sample_raw_data.csv

employee_id,age,department,salary,years_experience,performance_score,city,remote
1001,50.0,Sales,57230.0,18.0,2.84,New York,False
1002,36.0,Sales,66159.0,3.0,4.76,Tokyo,False
1003,29.0,Sales,300000.0,,1.75,London,True
1004,42.0,Engineering,103605.0,7.0,1.53,Sydney,False
1005,40.0,Engineering,61376.0,22.0,1.68,London,True
1006,,Engineering,300000.0,6.0,1.81,Tokyo,True
1007,32.0,HR,51139.0,,1.63,London,True
1008,32.0,Finance,61118.0,9.0,3.18,London,True
1009,45.0,Sales,66092.0,9.0,3.53,Tokyo,False
1010,57.0,Sales,74109.0,,2.45,Toronto,False
1011,90.0,HR,63384.0,13.0,2.89,London,True
1012,24.0,Sales,46189.0,1.0,1.82,Berlin,False
1013,43.0,Engineering,,0.0,2.68,Berlin,False
1014,23.0,,87234.0,22.0,3.33,London,True
1015,45.0,Marketing,72790.0,22.0,4.06,Toronto,False
1016,51.0,Sales,86680.0,17.0,1.51,Sydney,True
1017,59.0,Engineering,89045.0,6.0,3.14,Tokyo,True
1018,23.0,Marketing,77719.0,,2.54,Berlin,False
1019,42.0,Finance,52829.0,0.0,4.48,Sydney,False
1020,54.0,Marketing,78413.0,24.0,4.0,London,False
1021,33.0,Engineering,100193.0,22.0,3.56,Sydney,True
1022,43.0,Marketing,66946.0,2.0,2.47,New York,True
1023,46.0,HR,81131.0,23.0,4.69,Berlin,False
1024,,Marketing,74752.0,22.0,1.66,London,False
1025,49.0,Sales,99703.0,7.0,1.88,Tokyo,False
1026,37.0,Sales,62800.0,21.0,2.87,Toronto,False
1027,36.0,HR,95764.0,24.0,1.94,London,True
1028,24.0,Engineering,68250.0,14.0,4.85,Tokyo,False
1029,58.0,Sales,,4.0,4.29,Toronto,True
1030,28.0,Finance,76977.0,2.0,2.41,Toronto,True
1031,42.0,Sales,81164.0,,3.56,London,False
1032,30.0,Sales,109408.0,,4.94,Sydney,False
1033,39.0,Engineering,80752.0,14.0,4.59,Sydney,False
1034,25.0,Marketing,78479.0,7.0,3.6,Toronto,True
1035,46.0,Sales,103731.0,1.0,4.66,Sydney,False
1036,35.0,,85819.0,,4.96,New York,False
1037,30.0,Marketing,63403.0,23.0,4.1,Toronto,True
1038,47.0,Finance,99407.0,13.0,1.73,Toronto,False
1039,23.0,Engineering,61687.0,23.0,2.91,,True
1040,41.0,,63314.0,13.0,4.43,Sydney,False
1041,,Marketing,59727.0,10.0,2.31,Toronto,True
1042,28.0,Marketing,58148.0,,4.41,New York,False
1043,29.0,Marketing,80997.0,3.0,1.92,Tokyo,False
1044,56.0,Finance,70358.0,,1.66,London,True
1045,35.0,Marketing,12393.0,4.0,2.84,Toronto,True
1046,38.0,Finance,70171.0,21.0,1.63,New York,False
1047,57.0,Marketing,65678.0,20.0,4.85,Berlin,True
1048,25.0,HR,,13.0,4.39,New York,True
1049,23.0,Marketing,64861.0,22.0,4.3,New York,True
1050,15.0,Finance,120707.0,15.0,3.7,Tokyo,True
1051,25.0,Sales,100142.0,17.0,2.26,London,False
1052,50.0,Marketing,67982.0,6.0,3.31,Berlin,False
1053,39.0,Sales,,9.0,3.59,Sydney,True
1054,47.0,HR,84454.0,6.0,3.34,Sydney,True
1055,55.0,Engineering,79202.0,0.0,2.41,New York,True
1056,31.0,HR,,22.0,3.3,Tokyo,True
1057,57.0,Marketing,75973.0,20.0,3.22,Tokyo,False
1058,35.0,,79326.0,,4.99,Sydney,False
1059,52.0,Sales,89820.0,15.0,4.64,Berlin,True
1060,36.0,Finance,111944.0,18.0,3.12,London,True
1061,29.0,Sales,79522.0,3.0,3.68,Berlin,True
