6688.0 PX
118 PX512 20250908 6678.0 6748.0 ... 137860.37 6696.0 6670.0 PX
119 PX601 20250908 6658.0 6720.0 ... 105635.75 6668.0 6654.0 PX
120 PX602 20250908 6646.0 6708.0 ... 8025.67 6658.0 6646.0 PX
121 PX603 20250908 6634.0 6634.0 ... 82.93 6634.0 6636.0 PX
122 PX604 20250908 0.0 0.0 ... 0.00 6696.0 6650.0 PX
123 PX605 20250908 6662.0 6708.0 ... 503.09 6664.0 6662.0 PX
124 PX606 20250908 0.0 0.0 ... 0.00 6706.0 6668.0 PX
125 PX607 20250908 0.0 0.0 ... 0.00 6722.0 6670.0 PX
126 PX608 20250908 0.0 0.0 ... 0.00 6706.0 6670.0 PX
127 RI509 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250908 2560.0 2592.0 ... 592.84 2575.0 2582.0 RM
134 RM511 20250908 2556.0 2570.0 ... 34528.11 2556.0 2546.0 RM
135 RM601 20250908 2545.0 2564.0 ... 944587.35 2543.0 2536.0 RM
136 RM603 20250908 2425.0 2442.0 ... 17890.86 2426.0 2424.0 RM
137 RM605 20250908 2392.0 2407.0 ... 207219.00 2395.0 2396.0 RM
138 RM607 20250908 2382.0 2391.0 ... 29384.57 2383.0 2385.0 RM
139 RM608 20250908 2472.0 2482.0 ... 150.92 2474.0 2480.0 RM
140 RS509 20250908 0.0 0.0 ... 0.00 4838.0 4824.0 RS
141 RS511 20250908 5120.0 5228.0 ... 72.58 5184.0 5216.0 RS
142 RS607 20250908 5501.0 5571.0 ... 83.15 5543.0 5527.0 RS
143 RS608 20250908 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250908 1166.0 1171.0 ... 1362.97 1165.0 1159.0 SA
145 SA510 20250908 1219.0 1224.0 ... 51908.13 1212.0 1214.0 SA
146 SA511 20250908 1229.0 1234.0 ... 343173.45 1220.0 1222.0 SA
147 SA512 20250908 1293.0 1294.0 ... 180400.99 1276.0 1280.0 SA
148 SA601 20250908 1300.0 1303.0 ... 3992582.06 1286.0 1288.0 SA
149 SA602 20250908 1330.0 1333.0 ... 63958.06 1318.0 1312.0 SA
150 SA603 20250908 1337.0 1340.0 ... 5580.78 1325.0 1328.0 SA
151 SA604 20250908 1380.0 1380.0 ... 993.08 1368.0 1372.0 SA
152 SA605 20250908 1381.0 1386.0 ... 168371.10 1372.0 1370.0 SA
153 SA606 20250908 1388.0 1391.0 ... 1253.52 1381.0 1385.0 SA
154 SA607 20250908 1393.0 1394.0 ... 2063.89 1380.0 1390.0 SA
155 SA608 20250908 1410.0 1410.0 ... 892.32 1399.0 1406.0 SA
156 SF509 20250908 5380.0 5440.0 ... 462.77 5414.0 5424.0 SF
157 SF510 20250908 5398.0 5462.0 ... 22498.91 5414.0 5414.0 SF
158 SF511 20250908 5570.0 5628.0 ... 369612.24 5578.0 5584.0 SF
159 SF512 20250908 5526.0 5582.0 ... 90614.61 5534.0 5534.0 SF
160 SF601 20250908 5524.0 5588.0 ... 99760.29 5542.0 5550.0 SF
161 SF602 20250908 5506.0 5550.0 ... 28242.30 5508.0 5512.0 SF
162 SF603 20250908 5660.0 5720.0 ... 71.13 5690.0 5688.0 SF
163 SF604 20250908 5658.0 5658.0 ... 2.83 5658.0 5684.0 SF
164 SF605 20250908 5636.0 5698.0 ... 1626.54 5658.0 5654.0 SF
165 SF606 20250908 5606.0 5652.0 ... 50.56 5618.0 5644.0 SF
166 SF607 20250908 5760.0 5760.0 ... 14.40 5758.0 5788.0 SF
167 SF608 20250908 5728.0 5732.0 ... 14.31 5726.0 5728.0 SF
168 SH509 20250908 2660.0 2670.0 ... 55.89 2661.0 2495.0 SH
169 SH510 20250908 2598.0 2598.0 ... 112700.15 2570.0 2595.0 SH
170 SH511 20250908 2615.0 2620.0 ... 621157.93 2585.0 2623.0 SH
171 SH512 20250908 2637.0 2637.0 ... 216682.61 2604.0 2633.0 SH
172 SH601 20250908 2606.0 2607.0 ... 3014036.03 2583.0 2606.0 SH
173 SH602 20250908 2621.0 2622.0 ... 32488.05 2600.0 2616.0 SH
174 SH603 20250908 2631.0 2631.0 ... 4323.42 2616.0 2633.0 SH
175 SH604 20250908 2661.0 2675.0 ... 997.00 2659.0 2680.0 SH
176 SH605 20250908 2702.0 2702.0 ... 25252.53 2673.0 2692.0 SH
177 SH606 20250908 2685.0 2693.0 ... 249.21 2680.0 2697.0 SH
178 SH607 20250908 2674.0 2680.0 ... 120.29 2673.0 2685.0 SH
179 SH608 20250908 2680.0 2691.0 ... 128.79 2683.0 2695.0 SH
180 SM509 20250908 5684.0 5740.0 ... 393.75 5708.0 5670.0 SM
181 SM510 20250908 5718.0 5776.0 ... 17432.86 5726.0 5736.0 SM
182 SM511 20250908 5772.0 5848.0 ... 173133.11 5798.0 5800.0 SM
183 SM512 20250908 5794.0 5854.0 ... 100070.45 5808.0 5816.0 SM
184 SM601 20250908 5806.0 5860.0 ... 402232.21 5806.0 5816.0 SM
185 SM602 20250908 5800.0 5866.0 ... 48173.15 5806.0 5808.0 SM
186 SM603 20250908 5800.0 5874.0 ... 75.80 5832.0 5886.0 SM
187 SM604 20250908 5816.0 5816.0 ... 2.91 5816.0 5856.0 SM
188 SM605 20250908 5856.0 5898.0 ... 6515.39 5854.0 5842.0 SM
189 SM606 20250908 5818.0 5898.0 ... 90.78 5858.0 5828.0 SM
190 SM607 20250908 5840.0 5914.0 ... 56.06 5902.0 5866.0 SM
191 SM608 20250908 5852.0 5868.0 ... 5.86 5860.0 5914.0 SM
192 SR509 20250908 5533.0 5546.0 ... 631.56 5540.0 5544.0 SR
193 SR511 20250908 5506.0 5535.0 ... 201186.44 5516.0 5532.0 SR
194 SR601 20250908 5518.0 5539.0 ... 1111355.41 5522.0 5522.0 SR
195 SR603 20250908 5508.0 5526.0 ... 2750.08 5511.0 5509.0 SR
196 SR605 20250908 5507.0 5519.0 ... 44997.83 5506.0 5506.0 SR
197 SR607 20250908 5508.0 5515.0 ... 3936.68 5506.0 5505.0 SR
198 TA509 20250908 4524.0 4578.0 ... 3476.01 4544.0 4528.0 TA
199 TA510 20250908 4612.0 4662.0 ... 66431.23 4624.0 4620.0 TA
200 TA511 20250908 4630.0 4676.0 ... 415493.13 4640.0 4632.0 TA
201 TA512 20250908 4644.0 4688.0 ... 236425.62 4656.0 4644.0 TA
202 TA601 20250908 4654.0 4696.0 ... 1712782.54 4662.0 4656.0 TA
203 TA602 20250908 4660.0 4704.0 ... 19136.23 4674.0 4666.0 TA
204 TA603 20250908 4650.0 4716.0 ... 72.86 4700.0 4680.0 TA
205 TA604 20250908 4692.0 4710.0 ... 9.40 4702.0 4700.0 TA
206 TA605 20250908 4690.0 4728.0 ... 46249.44 4700.0 4692.0 TA
207 TA606 20250908 4672.0 4718.0 ... 18.73 4684.0 4700.0 TA
208 TA607 20250908 4686.0 4750.0 ... 16.48 4708.0 4704.0 TA
209 TA608 20250908 4698.0 4758.0 ... 21.24 4722.0 4716.0 TA
210 UR509 20250908 1655.0 1656.0 ... 347.16 1653.0 1673.0 UR
211 UR510 20250908 1667.0 1674.0 ... 6373.64 1669.0 1681.0 UR
212 UR511 20250908 1704.0 1708.0 ... 41923.33 1702.0 1714.0 UR
213 UR512 20250908 1703.0 1710.0 ... 15609.47 1705.0 1717.0 UR
214 UR601 20250908 1705.0 1710.0 ... 502369.61 1703.0 1718.0 UR
215 UR602 20250908 1698.0 1707.0 ... 313.11 1702.0 1716.0 UR
216 UR603 20250908 1742.0 1752.0 ... 62.89 1747.0 1759.0 UR
217 UR604 20250908 1752.0 1752.0 ... 13.99 1749.0 1763.0 UR
218 UR605 20250908 1745.0 1751.0 ... 20424.22 1745.0 1757.0 UR
219 UR606 20250908 1745.0 1747.0 ... 160.08 1740.0 1755.0 UR
220 UR607 20250908 1768.0 1771.0 ... 24.77 1769.0 1776.0 UR
221 UR608 20250908 1765.0 1769.0 ... 24.71 1765.0 1775.0 UR
222 WH509 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:52,803 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 SC2510 20250908 475.6 ... 476.2 482.3 SC
1 SC2511 20250908 476 ... 477.2 481.9 SC
2 SC2512 20250908 474.8 ... 476.7 481.1 SC
3 SC2601 20250908 473.7 ... 474.2 479.5 SC
4 SC2602 20250908 474 ... 472.6 477.5 SC
5 SC2603 20250908 472 ... 472.2 475.2 SC
6 SC2604 20250908 467.5 ... 470 473.7 SC
7 SC2605 20250908 468.9 ... 469.8 472.5 SC
8 SC2606 20250908 468 ... 469.2 471.5 SC
9 SC2607 20250908 462.6 ... 466.6 470.4 SC
10 SC2608 20250908 466.6 ... 463.1 469 SC
11 SC2609 20250908 463.8 ... 463.7 467.9 SC
12 SC2612 20250908 459.9 ... 459.9 467.1 SC
13 SC2703 20250908 ... 466.8 466.8 SC
14 SC2706 20250908 456.9 ... 457.5 465 SC
15 SC2709 20250908 461.1 ... 461.1 464.6 SC
16 SC2712 20250908 ... 464.6 464.6 SC
17 SC2803 20250908 459.2 ... 459.2 462.6 SC
18 SC2806 20250908 454.9 ... 457.3 460.6 SC
19 SC2809 20250908 457.5 ... 459 458 SC
21 LU2510 20250908 3345 ... 3339 3366 LU
22 LU2511 20250908 3352 ... 3362 3389 LU
23 LU2512 20250908 3349 ... 3355 3386 LU
24 LU2601 20250908 3356 ... 3345 3375 LU
25 LU2602 20250908 3330 ... 3345 3358 LU
26 LU2603 20250908 3323 ... 3325 3351 LU
27 LU2604 20250908 3316 ... 3308 3350 LU
28 LU2605 20250908 3310 ... 3328 3345 LU
29 LU2606 20250908 3308 ... 3309 3337 LU
30 LU2607 20250908 3326 ... 3308 3334 LU
31 LU2608 20250908 3325 ... 3319 3337 LU
32 LU2609 20250908 3302 ... 3317 3318 LU
34 NR2509 20250908 12890 ... 12890 12790 NR
35 NR2510 20250908 13075 ... 12975 12890 NR
36 NR2511 20250908 13100 ... 13030 12955 NR
37 NR2512 20250908 13120 ... 13065 12990 NR
38 NR2601 20250908 13190 ... 13090 13025 NR
39 NR2602 20250908 13195 ... 13100 13050 NR
40 NR2603 20250908 13120 ... 13055 13010 NR
41 NR2604 20250908 13100 ... 13045 13010 NR
42 NR2605 20250908 13095 ... 13050 12990 NR
43 NR2606 20250908 13080 ... 13085 13000 NR
44 NR2607 20250908 13125 ... 13095 12880 NR
45 NR2608 20250908 13110 ... 13100 12915 NR
47 BC2509 20250908 ... 70330 70330 BC
48 BC2510 20250908 71190 ... 70780 70890 BC
49 BC2511 20250908 71240 ... 70810 70950 BC
50 BC2512 20250908 ... 70790 70790 BC
51 BC2601 20250908 71000 ... 70810 71280 BC
52 BC2602 20250908 ... 70900 70900 BC
53 BC2603 20250908 70820 ... 70820 71360 BC
54 BC2604 20250908 ... 71200 71200 BC
55 BC2605 20250908 ... 71170 71170 BC
56 BC2606 20250908 ... 70700 70700 BC
57 BC2607 20250908 ... 70900 70900 BC
58 BC2608 20250908 ... 70800 70800 BC
60 EC2510 20250908 1305 ... 1281.1 1318.7 EC
61 EC2512 20250908 1690 ... 1666.1 1696 EC
62 EC2602 20250908 1529.8 ... 1512.9 1531.5 EC
63 EC2604 20250908 1252.5 ... 1246 1253 EC
64 EC2606 20250908 1434.3 ... 1433.1 1445.6 EC
65 EC2608 20250908 1604.4 ... 1603.9 1607 EC
69 SC_TAS2510 20250908 ... SC_TAS
70 SC_TAS2511 20250908 ... SC_TAS
71 SC_TAS2512 20250908 ... SC_TAS
72 SC_TAS2601 20250908 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:52,903 - future_1d - INFO - ak.get_ine_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 PS2509 20250908 55930.0 ... 55960.0 55930.0 PS
1 PS2510 20250908 56000.0 ... 55690.0 55640.0 PS
2 PS2511 20250908 56080.0 ... 55595.0 54875.0 PS
3 PS2512 20250908 58220.0 ... 57845.0 57355.0 PS
4 PS2601 20250908 58400.0 ... 57690.0 57150.0 PS
5 PS2602 20250908 58230.0 ... 57830.0 56965.0 PS
6 PS2603 20250908 58500.0 ... 57970.0 57685.0 PS
7 PS2604 20250908 58255.0 ... 57845.0 58010.0 PS
8 PS2605 20250908 58805.0 ... 57825.0 57385.0 PS
9 PS2606 20250908 61050.0 ... 59920.0 59380.0 PS
10 PS2607 20250908 60010.0 ... 60045.0 59285.0 PS
11 PS2608 20250908 60000.0 ... 59980.0 59595.0 PS
13 SI2509 20250908 0.0 ... 8690.0 8690.0 SI
14 SI2510 20250908 8790.0 ... 8560.0 8710.0 SI
15 SI2511 20250908 8740.0 ... 8545.0 8715.0 SI
16 SI2512 20250908 9095.0 ... 8915.0 9075.0 SI
