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A题/参考/新版数据+介绍/user_behavior_dataset/user_behavior_dataset.csv Normal file
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User ID,Device Model,Operating System,App Usage Time (min/day),Screen On Time (hours/day),Battery Drain (mAh/day),Number of Apps Installed,Data Usage (MB/day),Age,Gender,User Behavior Class
1,Google Pixel 5,Android,393,6.4,1872,67,1122,40,Male,4
2,OnePlus 9,Android,268,4.7,1331,42,944,47,Female,3
3,Xiaomi Mi 11,Android,154,4.0,761,32,322,42,Male,2
4,Google Pixel 5,Android,239,4.8,1676,56,871,20,Male,3
5,iPhone 12,iOS,187,4.3,1367,58,988,31,Female,3
6,Google Pixel 5,Android,99,2.0,940,35,564,31,Male,2
7,Samsung Galaxy S21,Android,350,7.3,1802,66,1054,21,Female,4
8,OnePlus 9,Android,543,11.4,2956,82,1702,31,Male,5
9,Samsung Galaxy S21,Android,340,7.7,2138,75,1053,42,Female,4
10,iPhone 12,iOS,424,6.6,1957,75,1301,42,Male,4
11,Google Pixel 5,Android,53,1.4,435,17,162,34,Female,1
12,OnePlus 9,Android,215,5.5,1690,47,641,24,Male,3
13,OnePlus 9,Android,462,6.2,2303,65,1099,57,Female,4
14,Xiaomi Mi 11,Android,215,4.9,1662,43,857,43,Male,3
15,iPhone 12,iOS,189,5.4,1754,53,779,49,Female,3
16,Google Pixel 5,Android,503,10.4,2571,84,2025,39,Female,5
17,OnePlus 9,Android,132,3.6,628,32,344,47,Female,2
18,iPhone 12,iOS,299,5.8,1431,41,985,44,Female,3
19,Google Pixel 5,Android,81,1.4,558,16,297,26,Female,1
20,iPhone 12,iOS,577,8.5,2774,89,2192,29,Female,5
21,Samsung Galaxy S21,Android,93,2.6,681,37,302,45,Female,2
22,OnePlus 9,Android,576,11.6,2803,82,1553,43,Female,5
23,Samsung Galaxy S21,Android,423,6.5,2094,65,1372,23,Female,4
24,Google Pixel 5,Android,292,5.6,1401,46,949,37,Female,3
25,OnePlus 9,Android,216,4.0,1711,59,748,58,Male,3
26,Samsung Galaxy S21,Android,91,3.4,1073,38,451,52,Male,2
27,iPhone 12,iOS,444,7.6,2372,77,1002,29,Male,4
28,Google Pixel 5,Android,512,10.5,2409,89,1599,33,Male,5
29,OnePlus 9,Android,452,6.8,2387,77,1456,55,Female,4
30,Samsung Galaxy S21,Android,412,6.2,1899,78,1384,19,Female,4
31,Xiaomi Mi 11,Android,260,6.0,1361,44,889,37,Female,3
32,Xiaomi Mi 11,Android,197,4.6,1660,59,975,25,Male,3
33,Google Pixel 5,Android,278,4.7,1484,55,917,21,Male,3
34,Google Pixel 5,Android,46,2.0,457,14,105,58,Male,1
35,Xiaomi Mi 11,Android,593,10.2,2499,81,1616,38,Female,5
36,Samsung Galaxy S21,Android,32,1.2,580,19,153,20,Female,1
37,iPhone 12,iOS,122,3.3,755,30,573,26,Male,2
38,Samsung Galaxy S21,Android,522,11.2,2808,93,2328,24,Male,5
39,OnePlus 9,Android,473,6.4,2312,74,1400,40,Male,4
40,Samsung Galaxy S21,Android,398,6.2,1851,77,1180,23,Male,4
41,Xiaomi Mi 11,Android,240,4.7,1464,52,708,56,Female,3
42,OnePlus 9,Android,576,10.1,2447,83,2323,33,Male,5
43,Samsung Galaxy S21,Android,120,2.1,720,39,392,43,Male,2
44,Samsung Galaxy S21,Android,152,3.7,993,32,429,18,Male,2
45,Xiaomi Mi 11,Android,138,2.4,837,21,572,56,Female,2
46,Xiaomi Mi 11,Android,502,10.9,2476,96,1935,39,Male,5
47,OnePlus 9,Android,558,8.4,2447,97,1594,22,Female,5
48,Samsung Galaxy S21,Android,138,3.6,889,25,323,27,Female,2
49,Google Pixel 5,Android,580,8.2,2623,90,2262,49,Male,5
50,OnePlus 9,Android,589,8.7,2736,82,1997,49,Male,5
51,Xiaomi Mi 11,Android,452,7.4,2180,61,1417,54,Female,4
52,Xiaomi Mi 11,Android,245,5.9,1243,52,885,29,Male,3
53,Samsung Galaxy S21,Android,125,2.7,690,28,393,27,Female,2
54,Xiaomi Mi 11,Android,97,2.2,1101,38,375,53,Male,2
55,Google Pixel 5,Android,516,8.7,2857,83,2189,53,Female,5
56,iPhone 12,iOS,68,1.6,450,14,111,30,Male,1
57,OnePlus 9,Android,64,1.1,572,10,161,42,Female,1
58,OnePlus 9,Android,539,8.4,2796,89,2415,26,Male,5
59,Xiaomi Mi 11,Android,428,7.0,2306,75,1144,22,Male,4
60,iPhone 12,iOS,325,7.1,2269,64,1053,56,Male,4
61,Xiaomi Mi 11,Android,522,11.9,2798,85,1663,28,Female,5
62,Xiaomi Mi 11,Android,309,7.5,2292,77,1253,57,Female,4
63,Xiaomi Mi 11,Android,79,1.9,493,14,128,55,Male,1
64,Xiaomi Mi 11,Android,545,11.5,2911,87,1717,21,Female,5
65,Samsung Galaxy S21,Android,459,7.0,1982,67,1091,43,Male,4
66,iPhone 12,iOS,225,4.0,1420,48,917,56,Male,3
67,iPhone 12,iOS,257,4.5,1705,57,912,55,Male,3
68,Xiaomi Mi 11,Android,134,4.0,773,35,449,28,Female,2
69,iPhone 12,iOS,516,10.2,2932,98,1547,31,Male,5
70,Google Pixel 5,Android,82,1.7,558,16,284,29,Female,1
71,Samsung Galaxy S21,Android,452,7.2,1808,64,1090,45,Female,4
72,iPhone 12,iOS,521,9.0,2902,97,1701,37,Male,5
73,Google Pixel 5,Android,457,6.3,2347,66,1082,22,Male,4
74,Xiaomi Mi 11,Android,31,1.1,585,11,208,50,Female,1
75,iPhone 12,iOS,47,2.0,476,14,125,39,Male,1
76,Xiaomi Mi 11,Android,229,5.7,1305,43,985,23,Female,3
77,Xiaomi Mi 11,Android,34,2.0,558,14,122,54,Female,1
78,Google Pixel 5,Android,173,2.5,678,29,301,30,Female,2
79,Samsung Galaxy S21,Android,78,1.8,333,17,138,51,Female,1
80,Google Pixel 5,Android,230,5.7,1254,52,989,34,Female,3
81,OnePlus 9,Android,565,10.6,2475,99,1603,51,Female,5
82,iPhone 12,iOS,172,2.8,1035,22,549,41,Male,2
83,Xiaomi Mi 11,Android,330,7.2,2363,77,1133,21,Female,4
84,Xiaomi Mi 11,Android,39,1.8,368,11,105,19,Male,1
85,Google Pixel 5,Android,223,4.5,1311,56,695,33,Female,3
86,Google Pixel 5,Android,404,7.4,2081,63,1352,44,Male,4
87,Samsung Galaxy S21,Android,151,2.4,1003,25,392,39,Male,2
88,Samsung Galaxy S21,Android,34,1.5,345,11,276,44,Male,1
89,Xiaomi Mi 11,Android,137,3.3,839,31,348,34,Female,2
90,Samsung Galaxy S21,Android,301,6.2,2053,75,1303,45,Male,4
91,Google Pixel 5,Android,116,2.1,912,39,307,40,Female,2
92,Google Pixel 5,Android,291,4.1,1474,46,827,32,Female,3
93,iPhone 12,iOS,84,1.4,501,16,284,56,Female,1
94,iPhone 12,iOS,134,2.5,1125,24,367,35,Male,2
95,Samsung Galaxy S21,Android,411,7.5,2169,72,1083,58,Male,4
96,Xiaomi Mi 11,Android,326,7.2,2243,73,1454,50,Male,4
97,iPhone 12,iOS,550,9.5,2916,91,1946,20,Male,5
98,OnePlus 9,Android,516,12.0,2406,82,1968,28,Female,5
99,Google Pixel 5,Android,59,1.2,361,18,293,25,Female,1
100,OnePlus 9,Android,225,5.5,1526,44,875,50,Female,3
101,Google Pixel 5,Android,41,1.1,389,15,136,53,Male,1
102,OnePlus 9,Android,183,4.1,1210,45,738,19,Male,3
103,Google Pixel 5,Android,174,2.5,929,37,565,32,Female,2
104,Xiaomi Mi 11,Android,274,4.2,1781,52,934,28,Male,3
105,Xiaomi Mi 11,Android,166,2.8,1113,28,360,25,Male,2
106,Xiaomi Mi 11,Android,66,1.2,585,12,264,36,Male,1
107,Google Pixel 5,Android,152,2.7,642,38,596,55,Male,2
108,Google Pixel 5,Android,54,1.4,403,17,278,23,Female,1
109,Xiaomi Mi 11,Android,187,5.5,1754,55,711,50,Female,3
110,OnePlus 9,Android,216,6.0,1641,41,889,39,Female,3
111,OnePlus 9,Android,95,3.8,718,26,459,41,Female,2
112,Xiaomi Mi 11,Android,488,8.6,2447,84,2344,19,Male,5
113,Google Pixel 5,Android,295,5.1,1483,45,748,27,Female,3
114,Samsung Galaxy S21,Android,136,3.2,818,33,404,42,Male,2
115,Xiaomi Mi 11,Android,471,7.9,2156,76,1324,54,Female,4
116,iPhone 12,iOS,121,3.2,651,34,596,39,Male,2
117,iPhone 12,iOS,75,1.2,409,13,281,18,Male,1
118,iPhone 12,iOS,220,5.2,1631,49,909,27,Female,3
119,Samsung Galaxy S21,Android,82,1.6,590,13,124,28,Female,1
120,Google Pixel 5,Android,97,2.7,1018,37,428,41,Male,2
121,Samsung Galaxy S21,Android,388,6.6,2085,71,1150,45,Female,4
122,OnePlus 9,Android,529,8.7,2484,89,2189,39,Female,5