1062,35.0,Finance,,17.0,4.12,Toronto,False
1063,44.0,Engineering,38474.0,1.0,1.62,,True
1064,42.0,Marketing,110303.0,0.0,4.63,London,False
1065,37.0,Finance,70262.0,14.0,4.51,Sydney,True
1066,39.0,,84627.0,4.0,3.1,London,False
1067,45.0,Sales,,19.0,2.87,Tokyo,True
1068,47.0,Sales,79097.0,10.0,2.46,,False
1069,46.0,Engineering,71496.0,9.0,3.17,New York,True
1070,15.0,Sales,100554.0,1.0,1.66,New York,True
1071,36.0,,83293.0,2.0,4.48,,True
1072,22.0,Finance,85550.0,22.0,1.62,Tokyo,False
1073,46.0,Finance,47583.0,22.0,2.65,Berlin,True
1074,28.0,Engineering,96706.0,11.0,4.76,Tokyo,False
1075,30.0,Finance,81761.0,19.0,4.07,New York,False
1076,45.0,Finance,50311.0,4.0,2.48,New York,True
1077,22.0,Finance,83732.0,4.0,2.38,Toronto,True
1078,29.0,HR,250000.0,5.0,1.52,Tokyo,True
1079,45.0,Marketing,117156.0,8.0,3.94,Tokyo,False
1080,32.0,Sales,55167.0,1.0,1.67,,True
1081,38.0,HR,104012.0,,3.36,Berlin,False
1082,29.0,Finance,60367.0,11.0,4.87,Sydney,False
1083,56.0,,85084.0,2.0,1.88,Sydney,True
1084,56.0,Finance,58582.0,19.0,4.63,Tokyo,True
1085,54.0,Marketing,92948.0,21.0,4.97,Sydney,True
1086,26.0,Finance,250000.0,11.0,1.72,New York,True
1087,49.0,Engineering,83420.0,23.0,4.59,New York,True
1088,28.0,Marketing,75271.0,16.0,3.31,Tokyo,True
1089,30.0,,50418.0,9.0,4.67,Tokyo,False
1090,29.0,Marketing,84074.0,23.0,3.5,Toronto,False
1091,33.0,Sales,65942.0,13.0,3.82,,False
1092,55.0,Sales,,22.0,3.4,Berlin,True
1093,54.0,Finance,70755.0,16.0,4.53,Sydney,False
1094,44.0,,73618.0,17.0,4.07,Tokyo,False
1095,45.0,,105293.0,,3.32,London,False
1096,58.0,Finance,117869.0,16.0,4.54,Toronto,False
1097,56.0,Sales,89149.0,,2.36,London,False
1098,43.0,Sales,69831.0,8.0,2.05,New York,True
1099,48.0,Finance,68256.0,7.0,2.06,Sydney,True
1100,,Marketing,60264.0,1.0,2.67,Tokyo,False
1101,22.0,Sales,63746.0,12.0,2.34,London,False
1102,56.0,Marketing,70075.0,24.0,4.76,Sydney,False
1103,58.0,Sales,110357.0,6.0,1.87,New York,True
1104,35.0,Sales,,8.0,3.95,Berlin,True
1105,24.0,HR,,21.0,2.16,Toronto,False
1106,,Sales,75750.0,21.0,4.59,,True
1107,,Engineering,78206.0,10.0,4.86,Sydney,True
1108,47.0,Finance,75641.0,13.0,3.13,Berlin,False
1109,35.0,Finance,89394.0,3.0,4.58,Sydney,True
1110,48.0,,76242.0,12.0,1.52,New York,True
1111,30.0,Sales,88837.0,1.0,4.37,New York,False
1112,36.0,Engineering,60954.0,22.0,2.3,Berlin,True
1113,36.0,Marketing,107053.0,4.0,4.68,,True
1114,47.0,HR,79545.0,,1.5,Tokyo,False
1115,34.0,Marketing,82204.0,5.0,3.45,,True
1116,53.0,Marketing,60879.0,17.0,4.15,Tokyo,True
1117,53.0,Sales,83493.0,20.0,2.41,Sydney,False
1118,25.0,HR,86719.0,9.0,2.18,London,False
1119,51.0,Marketing,53944.0,3.0,1.79,Berlin,False
1120,58.0,Engineering,45136.0,8.0,2.64,Berlin,True
1121,44.0,Engineering,80286.0,5.0,3.46,Toronto,False
1122,36.0,Finance,66202.0,1.0,1.91,London,True
1123,,HR,79679.0,16.0,2.82,New York,False
1124,57.0,HR,51761.0,4.0,1.53,London,True
1125,34.0,Finance,,24.0,4.37,,False