17 SI2601 20250908 9050.0 ... 8900.0 9065.0 SI
18 SI2602 20250908 9015.0 ... 8900.0 8995.0 SI
19 SI2603 20250908 9000.0 ... 8930.0 9115.0 SI
20 SI2604 20250908 9025.0 ... 8930.0 9140.0 SI
21 SI2605 20250908 9130.0 ... 8950.0 9110.0 SI
22 SI2606 20250908 9025.0 ... 8940.0 9180.0 SI
23 SI2607 20250908 9010.0 ... 8965.0 9165.0 SI
24 SI2608 20250908 9000.0 ... 8930.0 9170.0 SI
27 LC2509 20250908 73880.0 ... 74200.0 74640.0 LC
28 LC2510 20250908 74100.0 ... 74460.0 74160.0 LC
29 LC2511 20250908 73840.0 ... 74860.0 74140.0 LC
30 LC2512 20250908 74580.0 ... 74840.0 74240.0 LC
31 LC2601 20250908 74000.0 ... 74860.0 74160.0 LC
32 LC2602 20250908 74480.0 ... 74560.0 74000.0 LC
33 LC2603 20250908 74080.0 ... 74480.0 73740.0 LC
34 LC2604 20250908 74480.0 ... 74600.0 73860.0 LC
35 LC2605 20250908 74260.0 ... 74820.0 73880.0 LC
36 LC2606 20250908 74200.0 ... 74760.0 73780.0 LC
37 LC2607 20250908 74700.0 ... 74640.0 73660.0 LC
38 LC2608 20250908 74200.0 ... 74960.0 74220.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:53,198 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 IC2509 20250908 6906.200 ... 6925.600 6876.800 IC
1 IC2510 20250908 6866.400 ... 6870.600 6831.200 IC
2 IC2512 20250908 6750.000 ... 6761.600 6719.600 IC
3 IC2603 20250908 6591.000 ... 6615.600 6576.200 IC
4 IF2509 20250908 4464.000 ... 4457.000 4450.600 IF
5 IF2510 20250908 4449.600 ... 4449.400 4446.200 IF
6 IF2512 20250908 4438.000 ... 4429.600 4427.200 IF
7 IF2603 20250908 4426.000 ... 4411.000 4410.200 IF
8 IH2509 20250908 2941.000 ... 2938.600 2939.200 IH
9 IH2510 20250908 2939.800 ... 2938.400 2938.800 IH
10 IH2512 20250908 2938.200 ... 2938.800 2938.400 IH
11 IH2603 20250908 2944.400 ... 2941.800 2942.400 IH
12 IM2509 20250908 7221.000 ... 7248.000 7206.200 IM
13 IM2510 20250908 7171.200 ... 7189.200 7151.600 IM
14 IM2512 20250908 7049.000 ... 7053.200 7015.400 IM
15 IM2603 20250908 6865.000 ... 6873.200 6843.000 IM
16 T2509 20250908 NaN ... 107.980 108.055 T
17 T2512 20250908 107.860 ... 107.845 107.920 T
18 T2603 20250908 107.600 ... 107.570 107.670 T
19 TF2509 20250908 105.670 ... 105.670 105.690 TF
20 TF2512 20250908 105.510 ... 105.580 105.580 TF
21 TF2603 20250908 105.500 ... 105.495 105.505 TF
22 TL2509 20250908 116.440 ... 116.400 116.740 TL
23 TL2512 20250908 116.060 ... 115.980 116.300 TL
24 TL2603 20250908 115.800 ... 115.640 115.950 TL
25 TS2509 20250908 NaN ... 102.356 102.344 TS
26 TS2512 20250908 102.390 ... 102.400 102.388 TS
27 TS2603 20250908 102.322 ... 102.350 102.356 TS
[28 rows x 12 columns]
2025-09-09 18:26:53,387 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250908 ... 79710 79980 CU
1 1 CU2510 20250908 ... 79730 79940 CU
2 2 CU2511 20250908 ... 79690 79930 CU
3 3 CU2512 20250908 ... 79660 79880 CU
4 4 CU2601 20250908 ... 79620 79900 CU
5 5 CU2602 20250908 ... 79620 79890 CU
6 6 CU2603 20250908 ... 79620 79850 CU
7 7 CU2604 20250908 ... 79640 79890 CU
8 8 CU2605 20250908 ... 79680 80000 CU
9 9 CU2606 20250908 ... 79640 79900 CU
10 10 CU2607 20250908 ... 79680 79880 CU
11 11 CU2608 20250908 ... 79710 79920 CU
12 12 BC2509 20250908 ... 70330 70330 BC
13 13 BC2510 20250908 ... 70780 70890 BC
14 14 BC2511 20250908 ... 70810 70950 BC
15 15 BC2512 20250908 ... 70790 70790 BC
16 16 BC2601 20250908 ... 70810 71280 BC
17 17 BC2602 20250908 ... 70900 70900 BC
18 18 BC2603 20250908 ... 70820 71360 BC
19 19 BC2604 20250908 ... 71200 71200 BC
20 20 BC2605 20250908 ... 71170 71170 BC
21 21 BC2606 20250908 ... 70700 70700 BC
22 22 BC2607 20250908 ... 70900 70900 BC
23 23 BC2608 20250908 ... 70800 70800 BC
24 24 AL2509 20250908 ... 20690 20675 AL
25 25 AL2510 20250908 ... 20710 20670 AL
26 26 AL2511 20250908 ... 20695 20655 AL
27 27 AL2512 20250908 ... 20670 20640 AL
28 28 AL2601 20250908 ... 20655 20625 AL
29 29 AL2602 20250908 ... 20650 20625 AL
30 30 AL2603 20250908 ... 20685 20665 AL
31 31 AL2604 20250908 ... 20700 20700 AL
32 32 AL2605 20250908 ... 20750 20725 AL
33 33 AL2606 20250908 ... 20735 20740 AL
34 34 AL2607 20250908 ... 20755 20750 AL
35 35 AL2608 20250908 ... 20755 20720 AL
36 36 ZN2509 20250908 ... 22185 22070 ZN
37 37 ZN2510 20250908 ... 22245 22115 ZN
38 38 ZN2511 20250908 ... 22235 22115 ZN
39 39 ZN2512 20250908 ... 22240 22120 ZN
40 40 ZN2601 20250908 ... 22250 22125 ZN
41 41 ZN2602 20250908 ... 22235 22165 ZN
42 42 ZN2603 20250908 ... 22275 22175 ZN
43 43 ZN2604 20250908 ... 22270 22165 ZN
44 44 ZN2605 20250908 ... 22285 22185 ZN
45 45 ZN2606 20250908 ... 22310 22220 ZN
46 46 ZN2607 20250908 ... 22340 22225 ZN
47 47 ZN2608 20250908 ... 22315 22205 ZN
48 48 PB2509 20250908 ... 16835 16815 PB
49 49 PB2510 20250908 ... 16890 16880 PB
50 50 PB2511 20250908 ... 16890 16885 PB
51 51 PB2512 20250908 ... 16905 16900 PB
52 52 PB2601 20250908 ... 16915 16910 PB
53 53 PB2602 20250908 ... 16925 16925 PB
54 54 PB2603 20250908 ... 16960 16960 PB
55 55 PB2604 20250908 ... 16995 16995 PB
56 56 PB2605 20250908 ... 16995 16995 PB
57 57 PB2606 20250908 ... 17015 17020 PB
58 58 PB2607 20250908 ... 17020 17065 PB
59 59 PB2608 20250908 ... 17060 17080 PB
60 60 NI2509 20250908 ... 121240 120700 NI
61 61 NI2510 20250908 ... 121510 121100 NI
62 62 NI2511 20250908 ... 121660 121240 NI
63 63 NI2512 20250908 ... 121870 121450 NI
64 64 NI2601 20250908 ... 122130 121700 NI
65 65 NI2602 20250908 ... 122430 121950 NI
66 66 NI2603 20250908 ... 122760 122210 NI
67 67 NI2604 20250908 ... 122950 122410 NI
68 68 NI2605 20250908 ... 122930 122470 NI
69 69 NI2606 20250908 ... 123420 122860 NI
70 70 NI2607 20250908 ... 123570 123070 NI
71 71 NI2608 20250908 ... 123860 123420 NI
72 72 SN2509 20250908 ... 270130 271760 SN
73 73 SN2510 20250908 ... 271110 272250 SN
74 74 SN2511 20250908 ... 271190 272440 SN
75 75 SN2512 20250908 ... 270980 272380 SN
76 76 SN2601 20250908 ... 270710 272240 SN
77 77 SN2602 20250908 ... 271430 271860 SN
78 78 SN2603 20250908 ... 271600 272070 SN
79 79 SN2604 20250908 ... 270450 273030 SN
80 80 SN2605 20250908 ... 271370 273110 SN
81 81 SN2606 20250908 ... 273640 272980 SN
82 82 SN2607 20250908 ... 272320 272930 SN
83 83 SN2608 20250908 ... 272080 272970 SN
84 84 AO2509 20250908 ... 2917 2948 AO
85 85 AO2510 20250908 ... 2945 2968 AO
86 86 AO2511 20250908 ... 2955 2975 AO
87 87 AO2512 20250908 ... 2959 2979 AO
88 88 AO2601 20250908 ... 2965 2985 AO
89 89 AO2602 20250908 ... 2968 2982 AO
90 90 AO2603 20250908 ... 3028 3025 AO
91 91 AO2604 20250908 ... 3036 3029 AO
92 92 AO2605 20250908 ... 3049 3051 AO
93 93 AO2606 20250908 ... 3065 3062 AO
94 94 AO2607 20250908 ... 3075 3075 AO
95 95 AO2608 20250908 ... 3088 3072 AO
96 96 AD2511 20250908 ... 20305 20260 AD
97 97 AD2512 20250908 ... 20325 20295 AD
98 98 AD2601 20250908 ... 20285 20285 AD
99 99 AD2602 20250908 ... 20280 20250 AD
100 100 AD2603 20250908 ... 20295 20310 AD
101 101 AD2604 20250908 ... 20240 20240 AD
102 102 AD2605 20250908 ... 20210 20185 AD
103 103 AD2606 20250908 ... 20155 20155 AD
104 104 AD2607 20250908 ... 20150 20135 AD
105 105 AD2608 20250908 ... 20170 20170 AD
106 106 AU2509 20250908 ... 819.72 814.12 AU
107 107 AU2510 20250908 ... 821.36 814.56 AU
108 108 AU2511 20250908 ... 822.48 816.12 AU
109 109 AU2512 20250908 ... 823.34 816.56 AU
110 110 AU2602 20250908 ... 825.52 818.66 AU
111 111 AU2604 20250908 ... 827.56 820.78 AU
112 112 AU2606 20250908 ... 829.82 823.36 AU
113 113 AU2608 20250908 ... 832.16 825.28 AU
114 114 AG2509 20250908 ... 9778 9760 AG
115 115 AG2510 20250908 ... 9809 9763 AG
116 116 AG2511 20250908 ... 9826 9774 AG
117 117 AG2512 20250908 ... 9831 9786 AG
118 118 AG2601 20250908 ... 9845 9794 AG
119 119 AG2602 20250908 ... 9853 9807 AG
120 120 AG2603 20250908 ... 9874 9822 AG
121 121 AG2604 20250908 ... 9880 9832 AG
122 122 AG2605 20250908 ... 9895 9843 AG
123 123 AG2606 20250908 ... 9916 9860 AG
124 124 AG2607 20250908 ... 9932 9876 AG
125 125 AG2608 20250908 ... 9935 9888 AG
126 126 RB2509 20250908 ... 2949 2967 RB
127 127 RB2510 20250908 ... 3035 3042 RB
128 128 RB2511 20250908 ... 3054 3064 RB
129 129 RB2512 20250908 ... 3097 3110 RB
130 130 RB2601 20250908 ... 3123 3126 RB
131 131 RB2602 20250908 ... 3126 3122 RB
132 132 RB2603 20250908 ... 3140 3139 RB
133 133 RB2604 20250908 ... 3158 3167 RB
134 134 RB2605 20250908 ... 3170 3172 RB
135 135 RB2606 20250908 ... 3188 3185 RB
136 136 RB2607 20250908 ... 3203 3206 RB
137 137 RB2608 20250908 ... 3219 3216 RB
138 138 WR2509 20250908 ... 3342 3342 WR
139 139 WR2510 20250908 ... 3283 3289 WR
140 140 WR2511 20250908 ... 3365 3311 WR
141 141 WR2512 20250908 ... 3349 3349 WR
142 142 WR2601 20250908 ... 3376 3336 WR
143 143 WR2602 20250908 ... 3337 3337 WR
144 144 WR2603 20250908 ... 3435 3435 WR
145 145 WR2604 20250908 ... 3400 3400 WR
146 146 WR2605 20250908 ... 3429 3429 WR
147 147 WR2606 20250908 ... 3375 3375 WR
148 148 WR2607 20250908 ... 3387 3387 WR
149 149 WR2608 20250908 ... 3414 3374 WR
150 150 HC2509 20250908 ... 3396 3377 HC
151 151 HC2510 20250908 ... 3365 3344 HC
152 152 HC2511 20250908 ... 3354 3331 HC
153 153 HC2512 20250908 ... 3344 3341 HC
154 154 HC2601 20250908 ... 3335 3320 HC
155 155 HC2602 20250908 ... 3337 3320 HC
156 156 HC2603 20250908 ... 3339 3325 HC
157 157 HC2604 20250908 ... 3341 3325 HC
158 158 HC2605 20250908 ... 3345 3331 HC
159 159 HC2606 20250908 ... 3353 3326 HC
160 160 HC2607 20250908 ... 3347 3328 HC
161 161 HC2608 20250908 ... 3350 3328 HC
162 162 SS2509 20250908 ... 12730 12730 SS
163 163 SS2510 20250908 ... 12830 12770 SS
164 164 SS2511 20250908 ... 12895 12845 SS
165 165 SS2512 20250908 ... 12935 12880 SS
166 166 SS2601 20250908 ... 12995 12940 SS
167 167 SS2602 20250908 ... 13035 12965 SS
168 168 SS2603 20250908 ... 13115 13030 SS
169 169 SS2604 20250908 ... 13185 13095 SS
170 170 SS2605 20250908 ... 13250 13190 SS
171 171 SS2606 20250908 ... 13285 13260 SS
172 172 SS2607 20250908 ... 13350 13320 SS
173 173 SS2608 20250908 ... 13395 13310 SS
174 174 SC2510 20250908 ... 476.2 482.3 SC
175 175 SC2511 20250908 ... 477.2 481.9 SC
