project done

Data/user_behavior_dataset.csv

@@ -0,0 +1,701 @@
+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
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+556,Xiaomi Mi 11,Android,201,4.9,1633,41,972,32,Female,3
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+563,Google Pixel 5,Android,71,1.4,508,15,265,33,Female,1
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+584,Google Pixel 5,Android,71,1.9,571,10,117,43,Female,1
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+619,OnePlus 9,Android,342,7.0,1826,71,1077,26,Female,4
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+621,iPhone 12,iOS,218,5.0,1475,46,972,59,Female,3
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+623,Xiaomi Mi 11,Android,453,7.4,2363,65,1046,41,Female,4
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+626,OnePlus 9,Android,55,1.8,328,12,196,31,Female,1
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README.md

@@ -1,13 +1,2 @@
----
-title: User Behaviour Classification
-emoji: 🐨
-colorFrom: indigo
-colorTo: red
-sdk: streamlit
-sdk_version: 1.39.0
-app_file: app.py
-pinned: false
-short_description: 'User behaviour classification on user behaviour dataset '
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Project-1
+Classify user behavior based on mobile data

environment/requirement.txt

@@ -0,0 +1,7 @@
+Required Library List
+pandas 
+numpy
+matplotlib
+seaborn
+sklearn
+scipy

environment/setup.py

@@ -0,0 +1,23 @@
+'''
+author name  : Rupesh Garsondiya
+github       : @Rupeshgarsondiya
+Organization : L.J University
+'''
+from setuptools import  setup, find_packages
+
+setup(
+    name='project-1',  # project name
+    version='1.0',  # version number
+    description='Classify user behavior based on mobile data',  # description of the project
+    packages = find_packages(),  # find all packages
+    author='Rupesh-Garsondiya' ,# author of the package
+    author_email='[email protected]', # email of the author
+    url='https://github.com/Rupeshgarsondiya/Project-1.git', # url of the project
+    install_requires=['pandas', 'numpy', 'sklearn', 'matplotlib'],
+    # list of the dependencies required by the package
+    classifiers=['Programining Language :: python :: 3.12.3']
+)
+
+
+
+

src/App.py

@@ -0,0 +1,83 @@
+'''
+Author       : Rupesh Garsondiya
+github       : @Rupeshgarsondiya
+Organization : L.J University
+'''
+
+
+
+
+
+import http
+import streamlit as st
+from PIL import Image
+from train import *
+from test import *
+
+
+# Centering the title using HTML and CSS
+
+   
+class Main:
+    def __init__(self) -> None:
+        pass
+
+    def run(self):
+        
+        # Display the image from a URL
+        st.markdown(
+            """
+            <style>
+            .img-rounded {
+                border-radius: 15px;
+                width: 400px;  /* Adjust the width as needed */
+            }
+            
+            </style>
+            <div style="text-align: center;">
+            <img src="https://files.oaiusercontent.com/file-j5d0noa13fNCzctwMzacm7k9?se=2024-10-15T17%3A31%3A03Z&sp=r&sv=2024-08-04&sr=b&rscc=max-age%3D604800%2C%20immutable%2C%20private&rscd=attachment%3B%20filename%3D393b3cd9-2488-4f60-a1d7-52fe26428c8f.webp&sig=JSGn0KwxflHJ9MPWGzjpDn%2BzUTJxnMrSN2%2BrrTMhoLg%3D" class="img-rounded",><br>
+        
+            """,
+            unsafe_allow_html=True
+        )
+        st.write()
+        st.write()
+        
+
+        t = test()
+        t.predict_data()
+
+       
+        st.markdown("[GitHub](https://github.com/Rupeshgarsondiya/Project-1) | <a href='https://www.linkedin.com/in/rupesh-garsondiya-919817275/' target='_blank'>Linkedin</a>",unsafe_allow_html=True)
+        
+
+        # Add a LinkedIn profile hyperlink using HTML
+        st.markdown("", unsafe_allow_html=True)
+
+
+
+        
+        # Add copyright notice at the bottom
+        st.markdown("<hr>", unsafe_allow_html=True)  # Horizontal line to separate content
+        st.markdown(
+            "<b><p style='text-align: center; font-size: 12px;'>&copy; 2024 Rupesh Garsondiya. All Rights Reserved.</p>", 
+            unsafe_allow_html=True
+        )
+
+        
+if  __name__ == "__main__":
+
+    
+    
+    st.markdown("<h1 style='text-align: center;'><b>User behaviour classification on user Behaviour Dataset</b></h1>", unsafe_allow_html=True)
+
+    st.markdown("<p ><b> - About this project  :</b></p>",unsafe_allow_html=True)
+    st.write(' - This project is a simple web application that uses a machine learning model to classify user behavior into different categories.')
+
+    st.write(' - The model is trained on a dataset of user behavior and can be used to  predict the behavior of a new user based on their mobile data.')
+
+    run_obj = Main()
+    run_obj.run()
+
+else  : 
+    print("This is a Streamlit app. Please run it using `streamlit run app.py `")  # noqa: E501