123,Google Pixel 5,Android,584,10.0,2541,99,2391,49,Female,5
124,Google Pixel 5,Android,529,8.1,2686,96,1924,35,Male,5
125,Google Pixel 5,Android,227,5.1,1702,57,714,21,Male,3
126,Samsung Galaxy S21,Android,535,11.8,2858,99,2378,50,Male,5
127,iPhone 12,iOS,332,7.4,2149,68,1321,20,Female,4
128,Google Pixel 5,Android,252,4.2,1439,45,667,50,Female,3
129,Xiaomi Mi 11,Android,125,2.5,678,34,465,31,Male,2
130,Xiaomi Mi 11,Android,97,3.3,751,39,412,36,Female,2
131,Google Pixel 5,Android,540,10.8,2923,90,1886,40,Male,5
132,Xiaomi Mi 11,Android,320,7.2,2056,69,1226,52,Female,4
133,Google Pixel 5,Android,176,3.6,1193,30,458,40,Female,2
134,Samsung Galaxy S21,Android,79,1.0,313,18,139,42,Male,1
135,Xiaomi Mi 11,Android,83,1.6,303,19,285,51,Male,1
136,iPhone 12,iOS,555,11.3,2528,90,1856,55,Female,5
137,Samsung Galaxy S21,Android,66,1.7,375,16,216,39,Male,1
138,Xiaomi Mi 11,Android,237,4.5,1368,42,868,24,Female,3
139,Samsung Galaxy S21,Android,497,9.7,2876,94,2076,18,Male,5
140,Google Pixel 5,Android,516,11.1,2429,91,1796,53,Male,5
141,Xiaomi Mi 11,Android,219,5.2,1510,42,655,50,Female,3
142,Google Pixel 5,Android,448,6.3,2044,71,1337,51,Male,4
143,iPhone 12,iOS,156,2.2,896,37,429,57,Female,2
144,Samsung Galaxy S21,Android,68,1.1,528,12,201,29,Male,1
145,iPhone 12,iOS,524,11.2,2417,90,2069,29,Female,5
146,iPhone 12,iOS,188,5.3,1281,45,974,35,Male,3
147,Samsung Galaxy S21,Android,443,7.4,2289,73,1026,33,Male,4
148,Xiaomi Mi 11,Android,52,1.6,385,19,234,24,Male,1
149,OnePlus 9,Android,228,4.2,1677,58,823,56,Male,3
150,Google Pixel 5,Android,149,3.7,873,34,459,51,Male,2
151,iPhone 12,iOS,523,9.4,2583,92,1539,21,Male,5
152,Samsung Galaxy S21,Android,42,1.6,315,19,207,52,Female,1
153,Google Pixel 5,Android,120,2.0,741,38,396,56,Female,2
154,OnePlus 9,Android,329,7.5,2277,72,1185,27,Female,4
155,Xiaomi Mi 11,Android,68,1.5,364,10,102,31,Female,1
156,Xiaomi Mi 11,Android,158,3.4,893,36,493,32,Male,2
157,Xiaomi Mi 11,Android,86,1.7,439,19,136,54,Male,1
158,Xiaomi Mi 11,Android,339,7.8,2102,71,1062,51,Male,4
159,Samsung Galaxy S21,Android,304,6.5,2375,79,1493,51,Male,4
160,Xiaomi Mi 11,Android,131,2.4,859,26,305,40,Male,2
161,Samsung Galaxy S21,Android,64,1.6,540,19,262,35,Female,1
162,Xiaomi Mi 11,Android,53,1.9,526,15,112,42,Male,1
163,Google Pixel 5,Android,442,7.7,2067,69,1440,45,Male,4
164,iPhone 12,iOS,32,2.0,469,18,139,22,Male,1
165,Xiaomi Mi 11,Android,278,4.8,1238,48,851,43,Female,3
166,Xiaomi Mi 11,Android,540,8.4,2993,98,1540,49,Female,5
167,Google Pixel 5,Android,595,11.3,2968,88,2366,30,Male,5
168,Google Pixel 5,Android,35,1.5,467,10,158,58,Male,1
169,Google Pixel 5,Android,225,5.4,1370,44,791,55,Female,3
170,Google Pixel 5,Android,587,11.8,2431,90,1894,47,Male,5
171,Xiaomi Mi 11,Android,92,3.7,1124,27,524,44,Male,2
172,Google Pixel 5,Android,46,1.1,487,17,208,23,Male,1
173,OnePlus 9,Android,153,2.8,935,25,578,37,Female,2
174,iPhone 12,iOS,368,6.6,1817,72,1406,27,Female,4
175,Xiaomi Mi 11,Android,51,1.6,509,11,113,29,Female,1
176,Google Pixel 5,Android,279,5.2,1660,47,629,50,Female,3
177,Xiaomi Mi 11,Android,255,5.4,1738,42,826,21,Male,3
178,Samsung Galaxy S21,Android,193,5.7,1471,51,972,31,Female,3
179,Xiaomi Mi 11,Android,207,5.7,1582,52,692,38,Male,3
180,iPhone 12,iOS,539,11.9,2853,83,2007,55,Male,5
181,OnePlus 9,Android,151,2.4,1124,38,571,33,Male,2
182,Google Pixel 5,Android,474,6.4,2109,68,1079,24,Male,4
183,iPhone 12,iOS,544,9.2,2936,83,2416,47,Female,5
184,iPhone 12,iOS,73,1.2,308,15,275,39,Female,1
185,Xiaomi Mi 11,Android,597,10.4,2984,91,1564,34,Female,5
186,Google Pixel 5,Android,498,10.7,2738,94,1995,42,Male,5
187,iPhone 12,iOS,402,7.8,2014,79,1088,34,Female,4
188,OnePlus 9,Android,75,1.1,379,15,185,37,Male,1
189,iPhone 12,iOS,130,2.0,602,21,589,30,Female,2
190,Samsung Galaxy S21,Android,42,1.1,402,11,265,32,Female,1
191,iPhone 12,iOS,134,2.2,917,23,423,23,Male,2
192,Google Pixel 5,Android,79,1.9,477,13,161,24,Male,1
193,iPhone 12,iOS,432,7.2,1822,63,1127,59,Female,4
194,iPhone 12,iOS,262,4.1,1287,52,997,36,Male,3
195,Samsung Galaxy S21,Android,473,6.4,2109,79,1300,23,Female,4
196,Google Pixel 5,Android,202,4.7,1512,49,659,45,Female,3
197,OnePlus 9,Android,215,4.4,1407,41,991,47,Male,3
198,OnePlus 9,Android,151,3.7,1116,32,320,41,Female,2
199,OnePlus 9,Android,80,1.6,549,14,197,19,Male,1
200,Xiaomi Mi 11,Android,126,2.8,971,32,431,35,Female,2
201,Samsung Galaxy S21,Android,495,8.9,2920,84,2252,31,Female,5
202,iPhone 12,iOS,127,3.7,1153,35,314,37,Female,2
203,Xiaomi Mi 11,Android,88,1.3,327,11,262,22,Male,1
204,Google Pixel 5,Android,69,1.6,463,16,146,27,Male,1
205,OnePlus 9,Android,100,3.3,961,21,433,25,Male,2
206,Xiaomi Mi 11,Android,301,6.5,2084,71,1421,29,Male,4
207,Google Pixel 5,Android,78,1.7,455,15,207,37,Female,1
208,Google Pixel 5,Android,163,3.1,620,21,419,23,Male,2
209,OnePlus 9,Android,539,9.3,2606,92,1990,41,Male,5
210,Google Pixel 5,Android,278,4.6,1385,47,823,40,Female,3
211,Samsung Galaxy S21,Android,451,6.1,2108,76,1434,25,Female,4
212,Samsung Galaxy S21,Android,481,10.9,2752,86,2017,18,Male,5
213,Samsung Galaxy S21,Android,133,3.4,714,38,445,25,Male,2
214,Xiaomi Mi 11,Android,41,1.1,588,10,246,22,Male,1
215,iPhone 12,iOS,152,3.3,1175,29,461,42,Female,2
216,OnePlus 9,Android,553,8.4,2559,89,2471,51,Male,5
217,iPhone 12,iOS,402,6.9,2282,78,1397,40,Male,4
218,OnePlus 9,Android,555,9.5,2855,95,1565,24,Male,5
219,iPhone 12,iOS,499,9.6,2873,81,1805,52,Female,5
220,Xiaomi Mi 11,Android,101,3.2,603,28,417,43,Male,2
221,OnePlus 9,Android,433,6.8,2093,75,1300,32,Male,4
222,OnePlus 9,Android,133,2.0,1007,31,417,32,Male,2
223,Xiaomi Mi 11,Android,351,6.1,1941,79,1290,21,Female,4
224,Samsung Galaxy S21,Android,532,10.7,2556,83,2148,53,Female,5
225,OnePlus 9,Android,92,2.5,690,31,563,27,Male,2
226,Xiaomi Mi 11,Android,511,10.8,2712,97,2438,59,Female,5
227,Xiaomi Mi 11,Android,384,7.0,2185,72,1376,59,Male,4
228,iPhone 12,iOS,193,5.2,1318,49,626,32,Female,3
229,Samsung Galaxy S21,Android,132,3.8,649,25,368,41,Male,2
230,Samsung Galaxy S21,Android,360,7.3,1946,79,1164,50,Male,4
231,iPhone 12,iOS,159,2.3,1083,32,526,38,Male,2
232,iPhone 12,iOS,495,8.9,2855,91,2150,31,Male,5
233,Xiaomi Mi 11,Android,537,10.0,2720,83,1763,35,Male,5
234,OnePlus 9,Android,129,3.4,1059,27,580,36,Female,2
235,iPhone 12,iOS,132,3.8,636,28,529,53,Male,2
236,Xiaomi Mi 11,Android,37,1.4,369,18,295,19,Female,1
237,Samsung Galaxy S21,Android,524,8.9,2549,88,1730,20,Female,5
238,OnePlus 9,Android,425,6.9,2142,66,1130,19,Female,4
239,OnePlus 9,Android,64,1.7,585,13,107,53,Male,1
240,iPhone 12,iOS,573,10.8,2711,96,2118,33,Female,5
241,Google Pixel 5,Android,45,1.7,302,16,191,57,Female,1
242,Xiaomi Mi 11,Android,564,11.7,2764,81,2133,37,Female,5
243,OnePlus 9,Android,162,3.5,761,36,338,51,Male,2
244,Samsung Galaxy S21,Android,451,6.5,2378,69,1341,44,Male,4
245,OnePlus 9,Android,30,1.3,479,16,253,35,Male,1
246,Samsung Galaxy S21,Android,202,5.0,1542,45,844,29,Male,3
247,Google Pixel 5,Android,71,1.5,590,17,257,33,Male,1
248,Google Pixel 5,Android,314,6.2,2205,63,1066,19,Male,4
249,Xiaomi Mi 11,Android,168,4.0,866,22,581,50,Female,2