176 176 SC2512 20250908 ... 476.7 481.1 SC
177 177 SC2601 20250908 ... 474.2 479.5 SC
178 178 SC2602 20250908 ... 472.6 477.5 SC
179 179 SC2603 20250908 ... 472.2 475.2 SC
180 180 SC2604 20250908 ... 470 473.7 SC
181 181 SC2605 20250908 ... 469.8 472.5 SC
182 182 SC2606 20250908 ... 469.2 471.5 SC
183 183 SC2607 20250908 ... 466.6 470.4 SC
184 184 SC2608 20250908 ... 463.1 469 SC
185 185 SC2609 20250908 ... 463.7 467.9 SC
186 186 SC2612 20250908 ... 459.9 467.1 SC
187 187 SC2703 20250908 ... 466.8 466.8 SC
188 188 SC2706 20250908 ... 457.5 465 SC
189 189 SC2709 20250908 ... 461.1 464.6 SC
190 190 SC2712 20250908 ... 464.6 464.6 SC
191 191 SC2803 20250908 ... 459.2 462.6 SC
192 192 SC2806 20250908 ... 457.3 460.6 SC
193 193 SC2809 20250908 ... 459 458 SC
194 194 LU2510 20250908 ... 3339 3366 LU
195 195 LU2511 20250908 ... 3362 3389 LU
196 196 LU2512 20250908 ... 3355 3386 LU
197 197 LU2601 20250908 ... 3345 3375 LU
198 198 LU2602 20250908 ... 3345 3358 LU
199 199 LU2603 20250908 ... 3325 3351 LU
200 200 LU2604 20250908 ... 3308 3350 LU
201 201 LU2605 20250908 ... 3328 3345 LU
202 202 LU2606 20250908 ... 3309 3337 LU
203 203 LU2607 20250908 ... 3308 3334 LU
204 204 LU2608 20250908 ... 3319 3337 LU
205 205 LU2609 20250908 ... 3317 3318 LU
206 206 FU2510 20250908 ... 2781 2786 FU
207 207 FU2511 20250908 ... 2772 2784 FU
208 208 FU2512 20250908 ... 2748 2763 FU
209 209 FU2601 20250908 ... 2735 2753 FU
210 210 FU2602 20250908 ... 2719 2744 FU
211 211 FU2603 20250908 ... 2704 2736 FU
212 212 FU2604 20250908 ... 2708 2726 FU
213 213 FU2605 20250908 ... 2691 2717 FU
214 214 FU2606 20250908 ... 2688 2714 FU
215 215 FU2607 20250908 ... 2682 2706 FU
216 216 FU2608 20250908 ... 2677 2706 FU
217 217 FU2609 20250908 ... 2657 2693 FU
218 218 BU2509 20250908 ... 3448 3483 BU
219 219 BU2510 20250908 ... 3443 3461 BU
220 220 BU2511 20250908 ... 3417 3430 BU
221 221 BU2512 20250908 ... 3371 3382 BU
222 222 BU2601 20250908 ... 3345 3355 BU
223 223 BU2602 20250908 ... 3348 3356 BU
224 224 BU2603 20250908 ... 3347 3352 BU
225 225 BU2604 20250908 ... 3332 3367 BU
226 226 BU2605 20250908 ... 3353 3361 BU
227 227 BU2606 20250908 ... 3343 3354 BU
228 228 BU2607 20250908 ... 3341 3347 BU
229 229 BU2608 20250908 ... 3316 3340 BU
230 230 BU2609 20250908 ... 3324 3332 BU
231 231 BU2612 20250908 ... 3286 3290 BU
232 232 BU2703 20250908 ... 3293 3287 BU
233 233 BU2706 20250908 ... 3294 3326 BU
234 234 BR2509 20250908 ... 12090 12050 BR
235 235 BR2510 20250908 ... 12025 11965 BR
236 236 BR2511 20250908 ... 12010 11940 BR
237 237 BR2512 20250908 ... 11970 11905 BR
238 238 BR2601 20250908 ... 11975 11900 BR
239 239 BR2602 20250908 ... 11990 11865 BR
240 240 BR2603 20250908 ... 12000 11875 BR
241 241 BR2604 20250908 ... 12055 12050 BR
242 242 BR2605 20250908 ... 12055 12035 BR
243 243 BR2606 20250908 ... 12015 11885 BR
244 244 BR2607 20250908 ... 12165 12285 BR
245 245 BR2608 20250908 ... 12205 12280 BR
246 246 RU2509 20250908 ... 15310 15165 RU
247 247 RU2510 20250908 ... 15325 15210 RU
248 248 RU2511 20250908 ... 15260 15145 RU
249 249 RU2601 20250908 ... 16245 16120 RU
250 250 RU2603 20250908 ... 16250 16130 RU
251 251 RU2604 20250908 ... 16255 16125 RU
252 252 RU2605 20250908 ... 16280 16195 RU
253 253 RU2606 20250908 ... 16310 16330 RU
254 254 RU2607 20250908 ... 16340 16250 RU
255 255 RU2608 20250908 ... 16380 16265 RU
256 256 NR2509 20250908 ... 12890 12790 NR
257 257 NR2510 20250908 ... 12975 12890 NR
258 258 NR2511 20250908 ... 13030 12955 NR
259 259 NR2512 20250908 ... 13065 12990 NR
260 260 NR2601 20250908 ... 13090 13025 NR
261 261 NR2602 20250908 ... 13100 13050 NR
262 262 NR2603 20250908 ... 13055 13010 NR
263 263 NR2604 20250908 ... 13045 13010 NR
264 264 NR2605 20250908 ... 13050 12990 NR
265 265 NR2606 20250908 ... 13085 13000 NR
266 266 NR2607 20250908 ... 13095 12880 NR
267 267 NR2608 20250908 ... 13100 12915 NR
268 268 SP2509 20250908 ... 4956 4988 SP
269 269 SP2510 20250908 ... 4988 5018 SP
270 270 SP2511 20250908 ... 5016 5038 SP
271 271 SP2512 20250908 ... 5028 5056 SP
272 272 SP2601 20250908 ... 5284 5314 SP
273 273 SP2602 20250908 ... 5260 5292 SP
274 274 SP2603 20250908 ... 5274 5308 SP
275 275 SP2604 20250908 ... 5274 5300 SP
276 276 SP2605 20250908 ... 5294 5324 SP
277 277 SP2606 20250908 ... 5300 5310 SP
278 278 SP2607 20250908 ... 5294 5328 SP
279 279 SP2608 20250908 ... 5304 5334 SP
280 280 EC2510 20250908 ... 1281.1 1318.7 EC
281 281 EC2512 20250908 ... 1666.1 1696 EC
282 282 EC2602 20250908 ... 1512.9 1531.5 EC
283 283 EC2604 20250908 ... 1246 1253 EC
284 284 EC2606 20250908 ... 1433.1 1445.6 EC
285 285 EC2608 20250908 ... 1603.9 1607 EC
286 289 SC_TAS2510 20250908 ... SC_TAS
287 290 SC_TAS2511 20250908 ... SC_TAS
288 291 SC_TAS2512 20250908 ... SC_TAS
289 292 SC_TAS2601 20250908 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:53,495 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 a2509 20250908 0.00 ... 4067.00 4056.00 A
1 a2511 20250908 3971.00 ... 3973.00 3975.00 A
2 a2601 20250908 3978.00 ... 3973.00 3974.00 A
3 a2603 20250908 3978.00 ... 3974.00 3975.00 A
4 a2605 20250908 4021.00 ... 4019.00 4020.00 A
5 a2607 20250908 4024.00 ... 4023.00 4023.00 A
6 b2509 20250908 0.00 ... 3681.00 3681.00 B
7 b2510 20250908 3733.00 ... 3730.00 3693.00 B
8 b2511 20250908 3755.00 ... 3765.00 3732.00 B
9 b2512 20250908 3784.00 ... 3790.00 3760.00 B
10 b2601 20250908 3778.00 ... 3784.00 3758.00 B
11 b2602 20250908 3758.00 ... 3768.00 3740.00 B
12 b2603 20250908 3717.00 ... 3714.00 3702.00 B
13 b2604 20250908 3603.00 ... 3600.00 3594.00 B
14 b2605 20250908 3531.00 ... 3526.00 3521.00 B
15 b2606 20250908 3509.00 ... 3500.00 3503.00 B
16 b2607 20250908 3512.00 ... 3506.00 3507.00 B
17 b2608 20250908 3600.00 ... 3597.00 3593.00 B
18 bb2509 20250908 0.00 ... 136.00 136.00 BB
19 bb2511 20250908 140.45 ... 141.20 141.50 BB
20 bb2601 20250908 147.20 ... 146.90 146.30 BB
21 bb2603 20250908 0.00 ... 146.35 145.75 BB
22 bb2605 20250908 0.00 ... 140.70 140.15 BB
23 bb2607 20250908 0.00 ... 145.50 144.95 BB
24 bz2603 20250908 6010.00 ... 6013.00 6020.00 BZ
25 bz2604 20250908 5995.00 ... 5998.00 5987.00 BZ
26 bz2605 20250908 6013.00 ... 6012.00 5989.00 BZ
27 bz2606 20250908 0.00 ... 5991.00 5991.00 BZ
28 bz2607 20250908 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250908 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250908 2297.00 ... 2285.00 2297.00 C
31 c2511 20250908 2227.00 ... 2226.00 2219.00 C
32 c2601 20250908 2208.00 ... 2203.00 2200.00 C
33 c2603 20250908 2211.00 ... 2212.00 2210.00 C
34 c2605 20250908 2265.00 ... 2266.00 2260.00 C
35 c2607 20250908 2273.00 ... 2274.00 2271.00 C
36 cs2509 20250908 2498.00 ... 2502.00 2496.00 CS
37 cs2511 20250908 2519.00 ... 2523.00 2512.00 CS
38 cs2601 20250908 2543.00 ... 2540.00 2537.00 CS
39 cs2603 20250908 2548.00 ... 2547.00 2543.00 CS
40 cs2605 20250908 2616.00 ... 2617.00 2610.00 CS
41 cs2607 20250908 2616.00 ... 2620.00 2610.00 CS
42 eb2509 20250908 7019.00 ... 6962.00 6975.00 EB
43 eb2510 20250908 7089.00 ... 7062.00 7064.00 EB
44 eb2511 20250908 7091.00 ... 7072.00 7077.00 EB
45 eb2512 20250908 7096.00 ... 7080.00 7087.00 EB
46 eb2601 20250908 7146.00 ... 7108.00 7113.00 EB
47 eb2602 20250908 7146.00 ... 7136.00 7136.00 EB
48 eb2603 20250908 7177.00 ... 7167.00 7183.00 EB
49 eb2604 20250908 7184.00 ... 7193.00 7205.00 EB
50 eb2605 20250908 7210.00 ... 7207.00 7222.00 EB
51 eb2606 20250908 0.00 ... 7204.00 7204.00 EB
52 eb2607 20250908 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250908 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250908 4399.00 ... 4386.00 4428.00 EG
55 eg2510 20250908 4387.00 ... 4383.00 4365.00 EG
56 eg2511 20250908 4369.00 ... 4372.00 4354.00 EG
57 eg2512 20250908 4365.00 ... 4354.00 4350.00 EG
58 eg2601 20250908 4358.00 ... 4344.00 4354.00 EG
59 eg2602 20250908 4357.00 ... 4357.00 4350.00 EG
60 eg2603 20250908 4360.00 ... 4349.00 4365.00 EG
61 eg2604 20250908 4382.00 ... 4372.00 4365.00 EG
62 eg2605 20250908 4366.00 ... 4372.00 4383.00 EG
63 eg2606 20250908 4371.00 ... 4371.00 4408.00 EG
64 eg2607 20250908 4384.00 ... 4384.00 4447.00 EG
65 eg2608 20250908 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250908 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250908 1276.50 ... 1274.50 1277.00 FB
68 fb2511 20250908 1255.00 ... 1258.50 1253.50 FB
69 fb2512 20250908 1257.00 ... 1257.50 1253.50 FB
70 fb2601 20250908 1245.00 ... 1249.50 1247.00 FB
71 fb2602 20250908 1241.00 ... 1241.50 1241.00 FB
72 fb2603 20250908 1237.00 ... 1245.00 1245.00 FB
73 fb2604 20250908 1255.00 ... 1255.00 1259.00 FB
74 fb2605 20250908 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250908 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250908 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250908 1305.50 ... 1291.50 1244.00 FB
78 i2509 20250908 849.50 ... 835.00 834.00 I
79 i2510 20250908 809.50 ... 810.50 807.50 I
80 i2511 20250908 807.50 ... 805.00 802.50 I
81 i2512 20250908 801.00 ... 798.50 796.50 I
82 i2601 20250908 791.00 ... 789.00 787.00 I
83 i2602 20250908 785.00 ... 783.00 781.00 I
84 i2603 20250908 779.50 ... 778.00 776.00 I
85 i2604 20250908 775.50 ... 773.50 771.00 I
86 i2605 20250908 765.00 ... 764.50 763.00 I
87 i2606 20250908 761.50 ... 759.50 757.50 I
88 i2607 20250908 757.00 ... 754.50 753.00 I
89 i2608 20250908 754.50 ... 750.50 749.00 I
90 j2509 20250908 0.00 ... 1512.50 1512.50 J
91 j2510 20250908 1547.00 ... 1526.50 1517.50 J
92 j2511 20250908 1577.50 ... 1555.00 1548.00 J
93 j2512 20250908 1601.50 ... 1593.50 1579.00 J
94 j2601 20250908 1640.50 ... 1617.00 1616.50 J
95 j2602 20250908 1631.00 ... 1631.50 1649.00 J
96 j2603 20250908 1659.50 ... 1659.50 1673.00 J
97 j2604 20250908 1730.50 ... 1716.00 1741.50 J
98 j2605 20250908 1747.00 ... 1733.50 1720.00 J
99 j2606 20250908 0.00 ... 1719.00 1719.00 J
100 j2607 20250908 0.00 ... 1738.50 1738.50 J
101 j2608 20250908 0.00 ... 1710.50 1710.50 J