src/features/build_features.py

@@ -0,0 +1,79 @@
+'''
+Author       : Rupesh Garsondiya
+github       : @Rupeshgarsondiya
+Organization : L.J university
+
+'''
+
+# Feature  Engineering
+
+# import library
+
+import pandas as pd
+import numpy as np
+import streamlit as st
+from sklearn.preprocessing import OneHotEncoder,StandardScaler
+from sklearn.model_selection import train_test_split
+from sklearn.pipeline import Pipeline,make_pipeline
+from  sklearn.compose import  ColumnTransformer
+
+
+'''create class FeatureEngineering is  created to perform feature engineering on the dataset'''
+class  FeatureEngineering:
+
+    def __init__(self): # define  constructor
+        pass
+
+    def cleandata(self):
+        data  = pd.read_csv('/home/rupeshgarsondiya/workstation/lab/Project-1/Data/user_behavior_dataset.csv') # load Dataset
+       
+        data.drop('User ID',axis=1,inplace=True)  # Drop user id column it not required
+
+        '''Rename column name'''
+        data.rename(columns={'Device Model':'P_Model','Operating System':'OS','App Usage Time (min/day)':'App_Time(hours/day)',
+                   'Screen On Time (hours/day)':'(hours/Screen_timeday)','Battery Drain (mAh/day)':'Battery_Drain(mAh/day)',
+                   'Number of Apps Installed':'Installed_app','Data Usage (MB/day)':'Data_Usage(GB/day)'},inplace=True)
+        
+        # App time convert minit into the hours 
+        data['App_Time(hours/day)']=data['App_Time(hours/day)']/60
+
+        # convert data use MB into GB
+        data['Data_Usage(GB/day)']=data['Data_Usage(GB/day)']/1024
+
+        return data
+    
+    def get_clean_data(self):
+        df  =  FeatureEngineering().cleandata()
+        print(df.head())
+
+        X = df.drop('User Behavior Class', axis=1)
+        y = df['User Behavior Class']
+
+        x_train,x_test,y_train,y_test = train_test_split(X,y,test_size=0.2)
+        
+        categorical_col = ['P_Model','OS','Gender']
+        categorical_transform = OneHotEncoder()
+
+        numerical_col = ['Battery_Drain(mAh/day)']
+        numerical_transform = StandardScaler()
+
+        # use to column transformer to perform onehotencoing and  standard scaling
+        preprocessor = ColumnTransformer(
+        transformers=[
+        
+        ('cat', categorical_transform, categorical_col)
+         ],remainder='passthrough')
+        
+        # create sklearn pipeline
+        pipeline = Pipeline(steps=[('preprocessor', preprocessor)])
+        pipeline.fit(x_train)
+        pipeline.fit(x_test)
+        x_train_t = pipeline.transform(x_train)
+        x_test_t = pipeline.transform(x_test)
+        
+
+        return x_train_t,x_test_t,y_train,y_test,pipeline 
+    
+
+
+