250,Google Pixel 5,Android,75,1.9,537,13,230,58,Female,1
251,OnePlus 9,Android,42,1.4,324,13,272,29,Female,1
252,OnePlus 9,Android,441,7.9,2332,78,1477,23,Female,4
253,Google Pixel 5,Android,523,10.5,2460,99,1787,22,Male,5
254,Xiaomi Mi 11,Android,100,2.4,982,31,478,48,Female,2
255,OnePlus 9,Android,52,1.2,398,14,172,24,Female,1
256,OnePlus 9,Android,397,7.0,2352,77,1101,46,Female,4
257,Xiaomi Mi 11,Android,424,7.7,1863,65,1116,52,Male,4
258,Xiaomi Mi 11,Android,272,5.0,1655,45,686,19,Female,3
259,Xiaomi Mi 11,Android,201,4.0,1791,50,914,18,Male,3
260,Xiaomi Mi 11,Android,570,9.0,2613,98,2497,49,Female,5
261,Xiaomi Mi 11,Android,64,1.3,490,14,151,43,Female,1
262,iPhone 12,iOS,334,6.6,2394,68,1227,46,Female,4
263,iPhone 12,iOS,518,9.6,2954,93,2125,34,Female,5
264,Samsung Galaxy S21,Android,70,1.7,359,10,109,57,Male,1
265,iPhone 12,iOS,334,6.8,2000,77,1079,40,Female,4
266,Xiaomi Mi 11,Android,563,8.4,2849,85,1508,25,Male,5
267,iPhone 12,iOS,181,4.1,1608,43,752,22,Female,3
268,OnePlus 9,Android,584,9.4,2766,84,2151,32,Male,5
269,Samsung Galaxy S21,Android,208,4.7,1642,45,861,55,Male,3
270,Samsung Galaxy S21,Android,381,6.6,2160,69,1450,20,Male,4
271,Xiaomi Mi 11,Android,426,6.5,1969,78,1266,53,Female,4
272,OnePlus 9,Android,284,4.2,1360,56,888,51,Male,3
273,Google Pixel 5,Android,105,2.2,1002,29,453,31,Female,2
274,Google Pixel 5,Android,179,2.3,1014,32,588,38,Male,2
275,iPhone 12,iOS,122,2.6,639,37,568,35,Male,2
276,OnePlus 9,Android,501,11.9,2702,88,1738,49,Male,5
277,Xiaomi Mi 11,Android,269,5.9,1666,42,629,32,Female,3
278,Google Pixel 5,Android,230,4.4,1607,52,878,54,Male,3
279,Xiaomi Mi 11,Android,85,1.6,417,12,122,47,Male,1
280,Samsung Galaxy S21,Android,411,7.8,2029,75,1136,33,Female,4
281,Samsung Galaxy S21,Android,73,1.7,403,12,163,51,Male,1
282,Xiaomi Mi 11,Android,39,1.7,530,11,268,26,Female,1
283,iPhone 12,iOS,386,7.7,2114,72,1209,51,Male,4
284,Google Pixel 5,Android,49,1.3,542,16,169,54,Female,1
285,Google Pixel 5,Android,411,6.9,1820,70,1024,43,Male,4
286,OnePlus 9,Android,534,10.8,2805,90,1538,37,Male,5
287,Samsung Galaxy S21,Android,314,7.4,2136,64,1376,47,Female,4
288,Xiaomi Mi 11,Android,211,4.0,1519,54,811,29,Female,3
289,OnePlus 9,Android,121,3.7,619,36,473,47,Male,2
290,Google Pixel 5,Android,84,1.2,415,10,146,50,Male,1
291,OnePlus 9,Android,448,7.6,2199,66,1047,28,Male,4
292,Google Pixel 5,Android,55,1.6,360,19,149,30,Male,1
293,Google Pixel 5,Android,59,1.8,497,10,208,36,Female,1
294,Xiaomi Mi 11,Android,226,4.5,1781,45,649,27,Female,3
295,Samsung Galaxy S21,Android,580,8.5,2660,87,1795,52,Male,5
296,OnePlus 9,Android,65,1.8,481,18,130,41,Male,1
297,OnePlus 9,Android,458,6.6,2214,67,1163,31,Female,4
298,iPhone 12,iOS,170,2.7,805,26,344,53,Female,2
299,iPhone 12,iOS,264,5.2,1641,44,778,44,Male,3
300,Xiaomi Mi 11,Android,122,3.3,748,35,499,59,Female,2
301,Xiaomi Mi 11,Android,420,6.5,2113,65,1314,35,Male,4
302,iPhone 12,iOS,267,4.4,1505,59,971,38,Female,3
303,iPhone 12,iOS,469,6.0,2290,67,1086,34,Female,4
304,iPhone 12,iOS,541,11.4,2443,89,1923,34,Female,5
305,iPhone 12,iOS,155,2.9,1117,22,322,19,Female,2
306,OnePlus 9,Android,106,2.8,686,32,594,27,Male,2
307,OnePlus 9,Android,243,5.0,1232,47,877,43,Male,3
308,OnePlus 9,Android,410,7.5,2176,68,1213,45,Female,4
309,iPhone 12,iOS,285,5.1,1226,57,666,20,Female,3
310,OnePlus 9,Android,397,6.8,2027,66,1167,40,Male,4
311,Samsung Galaxy S21,Android,230,4.2,1507,51,868,25,Female,3
312,iPhone 12,iOS,341,7.2,2397,68,1055,32,Female,4
313,Google Pixel 5,Android,132,2.9,1054,32,563,20,Male,2
314,Xiaomi Mi 11,Android,130,3.0,820,21,308,49,Female,2
315,iPhone 12,iOS,281,4.9,1566,59,632,29,Male,3
316,OnePlus 9,Android,74,2.0,320,11,103,55,Female,1
317,OnePlus 9,Android,299,4.3,1737,43,953,42,Female,3
318,Google Pixel 5,Android,116,2.2,827,29,434,28,Female,2
319,OnePlus 9,Android,408,6.6,2026,63,1076,47,Female,4
320,Google Pixel 5,Android,508,11.3,2590,81,2481,51,Male,5
321,iPhone 12,iOS,227,4.4,1275,56,984,22,Female,3
322,Google Pixel 5,Android,274,6.0,1489,56,666,57,Female,3
323,Google Pixel 5,Android,347,6.3,2001,61,1456,21,Female,4
324,Xiaomi Mi 11,Android,76,1.3,490,14,156,31,Female,1
325,iPhone 12,iOS,445,7.5,2007,78,1115,23,Male,4
326,OnePlus 9,Android,203,4.3,1554,54,638,25,Female,3
327,Samsung Galaxy S21,Android,199,6.0,1707,57,881,55,Male,3
328,OnePlus 9,Android,48,2.0,574,18,127,24,Female,1
329,OnePlus 9,Android,88,1.6,420,12,274,31,Female,1
330,iPhone 12,iOS,541,8.3,2865,89,1820,42,Female,5
331,Google Pixel 5,Android,233,4.6,1534,49,796,21,Female,3
332,iPhone 12,iOS,176,3.8,727,36,362,47,Female,2
333,OnePlus 9,Android,191,6.0,1762,45,904,54,Male,3
334,Google Pixel 5,Android,461,7.5,2001,69,1324,34,Female,4
335,Samsung Galaxy S21,Android,37,1.5,375,18,246,46,Female,1
336,OnePlus 9,Android,531,9.8,2905,99,1632,45,Female,5
337,Samsung Galaxy S21,Android,473,7.9,2292,62,1472,44,Male,4
338,Samsung Galaxy S21,Android,30,1.3,561,15,252,34,Male,1
339,iPhone 12,iOS,306,6.1,2267,70,1449,46,Male,4
340,iPhone 12,iOS,64,1.2,590,13,155,30,Male,1
341,iPhone 12,iOS,75,1.0,435,13,223,43,Male,1
342,iPhone 12,iOS,597,10.3,2718,90,1863,26,Female,5
343,iPhone 12,iOS,529,10.5,2971,87,1683,56,Male,5
344,iPhone 12,iOS,290,6.0,1533,54,645,57,Female,3
345,iPhone 12,iOS,256,5.8,1309,52,840,43,Male,3
346,iPhone 12,iOS,308,7.7,1974,73,1431,37,Female,4
347,OnePlus 9,Android,156,3.3,1020,38,447,57,Female,2
348,Samsung Galaxy S21,Android,62,1.4,542,18,266,46,Male,1
349,Google Pixel 5,Android,156,3.8,866,34,510,26,Male,2
350,Samsung Galaxy S21,Android,303,7.4,2314,66,1387,34,Male,4
351,Samsung Galaxy S21,Android,463,6.9,2111,73,1463,54,Male,4
352,Google Pixel 5,Android,60,1.5,593,14,281,35,Female,1
353,Google Pixel 5,Android,225,4.6,1230,52,954,20,Female,3
354,Samsung Galaxy S21,Android,379,7.5,1823,68,1075,53,Female,4
355,OnePlus 9,Android,53,1.4,455,14,106,54,Female,1
356,Samsung Galaxy S21,Android,30,1.9,574,19,287,45,Male,1
357,iPhone 12,iOS,291,4.1,1326,51,905,55,Female,3
358,iPhone 12,iOS,488,9.5,2840,92,1986,48,Female,5
359,Google Pixel 5,Android,74,2.0,366,13,253,44,Female,1
360,Samsung Galaxy S21,Android,230,4.6,1325,55,845,54,Female,3
361,Samsung Galaxy S21,Android,517,11.8,2435,86,2208,26,Male,5
362,OnePlus 9,Android,557,10.4,2900,97,1609,22,Male,5
363,Xiaomi Mi 11,Android,78,1.5,341,11,259,38,Female,1
364,iPhone 12,iOS,321,7.9,2159,64,1499,45,Male,4
365,Xiaomi Mi 11,Android,579,8.6,2539,84,1935,34,Male,5
366,OnePlus 9,Android,382,7.2,1965,67,1341,22,Male,4
367,Xiaomi Mi 11,Android,516,11.6,2464,82,1767,29,Female,5
368,OnePlus 9,Android,598,11.2,2876,85,2477,58,Female,5
369,OnePlus 9,Android,102,3.9,747,36,408,49,Female,2
370,iPhone 12,iOS,165,2.4,816,35,503,34,Male,2
371,iPhone 12,iOS,558,9.8,2765,83,1548,25,Female,5
372,Google Pixel 5,Android,561,10.6,2547,86,1823,22,Male,5
373,Samsung Galaxy S21,Android,511,10.9,2514,91,2335,59,Female,5
374,Google Pixel 5,Android,560,11.3,2947,95,1663,25,Female,5
375,OnePlus 9,Android,69,1.3,434,12,164,42,Male,1
376,OnePlus 9,Android,44,1.1,531,17,232,26,Male,1
377,iPhone 12,iOS,65,1.7,490,17,122,51,Female,1
378,Google Pixel 5,Android,458,6.0,1875,63,1072,31,Female,4