102 jd2509 20250908 3051.00 ... 3072.00 2920.00 JD
103 jd2510 20250908 3000.00 ... 3004.00 2993.00 JD
104 jd2511 20250908 3024.00 ... 3027.00 3028.00 JD
105 jd2512 20250908 3196.00 ... 3199.00 3197.00 JD
106 jd2601 20250908 3370.00 ... 3384.00 3375.00 JD
107 jd2602 20250908 3111.00 ... 3125.00 3121.00 JD
108 jd2603 20250908 3131.00 ... 3138.00 3129.00 JD
109 jd2604 20250908 3310.00 ... 3326.00 3313.00 JD
110 jd2605 20250908 3450.00 ... 3461.00 3444.00 JD
111 jd2606 20250908 3288.00 ... 3280.00 3272.00 JD
112 jd2607 20250908 3502.00 ... 3503.00 3493.00 JD
113 jd2608 20250908 3910.00 ... 3911.00 3899.00 JD
114 jm2509 20250908 924.00 ... 929.50 956.50 JM
115 jm2510 20250908 988.00 ... 969.50 965.00 JM
116 jm2511 20250908 1048.50 ... 1028.00 1026.50 JM
117 jm2512 20250908 1103.00 ... 1086.50 1088.00 JM
118 jm2601 20250908 1163.00 ... 1142.50 1127.50 JM
119 jm2602 20250908 1185.00 ... 1165.50 1156.50 JM
120 jm2603 20250908 1205.00 ... 1188.50 1170.50 JM
121 jm2604 20250908 1220.00 ... 1208.00 1186.50 JM
122 jm2605 20250908 1232.00 ... 1223.50 1197.50 JM
123 jm2606 20250908 1248.50 ... 1240.50 1206.00 JM
124 jm2607 20250908 1254.00 ... 1251.00 1214.00 JM
125 jm2608 20250908 1265.00 ... 1260.50 1231.00 JM
126 l2509 20250908 7142.00 ... 7152.00 7165.00 L
127 l2510 20250908 7196.00 ... 7211.00 7214.00 L
128 l2511 20250908 7226.00 ... 7223.00 7220.00 L
129 l2512 20250908 7224.00 ... 7230.00 7232.00 L
130 l2601 20250908 7240.00 ... 7229.00 7234.00 L
131 l2602 20250908 7223.00 ... 7220.00 7223.00 L
132 l2603 20250908 7221.00 ... 7221.00 7219.00 L
133 l2604 20250908 7242.00 ... 7260.00 7242.00 L
134 l2605 20250908 7230.00 ... 7234.00 7236.00 L
135 l2606 20250908 7218.00 ... 7238.00 7253.00 L
136 l2607 20250908 7243.00 ... 7251.00 7251.00 L
137 l2608 20250908 7258.00 ... 7274.00 7267.00 L
138 lg2509 20250908 775.50 ... 776.00 779.50 LG
139 lg2511 20250908 800.00 ... 807.00 797.00 LG
140 lg2601 20250908 821.00 ... 821.50 817.00 LG
141 lg2603 20250908 827.50 ... 827.50 823.50 LG
142 lg2605 20250908 830.50 ... 832.00 829.50 LG
143 lg2607 20250908 833.00 ... 833.00 832.00 LG
144 lh2509 20250908 0.00 ... 13100.00 13165.00 LH
145 lh2511 20250908 13215.00 ... 13305.00 13300.00 LH
146 lh2601 20250908 13690.00 ... 13800.00 13720.00 LH
147 lh2603 20250908 13045.00 ... 13090.00 13010.00 LH
148 lh2605 20250908 13515.00 ... 13585.00 13515.00 LH
149 lh2607 20250908 14100.00 ... 14190.00 14135.00 LH
150 m2509 20250908 3040.00 ... 3031.00 3028.00 M
151 m2511 20250908 3048.00 ... 3051.00 3028.00 M
152 m2512 20250908 3082.00 ... 3091.00 3067.00 M
153 m2601 20250908 3070.00 ... 3079.00 3058.00 M
154 m2603 20250908 2997.00 ... 3007.00 2992.00 M
155 m2605 20250908 2809.00 ... 2811.00 2806.00 M
156 m2607 20250908 2792.00 ... 2792.00 2791.00 M
157 m2608 20250908 2917.00 ... 2918.00 2917.00 M
158 p2509 20250908 9320.00 ... 9320.00 9354.00 P
159 p2510 20250908 9464.00 ... 9422.00 9420.00 P
160 p2511 20250908 9472.00 ... 9414.00 9428.00 P
161 p2512 20250908 9492.00 ... 9434.00 9462.00 P
162 p2601 20250908 9510.00 ... 9438.00 9456.00 P
163 p2602 20250908 9482.00 ... 9400.00 9414.00 P
164 p2603 20250908 9428.00 ... 9386.00 9380.00 P
165 p2604 20250908 9326.00 ... 9284.00 9324.00 P
166 p2605 20250908 9278.00 ... 9218.00 9228.00 P
167 p2606 20250908 9160.00 ... 9122.00 9148.00 P
168 p2607 20250908 9066.00 ... 9038.00 9032.00 P
169 p2608 20250908 8978.00 ... 8956.00 8944.00 P
170 pg2509 20250908 3740.00 ... 3725.00 3759.00 PG
171 pg2510 20250908 4369.00 ... 4389.00 4381.00 PG
172 pg2511 20250908 4298.00 ... 4322.00 4311.00 PG
173 pg2512 20250908 4233.00 ... 4260.00 4248.00 PG
174 pg2601 20250908 4172.00 ... 4195.00 4188.00 PG
175 pg2602 20250908 4111.00 ... 4110.00 4126.00 PG
176 pg2603 20250908 4020.00 ... 4032.00 4036.00 PG
177 pg2604 20250908 4352.00 ... 4384.00 4369.00 PG
178 pg2605 20250908 4268.00 ... 4291.00 4283.00 PG
179 pg2606 20250908 4246.00 ... 4245.00 4227.00 PG
180 pg2607 20250908 4188.00 ... 4181.00 4167.00 PG
181 pg2608 20250908 4138.00 ... 4138.00 4136.00 PG
182 pp2509 20250908 6815.00 ... 6907.00 6832.00 PP
183 pp2510 20250908 6871.00 ... 6881.00 6887.00 PP
184 pp2511 20250908 6901.00 ... 6910.00 6917.00 PP
185 pp2512 20250908 6933.00 ... 6935.00 6940.00 PP
186 pp2601 20250908 6950.00 ... 6950.00 6951.00 PP
187 pp2602 20250908 6929.00 ... 6930.00 6933.00 PP
188 pp2603 20250908 6915.00 ... 6919.00 6929.00 PP
189 pp2604 20250908 6938.00 ... 6946.00 6953.00 PP
190 pp2605 20250908 6968.00 ... 6967.00 6969.00 PP
191 pp2606 20250908 6919.00 ... 6941.00 6935.00 PP
192 pp2607 20250908 6917.00 ... 6919.00 6914.00 PP
193 pp2608 20250908 6914.00 ... 6918.00 6922.00 PP
194 rr2509 20250908 0.00 ... 3585.00 3585.00 RR
195 rr2510 20250908 3616.00 ... 3611.00 3612.00 RR
196 rr2511 20250908 3614.00 ... 3613.00 3613.00 RR
197 rr2512 20250908 3611.00 ... 3610.00 3605.00 RR
198 rr2601 20250908 3623.00 ... 3623.00 3620.00 RR
199 rr2602 20250908 3611.00 ... 3609.00 3605.00 RR
200 rr2603 20250908 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250908 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250908 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250908 0.00 ... 3604.00 3602.00 RR
204 rr2607 20250908 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250908 0.00 ... 3625.00 3625.00 RR
206 v2509 20250908 4727.00 ... 4721.00 4727.00 V
207 v2510 20250908 4800.00 ... 4770.00 4781.00 V
208 v2511 20250908 4832.00 ... 4801.00 4818.00 V
209 v2512 20250908 4874.00 ... 4839.00 4861.00 V
210 v2601 20250908 4913.00 ... 4878.00 4886.00 V
211 v2602 20250908 4948.00 ... 4919.00 4921.00 V
212 v2603 20250908 4970.00 ... 4950.00 4957.00 V
213 v2604 20250908 5178.00 ... 5154.00 5174.00 V
214 v2605 20250908 5219.00 ... 5186.00 5191.00 V
215 v2606 20250908 5227.00 ... 5208.00 5232.00 V
216 v2607 20250908 5270.00 ... 5252.00 5263.00 V
217 v2608 20250908 5290.00 ... 5285.00 5288.00 V
218 y2509 20250908 0.00 ... 8420.00 8420.00 Y
219 y2511 20250908 8474.00 ... 8432.00 8424.00 Y
220 y2512 20250908 8486.00 ... 8454.00 8446.00 Y
221 y2601 20250908 8450.00 ... 8408.00 8400.00 Y
222 y2603 20250908 8360.00 ... 8326.00 8326.00 Y
223 y2605 20250908 8122.00 ... 8110.00 8092.00 Y
224 y2607 20250908 8088.00 ... 8062.00 8052.00 Y
225 y2608 20250908 8052.00 ... 8052.00 8056.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:54,173 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
2025-09-09 18:26:55,922 - future_1d - INFO - save future_daily 2025-09-08 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250909 8340.0 8346.0 ... 398303.72 8175.0 8359.0 AP
1 AP511 20250909 8232.0 8267.0 ... 11144.13 8049.0 8240.0 AP
2 AP512 20250909 8285.0 8333.0 ... 3579.47 8080.0 8273.0 AP
3 AP601 20250909 8381.0 8428.0 ... 1609975.99 8136.0 8347.0 AP
4 AP603 20250909 8277.0 8300.0 ... 2110.89 8088.0 8242.0 AP
5 AP604 20250909 8286.0 8286.0 ... 980.05 8100.0 8236.0 AP
6 AP605 20250909 8321.0 8350.0 ... 10286.90 8177.0 8284.0 AP
7 CF509 20250909 13465.0 13465.0 ... 6919.57 13440.0 13490.0 CF
8 CF511 20250909 13700.0 13740.0 ... 236848.95 13675.0 13770.0 CF
9 CF601 20250909 13900.0 13945.0 ... 1654355.34 13880.0 13930.0 CF
10 CF603 20250909 13880.0 13910.0 ... 3437.41 13860.0 13890.0 CF
11 CF605 20250909 13850.0 13900.0 ... 131204.40 13835.0 13875.0 CF
12 CF607 20250909 13895.0 13910.0 ... 561.29 13860.0 13890.0 CF
13 CJ509 20250909 10000.0 10000.0 ... 129.31 9945.0 10015.0 CJ
14 CJ512 20250909 11050.0 11090.0 ... 4191.64 10985.0 10990.0 CJ
15 CJ601 20250909 11125.0 11165.0 ... 540637.40 11040.0 11065.0 CJ
16 CJ603 20250909 11165.0 11200.0 ... 5224.81 11080.0 11130.0 CJ
17 CJ605 20250909 11240.0 11295.0 ... 83151.06 11170.0 11200.0 CJ
18 CJ607 20250909 11385.0 11390.0 ... 2087.84 11315.0 11325.0 CJ
19 CY509 20250909 0.0 0.0 ... 0.00 20200.0 20200.0 CY
20 CY510 20250909 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250909 19945.0 19965.0 ... 122435.39 19920.0 19955.0 CY
22 CY512 20250909 0.0 0.0 ... 0.00 19635.0 19635.0 CY
23 CY601 20250909 19925.0 19935.0 ... 1173.78 19895.0 19945.0 CY
24 CY602 20250909 0.0 0.0 ... 0.00 19995.0 20015.0 CY
25 CY603 20250909 0.0 0.0 ... 0.00 20260.0 20340.0 CY
26 CY604 20250909 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250909 0.0 0.0 ... 0.00 20165.0 20205.0 CY
28 CY606 20250909 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250909 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250909 0.0 0.0 ... 0.00 20220.0 20220.0 CY
31 FG509 20250909 1014.0 1030.0 ... 203.50 1017.0 994.0 FG
32 FG510 20250909 1118.0 1130.0 ... 55015.70 1118.0 1103.0 FG
33 FG511 20250909 1109.0 1121.0 ... 187668.49 1110.0 1092.0 FG
34 FG512 20250909 1205.0 1217.0 ... 77145.75 1206.0 1195.0 FG
35 FG601 20250909 1204.0 1212.0 ... 4621726.47 1199.0 1188.0 FG
36 FG602 20250909 1252.0 1260.0 ... 27773.82 1248.0 1237.0 FG
37 FG603 20250909 1256.0 1263.0 ... 1550.57 1252.0 1240.0 FG
38 FG604 20250909 1300.0 1361.0 ... 2991.62 1311.0 1291.0 FG
39 FG605 20250909 1297.0 1308.0 ... 95590.43 1296.0 1287.0 FG
40 FG606 20250909 1320.0 1334.0 ... 865.75 1324.0 1317.0 FG
41 FG607 20250909 1315.0 1325.0 ... 1217.30 1317.0 1315.0 FG
42 FG608 20250909 1323.0 1350.0 ... 1281.40 1343.0 1337.0 FG
43 JR509 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250909 2249.0 2249.0 ... 553.78 2242.0 2245.0 MA
53 MA510 20250909 2326.0 2326.0 ... 20044.67 2305.0 2309.0 MA
54 MA511 20250909 2346.0 2346.0 ... 117189.59 2331.0 2335.0 MA
55 MA512 20250909 2392.0 2392.0 ... 71359.94 2373.0 2377.0 MA
56 MA601 20250909 2407.0 2411.0 ... 1086271.68 2397.0 2403.0 MA
57 MA602 20250909 2414.0 2425.0 ... 18299.25 2410.0 2414.0 MA
58 MA603 20250909 2415.0 2415.0 ... 74.71 2410.0 2417.0 MA
59 MA604 20250909 0.0 0.0 ... 0.00 2407.0 2407.0 MA
60 MA605 20250909 2410.0 2410.0 ... 90035.18 2394.0 2397.0 MA
61 MA606 20250909 2394.0 2395.0 ... 4.79 2395.0 2403.0 MA
62 MA607 20250909 2393.0 2393.0 ... 85.75 2382.0 2392.0 MA
63 MA608 20250909 2391.0 2391.0 ... 7.16 2388.0 2403.0 MA