src/test.py

@@ -0,0 +1,116 @@
+''''
+Author        : Rupesh Garsondiya
+github        : @Rupeshgarsondiya
+Organization  : L.J University
+
+'''
+
+import time
+import streamlit as st
+import pandas as pd
+import numpy as np
+from sklearn.preprocessing  import StandardScaler
+from train import *
+
+
+class test :
+    
+    def __init__(self):
+        pass
+    
+    def predict_data(self):
+        
+        st.sidebar.title("Select Parameter ")
+        mt = Model_Train()
+        S_algo,Pipeline = mt.train_model()
+        df = None
+        options = ["Google Pixel 5", "OnePlus 9", "Samsung Galaxy S21", "Xiaomi Mi 11",'iPhone 12']
+
+        selected_option = st.sidebar.selectbox("Select phone model :", options)
+
+        if selected_option in options:
+            encoded_model = [1 if  i == selected_option else 0 for i in options]
+            df = pd.DataFrame([encoded_model], columns=options)
+        
+
+
+        options1 = ["Android",'IOS']
+
+        
+        
+
+        if selected_option =='iPhone 12':
+            selected_option1 = st.sidebar.selectbox("Select  OS :", 'IOS')
+            encoded_os = [0,1]
+        else :
+            encoded_os = [1,0]
+            selected_option1 = st.sidebar.selectbox("Select  OS :", 'Android')
+        df[options1] = encoded_os
+        
+
+        options2 = ['Female','Male']
+        selected_option2 = st.sidebar.radio("Select Gender :", options2)
+        encoded_gender = [1 if  i == selected_option2 else 0 for i in options2]
+        df[options2] = encoded_gender
+
+
+        app_time = st.sidebar.number_input('Enter app time : ',min_value=0.0,max_value=24.0,value=0.0)
+        df['App_Time(hours/day)'] = app_time
+      
+
+        screen_time = st.sidebar.number_input('Enter your screen  time : ',min_value=0.0,max_value=24.0,value=0.0)
+        df['screen_Time(hours/day)'] = screen_time
+        
+
+        battary = st.sidebar.number_input('Enter battary drain(mAh) : ',min_value=100.0,max_value=6000.0,value=100.0)
+        df['Battery_Drain(mAh)'] = battary
+       
+
+        no_app = st.sidebar.number_input('Enter  number of apps installed : ',min_value=5.0,max_value=50.0,value=5.0)
+        df['Installed_app'] = no_app
+
+
+        data_use = st.sidebar.number_input('Enter  data usage (GB) : ',min_value=0.0,max_value=10.0,value=0.0)
+        df['Data_Usage(GB)'] = data_use
+
+        
+        age = st.sidebar.number_input('Enter your age : ',min_value=15.0,max_value=100.0,value=15.0)
+        df['Age'] = age
+        
+        if st.button("Submit"):
+            st.write("Processing...")
+            time.sleep(2)
+            prediction = S_algo.predict(df)
+            if prediction==1:
+
+                st.write('Output :  Occasional Users')
+            elif prediction==2:
+                 st.write('Output : Casual Users ')
+            elif prediction==3:
+                st.write('Output : content consumer : ')
+            elif prediction==4:
+               st.write('Output  :  Social Media Enthusiasts')
+            else :
+               st.write('Output  : Power Users')
+        
+        
+
+
+
+
+
+
+
+
+        
+
+
+
+
+       
+      
+
+        
+        
+
+        

src/train.py

@@ -0,0 +1,81 @@
+'''
+author         : Rupesh Garsondiya 
+github       : @Rupeshgarsondiya
+Organization : L.J University
+'''
+
+
+
+
+
+import pandas as pd
+import streamlit as st
+import numpy as np
+from features.build_features import  *
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LogisticRegression
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.tree import DecisionTreeClassifier
+from sklearn.neighbors import KNeighborsClassifier
+from sklearn.svm import SVC
+from sklearn.metrics import accuracy_score
+
+
+
+class Model_Train:
+    def __init__(self) -> None:
+        pass
+
+    '''load_data()  fuction use for to get the clean data or feature transformed data '''
+    def load_data(self):
+        pass
+   
+
+    def train_model(self):
+        st.markdown(
+            """
+            <style>
+            body {
+                background-color: lightblue;
+            }
+            </style>
+            """,
+            unsafe_allow_html=True
+        )
+        fe = FeatureEngineering()
+        x_train,x_test,y_train,y_test,pipeline = fe.get_clean_data()
+       
+        
+        # Define the options for the dropdown menu
+        options = ['Logistic Regreesion', 'Random Forest Classifier', 'Decision Tree', 'SVM','KNeighborsClassifier']
+        # Create the dropdown menu
+        with st.container():
+         st.markdown('<div class="dropdown-left">', unsafe_allow_html=True)
+         selected_option = st.sidebar.selectbox('Select Algoritham :', options)
+         st.markdown('</div>', unsafe_allow_html=True)
+
+        S_algo  = object
+        if selected_option== 'Logistic Regreesion':
+            S_algo = LogisticRegression()
+            S_algo.fit(x_train,y_train)
+            ypred = S_algo.predict(x_test)
+        elif selected_option=='Random Forest Classifier':
+            S_algo = RandomForestClassifier(n_estimators=200,n_jobs=-1,verbose=True,max_depth=2)
+            S_algo.fit(x_train,y_train)
+            ypred1 = S_algo.predict(x_test)
+        elif selected_option=='Decision Tree':
+            S_algo = DecisionTreeClassifier(max_depth=4,max_leaf_nodes=5,min_samples_split=50)
+            S_algo.fit(x_train,y_train)
+            ypred2 = S_algo.predict(x_test)
+        elif selected_option =='SVM':
+            S_algo = SVC()
+            S_algo.fit(x_train,y_train)
+            ypred3 = S_algo.predict(x_test)
+        elif selected_option=='KNeighborsClassifier':
+            S_algo = KNeighborsClassifier()
+            S_algo.fit(x_train,y_train)
+            ypred4  = S_algo.predict(x_test)           
+        else:
+            pass
+
+        return S_algo,pipeline