379,Samsung Galaxy S21,Android,525,10.8,2445,99,1623,57,Male,5
380,OnePlus 9,Android,106,3.0,922,22,313,51,Male,2
381,iPhone 12,iOS,188,4.6,1767,47,653,34,Male,3
382,iPhone 12,iOS,493,10.4,2453,99,1813,39,Male,5
383,OnePlus 9,Android,84,1.5,373,19,299,37,Female,1
384,OnePlus 9,Android,104,2.9,653,35,322,30,Male,2
385,Samsung Galaxy S21,Android,102,3.0,890,38,548,28,Male,2
386,iPhone 12,iOS,349,6.6,2041,78,1096,40,Female,4
387,OnePlus 9,Android,98,2.0,925,32,457,28,Male,2
388,Samsung Galaxy S21,Android,72,1.3,461,13,199,32,Male,1
389,Xiaomi Mi 11,Android,563,11.6,2968,92,2191,34,Female,5
390,Xiaomi Mi 11,Android,119,2.8,775,31,313,50,Female,2
391,OnePlus 9,Android,311,7.9,2231,69,1021,36,Male,4
392,OnePlus 9,Android,337,6.1,1901,76,1359,58,Male,4
393,Samsung Galaxy S21,Android,168,3.5,1055,29,313,54,Male,2
394,iPhone 12,iOS,331,7.4,2129,66,1459,53,Male,4
395,Google Pixel 5,Android,589,9.2,2663,84,1774,45,Female,5
396,Xiaomi Mi 11,Android,472,6.8,2288,61,1356,52,Male,4
397,Xiaomi Mi 11,Android,78,1.1,437,14,143,27,Female,1
398,iPhone 12,iOS,517,11.6,2798,90,2175,20,Male,5
399,OnePlus 9,Android,41,1.6,323,18,221,43,Female,1
400,OnePlus 9,Android,49,1.5,571,10,203,29,Male,1
401,Xiaomi Mi 11,Android,522,11.1,2821,86,1891,42,Male,5
402,Google Pixel 5,Android,97,2.7,612,36,508,53,Male,2
403,iPhone 12,iOS,411,7.4,1960,71,1264,40,Male,4
404,Samsung Galaxy S21,Android,566,8.6,2595,89,1657,51,Female,5
405,iPhone 12,iOS,559,8.2,2618,84,2102,22,Female,5
406,Google Pixel 5,Android,478,7.3,2340,69,1017,43,Female,4
407,Xiaomi Mi 11,Android,147,3.2,994,33,567,25,Female,2
408,OnePlus 9,Android,395,7.3,2291,61,1049,55,Female,4
409,Samsung Galaxy S21,Android,357,7.8,2289,74,1242,22,Female,4
410,Google Pixel 5,Android,405,6.9,2366,61,1434,51,Male,4
411,Samsung Galaxy S21,Android,501,11.8,2790,86,2074,31,Female,5
412,Xiaomi Mi 11,Android,575,8.2,2918,88,1928,50,Male,5
413,OnePlus 9,Android,257,5.1,1692,46,769,52,Female,3
414,iPhone 12,iOS,270,5.0,1532,51,957,35,Male,3
415,Google Pixel 5,Android,116,2.0,1171,22,573,33,Female,2
416,iPhone 12,iOS,98,2.3,608,24,394,56,Male,2
417,Xiaomi Mi 11,Android,264,5.1,1293,52,737,27,Female,3
418,Samsung Galaxy S21,Android,572,11.7,2655,91,2481,57,Female,5
419,Xiaomi Mi 11,Android,202,4.9,1549,43,964,27,Female,3
420,iPhone 12,iOS,83,1.4,454,11,228,46,Male,1
421,iPhone 12,iOS,32,1.4,416,12,198,56,Male,1
422,iPhone 12,iOS,168,3.2,716,38,414,43,Male,2
423,iPhone 12,iOS,416,6.1,2115,71,1041,22,Female,4
424,Xiaomi Mi 11,Android,46,1.1,536,18,167,28,Female,1
425,OnePlus 9,Android,201,5.0,1482,59,709,24,Male,3
426,Samsung Galaxy S21,Android,130,2.8,1062,24,579,37,Male,2
427,OnePlus 9,Android,98,2.4,747,36,403,44,Female,2
428,OnePlus 9,Android,105,3.8,967,28,489,51,Male,2
429,Xiaomi Mi 11,Android,94,2.3,1033,33,369,58,Male,2
430,Xiaomi Mi 11,Android,540,10.1,2757,90,2180,37,Male,5
431,iPhone 12,iOS,266,5.5,1238,59,839,22,Male,3
432,iPhone 12,iOS,140,3.8,1137,36,506,53,Male,2
433,Google Pixel 5,Android,534,10.4,2672,90,1702,51,Male,5
434,OnePlus 9,Android,46,2.0,309,15,116,42,Male,1
435,iPhone 12,iOS,581,8.4,2591,99,2304,58,Male,5
436,Xiaomi Mi 11,Android,105,3.4,798,21,467,34,Female,2
437,OnePlus 9,Android,221,4.4,1341,46,862,20,Male,3
438,iPhone 12,iOS,41,1.7,408,16,291,34,Male,1
439,OnePlus 9,Android,105,3.0,728,24,343,52,Female,2
440,Google Pixel 5,Android,123,3.9,915,39,468,18,Male,2
441,Google Pixel 5,Android,260,5.7,1725,56,920,36,Female,3
442,Samsung Galaxy S21,Android,223,5.7,1295,44,751,39,Male,3
443,Google Pixel 5,Android,66,1.1,505,17,218,33,Male,1
444,iPhone 12,iOS,231,4.0,1664,48,724,29,Female,3
445,iPhone 12,iOS,555,8.8,2540,97,2402,22,Male,5
446,Samsung Galaxy S21,Android,378,7.2,1859,61,1318,58,Male,4
447,OnePlus 9,Android,546,8.8,2852,81,1641,24,Male,5
448,Samsung Galaxy S21,Android,234,5.2,1604,58,919,58,Male,3
449,Samsung Galaxy S21,Android,152,3.0,617,22,306,22,Female,2
450,Google Pixel 5,Android,34,1.2,518,10,170,20,Female,1
451,Samsung Galaxy S21,Android,179,3.5,1114,30,466,56,Male,2
452,OnePlus 9,Android,591,11.8,2953,92,1903,52,Male,5
453,Samsung Galaxy S21,Android,120,3.3,734,35,583,26,Male,2
454,Google Pixel 5,Android,88,1.3,557,13,164,43,Male,1
455,iPhone 12,iOS,143,3.9,1160,24,398,45,Male,2
456,iPhone 12,iOS,74,1.6,436,13,182,27,Female,1
457,iPhone 12,iOS,74,1.6,587,15,275,27,Female,1
458,OnePlus 9,Android,234,4.7,1707,55,871,46,Male,3
459,iPhone 12,iOS,56,1.0,547,10,142,58,Female,1
460,OnePlus 9,Android,174,2.4,639,37,545,50,Male,2
461,Samsung Galaxy S21,Android,523,9.0,2696,91,1561,20,Female,5
462,Samsung Galaxy S21,Android,123,3.3,938,36,438,55,Male,2
463,Samsung Galaxy S21,Android,216,5.9,1789,54,987,55,Male,3
464,iPhone 12,iOS,290,4.6,1694,50,809,23,Male,3
465,Xiaomi Mi 11,Android,68,1.3,583,10,281,26,Female,1
466,OnePlus 9,Android,265,4.8,1770,51,723,55,Female,3
467,Samsung Galaxy S21,Android,414,7.3,2349,75,1092,51,Male,4
468,Google Pixel 5,Android,238,4.0,1414,47,661,41,Female,3
469,Xiaomi Mi 11,Android,429,7.5,1921,61,1102,46,Male,4
470,Xiaomi Mi 11,Android,39,1.9,541,16,294,37,Male,1
471,Samsung Galaxy S21,Android,248,4.6,1396,52,883,40,Male,3
472,Xiaomi Mi 11,Android,541,9.4,2452,93,1811,53,Female,5
473,Xiaomi Mi 11,Android,139,3.0,697,37,513,26,Female,2
474,iPhone 12,iOS,289,5.0,1625,45,687,29,Male,3
475,Xiaomi Mi 11,Android,210,4.9,1657,55,765,49,Female,3
476,Samsung Galaxy S21,Android,412,6.2,2201,68,1085,54,Female,4
477,Google Pixel 5,Android,318,6.6,2089,77,1126,49,Female,4
478,iPhone 12,iOS,258,4.2,1315,44,762,59,Female,3
479,OnePlus 9,Android,258,4.3,1759,59,718,41,Female,3
480,Samsung Galaxy S21,Android,189,4.8,1681,59,795,57,Male,3
481,iPhone 12,iOS,155,2.4,954,39,441,51,Male,2
482,Samsung Galaxy S21,Android,528,10.4,2717,87,2140,34,Male,5
483,iPhone 12,iOS,549,11.1,2851,87,1814,56,Male,5
484,Xiaomi Mi 11,Android,78,1.6,470,18,230,49,Female,1
485,iPhone 12,iOS,444,6.0,1873,61,1093,39,Female,4
486,Xiaomi Mi 11,Android,80,1.1,417,18,298,36,Male,1
487,iPhone 12,iOS,131,3.8,739,34,330,57,Female,2
488,iPhone 12,iOS,228,4.4,1734,46,804,57,Female,3
489,Xiaomi Mi 11,Android,416,7.3,1882,62,1333,32,Female,4
490,Google Pixel 5,Android,586,9.3,2403,94,2332,21,Male,5
491,Google Pixel 5,Android,416,6.1,2279,71,1096,47,Male,4
492,iPhone 12,iOS,152,3.7,948,22,507,53,Female,2
493,Xiaomi Mi 11,Android,87,1.5,594,19,198,36,Female,1
494,OnePlus 9,Android,329,6.8,1892,69,1383,23,Male,4
495,Samsung Galaxy S21,Android,107,2.5,1176,24,545,29,Female,2
496,Google Pixel 5,Android,493,10.9,2928,88,2116,57,Male,5
497,iPhone 12,iOS,182,4.8,1500,51,807,43,Female,3
498,iPhone 12,iOS,102,2.9,918,37,362,20,Female,2
499,Google Pixel 5,Android,274,4.5,1356,54,869,53,Male,3
500,iPhone 12,iOS,143,3.6,988,26,504,45,Female,2
501,Google Pixel 5,Android,66,1.3,369,14,195,32,Male,1
502,Xiaomi Mi 11,Android,420,7.7,2017,74,1187,24,Female,4
503,Xiaomi Mi 11,Android,582,8.4,2664,91,2493,55,Female,5
504,Google Pixel 5,Android,200,5.8,1291,50,965,52,Male,3
505,Google Pixel 5,Android,493,8.5,2859,99,2450,47,Male,5
506,Samsung Galaxy S21,Android,348,6.6,2398,66,1415,49,Female,4
507,Xiaomi Mi 11,Android,238,5.1,1408,45,941,27,Male,3