64 OI509 20250909 9950.0 9984.0 ... 2990.35 9968.0 9915.0 OI
65 OI511 20250909 10026.0 10035.0 ... 495784.10 9999.0 9921.0 OI
66 OI601 20250909 9847.0 9871.0 ... 2580180.42 9845.0 9782.0 OI
67 OI603 20250909 9676.0 9710.0 ... 3310.56 9680.0 9632.0 OI
68 OI605 20250909 9541.0 9570.0 ... 216425.92 9530.0 9505.0 OI
69 OI607 20250909 9497.0 9516.0 ... 1090.17 9480.0 9440.0 OI
70 PF509 20250909 0.0 0.0 ... 0.00 6268.0 6264.0 PF
71 PF510 20250909 6400.0 6400.0 ... 59152.34 6360.0 6336.0 PF
72 PF511 20250909 6358.0 6366.0 ... 459479.05 6340.0 6324.0 PF
73 PF512 20250909 6370.0 6370.0 ... 140679.42 6322.0 6310.0 PF
74 PF601 20250909 6384.0 6388.0 ... 12038.09 6368.0 6366.0 PF
75 PF602 20250909 6394.0 6402.0 ... 44389.23 6374.0 6376.0 PF
76 PF603 20250909 6386.0 6386.0 ... 15.97 6386.0 6386.0 PF
77 PF604 20250909 0.0 0.0 ... 0.00 6442.0 6442.0 PF
78 PF605 20250909 0.0 0.0 ... 0.00 6454.0 6454.0 PF
79 PF606 20250909 0.0 0.0 ... 0.00 6470.0 6470.0 PF
80 PF607 20250909 0.0 0.0 ... 0.00 6492.0 6480.0 PF
81 PF608 20250909 0.0 0.0 ... 0.00 6508.0 6490.0 PF
82 PK510 20250909 7984.0 8000.0 ... 56800.39 7926.0 7986.0 PK
83 PK511 20250909 7860.0 7884.0 ... 444429.83 7830.0 7856.0 PK
84 PK512 20250909 7874.0 7898.0 ... 134430.25 7844.0 7864.0 PK
85 PK601 20250909 7888.0 7906.0 ... 54574.51 7860.0 7874.0 PK
86 PK603 20250909 7898.0 7898.0 ... 177.32 7882.0 7884.0 PK
87 PK604 20250909 7906.0 7918.0 ... 197.38 7896.0 7894.0 PK
88 PK605 20250909 7910.0 7914.0 ... 5695.36 7884.0 7900.0 PK
89 PL601 20250909 6430.0 6430.0 ... 33072.70 6395.0 6388.0 PL
90 PL602 20250909 6448.0 6456.0 ... 334.48 6432.0 6446.0 PL
91 PL603 20250909 6434.0 6434.0 ... 64.27 6427.0 6451.0 PL
92 PL604 20250909 0.0 0.0 ... 0.00 6465.0 6475.0 PL
93 PL605 20250909 6358.0 6361.0 ... 25.44 6360.0 6391.0 PL
94 PL606 20250909 6424.0 6424.0 ... 12.85 6424.0 6424.0 PL
95 PL607 20250909 6424.0 6424.0 ... 12.85 6424.0 6464.0 PL
96 PL608 20250909 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250909 0.0 0.0 ... 0.00 5794.0 5794.0 PR
104 PR510 20250909 5868.0 5872.0 ... 10347.77 5836.0 5834.0 PR
105 PR511 20250909 5868.0 5872.0 ... 283115.06 5834.0 5844.0 PR
106 PR512 20250909 5876.0 5878.0 ... 132496.53 5842.0 5854.0 PR
107 PR601 20250909 5878.0 5878.0 ... 31881.14 5846.0 5854.0 PR
108 PR602 20250909 0.0 0.0 ... 0.00 5886.0 5876.0 PR
109 PR603 20250909 0.0 0.0 ... 0.00 5894.0 5890.0 PR
110 PR604 20250909 0.0 0.0 ... 0.00 5892.0 5882.0 PR
111 PR605 20250909 5916.0 5916.0 ... 8.87 5916.0 5906.0 PR
112 PR606 20250909 0.0 0.0 ... 0.00 5946.0 5946.0 PR
113 PR607 20250909 0.0 0.0 ... 0.00 5970.0 5970.0 PR
114 PR608 20250909 0.0 0.0 ... 0.00 5960.0 5960.0 PR
115 PX509 20250909 0.0 0.0 ... 0.00 6724.0 6730.0 PX
116 PX510 20250909 6756.0 6756.0 ... 8687.10 6708.0 6706.0 PX
117 PX511 20250909 6768.0 6768.0 ... 496469.85 6708.0 6714.0 PX
118 PX512 20250909 6748.0 6748.0 ... 143746.16 6690.0 6696.0 PX
119 PX601 20250909 6716.0 6716.0 ... 78664.32 6674.0 6668.0 PX
120 PX602 20250909 6696.0 6696.0 ... 13598.00 6660.0 6658.0 PX
121 PX603 20250909 6652.0 6652.0 ... 6.65 6646.0 6634.0 PX
122 PX604 20250909 0.0 0.0 ... 0.00 6696.0 6696.0 PX
123 PX605 20250909 6702.0 6702.0 ... 373.85 6676.0 6664.0 PX
124 PX606 20250909 6682.0 6682.0 ... 3.34 6682.0 6706.0 PX
125 PX607 20250909 6674.0 6674.0 ... 3.34 6674.0 6722.0 PX
126 PX608 20250909 0.0 0.0 ... 0.00 6706.0 6706.0 PX
127 RI509 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250909 2580.0 2580.0 ... 334.54 2573.0 2575.0 RM
134 RM511 20250909 2550.0 2559.0 ... 15329.09 2548.0 2556.0 RM
135 RM601 20250909 2537.0 2557.0 ... 634313.36 2539.0 2543.0 RM
136 RM603 20250909 2427.0 2445.0 ... 7668.25 2432.0 2426.0 RM
137 RM605 20250909 2396.0 2412.0 ... 117107.73 2399.0 2395.0 RM
138 RM607 20250909 2379.0 2392.0 ... 23475.46 2380.0 2383.0 RM
139 RM608 20250909 2475.0 2489.0 ... 771.18 2480.0 2474.0 RM
140 RS509 20250909 0.0 0.0 ... 0.00 4854.0 4838.0 RS
141 RS511 20250909 5209.0 5212.0 ... 51.96 5196.0 5184.0 RS
142 RS607 20250909 5511.0 5602.0 ... 155.71 5561.0 5543.0 RS
143 RS608 20250909 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250909 1167.0 1173.0 ... 2515.61 1167.0 1165.0 SA
145 SA510 20250909 1213.0 1222.0 ... 33263.59 1212.0 1212.0 SA
146 SA511 20250909 1227.0 1231.0 ... 250002.89 1219.0 1220.0 SA
147 SA512 20250909 1283.0 1289.0 ... 87096.11 1275.0 1276.0 SA
148 SA601 20250909 1293.0 1299.0 ... 2839531.36 1287.0 1286.0 SA
149 SA602 20250909 1326.0 1330.0 ... 62674.38 1316.0 1318.0 SA
150 SA603 20250909 1337.0 1337.0 ... 2371.62 1323.0 1325.0 SA
151 SA604 20250909 1370.0 1374.0 ... 3728.46 1360.0 1368.0 SA
152 SA605 20250909 1372.0 1378.0 ... 96798.51 1367.0 1372.0 SA
153 SA606 20250909 1383.0 1387.0 ... 507.15 1378.0 1381.0 SA
154 SA607 20250909 1386.0 1389.0 ... 839.95 1377.0 1380.0 SA
155 SA608 20250909 1400.0 1406.0 ... 416.35 1397.0 1399.0 SA
156 SF509 20250909 5450.0 5480.0 ... 307.75 5448.0 5414.0 SF
157 SF510 20250909 5462.0 5498.0 ... 18900.46 5468.0 5414.0 SF
158 SF511 20250909 5624.0 5662.0 ... 400489.95 5630.0 5578.0 SF
159 SF512 20250909 5586.0 5614.0 ... 92623.74 5584.0 5534.0 SF
160 SF601 20250909 5588.0 5616.0 ... 125748.63 5586.0 5542.0 SF
161 SF602 20250909 5550.0 5582.0 ... 39671.48 5548.0 5508.0 SF
162 SF603 20250909 5754.0 5756.0 ... 14.36 5744.0 5690.0 SF
163 SF604 20250909 5736.0 5736.0 ... 5.72 5722.0 5658.0 SF
164 SF605 20250909 5688.0 5720.0 ... 899.25 5692.0 5658.0 SF
165 SF606 20250909 5656.0 5660.0 ... 28.28 5656.0 5618.0 SF
166 SF607 20250909 5808.0 5826.0 ... 8.72 5810.0 5758.0 SF
167 SF608 20250909 5736.0 5758.0 ... 20.10 5744.0 5726.0 SF
168 SH509 20250909 0.0 0.0 ... 0.00 2656.0 2661.0 SH
169 SH510 20250909 2570.0 2587.0 ... 79548.13 2567.0 2570.0 SH
170 SH511 20250909 2588.0 2596.0 ... 525886.10 2571.0 2585.0 SH
171 SH512 20250909 2598.0 2612.0 ... 237136.33 2590.0 2604.0 SH
172 SH601 20250909 2588.0 2593.0 ... 2024748.37 2578.0 2583.0 SH
173 SH602 20250909 2607.0 2609.0 ... 22017.75 2595.0 2600.0 SH
174 SH603 20250909 2616.0 2626.0 ... 1670.27 2614.0 2616.0 SH
175 SH604 20250909 2668.0 2668.0 ... 151.28 2654.0 2659.0 SH
176 SH605 20250909 2680.0 2681.0 ... 12439.80 2667.0 2673.0 SH
177 SH606 20250909 2670.0 2686.0 ... 152.26 2671.0 2680.0 SH
178 SH607 20250909 2668.0 2680.0 ... 208.20 2669.0 2673.0 SH
179 SH608 20250909 0.0 0.0 ... 0.00 2683.0 2683.0 SH
180 SM509 20250909 5720.0 5764.0 ... 1986.60 5742.0 5708.0 SM
181 SM510 20250909 5754.0 5780.0 ... 21824.63 5756.0 5726.0 SM
182 SM511 20250909 5840.0 5852.0 ... 235701.28 5826.0 5798.0 SM
183 SM512 20250909 5846.0 5856.0 ... 42865.71 5832.0 5808.0 SM
184 SM601 20250909 5840.0 5864.0 ... 347986.20 5838.0 5806.0 SM
185 SM602 20250909 5858.0 5870.0 ... 157117.32 5844.0 5806.0 SM
186 SM603 20250909 5858.0 5858.0 ... 26.34 5854.0 5832.0 SM
187 SM604 20250909 5864.0 5864.0 ... 5.86 5864.0 5816.0 SM
188 SM605 20250909 5880.0 5904.0 ... 4777.08 5880.0 5854.0 SM
189 SM606 20250909 5880.0 5880.0 ... 2.94 5880.0 5858.0 SM
190 SM607 20250909 5890.0 5898.0 ... 14.73 5894.0 5902.0 SM
191 SM608 20250909 0.0 0.0 ... 0.00 5886.0 5860.0 SM
192 SR509 20250909 5540.0 5540.0 ... 210.29 5534.0 5540.0 SR
193 SR511 20250909 5530.0 5558.0 ... 112762.65 5525.0 5516.0 SR
194 SR601 20250909 5535.0 5538.0 ... 849127.29 5521.0 5522.0 SR
195 SR603 20250909 5523.0 5526.0 ... 1460.58 5512.0 5511.0 SR
196 SR605 20250909 5516.0 5519.0 ... 38885.99 5503.0 5506.0 SR
197 SR607 20250909 5508.0 5515.0 ... 3701.67 5500.0 5506.0 SR
198 TA509 20250909 4570.0 4600.0 ... 6553.18 4580.0 4544.0 TA
199 TA510 20250909 4652.0 4658.0 ... 47427.45 4640.0 4624.0 TA
200 TA511 20250909 4664.0 4674.0 ... 279933.49 4648.0 4640.0 TA
201 TA512 20250909 4686.0 4686.0 ... 148433.18 4660.0 4656.0 TA
202 TA601 20250909 4698.0 4698.0 ... 1006864.04 4670.0 4662.0 TA
203 TA602 20250909 4688.0 4694.0 ... 10259.67 4676.0 4674.0 TA
204 TA603 20250909 4710.0 4710.0 ... 53.92 4690.0 4700.0 TA
205 TA604 20250909 4696.0 4696.0 ... 21.11 4692.0 4702.0 TA
206 TA605 20250909 4736.0 4736.0 ... 32238.31 4702.0 4700.0 TA
207 TA606 20250909 4708.0 4710.0 ... 4.71 4710.0 4684.0 TA
208 TA607 20250909 4720.0 4720.0 ... 2.36 4720.0 4708.0 TA
209 TA608 20250909 4730.0 4730.0 ... 2.37 4730.0 4722.0 TA
210 UR509 20250909 1633.0 1633.0 ... 897.09 1625.0 1653.0 UR
211 UR510 20250909 1661.0 1663.0 ... 15988.70 1650.0 1669.0 UR
212 UR511 20250909 1693.0 1699.0 ... 48433.83 1681.0 1702.0 UR
213 UR512 20250909 1697.0 1699.0 ... 17355.75 1684.0 1705.0 UR
214 UR601 20250909 1699.0 1701.0 ... 614104.61 1686.0 1703.0 UR
215 UR602 20250909 1695.0 1698.0 ... 809.77 1687.0 1702.0 UR
216 UR603 20250909 1742.0 1742.0 ... 706.17 1731.0 1747.0 UR
217 UR604 20250909 1737.0 1737.0 ... 245.90 1732.0 1749.0 UR
218 UR605 20250909 1740.0 1744.0 ... 37407.45 1734.0 1745.0 UR
219 UR606 20250909 1735.0 1735.0 ... 179.90 1730.0 1740.0 UR
220 UR607 20250909 1763.0 1768.0 ... 77.43 1760.0 1769.0 UR
221 UR608 20250909 1761.0 1761.0 ... 105.17 1753.0 1765.0 UR
222 WH509 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:27:01,476 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 SC2510 20250909 490.5 ... 483.4 476.2 SC
1 SC2511 20250909 485.9 ... 481.3 477.2 SC
2 SC2512 20250909 481.9 ... 479.6 476.7 SC
3 SC2601 20250909 479.9 ... 477.3 474.2 SC
4 SC2602 20250909 477.5 ... 476 472.6 SC
5 SC2603 20250909 475.5 ... 474.9 472.2 SC
6 SC2604 20250909 473.8 ... 473.4 470 SC
7 SC2605 20250909 472.3 ... 472.7 469.8 SC
8 SC2606 20250909 469.7 ... 471.4 469.2 SC
9 SC2607 20250909 468.1 ... 467.9 466.6 SC
10 SC2608 20250909 468.7 ... 467.4 463.1 SC
11 SC2609 20250909 465 ... 466 463.7 SC
12 SC2612 20250909 464.8 ... 464.8 459.9 SC
13 SC2703 20250909 462 ... 462.1 466.8 SC
14 SC2706 20250909 459 ... 459.3 457.5 SC
15 SC2709 20250909 462.9 ... 460.6 461.1 SC
16 SC2712 20250909 466.1 ... 461.7 464.6 SC
17 SC2803 20250909 463.4 ... 460.8 459.2 SC
18 SC2806 20250909 460.2 ... 458.5 457.3 SC
