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robertopucp
GitHub Repository: robertopucp/1eco35_2022_2
Path: blob/main/Lab3/Lab3_Julia.ipynb
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Kernel: Julia 1.7.3
import Pkg #Pkg.add("CSV") #Pkg.add("DataFrames") # Una vez importado nos e necesita cargar nuevamente. Esto evitará conflsitos de versiones, pues Julia actualiza # cosntantemente sus librerias
# #Importar librerias #- DataFrame para base de datos y CSV para manipular este tipo de archivos # using CSV, DataFrames
netflix = CSV.read("../data/netflix_titles.csv", DataFrame) # missing es NA o NULL en R y nan en Python
7787×12 DataFrame Row show_id type title director String7 String7 String String? ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s1 TV Show 3% missing ⋯ 2 │ s2 Movie 7:19 Jorge Michel Grau 3 │ s3 Movie 23:59 Gilbert Chan 4 │ s4 Movie 9 Shane Acker 5 │ s5 Movie 21 Robert Luketic ⋯ 6 │ s6 TV Show 46 Serdar Akar 7 │ s7 Movie 122 Yasir Al Yasiri 8 │ s8 Movie 187 Kevin Reynolds 9 │ s9 Movie 706 Shravan Kumar ⋯ 10 │ s10 Movie 1920 Vikram Bhatt 11 │ s11 Movie 1922 Zak Hilditch ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 7778 │ s7778 TV Show Zombie Dumb missing 7779 │ s7779 Movie Zombieland Ruben Fleischer ⋯ 7780 │ s7780 TV Show Zona Rosa missing 7781 │ s7781 Movie Zoo Shlok Sharma 7782 │ s7782 Movie Zoom Peter Hewitt 7783 │ s7783 Movie Zozo Josef Fares ⋯ 7784 │ s7784 Movie Zubaan Mozez Singh 7785 │ s7785 Movie Zulu Man in Japan missing 7786 │ s7786 TV Show Zumbo's Just Desserts missing 7787 │ s7787 Movie ZZ TOP: THAT LITTLE OL' BAND FRO… Sam Dunn ⋯ 9 columns and 7766 rows omitted
# print las primeras 10 observaciones first(netflix,10)
10×12 DataFrame Row show_id type title director cast String7 String7 String String? String? ⋯ ─────┼────────────────────────────────────────────────────────────────────────── 1 │ s1 TV Show 3% missing João Miguel, Bianca Compar ⋯ 2 │ s2 Movie 7:19 Jorge Michel Grau Demián Bichir, Héctor Boni 3 │ s3 Movie 23:59 Gilbert Chan Tedd Chan, Stella Chung, H 4 │ s4 Movie 9 Shane Acker Elijah Wood, John C. Reill 5 │ s5 Movie 21 Robert Luketic Jim Sturgess, Kevin Spacey ⋯ 6 │ s6 TV Show 46 Serdar Akar Erdal Beşikçioğlu, Yasemin 7 │ s7 Movie 122 Yasir Al Yasiri Amina Khalil, Ahmed Dawood 8 │ s8 Movie 187 Kevin Reynolds Samuel L. Jackson, John He 9 │ s9 Movie 706 Shravan Kumar Divya Dutta, Atul Kulkarni ⋯ 10 │ s10 Movie 1920 Vikram Bhatt Rajneesh Duggal, Adah Shar 8 columns omitted
# lista de nombres de las varaibles en formato vector. Elementos string, texto, character names(netflix)
12-element Vector{String}: "show_id" "type" "title" "director" "cast" "country" "date_added" "release_year" "rating" "duration" "listed_in" "description"
# Tipo de variable # Notese la presencia de variables del tipo String unión Missing describe(netflix)[:,[1,7]] # Notese que el nombre de las variables son del tipo Symbol :objeto
12×2 DataFrame Row variable eltype Symbol Type ─────┼──────────────────────────────────────── 1 │ show_id String7 2 │ type String7 3 │ title String 4 │ director Union{Missing, String} 5 │ cast Union{Missing, String} 6 │ country Union{Missing, String} 7 │ date_added Union{Missing, String31} 8 │ release_year Int64 9 │ rating Union{Missing, String15} 10 │ duration String15 11 │ listed_in String 12 │ description String
[eltype(col) for col = eachcol(netflix)]