1126,53.0,Marketing,78720.0,5.0,1.95,New York,False
1127,,HR,68704.0,11.0,2.49,Berlin,False
1128,43.0,Engineering,37007.0,22.0,1.56,London,False
1129,49.0,Engineering,99176.0,20.0,3.01,Tokyo,True
1130,23.0,,51462.0,9.0,4.44,Toronto,False
1131,27.0,HR,121320.0,21.0,2.87,Tokyo,False
1132,49.0,Marketing,63768.0,,2.13,Toronto,True
1133,49.0,Finance,82228.0,24.0,4.14,Sydney,False
1134,41.0,Finance,104645.0,5.0,4.26,Tokyo,True
1135,51.0,Marketing,101630.0,7.0,2.11,London,False
1136,32.0,Sales,110750.0,1.0,4.2,London,False
1137,49.0,Finance,47585.0,11.0,4.82,Tokyo,False
1138,46.0,,54554.0,12.0,2.08,London,True
1139,54.0,Sales,79068.0,24.0,4.2,Sydney,False
1140,22.0,HR,90115.0,20.0,3.98,New York,False
1141,48.0,Engineering,74798.0,6.0,3.16,Sydney,False
1142,,Sales,45516.0,9.0,1.7,Toronto,True
1143,24.0,Finance,83938.0,12.0,1.76,Sydney,True
1144,,,71503.0,16.0,4.48,Toronto,False
1145,29.0,Sales,71288.0,20.0,4.97,London,True
1146,48.0,Sales,33997.0,13.0,3.87,New York,False
1147,30.0,Sales,89355.0,1.0,3.06,London,False
1148,58.0,HR,77614.0,21.0,3.77,Berlin,False
1149,54.0,Engineering,107313.0,10.0,3.58,London,False
1150,45.0,Marketing,73659.0,0.0,2.84,Toronto,False
1151,36.0,Sales,85194.0,18.0,1.73,London,False
1152,53.0,Finance,89973.0,20.0,4.38,,False
1153,53.0,Sales,43569.0,3.0,2.8,New York,True
1154,45.0,Finance,122101.0,18.0,4.37,London,True
1155,33.0,HR,67246.0,,2.38,New York,True
1156,15.0,Finance,83902.0,10.0,1.5,Tokyo,True
1157,24.0,Marketing,86530.0,7.0,2.06,Berlin,True
1158,58.0,Engineering,60334.0,10.0,3.14,New York,True
1159,,Finance,108246.0,3.0,4.81,Toronto,True
1160,23.0,Finance,79787.0,16.0,1.86,Tokyo,False
1161,23.0,Engineering,71157.0,6.0,4.49,New York,False
1162,49.0,Marketing,77493.0,,3.34,New York,False
1163,,Sales,88757.0,2.0,4.39,Berlin,False
1164,58.0,Finance,75194.0,21.0,2.54,Toronto,True
1165,53.0,Engineering,90875.0,1.0,4.44,Sydney,True
1166,54.0,HR,,22.0,4.2,Sydney,False
1167,22.0,Engineering,61537.0,14.0,2.31,New York,False
1168,40.0,HR,36502.0,23.0,1.96,,True
1169,23.0,Marketing,110946.0,21.0,4.54,Toronto,False
1170,47.0,Sales,110712.0,21.0,4.87,Tokyo,False
1171,53.0,Engineering,86279.0,4.0,1.61,London,False
1172,,Finance,56773.0,23.0,4.06,London,False
1173,53.0,Marketing,118018.0,0.0,4.68,Toronto,True
1174,25.0,Engineering,64121.0,3.0,4.5,New York,False
1175,32.0,Finance,71162.0,14.0,4.88,New York,False
1176,38.0,Engineering,77872.0,19.0,4.16,New York,True
1177,59.0,HR,83127.0,18.0,3.05,New York,True
1178,45.0,Engineering,86588.0,2.0,2.59,Sydney,False
1179,26.0,Engineering,87311.0,19.0,2.62,New York,True
1180,55.0,,72399.0,10.0,4.04,Sydney,False
1181,27.0,Marketing,,16.0,4.11,Sydney,False
1182,43.0,Engineering,71594.0,,2.2,New York,True
1183,32.0,Finance,85427.0,10.0,4.54,Berlin,False
1184,37.0,HR,83951.0,1.0,4.0,Tokyo,False
1185,54.0,HR,88731.0,8.0,3.47,London,False
1186,30.0,Engineering,86483.0,1.0,3.15,Sydney,False