19 SC2809 20250909 459.4 ... 458.1 459 SC
21 LU2510 20250909 3355 ... 3345 3339 LU
22 LU2511 20250909 3402 ... 3367 3362 LU
23 LU2512 20250909 3394 ... 3365 3355 LU
24 LU2601 20250909 3376 ... 3358 3345 LU
25 LU2602 20250909 3365 ... 3340 3345 LU
26 LU2603 20250909 3338 ... 3336 3325 LU
27 LU2604 20250909 3322 ... 3334 3308 LU
28 LU2605 20250909 3317 ... 3325 3328 LU
29 LU2606 20250909 3313 ... 3313 3309 LU
30 LU2607 20250909 3333 ... 3320 3308 LU
31 LU2608 20250909 3342 ... 3329 3319 LU
32 LU2609 20250909 3325 ... 3316 3317 LU
34 NR2509 20250909 12770 ... 12705 12890 NR
35 NR2510 20250909 12980 ... 12800 12975 NR
36 NR2511 20250909 13040 ... 12840 13030 NR
37 NR2512 20250909 13085 ... 12870 13065 NR
38 NR2601 20250909 13110 ... 12920 13090 NR
39 NR2602 20250909 13095 ... 12905 13100 NR
40 NR2603 20250909 13025 ... 12885 13055 NR
41 NR2604 20250909 13015 ... 12895 13045 NR
42 NR2605 20250909 13000 ... 12935 13050 NR
43 NR2606 20250909 ... 13000 13085 NR
44 NR2607 20250909 ... 13060 13095 NR
45 NR2608 20250909 ... 12865 13100 NR
47 BC2509 20250909 70590 ... 70500 70330 BC
48 BC2510 20250909 70890 ... 70810 70780 BC
49 BC2511 20250909 70720 ... 70780 70810 BC
50 BC2512 20250909 ... 70790 70790 BC
51 BC2601 20250909 ... 70880 70810 BC
52 BC2602 20250909 ... 70900 70900 BC
53 BC2603 20250909 ... 70880 70820 BC
54 BC2604 20250909 ... 71200 71200 BC
55 BC2605 20250909 ... 71170 71170 BC
56 BC2606 20250909 ... 70700 70700 BC
57 BC2607 20250909 ... 70900 70900 BC
58 BC2608 20250909 ... 70800 70800 BC
60 EC2510 20250909 1280 ... 1272.8 1281.1 EC
61 EC2512 20250909 1649 ... 1674.4 1666.1 EC
62 EC2602 20250909 1515 ... 1521.8 1512.9 EC
63 EC2604 20250909 1235.6 ... 1249.5 1246 EC
64 EC2606 20250909 1423.4 ... 1429.9 1433.1 EC
65 EC2608 20250909 1596.4 ... 1606.3 1603.9 EC
68 SC_TAS2510 20250909 ... SC_TAS
69 SC_TAS2511 20250909 ... SC_TAS
70 SC_TAS2512 20250909 ... SC_TAS
71 SC_TAS2601 20250909 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:27:01,546 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 PS2509 20250909 0.0 ... 55960.0 55960.0 PS
1 PS2510 20250909 55040.0 ... 55420.0 55690.0 PS
2 PS2511 20250909 55555.0 ... 55320.0 55595.0 PS
3 PS2512 20250909 57990.0 ... 57655.0 57845.0 PS
4 PS2601 20250909 57870.0 ... 57525.0 57690.0 PS
5 PS2602 20250909 57890.0 ... 57635.0 57830.0 PS
6 PS2603 20250909 57805.0 ... 58150.0 57970.0 PS
7 PS2604 20250909 58030.0 ... 58280.0 57845.0 PS
8 PS2605 20250909 58285.0 ... 57690.0 57825.0 PS
9 PS2606 20250909 59885.0 ... 59785.0 59920.0 PS
10 PS2607 20250909 60000.0 ... 59985.0 60045.0 PS
11 PS2608 20250909 59910.0 ... 59585.0 59980.0 PS
13 SI2509 20250909 8555.0 ... 8555.0 8690.0 SI
14 SI2510 20250909 8495.0 ... 8505.0 8560.0 SI
15 SI2511 20250909 8555.0 ... 8530.0 8545.0 SI
16 SI2512 20250909 8880.0 ... 8895.0 8915.0 SI
17 SI2601 20250909 8925.0 ... 8890.0 8900.0 SI
18 SI2602 20250909 8935.0 ... 8900.0 8900.0 SI
19 SI2603 20250909 8980.0 ... 8895.0 8930.0 SI
20 SI2604 20250909 8980.0 ... 8910.0 8930.0 SI
21 SI2605 20250909 8950.0 ... 8920.0 8950.0 SI
22 SI2606 20250909 8980.0 ... 8855.0 8940.0 SI
23 SI2607 20250909 9000.0 ... 8925.0 8965.0 SI
24 SI2608 20250909 9000.0 ... 8965.0 8930.0 SI
27 LC2509 20250909 75000.0 ... 74260.0 74200.0 LC
28 LC2510 20250909 76600.0 ... 74500.0 74460.0 LC
29 LC2511 20250909 74740.0 ... 74340.0 74860.0 LC
30 LC2512 20250909 74600.0 ... 74120.0 74840.0 LC
31 LC2601 20250909 74500.0 ... 74380.0 74860.0 LC
32 LC2602 20250909 74520.0 ... 74040.0 74560.0 LC
33 LC2603 20250909 74480.0 ... 74200.0 74480.0 LC
34 LC2604 20250909 74600.0 ... 74720.0 74600.0 LC
35 LC2605 20250909 74820.0 ... 74740.0 74820.0 LC
36 LC2606 20250909 74540.0 ... 74720.0 74760.0 LC
37 LC2607 20250909 74600.0 ... 74520.0 74640.0 LC
38 LC2608 20250909 74360.0 ... 74580.0 74960.0 LC
[36 rows x 12 columns]
2025-09-09 18:27:03,293 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 IC2509 20250909 6904.000 ... 6866.800 6925.600 IC
1 IC2510 20250909 6814.600 ... 6808.000 6870.600 IC
2 IC2512 20250909 6730.000 ... 6692.000 6761.600 IC
3 IC2603 20250909 6599.800 ... 6546.400 6615.600 IC
4 IF2509 20250909 4438.000 ... 4420.800 4457.000 IF
5 IF2510 20250909 4434.800 ... 4412.800 4449.400 IF
6 IF2512 20250909 4415.800 ... 4393.200 4429.600 IF
7 IF2603 20250909 4397.800 ... 4373.600 4411.000 IF
8 IH2509 20250909 2930.400 ... 2922.000 2938.600 IH
9 IH2510 20250909 2930.400 ... 2921.600 2938.400 IH
10 IH2512 20250909 2934.000 ... 2921.800 2938.800 IH
11 IH2603 20250909 2932.800 ... 2923.200 2941.800 IH
12 IM2509 20250909 7215.000 ... 7153.400 7248.000 IM
13 IM2510 20250909 7135.600 ... 7092.400 7189.200 IM
14 IM2512 20250909 7020.000 ... 6948.800 7053.200 IM
15 IM2603 20250909 6850.000 ... 6769.800 6873.200 IM
16 T2509 20250909 NaN ... 107.920 107.980 T
17 T2512 20250909 107.835 ... 107.785 107.845 T
18 T2603 20250909 107.540 ... 107.525 107.570 T
19 TF2509 20250909 105.625 ... 105.655 105.670 TF
20 TF2512 20250909 105.580 ... 105.580 105.580 TF
21 TF2603 20250909 105.485 ... 105.495 105.495 TF
22 TL2509 20250909 116.490 ... 116.310 116.400 TL
23 TL2512 20250909 116.050 ... 115.760 115.980 TL
24 TL2603 20250909 115.700 ... 115.390 115.640 TL
25 TS2509 20250909 NaN ... 102.346 102.356 TS
26 TS2512 20250909 102.386 ... 102.390 102.400 TS
27 TS2603 20250909 102.338 ... 102.324 102.350 TS
[28 rows x 12 columns]
2025-09-09 18:27:03,489 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250909 ... 79760 79710 CU
1 1 CU2510 20250909 ... 79710 79730 CU
2 2 CU2511 20250909 ... 79670 79690 CU
3 3 CU2512 20250909 ... 79640 79660 CU
4 4 CU2601 20250909 ... 79600 79620 CU
5 5 CU2602 20250909 ... 79620 79620 CU
6 6 CU2603 20250909 ... 79630 79620 CU
7 7 CU2604 20250909 ... 79700 79640 CU
8 8 CU2605 20250909 ... 79690 79680 CU
9 9 CU2606 20250909 ... 79690 79640 CU
10 10 CU2607 20250909 ... 79700 79680 CU
11 11 CU2608 20250909 ... 79740 79710 CU
12 12 BC2509 20250909 ... 70500 70330 BC
13 13 BC2510 20250909 ... 70810 70780 BC
14 14 BC2511 20250909 ... 70780 70810 BC
15 15 BC2512 20250909 ... 70790 70790 BC
16 16 BC2601 20250909 ... 70880 70810 BC
17 17 BC2602 20250909 ... 70900 70900 BC
18 18 BC2603 20250909 ... 70880 70820 BC
19 19 BC2604 20250909 ... 71200 71200 BC
20 20 BC2605 20250909 ... 71170 71170 BC
21 21 BC2606 20250909 ... 70700 70700 BC
22 22 BC2607 20250909 ... 70900 70900 BC
23 23 BC2608 20250909 ... 70800 70800 BC
24 24 AL2509 20250909 ... 20745 20690 AL
25 25 AL2510 20250909 ... 20750 20710 AL
26 26 AL2511 20250909 ... 20730 20695 AL
27 27 AL2512 20250909 ... 20715 20670 AL
28 28 AL2601 20250909 ... 20695 20655 AL
29 29 AL2602 20250909 ... 20695 20650 AL
30 30 AL2603 20250909 ... 20720 20685 AL
31 31 AL2604 20250909 ... 20740 20700 AL
32 32 AL2605 20250909 ... 20755 20750 AL
33 33 AL2606 20250909 ... 20765 20735 AL
34 34 AL2607 20250909 ... 20775 20755 AL
35 35 AL2608 20250909 ... 20775 20755 AL
36 36 ZN2509 20250909 ... 22155 22185 ZN
37 37 ZN2510 20250909 ... 22200 22245 ZN
38 38 ZN2511 20250909 ... 22205 22235 ZN
39 39 ZN2512 20250909 ... 22210 22240 ZN
40 40 ZN2601 20250909 ... 22215 22250 ZN
41 41 ZN2602 20250909 ... 22215 22235 ZN
42 42 ZN2603 20250909 ... 22230 22275 ZN
43 43 ZN2604 20250909 ... 22245 22270 ZN
44 44 ZN2605 20250909 ... 22270 22285 ZN
45 45 ZN2606 20250909 ... 22280 22310 ZN
46 46 ZN2607 20250909 ... 22250 22340 ZN
47 47 ZN2608 20250909 ... 22310 22315 ZN
48 48 PB2509 20250909 ... 16850 16835 PB
49 49 PB2510 20250909 ... 16915 16890 PB
50 50 PB2511 20250909 ... 16915 16890 PB
51 51 PB2512 20250909 ... 16920 16905 PB
52 52 PB2601 20250909 ... 16925 16915 PB
53 53 PB2602 20250909 ... 16945 16925 PB
54 54 PB2603 20250909 ... 16970 16960 PB
55 55 PB2604 20250909 ... 16990 16995 PB
56 56 PB2605 20250909 ... 17000 16995 PB
57 57 PB2606 20250909 ... 17030 17015 PB
58 58 PB2607 20250909 ... 17020 17020 PB
59 59 PB2608 20250909 ... 17060 17060 PB
60 60 NI2509 20250909 ... 120640 121240 NI
61 61 NI2510 20250909 ... 120940 121510 NI
62 62 NI2511 20250909 ... 121110 121660 NI
63 63 NI2512 20250909 ... 121320 121870 NI
64 64 NI2601 20250909 ... 121610 122130 NI
65 65 NI2602 20250909 ... 121760 122430 NI
66 66 NI2603 20250909 ... 122100 122760 NI
67 67 NI2604 20250909 ... 122290 122950 NI
68 68 NI2605 20250909 ... 122440 122930 NI
69 69 NI2606 20250909 ... 122750 123420 NI
70 70 NI2607 20250909 ... 122990 123570 NI
71 71 NI2608 20250909 ... 123060 123860 NI
72 72 SN2509 20250909 ... 269640 270130 SN
73 73 SN2510 20250909 ... 269790 271110 SN
74 74 SN2511 20250909 ... 270010 271190 SN
75 75 SN2512 20250909 ... 270020 270980 SN
76 76 SN2601 20250909 ... 269950 270710 SN
77 77 SN2602 20250909 ... 269870 271430 SN
78 78 SN2603 20250909 ... 270180 271600 SN
79 79 SN2604 20250909 ... 270260 270450 SN
80 80 SN2605 20250909 ... 270760 271370 SN
81 81 SN2606 20250909 ... 270710 273640 SN
82 82 SN2607 20250909 ... 270170 272320 SN
83 83 SN2608 20250909 ... 271420 272080 SN
84 84 AO2509 20250909 ... 2908 2917 AO
85 85 AO2510 20250909 ... 2919 2945 AO
86 86 AO2511 20250909 ... 2927 2955 AO
87 87 AO2512 20250909 ... 2935 2959 AO
88 88 AO2601 20250909 ... 2944 2965 AO
89 89 AO2602 20250909 ... 2948 2968 AO
90 90 AO2603 20250909 ... 3011 3028 AO
91 91 AO2604 20250909 ... 3021 3036 AO
92 92 AO2605 20250909 ... 3031 3049 AO
93 93 AO2606 20250909 ... 3037 3065 AO
94 94 AO2607 20250909 ... 3055 3075 AO
95 95 AO2608 20250909 ... 3070 3088 AO
96 96 AD2511 20250909 ... 20320 20305 AD
97 97 AD2512 20250909 ... 20335 20325 AD
98 98 AD2601 20250909 ... 20325 20285 AD
99 99 AD2602 20250909 ... 20280 20280 AD
100 100 AD2603 20250909 ... 20295 20295 AD
101 101 AD2604 20250909 ... 20240 20240 AD
102 102 AD2605 20250909 ... 20210 20210 AD
103 103 AD2606 20250909 ... 20155 20155 AD
104 104 AD2607 20250909 ... 20150 20150 AD
105 105 AD2608 20250909 ... 20170 20170 AD
106 106 AU2509 20250909 ... 831.12 819.72 AU
107 107 AU2510 20250909 ... 831.68 821.36 AU
108 108 AU2511 20250909 ... 832.74 822.48 AU