508,Xiaomi Mi 11,Android,33,2.0,318,11,173,42,Female,1
509,Google Pixel 5,Android,267,5.9,1740,45,791,22,Male,3
510,iPhone 12,iOS,492,10.0,2513,90,1968,31,Male,5
511,Google Pixel 5,Android,241,5.3,1767,58,976,38,Female,3
512,Samsung Galaxy S21,Android,567,10.8,2911,89,1682,39,Male,5
513,Samsung Galaxy S21,Android,36,1.6,442,17,249,34,Male,1
514,OnePlus 9,Android,110,3.4,975,31,507,57,Female,2
515,Samsung Galaxy S21,Android,466,7.1,1984,73,1461,54,Male,4
516,OnePlus 9,Android,126,2.2,1187,28,599,25,Male,2
517,Xiaomi Mi 11,Android,120,3.8,940,36,535,44,Male,2
518,iPhone 12,iOS,64,1.2,592,19,218,25,Male,1
519,OnePlus 9,Android,574,8.5,2780,87,1809,34,Female,5
520,OnePlus 9,Android,119,2.2,1123,22,371,51,Male,2
521,OnePlus 9,Android,350,6.5,2364,75,1485,20,Male,4
522,Google Pixel 5,Android,69,1.1,535,17,250,25,Male,1
523,Xiaomi Mi 11,Android,438,6.5,1849,64,1125,49,Female,4
524,Samsung Galaxy S21,Android,506,11.2,2623,98,2460,48,Male,5
525,Samsung Galaxy S21,Android,272,5.2,1390,45,792,57,Female,3
526,Samsung Galaxy S21,Android,224,4.5,1646,57,665,59,Male,3
527,Google Pixel 5,Android,99,2.4,689,36,318,29,Female,2
528,iPhone 12,iOS,44,1.2,466,10,131,57,Female,1
529,Google Pixel 5,Android,175,3.0,801,32,338,24,Male,2
530,Google Pixel 5,Android,228,4.8,1639,47,796,42,Female,3
531,Xiaomi Mi 11,Android,589,11.8,2629,86,2479,43,Female,5
532,OnePlus 9,Android,339,7.9,1987,66,1191,47,Male,4
533,iPhone 12,iOS,431,6.4,2206,66,1200,23,Female,4
534,Xiaomi Mi 11,Android,190,4.7,1276,57,915,22,Female,3
535,OnePlus 9,Android,389,6.1,2087,67,1383,30,Male,4
536,Samsung Galaxy S21,Android,139,3.3,937,24,573,25,Female,2
537,Samsung Galaxy S21,Android,289,5.9,1528,48,915,30,Male,3
538,Samsung Galaxy S21,Android,593,11.1,2672,82,2258,34,Female,5
539,Google Pixel 5,Android,576,9.5,2638,98,2281,38,Female,5
540,OnePlus 9,Android,592,9.4,2867,95,1701,27,Female,5
541,iPhone 12,iOS,567,10.5,2817,89,2194,52,Male,5
542,iPhone 12,iOS,170,2.5,740,21,537,25,Female,2
543,Google Pixel 5,Android,242,5.4,1307,48,642,28,Male,3
544,Samsung Galaxy S21,Android,275,5.5,1616,48,656,55,Male,3
545,Google Pixel 5,Android,544,9.7,2633,97,1727,28,Female,5
546,OnePlus 9,Android,50,2.0,362,17,182,34,Female,1
547,OnePlus 9,Android,236,4.6,1750,45,971,21,Female,3
548,iPhone 12,iOS,139,2.6,658,33,358,58,Female,2
549,Google Pixel 5,Android,383,6.6,2155,74,1360,45,Male,4
550,Samsung Galaxy S21,Android,172,4.0,1047,32,508,21,Female,2
551,Xiaomi Mi 11,Android,455,6.2,1984,72,1287,42,Male,4
552,Samsung Galaxy S21,Android,157,2.5,1110,30,373,37,Female,2
553,iPhone 12,iOS,173,3.8,605,23,583,32,Male,2
554,Samsung Galaxy S21,Android,405,7.3,2082,75,1162,37,Female,4
555,iPhone 12,iOS,387,6.6,2168,61,1246,19,Female,4
556,Xiaomi Mi 11,Android,201,4.9,1633,41,972,32,Female,3
557,iPhone 12,iOS,142,3.5,625,25,370,40,Female,2
558,Samsung Galaxy S21,Android,198,4.2,1392,43,640,27,Male,3
559,Google Pixel 5,Android,361,7.6,2037,65,1056,55,Male,4
560,OnePlus 9,Android,553,11.6,2914,81,1860,47,Male,5
561,Samsung Galaxy S21,Android,408,6.2,2245,69,1103,38,Female,4
562,Xiaomi Mi 11,Android,121,2.1,1188,21,578,18,Male,2
563,Google Pixel 5,Android,71,1.4,508,15,265,33,Female,1
564,iPhone 12,iOS,46,1.6,440,10,265,31,Male,1
565,Xiaomi Mi 11,Android,290,4.4,1272,55,910,44,Male,3
566,Samsung Galaxy S21,Android,60,1.3,462,15,296,40,Male,1
567,Google Pixel 5,Android,116,3.9,1132,26,498,35,Female,2
568,OnePlus 9,Android,86,1.7,312,16,227,32,Male,1
569,Google Pixel 5,Android,291,5.3,1537,43,700,49,Female,3
570,Google Pixel 5,Android,404,6.6,2181,77,1327,18,Male,4
571,OnePlus 9,Android,441,7.1,1928,74,1421,57,Male,4
572,Google Pixel 5,Android,444,6.1,2229,73,1194,25,Female,4
573,OnePlus 9,Android,211,5.9,1757,42,864,56,Female,3
574,Samsung Galaxy S21,Android,537,9.1,2858,86,2158,22,Male,5
575,Xiaomi Mi 11,Android,519,10.9,2571,93,2163,47,Female,5
576,Samsung Galaxy S21,Android,94,3.5,606,30,446,49,Male,2
577,Google Pixel 5,Android,554,10.3,2776,83,1606,34,Female,5
578,iPhone 12,iOS,381,7.5,2216,66,1291,37,Female,4
579,OnePlus 9,Android,257,6.0,1715,49,916,40,Female,3
580,Samsung Galaxy S21,Android,47,1.1,532,18,122,36,Male,1
581,iPhone 12,iOS,527,10.0,2430,82,1737,27,Female,5
582,Samsung Galaxy S21,Android,148,2.7,625,34,416,27,Male,2
583,iPhone 12,iOS,191,5.7,1414,53,991,19,Female,3
584,Google Pixel 5,Android,71,1.9,571,10,117,43,Female,1
585,OnePlus 9,Android,73,1.3,538,19,175,30,Female,1
586,OnePlus 9,Android,149,3.1,1191,28,563,29,Male,2
587,Xiaomi Mi 11,Android,197,4.4,1665,44,608,43,Female,3
588,Samsung Galaxy S21,Android,328,6.1,1975,72,1101,24,Male,4
589,OnePlus 9,Android,424,7.5,1995,75,1228,36,Male,4
590,Samsung Galaxy S21,Android,111,3.6,627,26,464,39,Female,2
591,Samsung Galaxy S21,Android,159,3.7,630,33,575,30,Male,2
592,Google Pixel 5,Android,580,11.5,2767,84,2341,36,Female,5
593,Samsung Galaxy S21,Android,379,7.7,1809,64,1050,22,Female,4
594,Samsung Galaxy S21,Android,217,4.2,1500,42,677,26,Female,3
595,Xiaomi Mi 11,Android,447,6.3,1959,63,1441,48,Male,4
596,OnePlus 9,Android,512,10.5,2538,82,1694,41,Male,5
597,Xiaomi Mi 11,Android,511,10.8,2529,91,2387,21,Male,5
598,OnePlus 9,Android,140,2.5,825,31,347,59,Male,2
599,Samsung Galaxy S21,Android,114,3.0,1131,31,596,28,Male,2
600,Samsung Galaxy S21,Android,192,4.3,1382,42,905,47,Female,3
601,iPhone 12,iOS,325,6.0,2244,70,1296,30,Female,4
602,OnePlus 9,Android,83,1.2,545,15,284,44,Male,1
603,OnePlus 9,Android,122,3.0,922,32,373,43,Male,2
604,OnePlus 9,Android,138,2.1,660,22,424,41,Female,2
605,OnePlus 9,Android,182,5.3,1278,42,885,54,Female,3
606,OnePlus 9,Android,425,6.0,1928,72,1150,53,Female,4
607,OnePlus 9,Android,580,10.4,2496,81,2441,37,Female,5
608,Xiaomi Mi 11,Android,203,4.0,1323,56,787,21,Male,3
609,Xiaomi Mi 11,Android,258,4.9,1596,56,937,40,Female,3
610,iPhone 12,iOS,551,8.5,2927,92,1901,51,Male,5
611,iPhone 12,iOS,507,9.6,2606,95,1543,48,Male,5
612,Xiaomi Mi 11,Android,57,1.3,489,16,131,37,Male,1
613,Xiaomi Mi 11,Android,553,10.2,2911,82,2441,44,Male,5
614,Google Pixel 5,Android,49,1.1,395,16,153,46,Female,1
615,Samsung Galaxy S21,Android,106,4.0,1158,23,493,18,Male,2
616,Google Pixel 5,Android,119,3.7,608,36,461,52,Male,2
617,OnePlus 9,Android,288,5.4,1476,49,767,36,Female,3
618,Google Pixel 5,Android,225,5.6,1388,55,965,36,Female,3
619,OnePlus 9,Android,342,7.0,1826,71,1077,26,Female,4
620,Samsung Galaxy S21,Android,292,4.2,1407,54,867,59,Male,3
621,iPhone 12,iOS,218,5.0,1475,46,972,59,Female,3
622,Google Pixel 5,Android,64,1.8,351,15,274,56,Male,1
623,Xiaomi Mi 11,Android,453,7.4,2363,65,1046,41,Female,4
624,OnePlus 9,Android,42,1.8,417,15,284,21,Male,1
625,Samsung Galaxy S21,Android,36,1.5,310,15,272,45,Male,1
626,OnePlus 9,Android,55,1.8,328,12,196,31,Female,1
627,iPhone 12,iOS,210,5.0,1614,53,679,55,Female,3
628,iPhone 12,iOS,227,5.2,1446,46,920,59,Male,3
629,Xiaomi Mi 11,Android,47,1.2,437,18,234,55,Male,1
630,iPhone 12,iOS,461,6.3,1988,62,1004,21,Male,4
631,Google Pixel 5,Android,94,3.1,1078,38,489,25,Male,2
632,Samsung Galaxy S21,Android,216,5.1,1483,54,977,45,Female,3
633,iPhone 12,iOS,496,10.2,2587,84,1921,56,Female,5