1187,,Marketing,67036.0,20.0,3.4,Toronto,True
1188,37.0,Marketing,83257.0,,2.06,Toronto,True
1189,,Finance,86761.0,8.0,2.21,Tokyo,False
1190,24.0,Engineering,51760.0,7.0,1.82,Toronto,True
1191,41.0,HR,70067.0,16.0,2.04,Berlin,False
1192,57.0,Marketing,85946.0,0.0,3.09,Toronto,False
1193,40.0,Engineering,105767.0,24.0,3.36,London,False
1194,47.0,Marketing,89848.0,10.0,1.56,London,False
1195,24.0,Marketing,106903.0,7.0,4.29,Sydney,False
1196,40.0,HR,,9.0,2.53,New York,True
1197,41.0,Sales,79503.0,24.0,4.69,Berlin,False
1198,53.0,Finance,89503.0,6.0,4.89,Sydney,True
1199,28.0,Finance,33126.0,2.0,2.15,,True
1200,54.0,HR,102194.0,2.0,3.12,New York,False
1201,39.0,Marketing,,17.0,1.5,Toronto,False
1202,22.0,Engineering,300000.0,4.0,3.59,Toronto,False
1203,32.0,Marketing,87363.0,11.0,3.63,,False
1204,49.0,HR,32887.0,11.0,2.37,Sydney,False
1205,46.0,Finance,33797.0,18.0,3.45,New York,True
1206,44.0,Marketing,100785.0,5.0,2.29,Tokyo,False
1207,52.0,,,1.0,2.06,London,False
1208,51.0,Engineering,59144.0,11.0,3.78,Sydney,True
1209,56.0,Finance,59126.0,18.0,2.64,Berlin,True
1210,,Finance,300000.0,4.0,3.57,Tokyo,False
1211,37.0,Sales,74771.0,11.0,3.02,Sydney,True
1212,47.0,Sales,93979.0,16.0,4.95,New York,False
1213,23.0,Sales,83632.0,16.0,2.02,New York,True
1214,22.0,Finance,103495.0,9.0,3.13,New York,True
1215,33.0,,92461.0,24.0,3.88,New York,False
1216,26.0,Finance,87974.0,22.0,2.88,Berlin,True
1217,,HR,68662.0,16.0,4.91,Tokyo,True
1218,53.0,HR,67344.0,14.0,4.03,Toronto,True
1219,30.0,Sales,74068.0,11.0,3.8,London,True
1220,56.0,Marketing,108137.0,15.0,4.15,Berlin,True
1221,40.0,Engineering,67687.0,23.0,4.83,Berlin,True
1222,37.0,Sales,300000.0,18.0,4.68,Toronto,False
1223,24.0,Sales,250000.0,7.0,4.03,Toronto,False
1224,41.0,Marketing,87165.0,20.0,4.12,London,True
1225,45.0,Engineering,115630.0,16.0,2.01,London,False
1226,54.0,Finance,58195.0,22.0,1.86,Toronto,False
1227,45.0,Finance,132140.0,4.0,3.5,New York,False
1228,32.0,Sales,78280.0,21.0,1.56,,True
1229,29.0,Engineering,28687.0,15.0,3.19,,False
1230,57.0,Sales,68060.0,,2.24,London,True
1231,59.0,HR,98948.0,7.0,2.71,London,False
1232,41.0,Sales,,24.0,4.22,,True
1233,56.0,Sales,87926.0,17.0,4.79,Tokyo,True
1234,46.0,,,24.0,1.75,Sydney,False
1235,56.0,Finance,,11.0,3.37,Sydney,False
1236,46.0,Finance,62755.0,14.0,4.59,London,True
1237,50.0,HR,44770.0,8.0,1.79,New York,False
1238,39.0,Finance,64109.0,12.0,4.39,Tokyo,False
1239,39.0,Engineering,88715.0,,2.75,Sydney,False
1240,15.0,Marketing,78828.0,9.0,2.63,London,True
1241,56.0,Engineering,90621.0,15.0,4.92,Sydney,True
1242,37.0,Engineering,58143.0,6.0,2.2,Tokyo,False
1243,57.0,Finance,59241.0,16.0,3.93,Tokyo,False
1244,,Marketing,,22.0,4.38,,False
1245,25.0,Marketing,64152.0,20.0,1.64,Toronto,True
1246,54.0,Marketing,98433.0,21.0,3.85,,True
1247,35.0,HR,63706.0,6.0,4.83,London,False
1248,42.0,Finance,66083.0,13.0,1.93,Tokyo,False
1249,41.0,Marketing,82539.0,14.0,4.64,,False