109 109 AU2512 20250909 ... 834.4 823.34 AU
110 110 AU2602 20250909 ... 836.64 825.52 AU
111 111 AU2604 20250909 ... 838.66 827.56 AU
112 112 AU2606 20250909 ... 841.12 829.82 AU
113 113 AU2608 20250909 ... 842.94 832.16 AU
114 114 AG2509 20250909 ... 9844 9778 AG
115 115 AG2510 20250909 ... 9867 9809 AG
116 116 AG2511 20250909 ... 9877 9826 AG
117 117 AG2512 20250909 ... 9889 9831 AG
118 118 AG2601 20250909 ... 9899 9845 AG
119 119 AG2602 20250909 ... 9908 9853 AG
120 120 AG2603 20250909 ... 9925 9874 AG
121 121 AG2604 20250909 ... 9934 9880 AG
122 122 AG2605 20250909 ... 9949 9895 AG
123 123 AG2606 20250909 ... 9962 9916 AG
124 124 AG2607 20250909 ... 9980 9932 AG
125 125 AG2608 20250909 ... 9993 9935 AG
126 126 RB2509 20250909 ... 2951 2949 RB
127 127 RB2510 20250909 ... 3043 3035 RB
128 128 RB2511 20250909 ... 3061 3054 RB
129 129 RB2512 20250909 ... 3107 3097 RB
130 130 RB2601 20250909 ... 3132 3123 RB
131 131 RB2602 20250909 ... 3125 3126 RB
132 132 RB2603 20250909 ... 3143 3140 RB
133 133 RB2604 20250909 ... 3164 3158 RB
134 134 RB2605 20250909 ... 3177 3170 RB
135 135 RB2606 20250909 ... 3190 3188 RB
136 136 RB2607 20250909 ... 3214 3203 RB
137 137 RB2608 20250909 ... 3218 3219 RB
138 138 WR2509 20250909 ... 3342 3342 WR
139 139 WR2510 20250909 ... 3287 3283 WR
140 140 WR2511 20250909 ... 3320 3365 WR
141 141 WR2512 20250909 ... 3349 3349 WR
142 142 WR2601 20250909 ... 3352 3376 WR
143 143 WR2602 20250909 ... 3337 3337 WR
144 144 WR2603 20250909 ... 3338 3435 WR
145 145 WR2604 20250909 ... 3400 3400 WR
146 146 WR2605 20250909 ... 3414 3429 WR
147 147 WR2606 20250909 ... 3375 3375 WR
148 148 WR2607 20250909 ... 3432 3387 WR
149 149 WR2608 20250909 ... 3414 3414 WR
150 150 HC2509 20250909 ... 3396 3396 HC
151 151 HC2510 20250909 ... 3384 3365 HC
152 152 HC2511 20250909 ... 3373 3354 HC
153 153 HC2512 20250909 ... 3366 3344 HC
154 154 HC2601 20250909 ... 3355 3335 HC
155 155 HC2602 20250909 ... 3353 3337 HC
156 156 HC2603 20250909 ... 3357 3339 HC
157 157 HC2604 20250909 ... 3359 3341 HC
158 158 HC2605 20250909 ... 3361 3345 HC
159 159 HC2606 20250909 ... 3366 3353 HC
160 160 HC2607 20250909 ... 3368 3347 HC
161 161 HC2608 20250909 ... 3371 3350 HC
162 162 SS2509 20250909 ... 12800 12730 SS
163 163 SS2510 20250909 ... 12850 12830 SS
164 164 SS2511 20250909 ... 12930 12895 SS
165 165 SS2512 20250909 ... 12975 12935 SS
166 166 SS2601 20250909 ... 13025 12995 SS
167 167 SS2602 20250909 ... 13065 13035 SS
168 168 SS2603 20250909 ... 13175 13115 SS
169 169 SS2604 20250909 ... 13190 13185 SS
170 170 SS2605 20250909 ... 13295 13250 SS
171 171 SS2606 20250909 ... 13330 13285 SS
172 172 SS2607 20250909 ... 13405 13350 SS
173 173 SS2608 20250909 ... 13445 13395 SS
174 174 SC2510 20250909 ... 483.4 476.2 SC
175 175 SC2511 20250909 ... 481.3 477.2 SC
176 176 SC2512 20250909 ... 479.6 476.7 SC
177 177 SC2601 20250909 ... 477.3 474.2 SC
178 178 SC2602 20250909 ... 476 472.6 SC
179 179 SC2603 20250909 ... 474.9 472.2 SC
180 180 SC2604 20250909 ... 473.4 470 SC
181 181 SC2605 20250909 ... 472.7 469.8 SC
182 182 SC2606 20250909 ... 471.4 469.2 SC
183 183 SC2607 20250909 ... 467.9 466.6 SC
184 184 SC2608 20250909 ... 467.4 463.1 SC
185 185 SC2609 20250909 ... 466 463.7 SC
186 186 SC2612 20250909 ... 464.8 459.9 SC
187 187 SC2703 20250909 ... 462.1 466.8 SC
188 188 SC2706 20250909 ... 459.3 457.5 SC
189 189 SC2709 20250909 ... 460.6 461.1 SC
190 190 SC2712 20250909 ... 461.7 464.6 SC
191 191 SC2803 20250909 ... 460.8 459.2 SC
192 192 SC2806 20250909 ... 458.5 457.3 SC
193 193 SC2809 20250909 ... 458.1 459 SC
194 194 LU2510 20250909 ... 3345 3339 LU
195 195 LU2511 20250909 ... 3367 3362 LU
196 196 LU2512 20250909 ... 3365 3355 LU
197 197 LU2601 20250909 ... 3358 3345 LU
198 198 LU2602 20250909 ... 3340 3345 LU
199 199 LU2603 20250909 ... 3336 3325 LU
200 200 LU2604 20250909 ... 3334 3308 LU
201 201 LU2605 20250909 ... 3325 3328 LU
202 202 LU2606 20250909 ... 3313 3309 LU
203 203 LU2607 20250909 ... 3320 3308 LU
204 204 LU2608 20250909 ... 3329 3319 LU
205 205 LU2609 20250909 ... 3316 3317 LU
206 206 FU2510 20250909 ... 2787 2781 FU
207 207 FU2511 20250909 ... 2787 2772 FU
208 208 FU2512 20250909 ... 2768 2748 FU
209 209 FU2601 20250909 ... 2756 2735 FU
210 210 FU2602 20250909 ... 2740 2719 FU
211 211 FU2603 20250909 ... 2727 2704 FU
212 212 FU2604 20250909 ... 2725 2708 FU
213 213 FU2605 20250909 ... 2716 2691 FU
214 214 FU2606 20250909 ... 2711 2688 FU
215 215 FU2607 20250909 ... 2700 2682 FU
216 216 FU2608 20250909 ... 2693 2677 FU
217 217 FU2609 20250909 ... 2674 2657 FU
218 218 BU2509 20250909 ... 3448 3448 BU
219 219 BU2510 20250909 ... 3444 3443 BU
220 220 BU2511 20250909 ... 3420 3417 BU
221 221 BU2512 20250909 ... 3374 3371 BU
222 222 BU2601 20250909 ... 3348 3345 BU
223 223 BU2602 20250909 ... 3348 3348 BU
224 224 BU2603 20250909 ... 3352 3347 BU
225 225 BU2604 20250909 ... 3348 3332 BU
226 226 BU2605 20250909 ... 3351 3353 BU
227 227 BU2606 20250909 ... 3344 3343 BU
228 228 BU2607 20250909 ... 3341 3341 BU
229 229 BU2608 20250909 ... 3340 3316 BU
230 230 BU2609 20250909 ... 3329 3324 BU
231 231 BU2612 20250909 ... 3293 3286 BU
232 232 BU2703 20250909 ... 3293 3293 BU
233 233 BU2706 20250909 ... 3302 3294 BU
234 234 BR2509 20250909 ... 11930 12090 BR
235 235 BR2510 20250909 ... 11820 12025 BR
236 236 BR2511 20250909 ... 11795 12010 BR
237 237 BR2512 20250909 ... 11785 11970 BR
238 238 BR2601 20250909 ... 11775 11975 BR
239 239 BR2602 20250909 ... 11895 11990 BR
240 240 BR2603 20250909 ... 11725 12000 BR
241 241 BR2604 20250909 ... 11670 12055 BR
242 242 BR2605 20250909 ... 11880 12055 BR
243 243 BR2606 20250909 ... 11815 12015 BR
244 244 BR2607 20250909 ... 12000 12165 BR
245 245 BR2608 20250909 ... 11915 12205 BR
246 246 RU2509 20250909 ... 15180 15310 RU
247 247 RU2510 20250909 ... 15170 15325 RU
248 248 RU2511 20250909 ... 15100 15260 RU
249 249 RU2601 20250909 ... 16090 16245 RU
250 250 RU2603 20250909 ... 16045 16250 RU
251 251 RU2604 20250909 ... 16065 16255 RU
252 252 RU2605 20250909 ... 16125 16280 RU
253 253 RU2606 20250909 ... 16115 16310 RU
254 254 RU2607 20250909 ... 16180 16340 RU
255 255 RU2608 20250909 ... 16205 16380 RU
256 256 NR2509 20250909 ... 12705 12890 NR
257 257 NR2510 20250909 ... 12800 12975 NR
258 258 NR2511 20250909 ... 12840 13030 NR
259 259 NR2512 20250909 ... 12870 13065 NR
260 260 NR2601 20250909 ... 12920 13090 NR
261 261 NR2602 20250909 ... 12905 13100 NR
262 262 NR2603 20250909 ... 12885 13055 NR
263 263 NR2604 20250909 ... 12895 13045 NR
264 264 NR2605 20250909 ... 12935 13050 NR
265 265 NR2606 20250909 ... 13000 13085 NR
266 266 NR2607 20250909 ... 13060 13095 NR
267 267 NR2608 20250909 ... 12865 13100 NR
268 268 SP2509 20250909 ... 4954 4956 SP
269 269 SP2510 20250909 ... 4960 4988 SP
270 270 SP2511 20250909 ... 4994 5016 SP
271 271 SP2512 20250909 ... 5008 5028 SP
272 272 SP2601 20250909 ... 5270 5284 SP
273 273 SP2602 20250909 ... 5254 5260 SP
274 274 SP2603 20250909 ... 5266 5274 SP
275 275 SP2604 20250909 ... 5284 5274 SP
276 276 SP2605 20250909 ... 5282 5294 SP
277 277 SP2606 20250909 ... 5290 5300 SP
278 278 SP2607 20250909 ... 5292 5294 SP
279 279 SP2608 20250909 ... 5296 5304 SP
280 280 EC2510 20250909 ... 1272.8 1281.1 EC
281 281 EC2512 20250909 ... 1674.4 1666.1 EC
282 282 EC2602 20250909 ... 1521.8 1512.9 EC
283 283 EC2604 20250909 ... 1249.5 1246 EC
284 284 EC2606 20250909 ... 1429.9 1433.1 EC
285 285 EC2608 20250909 ... 1606.3 1603.9 EC
286 286 SC_TAS2510 20250909 ... SC_TAS
287 287 SC_TAS2511 20250909 ... SC_TAS
288 288 SC_TAS2512 20250909 ... SC_TAS
289 289 SC_TAS2601 20250909 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:27:03,601 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 a2509 20250909 0.00 ... 4067.00 4067.00 A
1 a2511 20250909 3973.00 ... 3971.00 3973.00 A
2 a2601 20250909 3976.00 ... 3970.00 3973.00 A
3 a2603 20250909 3976.00 ... 3971.00 3974.00 A
4 a2605 20250909 4028.00 ... 4016.00 4019.00 A
5 a2607 20250909 4023.00 ... 4018.00 4023.00 A
6 b2509 20250909 0.00 ... 3681.00 3681.00 B
7 b2510 20250909 3713.00 ... 3720.00 3730.00 B
8 b2511 20250909 3764.00 ... 3755.00 3765.00 B
9 b2512 20250909 3788.00 ... 3786.00 3790.00 B
10 b2601 20250909 3784.00 ... 3785.00 3784.00 B
11 b2602 20250909 3768.00 ... 3766.00 3768.00 B
12 b2603 20250909 3720.00 ... 3712.00 3714.00 B
13 b2604 20250909 3604.00 ... 3597.00 3600.00 B
14 b2605 20250909 3525.00 ... 3521.00 3526.00 B
15 b2606 20250909 3498.00 ... 3497.00 3500.00 B
16 b2607 20250909 3504.00 ... 3499.00 3506.00 B
17 b2608 20250909 3597.00 ... 3597.00 3597.00 B
18 bb2509 20250909 0.00 ... 136.00 136.00 BB
19 bb2511 20250909 142.00 ... 142.15 141.20 BB
20 bb2601 20250909 146.50 ... 146.90 146.90 BB
21 bb2603 20250909 146.65 ... 147.15 146.35 BB
22 bb2605 20250909 0.00 ... 141.45 140.70 BB
23 bb2607 20250909 0.00 ... 146.25 145.50 BB
24 bz2603 20250909 6011.00 ... 5998.00 6013.00 BZ
25 bz2604 20250909 5984.00 ... 5979.00 5998.00 BZ
26 bz2605 20250909 6012.00 ... 6012.00 6012.00 BZ
27 bz2606 20250909 6001.00 ... 6002.00 5991.00 BZ
28 bz2607 20250909 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250909 6005.00 ... 6005.00 5951.00 BZ
30 c2509 20250909 2285.00 ... 2285.00 2285.00 C
31 c2511 20250909 2231.00 ... 2215.00 2226.00 C
32 c2601 20250909 2211.00 ... 2191.00 2203.00 C
33 c2603 20250909 2214.00 ... 2204.00 2212.00 C
34 c2605 20250909 2268.00 ... 2258.00 2266.00 C
35 c2607 20250909 2275.00 ... 2266.00 2274.00 C
36 cs2509 20250909 0.00 ... 2502.00 2502.00 CS
37 cs2511 20250909 2528.00 ... 2513.00 2523.00 CS
38 cs2601 20250909 2542.00 ... 2532.00 2540.00 CS
39 cs2603 20250909 2549.00 ... 2538.00 2547.00 CS
40 cs2605 20250909 2621.00 ... 2614.00 2617.00 CS
41 cs2607 20250909 2622.00 ... 2615.00 2620.00 CS
42 eb2509 20250909 0.00 ... 6962.00 6962.00 EB
43 eb2510 20250909 7090.00 ... 7047.00 7062.00 EB
44 eb2511 20250909 7100.00 ... 7058.00 7072.00 EB
45 eb2512 20250909 7100.00 ... 7065.00 7080.00 EB