634,OnePlus 9,Android,138,3.2,1142,31,366,29,Female,2
635,iPhone 12,iOS,318,6.6,2055,67,1253,43,Male,4
636,Samsung Galaxy S21,Android,96,3.4,1198,39,401,48,Female,2
637,OnePlus 9,Android,510,10.7,2433,90,1729,47,Male,5
638,Xiaomi Mi 11,Android,83,1.1,546,10,289,32,Female,1
639,Google Pixel 5,Android,417,6.2,2074,63,1135,35,Female,4
640,Google Pixel 5,Android,538,9.8,2778,91,2080,35,Female,5
641,Samsung Galaxy S21,Android,63,1.8,321,11,271,42,Male,1
642,OnePlus 9,Android,50,1.4,443,16,255,26,Female,1
643,Google Pixel 5,Android,502,8.2,2597,90,1553,27,Male,5
644,OnePlus 9,Android,105,3.3,723,35,566,46,Male,2
645,Google Pixel 5,Android,186,4.8,1494,53,949,20,Female,3
646,Xiaomi Mi 11,Android,174,2.9,1197,23,345,20,Female,2
647,Samsung Galaxy S21,Android,89,1.3,314,16,201,58,Female,1
648,iPhone 12,iOS,66,1.5,565,17,283,42,Female,1
649,iPhone 12,iOS,389,6.3,2294,76,1334,53,Male,4
650,Xiaomi Mi 11,Android,186,5.4,1627,58,790,31,Female,3
651,Google Pixel 5,Android,149,2.0,1041,39,356,49,Male,2
652,iPhone 12,iOS,69,1.7,519,10,167,51,Female,1
653,Xiaomi Mi 11,Android,206,5.2,1632,47,694,30,Male,3
654,Samsung Galaxy S21,Android,49,1.2,365,19,144,29,Male,1
655,Google Pixel 5,Android,594,10.5,2839,91,1647,56,Male,5
656,Google Pixel 5,Android,104,3.7,1028,29,493,39,Male,2
657,Google Pixel 5,Android,262,5.6,1489,59,628,54,Female,3
658,Xiaomi Mi 11,Android,278,5.3,1368,56,894,40,Female,3
659,Xiaomi Mi 11,Android,463,6.8,2358,68,1236,43,Female,4
660,Xiaomi Mi 11,Android,505,9.6,2464,91,2375,35,Male,5
661,Google Pixel 5,Android,50,1.5,387,12,146,59,Male,1
662,Xiaomi Mi 11,Android,138,3.1,947,29,545,48,Male,2
663,Xiaomi Mi 11,Android,130,3.2,1189,37,448,45,Male,2
664,Google Pixel 5,Android,469,6.4,1858,78,1297,55,Female,4
665,Xiaomi Mi 11,Android,555,10.3,2568,83,2003,52,Male,5
666,iPhone 12,iOS,198,5.4,1544,53,635,53,Male,3
667,Samsung Galaxy S21,Android,529,11.4,2891,82,1845,46,Male,5
668,Samsung Galaxy S21,Android,205,5.5,1699,49,729,36,Male,3
669,iPhone 12,iOS,170,2.4,1039,38,334,23,Male,2
670,Samsung Galaxy S21,Android,160,3.2,648,31,339,27,Female,2
671,iPhone 12,iOS,81,1.6,387,13,224,48,Male,1
672,Google Pixel 5,Android,468,7.3,1937,64,1209,22,Male,4
673,Xiaomi Mi 11,Android,500,11.2,2925,84,2438,27,Male,5
674,Google Pixel 5,Android,37,1.6,490,18,216,52,Male,1
675,Xiaomi Mi 11,Android,522,11.4,2776,93,1768,27,Female,5
676,Xiaomi Mi 11,Android,81,1.5,545,17,159,40,Male,1
677,OnePlus 9,Android,141,3.8,689,38,576,34,Male,2
678,Samsung Galaxy S21,Android,115,3.5,706,26,495,52,Female,2
679,Google Pixel 5,Android,298,4.6,1525,59,814,36,Female,3
680,iPhone 12,iOS,33,1.8,334,16,113,36,Female,1
681,Google Pixel 5,Android,307,6.1,2105,76,1111,25,Female,4
682,Xiaomi Mi 11,Android,380,7.6,2354,77,1191,30,Male,4
683,Xiaomi Mi 11,Android,190,5.5,1718,58,815,42,Male,3
684,Samsung Galaxy S21,Android,75,1.6,325,12,225,45,Male,1
685,Google Pixel 5,Android,218,4.0,1221,47,822,25,Male,3
686,Xiaomi Mi 11,Android,412,6.6,1859,67,1393,18,Male,4
687,Google Pixel 5,Android,335,7.7,2037,68,1007,18,Male,4
688,OnePlus 9,Android,387,6.3,2098,61,1178,54,Male,4
689,Google Pixel 5,Android,261,4.9,1589,56,824,52,Female,3
690,Samsung Galaxy S21,Android,541,9.5,2424,98,1550,32,Male,5
691,Google Pixel 5,Android,195,5.7,1447,48,679,30,Male,3
692,iPhone 12,iOS,178,4.0,856,37,569,51,Female,2
693,Xiaomi Mi 11,Android,378,6.7,1898,78,1455,48,Female,4
694,Xiaomi Mi 11,Android,505,8.6,2792,82,1709,31,Male,5
695,Samsung Galaxy S21,Android,564,9.7,2422,83,1985,34,Female,5
696,iPhone 12,iOS,92,3.9,1082,26,381,22,Male,2
697,Xiaomi Mi 11,Android,316,6.8,1965,68,1201,59,Male,4
698,Google Pixel 5,Android,99,3.1,942,22,457,50,Female,2
699,Samsung Galaxy S21,Android,62,1.7,431,13,224,44,Male,1
700,OnePlus 9,Android,212,5.4,1306,49,828,23,Female,3
1 User ID Device Model Operating System App Usage Time (min/day) Screen On Time (hours/day) Battery Drain (mAh/day) Number of Apps Installed Data Usage (MB/day) Age Gender User Behavior Class
2 1 Google Pixel 5 Android 393 6.4 1872 67 1122 40 Male 4
3 2 OnePlus 9 Android 268 4.7 1331 42 944 47 Female 3
4 3 Xiaomi Mi 11 Android 154 4.0 761 32 322 42 Male 2
5 4 Google Pixel 5 Android 239 4.8 1676 56 871 20 Male 3
6 5 iPhone 12 iOS 187 4.3 1367 58 988 31 Female 3
7 6 Google Pixel 5 Android 99 2.0 940 35 564 31 Male 2
8 7 Samsung Galaxy S21 Android 350 7.3 1802 66 1054 21 Female 4
9 8 OnePlus 9 Android 543 11.4 2956 82 1702 31 Male 5
10 9 Samsung Galaxy S21 Android 340 7.7 2138 75 1053 42 Female 4
11 10 iPhone 12 iOS 424 6.6 1957 75 1301 42 Male 4
12 11 Google Pixel 5 Android 53 1.4 435 17 162 34 Female 1
13 12 OnePlus 9 Android 215 5.5 1690 47 641 24 Male 3
14 13 OnePlus 9 Android 462 6.2 2303 65 1099 57 Female 4
15 14 Xiaomi Mi 11 Android 215 4.9 1662 43 857 43 Male 3
16 15 iPhone 12 iOS 189 5.4 1754 53 779 49 Female 3
17 16 Google Pixel 5 Android 503 10.4 2571 84 2025 39 Female 5
18 17 OnePlus 9 Android 132 3.6 628 32 344 47 Female 2
19 18 iPhone 12 iOS 299 5.8 1431 41 985 44 Female 3
20 19 Google Pixel 5 Android 81 1.4 558 16 297 26 Female 1
21 20 iPhone 12 iOS 577 8.5 2774 89 2192 29 Female 5
22 21 Samsung Galaxy S21 Android 93 2.6 681 37 302 45 Female 2
23 22 OnePlus 9 Android 576 11.6 2803 82 1553 43 Female 5
24 23 Samsung Galaxy S21 Android 423 6.5 2094 65 1372 23 Female 4
25 24 Google Pixel 5 Android 292 5.6 1401 46 949 37 Female 3
26 25 OnePlus 9 Android 216 4.0 1711 59 748 58 Male 3
27 26 Samsung Galaxy S21 Android 91 3.4 1073 38 451 52 Male 2
28 27 iPhone 12 iOS 444 7.6 2372 77 1002 29 Male 4
29 28 Google Pixel 5 Android 512 10.5 2409 89 1599 33 Male 5
30 29 OnePlus 9 Android 452 6.8 2387 77 1456 55 Female 4
31 30 Samsung Galaxy S21 Android 412 6.2 1899 78 1384 19 Female 4
32 31 Xiaomi Mi 11 Android 260 6.0 1361 44 889 37 Female 3
33 32 Xiaomi Mi 11 Android 197 4.6 1660 59 975 25 Male 3
34 33 Google Pixel 5 Android 278 4.7 1484 55 917 21 Male 3
35 34 Google Pixel 5 Android 46 2.0 457 14 105 58 Male 1
36 35 Xiaomi Mi 11 Android 593 10.2 2499 81 1616 38 Female 5
37 36 Samsung Galaxy S21 Android 32 1.2 580 19 153 20 Female 1
38 37 iPhone 12 iOS 122 3.3 755 30 573 26 Male 2
39 38 Samsung Galaxy S21 Android 522 11.2 2808 93 2328 24 Male 5
40 39 OnePlus 9 Android 473 6.4 2312 74 1400 40 Male 4
41 40 Samsung Galaxy S21 Android 398 6.2 1851 77 1180 23 Male 4
42 41 Xiaomi Mi 11 Android 240 4.7 1464 52 708 56 Female 3
43 42 OnePlus 9 Android 576 10.1 2447 83 2323 33 Male 5
44 43 Samsung Galaxy S21 Android 120 2.1 720 39 392 43 Male 2
45 44 Samsung Galaxy S21 Android 152 3.7 993 32 429 18 Male 2
46 45 Xiaomi Mi 11 Android 138 2.4 837 21 572 56 Female 2
47 46 Xiaomi Mi 11 Android 502 10.9 2476 96 1935 39 Male 5
48 47 OnePlus 9 Android 558 8.4 2447 97 1594 22 Female 5
49 48 Samsung Galaxy S21 Android 138 3.6 889 25 323 27 Female 2
50 49 Google Pixel 5 Android 580 8.2 2623 90 2262 49 Male 5
51 50 OnePlus 9 Android 589 8.7 2736 82 1997 49 Male 5
52 51 Xiaomi Mi 11 Android 452 7.4 2180 61 1417 54 Female 4
53 52 Xiaomi Mi 11 Android 245 5.9 1243 52 885 29 Male 3
54 53 Samsung Galaxy S21 Android 125 2.7 690 28 393 27 Female 2
55 54 Xiaomi Mi 11 Android 97 2.2 1101 38 375 53 Male 2