1250,29.0,HR,67993.0,20.0,3.58,Berlin,False
1251,28.0,Sales,52771.0,6.0,3.66,,False
1252,24.0,,,8.0,3.65,Sydney,False
1253,38.0,,84680.0,18.0,2.55,Berlin,True
1254,54.0,HR,50543.0,,4.77,Sydney,False
1255,,Finance,100149.0,7.0,4.82,Tokyo,True
1256,43.0,Finance,62573.0,17.0,3.69,New York,False
1257,,Sales,86092.0,22.0,4.24,Tokyo,False
1258,51.0,Marketing,63653.0,17.0,3.64,Berlin,True
1259,59.0,Sales,58526.0,19.0,3.2,,True
1260,59.0,Marketing,79430.0,6.0,3.81,Tokyo,True
1261,29.0,Marketing,93932.0,,3.44,Sydney,True
1262,48.0,Finance,70547.0,17.0,3.59,Sydney,False
1263,48.0,Engineering,73821.0,9.0,4.24,Toronto,True
1264,,Engineering,,6.0,3.18,Berlin,False
1265,42.0,HR,90129.0,16.0,1.64,London,True
1266,51.0,Finance,74307.0,13.0,2.07,Toronto,False
1267,54.0,,67017.0,23.0,3.04,Sydney,False
1268,49.0,Engineering,,2.0,4.04,Tokyo,False
1269,54.0,Marketing,71564.0,11.0,3.58,Sydney,False
1270,26.0,Engineering,80634.0,12.0,3.78,Tokyo,False
1271,40.0,Engineering,53503.0,1.0,3.18,Toronto,False
1272,25.0,Engineering,79989.0,2.0,3.66,Berlin,True
1273,56.0,Finance,62071.0,4.0,2.65,Sydney,False
1274,38.0,Sales,91306.0,10.0,3.15,Tokyo,True
1275,49.0,Marketing,62896.0,7.0,4.1,Berlin,True
1276,51.0,Finance,63208.0,22.0,4.55,London,False
1277,50.0,Finance,83017.0,22.0,3.02,Tokyo,True
1278,27.0,Finance,75256.0,11.0,1.65,Toronto,False
1279,56.0,Finance,115980.0,6.0,2.07,London,True
1280,58.0,,45673.0,14.0,1.57,London,False
1281,45.0,HR,76977.0,23.0,3.79,New York,True
1282,50.0,Marketing,95334.0,16.0,2.66,Sydney,False
1283,,Finance,64590.0,3.0,3.4,Tokyo,False
1284,56.0,Marketing,58610.0,21.0,3.23,London,False
1285,54.0,HR,59324.0,24.0,1.79,New York,False
1286,42.0,HR,45985.0,12.0,2.91,Toronto,True
1287,53.0,Marketing,99295.0,17.0,2.27,Berlin,False
1288,44.0,Engineering,69067.0,0.0,2.96,,True
1289,54.0,Sales,66936.0,15.0,2.21,London,True
1290,,Engineering,36766.0,12.0,4.44,Sydney,True
1291,,Engineering,49193.0,9.0,2.11,New York,False
1292,46.0,Engineering,101377.0,11.0,4.86,,True
1293,52.0,Finance,80456.0,1.0,2.96,Sydney,True
1294,24.0,HR,95997.0,22.0,4.46,London,True
1295,45.0,Engineering,93720.0,2.0,3.7,Tokyo,False
1296,53.0,HR,56989.0,9.0,4.07,Tokyo,False
1297,43.0,Marketing,118737.0,1.0,4.19,Tokyo,True
1298,44.0,Sales,110095.0,22.0,3.27,Toronto,False
1299,23.0,,64852.0,,3.4,Toronto,False
1300,48.0,,10772.0,12.0,3.3,New York,True
1190,24.0,Engineering,51760.0,7.0,1.82,Toronto,True
1124,57.0,HR,51761.0,4.0,1.53,London,True
1186,30.0,Engineering,86483.0,1.0,3.15,Sydney,False
1214,22.0,Finance,103495.0,9.0,3.13,New York,True
1107,,Engineering,78206.0,10.0,4.86,Sydney,True
1128,43.0,Engineering,37007.0,22.0,1.56,London,False
1177,59.0,HR,83127.0,18.0,3.05,New York,True
1074,28.0,Engineering,96706.0,11.0,4.76,Tokyo,False
1276,51.0,Finance,63208.0,22.0,4.55,London,False
1243,57.0,Finance,59241.0,16.0,3.93,Tokyo,False
1267,54.0,,67017.0,23.0,3.04,Sydney,False
1148,58.0,HR,77614.0,21.0,3.77,Berlin,False