46 eb2601 20250909 7130.00 ... 7093.00 7108.00 EB
47 eb2602 20250909 7149.00 ... 7123.00 7136.00 EB
48 eb2603 20250909 7180.00 ... 7156.00 7167.00 EB
49 eb2604 20250909 0.00 ... 7193.00 7193.00 EB
50 eb2605 20250909 7229.00 ... 7194.00 7207.00 EB
51 eb2606 20250909 0.00 ... 7204.00 7204.00 EB
52 eb2607 20250909 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250909 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250909 4373.00 ... 4361.00 4386.00 EG
55 eg2510 20250909 4375.00 ... 4351.00 4383.00 EG
56 eg2511 20250909 4361.00 ... 4328.00 4372.00 EG
57 eg2512 20250909 4344.00 ... 4325.00 4354.00 EG
58 eg2601 20250909 4342.00 ... 4319.00 4344.00 EG
59 eg2602 20250909 4347.00 ... 4325.00 4357.00 EG
60 eg2603 20250909 4329.00 ... 4323.00 4349.00 EG
61 eg2604 20250909 4348.00 ... 4348.00 4372.00 EG
62 eg2605 20250909 4363.00 ... 4348.00 4372.00 EG
63 eg2606 20250909 4357.00 ... 4355.00 4371.00 EG
64 eg2607 20250909 4358.00 ... 4358.00 4384.00 EG
65 eg2608 20250909 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250909 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250909 1274.50 ... 1273.00 1274.50 FB
68 fb2511 20250909 1262.00 ... 1258.00 1258.50 FB
69 fb2512 20250909 1257.00 ... 1254.50 1257.50 FB
70 fb2601 20250909 1246.50 ... 1245.00 1249.50 FB
71 fb2602 20250909 1238.00 ... 1238.00 1241.50 FB
72 fb2603 20250909 1244.00 ... 1246.00 1245.00 FB
73 fb2604 20250909 0.00 ... 1255.00 1255.00 FB
74 fb2605 20250909 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250909 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250909 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250909 1300.00 ... 1296.00 1291.50 FB
78 i2509 20250909 839.00 ... 847.50 835.00 I
79 i2510 20250909 816.50 ... 823.50 810.50 I
80 i2511 20250909 810.00 ... 818.00 805.00 I
81 i2512 20250909 803.00 ... 811.50 798.50 I
82 i2601 20250909 792.00 ... 803.00 789.00 I
83 i2602 20250909 786.50 ... 798.00 783.00 I
84 i2603 20250909 782.00 ... 791.00 778.00 I
85 i2604 20250909 777.00 ... 788.00 773.50 I
86 i2605 20250909 768.50 ... 779.00 764.50 I
87 i2606 20250909 762.50 ... 772.00 759.50 I
88 i2607 20250909 758.50 ... 767.50 754.50 I
89 i2608 20250909 754.00 ... 762.50 750.50 I
90 j2509 20250909 0.00 ... 1512.50 1512.50 J
91 j2510 20250909 1510.00 ... 1514.00 1526.50 J
92 j2511 20250909 1543.50 ... 1546.50 1555.00 J
93 j2512 20250909 1583.00 ... 1584.50 1593.50 J
94 j2601 20250909 1620.00 ... 1615.50 1617.00 J
95 j2602 20250909 1642.00 ... 1645.50 1631.50 J
96 j2603 20250909 1660.00 ... 1660.00 1659.50 J
97 j2604 20250909 1722.00 ... 1720.50 1716.00 J
98 j2605 20250909 1747.50 ... 1744.00 1733.50 J
99 j2606 20250909 1765.50 ... 1761.00 1719.00 J
100 j2607 20250909 1768.50 ... 1768.50 1738.50 J
101 j2608 20250909 1762.50 ... 1770.00 1710.50 J
102 jd2509 20250909 3051.00 ... 3050.00 3072.00 JD
103 jd2510 20250909 2995.00 ... 3032.00 3004.00 JD
104 jd2511 20250909 3022.00 ... 3066.00 3027.00 JD
105 jd2512 20250909 3185.00 ... 3223.00 3199.00 JD
106 jd2601 20250909 3400.00 ... 3406.00 3384.00 JD
107 jd2602 20250909 3125.00 ... 3138.00 3125.00 JD
108 jd2603 20250909 3135.00 ... 3150.00 3138.00 JD
109 jd2604 20250909 3330.00 ... 3343.00 3326.00 JD
110 jd2605 20250909 3465.00 ... 3480.00 3461.00 JD
111 jd2606 20250909 3278.00 ... 3287.00 3280.00 JD
112 jd2607 20250909 3500.00 ... 3510.00 3503.00 JD
113 jd2608 20250909 3910.00 ... 3918.00 3911.00 JD
114 jm2509 20250909 950.00 ... 950.50 929.50 JM
115 jm2510 20250909 966.00 ... 963.00 969.50 JM
116 jm2511 20250909 1035.00 ... 1022.00 1028.00 JM
117 jm2512 20250909 1087.00 ... 1082.50 1086.50 JM
118 jm2601 20250909 1143.00 ... 1139.00 1142.50 JM
119 jm2602 20250909 1160.50 ... 1165.00 1165.50 JM
120 jm2603 20250909 1186.50 ... 1188.50 1188.50 JM
121 jm2604 20250909 1212.00 ... 1209.50 1208.00 JM
122 jm2605 20250909 1224.00 ... 1226.00 1223.50 JM
123 jm2606 20250909 1234.00 ... 1241.00 1240.50 JM
124 jm2607 20250909 1250.50 ... 1251.50 1251.00 JM
125 jm2608 20250909 1254.50 ... 1259.50 1260.50 JM
126 l2509 20250909 7217.00 ... 7140.00 7152.00 L
127 l2510 20250909 7247.00 ... 7203.00 7211.00 L
128 l2511 20250909 7227.00 ... 7212.00 7223.00 L
129 l2512 20250909 7252.00 ... 7221.00 7230.00 L
130 l2601 20250909 7248.00 ... 7228.00 7229.00 L
131 l2602 20250909 7239.00 ... 7219.00 7220.00 L
132 l2603 20250909 7216.00 ... 7217.00 7221.00 L
133 l2604 20250909 7275.00 ... 7246.00 7260.00 L
134 l2605 20250909 7259.00 ... 7239.00 7234.00 L
135 l2606 20250909 7228.00 ... 7228.00 7238.00 L
136 l2607 20250909 7267.00 ... 7251.00 7251.00 L
137 l2608 20250909 7285.00 ... 7269.00 7274.00 L
138 lg2509 20250909 780.00 ... 776.50 776.00 LG
139 lg2511 20250909 806.00 ... 805.50 807.00 LG
140 lg2601 20250909 825.00 ... 819.50 821.50 LG
141 lg2603 20250909 829.50 ... 826.00 827.50 LG
142 lg2605 20250909 833.50 ... 830.50 832.00 LG
143 lg2607 20250909 833.50 ... 833.00 833.00 LG
144 lh2509 20250909 13045.00 ... 13140.00 13100.00 LH
145 lh2511 20250909 13290.00 ... 13230.00 13305.00 LH
146 lh2601 20250909 13745.00 ... 13690.00 13800.00 LH
147 lh2603 20250909 13090.00 ... 12990.00 13090.00 LH
148 lh2605 20250909 13555.00 ... 13480.00 13585.00 LH
149 lh2607 20250909 14165.00 ... 14155.00 14190.00 LH
150 m2509 20250909 0.00 ... 3031.00 3031.00 M
151 m2511 20250909 3050.00 ... 3042.00 3051.00 M
152 m2512 20250909 3091.00 ... 3090.00 3091.00 M
153 m2601 20250909 3080.00 ... 3076.00 3079.00 M
154 m2603 20250909 3008.00 ... 2999.00 3007.00 M
155 m2605 20250909 2810.00 ... 2802.00 2811.00 M
156 m2607 20250909 2785.00 ... 2781.00 2792.00 M
157 m2608 20250909 2914.00 ... 2909.00 2918.00 M
158 p2509 20250909 9390.00 ... 9478.00 9320.00 P
159 p2510 20250909 9458.00 ... 9436.00 9422.00 P
160 p2511 20250909 9452.00 ... 9434.00 9414.00 P
161 p2512 20250909 9470.00 ... 9458.00 9434.00 P
162 p2601 20250909 9474.00 ... 9470.00 9438.00 P
163 p2602 20250909 9400.00 ... 9410.00 9400.00 P
164 p2603 20250909 9386.00 ... 9394.00 9386.00 P
165 p2604 20250909 9300.00 ... 9326.00 9284.00 P
166 p2605 20250909 9250.00 ... 9246.00 9218.00 P
167 p2606 20250909 9172.00 ... 9156.00 9122.00 P
168 p2607 20250909 9066.00 ... 9052.00 9038.00 P
169 p2608 20250909 8992.00 ... 8966.00 8956.00 P
170 pg2509 20250909 3730.00 ... 3706.00 3725.00 PG
171 pg2510 20250909 4440.00 ... 4413.00 4389.00 PG
172 pg2511 20250909 4377.00 ... 4356.00 4322.00 PG
173 pg2512 20250909 4330.00 ... 4294.00 4260.00 PG
174 pg2601 20250909 4256.00 ... 4235.00 4195.00 PG
175 pg2602 20250909 4171.00 ... 4166.00 4110.00 PG
176 pg2603 20250909 4073.00 ... 4079.00 4032.00 PG
177 pg2604 20250909 4412.00 ... 4409.00 4384.00 PG
178 pg2605 20250909 4334.00 ... 4323.00 4291.00 PG
179 pg2606 20250909 4250.00 ... 4261.00 4245.00 PG
180 pg2607 20250909 4194.00 ... 4207.00 4181.00 PG
181 pg2608 20250909 4157.00 ... 4163.00 4138.00 PG
182 pp2509 20250909 6688.00 ... 6835.00 6907.00 PP
183 pp2510 20250909 6900.00 ... 6868.00 6881.00 PP
184 pp2511 20250909 6913.00 ... 6896.00 6910.00 PP
185 pp2512 20250909 6955.00 ... 6925.00 6935.00 PP
186 pp2601 20250909 6970.00 ... 6945.00 6950.00 PP
187 pp2602 20250909 6941.00 ... 6922.00 6930.00 PP
188 pp2603 20250909 6910.00 ... 6922.00 6919.00 PP
189 pp2604 20250909 6964.00 ... 6950.00 6946.00 PP
190 pp2605 20250909 6989.00 ... 6962.00 6967.00 PP
191 pp2606 20250909 6944.00 ... 6931.00 6941.00 PP
192 pp2607 20250909 6891.00 ... 6897.00 6919.00 PP
193 pp2608 20250909 6905.00 ... 6906.00 6918.00 PP
194 rr2509 20250909 3620.00 ... 3620.00 3585.00 RR
195 rr2510 20250909 3609.00 ... 3609.00 3611.00 RR
196 rr2511 20250909 3612.00 ... 3613.00 3613.00 RR
197 rr2512 20250909 3611.00 ... 3609.00 3610.00 RR
198 rr2601 20250909 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250909 3604.00 ... 3604.00 3609.00 RR
200 rr2603 20250909 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250909 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250909 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250909 0.00 ... 3604.00 3604.00 RR
204 rr2607 20250909 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250909 0.00 ... 3625.00 3625.00 RR
206 v2509 20250909 4727.00 ... 4710.00 4721.00 V
207 v2510 20250909 4770.00 ... 4755.00 4770.00 V
208 v2511 20250909 4811.00 ... 4787.00 4801.00 V
209 v2512 20250909 4848.00 ... 4822.00 4839.00 V
210 v2601 20250909 4890.00 ... 4864.00 4878.00 V
211 v2602 20250909 4921.00 ... 4898.00 4919.00 V
212 v2603 20250909 4956.00 ... 4931.00 4950.00 V
213 v2604 20250909 5160.00 ... 5120.00 5154.00 V
214 v2605 20250909 5192.00 ... 5173.00 5186.00 V
215 v2606 20250909 5216.00 ... 5192.00 5208.00 V
216 v2607 20250909 5248.00 ... 5241.00 5252.00 V
217 v2608 20250909 5298.00 ... 5271.00 5285.00 V
218 y2509 20250909 7916.00 ... 8286.00 8420.00 Y
219 y2511 20250909 8442.00 ... 8448.00 8432.00 Y
220 y2512 20250909 8468.00 ... 8466.00 8454.00 Y
221 y2601 20250909 8424.00 ... 8418.00 8408.00 Y
222 y2603 20250909 8362.00 ... 8336.00 8326.00 Y
223 y2605 20250909 8132.00 ... 8122.00 8110.00 Y
224 y2607 20250909 8078.00 ... 8080.00 8062.00 Y
225 y2608 20250909 8094.00 ... 8086.00 8052.00 Y
[226 rows x 12 columns]
2025-09-09 18:27:04,194 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
2025-09-09 18:27:06,060 - future_1d - INFO - save future_daily 2025-09-09 add
2025-09-09 18:27:06,067 - future_1d - INFO - 0 1 2 3 4
symbol AP510 AP511 AP512 AP601 AP603
date 2025-09-09 2025-09-09 2025-09-09 2025-09-09 2025-09-09
opencol 8340.0 8232.0 8285.0 8381.0 8277.0
high 8346.0 8267.0 8333.0 8428.0 8300.0
low 8043.0 7951.0 7959.0 7995.0 7933.0
close 8045.0 7985.0 7987.0 8033.0 7999.0
volume 48724.0 1386.0 443.0 197876.0 261.0
open_interest 24454.0 3437.0 413.0 95845.0 109.0
turnover 398303.72 11144.13 3579.47 1609975.99 2110.89
settle 8175.0 8049.0 8080.0 8136.0 8088.0
pre_settle 8359.0 8240.0 8273.0 8347.0 8242.0
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 1 2 3 4 6
maturity_day 22 53 83 114 173