56 55 Google Pixel 5 Android 516 8.7 2857 83 2189 53 Female 5
57 56 iPhone 12 iOS 68 1.6 450 14 111 30 Male 1
58 57 OnePlus 9 Android 64 1.1 572 10 161 42 Female 1
59 58 OnePlus 9 Android 539 8.4 2796 89 2415 26 Male 5
60 59 Xiaomi Mi 11 Android 428 7.0 2306 75 1144 22 Male 4
61 60 iPhone 12 iOS 325 7.1 2269 64 1053 56 Male 4
62 61 Xiaomi Mi 11 Android 522 11.9 2798 85 1663 28 Female 5
63 62 Xiaomi Mi 11 Android 309 7.5 2292 77 1253 57 Female 4
64 63 Xiaomi Mi 11 Android 79 1.9 493 14 128 55 Male 1
65 64 Xiaomi Mi 11 Android 545 11.5 2911 87 1717 21 Female 5
66 65 Samsung Galaxy S21 Android 459 7.0 1982 67 1091 43 Male 4
67 66 iPhone 12 iOS 225 4.0 1420 48 917 56 Male 3
68 67 iPhone 12 iOS 257 4.5 1705 57 912 55 Male 3
69 68 Xiaomi Mi 11 Android 134 4.0 773 35 449 28 Female 2
70 69 iPhone 12 iOS 516 10.2 2932 98 1547 31 Male 5
71 70 Google Pixel 5 Android 82 1.7 558 16 284 29 Female 1
72 71 Samsung Galaxy S21 Android 452 7.2 1808 64 1090 45 Female 4
73 72 iPhone 12 iOS 521 9.0 2902 97 1701 37 Male 5
74 73 Google Pixel 5 Android 457 6.3 2347 66 1082 22 Male 4
75 74 Xiaomi Mi 11 Android 31 1.1 585 11 208 50 Female 1
76 75 iPhone 12 iOS 47 2.0 476 14 125 39 Male 1
77 76 Xiaomi Mi 11 Android 229 5.7 1305 43 985 23 Female 3
78 77 Xiaomi Mi 11 Android 34 2.0 558 14 122 54 Female 1
79 78 Google Pixel 5 Android 173 2.5 678 29 301 30 Female 2
80 79 Samsung Galaxy S21 Android 78 1.8 333 17 138 51 Female 1
81 80 Google Pixel 5 Android 230 5.7 1254 52 989 34 Female 3
82 81 OnePlus 9 Android 565 10.6 2475 99 1603 51 Female 5
83 82 iPhone 12 iOS 172 2.8 1035 22 549 41 Male 2
84 83 Xiaomi Mi 11 Android 330 7.2 2363 77 1133 21 Female 4
85 84 Xiaomi Mi 11 Android 39 1.8 368 11 105 19 Male 1
86 85 Google Pixel 5 Android 223 4.5 1311 56 695 33 Female 3
87 86 Google Pixel 5 Android 404 7.4 2081 63 1352 44 Male 4
88 87 Samsung Galaxy S21 Android 151 2.4 1003 25 392 39 Male 2
89 88 Samsung Galaxy S21 Android 34 1.5 345 11 276 44 Male 1
90 89 Xiaomi Mi 11 Android 137 3.3 839 31 348 34 Female 2
91 90 Samsung Galaxy S21 Android 301 6.2 2053 75 1303 45 Male 4
92 91 Google Pixel 5 Android 116 2.1 912 39 307 40 Female 2
93 92 Google Pixel 5 Android 291 4.1 1474 46 827 32 Female 3
94 93 iPhone 12 iOS 84 1.4 501 16 284 56 Female 1
95 94 iPhone 12 iOS 134 2.5 1125 24 367 35 Male 2
96 95 Samsung Galaxy S21 Android 411 7.5 2169 72 1083 58 Male 4
97 96 Xiaomi Mi 11 Android 326 7.2 2243 73 1454 50 Male 4
98 97 iPhone 12 iOS 550 9.5 2916 91 1946 20 Male 5
99 98 OnePlus 9 Android 516 12.0 2406 82 1968 28 Female 5
100 99 Google Pixel 5 Android 59 1.2 361 18 293 25 Female 1
101 100 OnePlus 9 Android 225 5.5 1526 44 875 50 Female 3
102 101 Google Pixel 5 Android 41 1.1 389 15 136 53 Male 1
103 102 OnePlus 9 Android 183 4.1 1210 45 738 19 Male 3
104 103 Google Pixel 5 Android 174 2.5 929 37 565 32 Female 2
105 104 Xiaomi Mi 11 Android 274 4.2 1781 52 934 28 Male 3
106 105 Xiaomi Mi 11 Android 166 2.8 1113 28 360 25 Male 2
107 106 Xiaomi Mi 11 Android 66 1.2 585 12 264 36 Male 1
108 107 Google Pixel 5 Android 152 2.7 642 38 596 55 Male 2
109 108 Google Pixel 5 Android 54 1.4 403 17 278 23 Female 1
110 109 Xiaomi Mi 11 Android 187 5.5 1754 55 711 50 Female 3
111 110 OnePlus 9 Android 216 6.0 1641 41 889 39 Female 3
112 111 OnePlus 9 Android 95 3.8 718 26 459 41 Female 2
113 112 Xiaomi Mi 11 Android 488 8.6 2447 84 2344 19 Male 5
114 113 Google Pixel 5 Android 295 5.1 1483 45 748 27 Female 3
115 114 Samsung Galaxy S21 Android 136 3.2 818 33 404 42 Male 2
116 115 Xiaomi Mi 11 Android 471 7.9 2156 76 1324 54 Female 4
117 116 iPhone 12 iOS 121 3.2 651 34 596 39 Male 2
118 117 iPhone 12 iOS 75 1.2 409 13 281 18 Male 1
119 118 iPhone 12 iOS 220 5.2 1631 49 909 27 Female 3
120 119 Samsung Galaxy S21 Android 82 1.6 590 13 124 28 Female 1
121 120 Google Pixel 5 Android 97 2.7 1018 37 428 41 Male 2
122 121 Samsung Galaxy S21 Android 388 6.6 2085 71 1150 45 Female 4
123 122 OnePlus 9 Android 529 8.7 2484 89 2189 39 Female 5
124 123 Google Pixel 5 Android 584 10.0 2541 99 2391 49 Female 5
125 124 Google Pixel 5 Android 529 8.1 2686 96 1924 35 Male 5
126 125 Google Pixel 5 Android 227 5.1 1702 57 714 21 Male 3
127 126 Samsung Galaxy S21 Android 535 11.8 2858 99 2378 50 Male 5
128 127 iPhone 12 iOS 332 7.4 2149 68 1321 20 Female 4
129 128 Google Pixel 5 Android 252 4.2 1439 45 667 50 Female 3
130 129 Xiaomi Mi 11 Android 125 2.5 678 34 465 31 Male 2
131 130 Xiaomi Mi 11 Android 97 3.3 751 39 412 36 Female 2
132 131 Google Pixel 5 Android 540 10.8 2923 90 1886 40 Male 5
133 132 Xiaomi Mi 11 Android 320 7.2 2056 69 1226 52 Female 4
134 133 Google Pixel 5 Android 176 3.6 1193 30 458 40 Female 2
135 134 Samsung Galaxy S21 Android 79 1.0 313 18 139 42 Male 1
136 135 Xiaomi Mi 11 Android 83 1.6 303 19 285 51 Male 1
137 136 iPhone 12 iOS 555 11.3 2528 90 1856 55 Female 5
138 137 Samsung Galaxy S21 Android 66 1.7 375 16 216 39 Male 1
139 138 Xiaomi Mi 11 Android 237 4.5 1368 42 868 24 Female 3
140 139 Samsung Galaxy S21 Android 497 9.7 2876 94 2076 18 Male 5
141 140 Google Pixel 5 Android 516 11.1 2429 91 1796 53 Male 5
142 141 Xiaomi Mi 11 Android 219 5.2 1510 42 655 50 Female 3
143 142 Google Pixel 5 Android 448 6.3 2044 71 1337 51 Male 4
144 143 iPhone 12 iOS 156 2.2 896 37 429 57 Female 2
145 144 Samsung Galaxy S21 Android 68 1.1 528 12 201 29 Male 1
146 145 iPhone 12 iOS 524 11.2 2417 90 2069 29 Female 5
147 146 iPhone 12 iOS 188 5.3 1281 45 974 35 Male 3
148 147 Samsung Galaxy S21 Android 443 7.4 2289 73 1026 33 Male 4
149 148 Xiaomi Mi 11 Android 52 1.6 385 19 234 24 Male 1
150 149 OnePlus 9 Android 228 4.2 1677 58 823 56 Male 3
151 150 Google Pixel 5 Android 149 3.7 873 34 459 51 Male 2
152 151 iPhone 12 iOS 523 9.4 2583 92 1539 21 Male 5
153 152 Samsung Galaxy S21 Android 42 1.6 315 19 207 52 Female 1
154 153 Google Pixel 5 Android 120 2.0 741 38 396 56 Female 2
155 154 OnePlus 9 Android 329 7.5 2277 72 1185 27 Female 4
156 155 Xiaomi Mi 11 Android 68 1.5 364 10 102 31 Female 1
157 156 Xiaomi Mi 11 Android 158 3.4 893 36 493 32 Male 2
158 157 Xiaomi Mi 11 Android 86 1.7 439 19 136 54 Male 1
159 158 Xiaomi Mi 11 Android 339 7.8 2102 71 1062 51 Male 4
160 159 Samsung Galaxy S21 Android 304 6.5 2375 79 1493 51 Male 4
161 160 Xiaomi Mi 11 Android 131 2.4 859 26 305 40 Male 2
162 161 Samsung Galaxy S21 Android 64 1.6 540 19 262 35 Female 1
163 162 Xiaomi Mi 11 Android 53 1.9 526 15 112 42 Male 1
164 163 Google Pixel 5 Android 442 7.7 2067 69 1440 45 Male 4
165 164 iPhone 12 iOS 32 2.0 469 18 139 22 Male 1
166 165 Xiaomi Mi 11 Android 278 4.8 1238 48 851 43 Female 3
167 166 Xiaomi Mi 11 Android 540 8.4 2993 98 1540 49 Female 5
168 167 Google Pixel 5 Android 595 11.3 2968 88 2366 30 Male 5
169 168 Google Pixel 5 Android 35 1.5 467 10 158 58 Male 1
170 169 Google Pixel 5 Android 225 5.4 1370 44 791 55 Female 3
171 170 Google Pixel 5 Android 587 11.8 2431 90 1894 47 Male 5
172 171 Xiaomi Mi 11 Android 92 3.7 1124 27 524 44 Male 2
173 172 Google Pixel 5 Android 46 1.1 487 17 208 23 Male 1
174 173 OnePlus 9 Android 153 2.8 935 25 578 37 Female 2
175 174 iPhone 12 iOS 368 6.6 1817 72 1406 27 Female 4
176 175 Xiaomi Mi 11 Android 51 1.6 509 11 113 29 Female 1
177 176 Google Pixel 5 Android 279 5.2 1660 47 629 50 Female 3
178 177 Xiaomi Mi 11 Android 255 5.4 1738 42 826 21 Male 3
179 178 Samsung Galaxy S21 Android 193 5.7 1471 51 972 31 Female 3
180 179 Xiaomi Mi 11 Android 207 5.7 1582 52 692 38 Male 3
181 180 iPhone 12 iOS 539 11.9 2853 83 2007 55 Male 5
182 181 OnePlus 9 Android 151 2.4 1124 38 571 33 Male 2
183 182 Google Pixel 5 Android 474 6.4 2109 68 1079 24 Male 4
184 183 iPhone 12 iOS 544 9.2 2936 83 2416 47 Female 5
185 184 iPhone 12 iOS 73 1.2 308 15 275 39 Female 1
186 185 Xiaomi Mi 11 Android 597 10.4 2984 91 1564 34 Female 5
187 186 Google Pixel 5 Android 498 10.7 2738 94 1995 42 Male 5
188 187 iPhone 12 iOS 402 7.8 2014 79 1088 34 Female 4
189 188 OnePlus 9 Android 75 1.1 379 15 185 37 Male 1
190 189 iPhone 12 iOS 130 2.0 602 21 589 30 Female 2
191 190 Samsung Galaxy S21 Android 42 1.1 402 11 265 32 Female 1
192 191 iPhone 12 iOS 134 2.2 917 23 423 23 Male 2
193 192 Google Pixel 5 Android 79 1.9 477 13 161 24 Male 1
194 193 iPhone 12 iOS 432 7.2 1822 63 1127 59 Female 4
195 194 iPhone 12 iOS 262 4.1 1287 52 997 36 Male 3
196 195 Samsung Galaxy S21 Android 473 6.4 2109 79 1300 23 Female 4
197 196 Google Pixel 5 Android 202 4.7 1512 49 659 45 Female 3
198 197 OnePlus 9 Android 215 4.4 1407 41 991 47 Male 3
199 198 OnePlus 9 Android 151 3.7 1116 32 320 41 Female 2
200 199 OnePlus 9 Android 80 1.6 549 14 197 19 Male 1
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615 614 Google Pixel 5 Android 49 1.1 395 16 153 46 Female 1
616 615 Samsung Galaxy S21 Android 106 4.0 1158 23 493 18 Male 2
617 616 Google Pixel 5 Android 119 3.7 608 36 461 52 Male 2
618 617 OnePlus 9 Android 288 5.4 1476 49 767 36 Female 3
619 618 Google Pixel 5 Android 225 5.6 1388 55 965 36 Female 3
620 619 OnePlus 9 Android 342 7.0 1826 71 1077 26 Female 4
621 620 Samsung Galaxy S21 Android 292 4.2 1407 54 867 59 Male 3
622 621 iPhone 12 iOS 218 5.0 1475 46 972 59 Female 3
623 622 Google Pixel 5 Android 64 1.8 351 15 274 56 Male 1
624 623 Xiaomi Mi 11 Android 453 7.4 2363 65 1046 41 Female 4
625 624 OnePlus 9 Android 42 1.8 417 15 284 21 Male 1
626 625 Samsung Galaxy S21 Android 36 1.5 310 15 272 45 Male 1
627 626 OnePlus 9 Android 55 1.8 328 12 196 31 Female 1
628 627 iPhone 12 iOS 210 5.0 1614 53 679 55 Female 3
629 628 iPhone 12 iOS 227 5.2 1446 46 920 59 Male 3
630 629 Xiaomi Mi 11 Android 47 1.2 437 18 234 55 Male 1
631 630 iPhone 12 iOS 461 6.3 1988 62 1004 21 Male 4
632 631 Google Pixel 5 Android 94 3.1 1078 38 489 25 Male 2
633 632 Samsung Galaxy S21 Android 216 5.1 1483 54 977 45 Female 3
634 633 iPhone 12 iOS 496 10.2 2587 84 1921 56 Female 5
635 634 OnePlus 9 Android 138 3.2 1142 31 366 29 Female 2
636 635 iPhone 12 iOS 318 6.6 2055 67 1253 43 Male 4
637 636 Samsung Galaxy S21 Android 96 3.4 1198 39 401 48 Female 2
638 637 OnePlus 9 Android 510 10.7 2433 90 1729 47 Male 5
639 638 Xiaomi Mi 11 Android 83 1.1 546 10 289 32 Female 1
640 639 Google Pixel 5 Android 417 6.2 2074 63 1135 35 Female 4
641 640 Google Pixel 5 Android 538 9.8 2778 91 2080 35 Female 5
642 641 Samsung Galaxy S21 Android 63 1.8 321 11 271 42 Male 1
643 642 OnePlus 9 Android 50 1.4 443 16 255 26 Female 1
644 643 Google Pixel 5 Android 502 8.2 2597 90 1553 27 Male 5
645 644 OnePlus 9 Android 105 3.3 723 35 566 46 Male 2
646 645 Google Pixel 5 Android 186 4.8 1494 53 949 20 Female 3
647 646 Xiaomi Mi 11 Android 174 2.9 1197 23 345 20 Female 2
648 647 Samsung Galaxy S21 Android 89 1.3 314 16 201 58 Female 1
649 648 iPhone 12 iOS 66 1.5 565 17 283 42 Female 1
650 649 iPhone 12 iOS 389 6.3 2294 76 1334 53 Male 4
651 650 Xiaomi Mi 11 Android 186 5.4 1627 58 790 31 Female 3
652 651 Google Pixel 5 Android 149 2.0 1041 39 356 49 Male 2
653 652 iPhone 12 iOS 69 1.7 519 10 167 51 Female 1
654 653 Xiaomi Mi 11 Android 206 5.2 1632 47 694 30 Male 3
655 654 Samsung Galaxy S21 Android 49 1.2 365 19 144 29 Male 1
656 655 Google Pixel 5 Android 594 10.5 2839 91 1647 56 Male 5
657 656 Google Pixel 5 Android 104 3.7 1028 29 493 39 Male 2
658 657 Google Pixel 5 Android 262 5.6 1489 59 628 54 Female 3
659 658 Xiaomi Mi 11 Android 278 5.3 1368 56 894 40 Female 3
660 659 Xiaomi Mi 11 Android 463 6.8 2358 68 1236 43 Female 4
661 660 Xiaomi Mi 11 Android 505 9.6 2464 91 2375 35 Male 5
662 661 Google Pixel 5 Android 50 1.5 387 12 146 59 Male 1
663 662 Xiaomi Mi 11 Android 138 3.1 947 29 545 48 Male 2
664 663 Xiaomi Mi 11 Android 130 3.2 1189 37 448 45 Male 2
665 664 Google Pixel 5 Android 469 6.4 1858 78 1297 55 Female 4
666 665 Xiaomi Mi 11 Android 555 10.3 2568 83 2003 52 Male 5
667 666 iPhone 12 iOS 198 5.4 1544 53 635 53 Male 3
668 667 Samsung Galaxy S21 Android 529 11.4 2891 82 1845 46 Male 5
669 668 Samsung Galaxy S21 Android 205 5.5 1699 49 729 36 Male 3
670 669 iPhone 12 iOS 170 2.4 1039 38 334 23 Male 2
671 670 Samsung Galaxy S21 Android 160 3.2 648 31 339 27 Female 2
672 671 iPhone 12 iOS 81 1.6 387 13 224 48 Male 1
673 672 Google Pixel 5 Android 468 7.3 1937 64 1209 22 Male 4
674 673 Xiaomi Mi 11 Android 500 11.2 2925 84 2438 27 Male 5
675 674 Google Pixel 5 Android 37 1.6 490 18 216 52 Male 1
676 675 Xiaomi Mi 11 Android 522 11.4 2776 93 1768 27 Female 5
677 676 Xiaomi Mi 11 Android 81 1.5 545 17 159 40 Male 1
678 677 OnePlus 9 Android 141 3.8 689 38 576 34 Male 2
679 678 Samsung Galaxy S21 Android 115 3.5 706 26 495 52 Female 2
680 679 Google Pixel 5 Android 298 4.6 1525 59 814 36 Female 3
681 680 iPhone 12 iOS 33 1.8 334 16 113 36 Female 1
682 681 Google Pixel 5 Android 307 6.1 2105 76 1111 25 Female 4
683 682 Xiaomi Mi 11 Android 380 7.6 2354 77 1191 30 Male 4
684 683 Xiaomi Mi 11 Android 190 5.5 1718 58 815 42 Male 3
685 684 Samsung Galaxy S21 Android 75 1.6 325 12 225 45 Male 1
686 685 Google Pixel 5 Android 218 4.0 1221 47 822 25 Male 3
687 686 Xiaomi Mi 11 Android 412 6.6 1859 67 1393 18 Male 4
688 687 Google Pixel 5 Android 335 7.7 2037 68 1007 18 Male 4
689 688 OnePlus 9 Android 387 6.3 2098 61 1178 54 Male 4
690 689 Google Pixel 5 Android 261 4.9 1589 56 824 52 Female 3
691 690 Samsung Galaxy S21 Android 541 9.5 2424 98 1550 32 Male 5
692 691 Google Pixel 5 Android 195 5.7 1447 48 679 30 Male 3
693 692 iPhone 12 iOS 178 4.0 856 37 569 51 Female 2
694 693 Xiaomi Mi 11 Android 378 6.7 1898 78 1455 48 Female 4
695 694 Xiaomi Mi 11 Android 505 8.6 2792 82 1709 31 Male 5
696 695 Samsung Galaxy S21 Android 564 9.7 2422 83 1985 34 Female 5
697 696 iPhone 12 iOS 92 3.9 1082 26 381 22 Male 2
698 697 Xiaomi Mi 11 Android 316 6.8 1965 68 1201 59 Male 4
699 698 Google Pixel 5 Android 99 3.1 942 22 457 50 Female 2
700 699 Samsung Galaxy S21 Android 62 1.7 431 13 224 44 Male 1
701 700 OnePlus 9 Android 212 5.4 1306 49 828 23 Female 3

10
A题/参考/新版数据+介绍/user_behavior_dataset/user_behavior_dataset.txt Normal file
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1.user_behavior_dataset
User ID
Device Model
Operating System
App Usage Time (min/day)
Screen On Time (hours/day)
Battery Drain (mAh/day)
Number of Apps Installed Data Usage (MB/day)
Age Gender
User Behavior Class