12-element Vector{Type}: String7 String7 String Union{Missing, String} Union{Missing, String} Union{Missing, String} Union{Missing, String31} Int64 Union{Missing, String15} String15 String String
# cantidad de columnas y filas size(netflix)
(7787, 12)
## Verificando ID print( unique(netflix.show_id) ) length( unique(netflix.show_id) )
String7["s1", "s2", "s3", "s4", "s5", "s6", "s7", "s8", "s9", "s10", "s11", "s12", "s13", "s14", "s15", "s16", "s17", "s18", "s19", "s20", "s21", "s22", "s23", "s24", "s25", "s26", "s27", "s28", "s29", "s30", "s31", "s32", "s33", "s34", "s35", "s36", "s37", "s38", "s39", "s40", "s41", "s42", "s43", "s44", "s45", "s46", "s47", "s48", "s49", "s50", "s51", "s52", "s53", "s54", "s55", "s56", "s57", "s58", "s59", "s60", "s61", "s62", "s63", "s64", "s65", "s66", "s67", "s68", "s69", "s70", "s71", "s72", "s73", "s74", "s75", "s76", "s77", "s78", "s79", "s80", "s81", "s82", "s83", "s84", "s85", "s86", "s87", "s88", "s89", "s90", "s91", "s92", "s93", "s94", "s95", "s96", "s97", "s98", "s99", "s100", "s101", "s102", "s103", "s104", "s105", "s106", "s107", "s108", "s109", "s110", "s111", "s112", "s113", "s114", "s115", "s116", "s117", "s118", "s119", "s120", "s121", "s122", "s123", "s124", "s125", "s126", "s127", "s128", "s129", "s130", "s131", "s132", "s133", "s134", "s135", "s136", "s137", "s138", "s139", "s140", "s141", "s142", "s143", "s144", "s145", "s146", "s147", "s148", "s149", "s150", "s151", "s152", "s153", "s154", "s155", "s156", "s157", "s158", "s159", "s160", "s161", "s162", "s163", "s164", "s165", "s166", "s167", "s168", "s169", "s170", "s171", "s172", "s173", "s174", "s175", "s176", "s177", "s178", "s179", "s180", "s181", "s182", "s183", "s184", "s185", "s186", "s187", "s188", "s189", "s190", "s191", "s192", "s193", "s194", "s195", "s196", "s197", "s198", "s199", "s200", "s201", "s202", "s203", "s204", "s205", "s206", "s207", "s208", "s209", "s210", "s211", "s212", "s213", "s214", "s215", "s216", "s217", "s218", "s219", "s220", "s221", "s222", "s223", "s224", "s225", "s226", "s227", "s228", "s229", "s230", "s231", "s232", "s233", "s234", "s235", "s236", "s237", "s238", "s239", "s240", "s241", "s242", "s243", "s244", "s245", "s246", "s247", "s248", "s249", "s250", "s251", "s252", "s253", "s254", "s255", "s256", "s257", "s258", "s259", "s260", "s261", "s262", "s263", "s264", "s265", "s266", "s267", "s268", "s269", "s270", "s271", "s272", "s273", "s274", "s275", "s276", "s277", "s278", "s279", "s280", "s281", "s282", "s283", "s284", "s285", "s286", "s287", "s288", "s289", "s290", "s291", "s292", "s293", "s294", "s295", "s296", "s297", "s298", "s299", "s300", "s301", "s302", "s303", "s304", "s305", "s306", "s307", "s308", "s309", "s310", "s311", "s312", "s313", "s314", "s315", "s316", "s317", "s318", "s319", "s320", "s321", "s322", "s323", "s324", "s325", "s326", "s327", "s328", "s329", "s330", "s331", "s332", "s333", "s334", "s335", "s336", "s337", "s338", "s339", "s340", "s341", "s342", "s343", "s344", "s345", "s346", "s347", "s348", "s349", "s350", "s351", "s352", "s353", "s354", "s355", "s356", "s357", "s358", "s359", "s360", "s361", "s362", "s363", "s364", "s365", "s366", "s367", "s368", "s369", "s370", "s371", "s372", "s373", "s374", "s375", "s376", "s377", "s378", "s379", "s380", "s381", "s382", "s383", "s384", "s385", "s386", "s387", "s388", "s389", "s390", "s391", "s392", "s393", "s394", "s395", "s396", "s397", "s398", "s399", "s400", "s401", "s402", "s403", "s404", "s405", "s406", "s407", "s408", "s409", "s410", "s411", "s412", "s413", "s414", "s415", "s416", "s417", "s418", "s419", "s420", "s421", "s422", "s423", "s424", "s425", "s426", "s427", "s428", "s429", "s430", "s431", "s432", "s433", "s434", "s435", "s436", "s437", "s438", "s439", "s440", "s441", "s442", "s443", "s444", "s445", "s446", "s447", "s448", "s449", "s450", "s451", "s452", "s453", "s454", "s455", "s456", "s457", "s458", "s459", "s460", "s461", "s462", "s463", "s464", "s465", "s466", "s467", "s468", "s469", "s470", "s471", "s472", "s473", "s474", "s475", "s476", "s477", "s478", "s479", "s480", "s481", "s482", "s483", "s484", "s485", "s486", "s487", "s488", "s489", "s490", "s491", "s492", "s493", "s494", "s495", "s496", "s497", "s498", "s499", "s500", "s501", "s502", "s503", "s504", "s505", "s506", "s507", "s508", "s509", "s510", "s511", "s512", "s513", "s514", "s515", "s516", "s517", "s518", "s519", "s520", "s521", "s522", "s523", "s524", "s525", "s526", "s527", "s528", "s529", "s530", "s531", "s532", "s533", "s534", "s535", "s536", "s537", "s538", "s539", "s540", "s541", "s542", "s543", "s544", "s545", "s546", "s547", "s548", "s549", "s550", "s551", "s552", "s553", "s554", "s555", "s556", "s557", "s558", "s559", "s560", "s561", "s562", "s563", "s564", "s565", "s566", "s567", "s568", "s569", "s570", "s571", "s572", "s573", "s574", "s575", "s576", "s577", "s578", "s579", "s580", "s581", "s582", "s583", "s584", "s585", "s586", "s587", "s588", "s589", "s590", "s591", "s592", "s593", "s594", "s595", "s596", "s597", "s598", "s599", "s600", "s601", "s602", "s603", "s604", "s605", "s606", "s607", "s608", "s609", "s610", "s611", "s612", "s613", "s614", "s615", "s616", "s617", "s618", "s619", "s620", "s621", "s622", "s623", "s624", "s625", "s626", "s627", "s628", "s629", "s630", "s631", "s632", "s633", "s634", "s635", "s636", "s637", "s638", "s639", "s640", "s641", "s642", "s643", "s644", "s645", "s646", "s647", "s648", "s649", "s650", "s651", "s652", "s653", "s654", "s655", "s656", "s657", "s658", "s659", "s660", "s661", "s662", "s663", "s664", "s665", "s666", "s667", "s668", "s669", "s670", "s671", "s672", "s673", "s674", "s675", "s676", "s677", "s678", "s679", "s680", "s681", "s682", "s683", "s684", "s685", "s686", "s687", "s688", "s689", "s690", "s691", "s692", "s693", "s694", "s695", "s696", "s697", "s698", "s699", "s700", "s701", "s702", "s703", "s704", "s705", "s706", "s707", "s708", "s709", "s710", "s711", "s712", "s713", "s714", "s715", "s716", "s717", "s718", "s719", "s720", "s721", "s722", "s723", "s724", "s725", "s726", "s727", "s728", "s729", "s730", "s731", "s732", "s733", "s734", "s735", "s736", "s737", "s738", "s739", "s740", "s741", "s742", "s743", "s744", "s745", "s746", "s747", "s748", "s749", "s750", "s751", "s752", "s753", "s754", "s755", "s756", "s757", "s758", "s759", "s760", "s761", "s762", "s763", "s764", "s765", "s766", "s767", "s768", "s769", "s770", "s771", "s772", "s773", "s774", "s775", "s776", "s777", "s778", "s779", "s780", "s781", "s782", "s783", "s784", "s785", "s786", "s787", "s788", "s789", "s790", "s791", "s792", "s793", "s794", "s795", "s796", "s797", "s798", "s799", "s800", "s801", "s802", "s803", "s804", "s805", "s806", "s807", "s808", "s809", "s810", "s811", "s812", "s813", "s814", "s815", "s816", "s817", "s818", "s819", "s820", "s821", "s822", "s823", "s824", "s825", "s826", "s827", "s828", "s829", "s830", "s831", "s832", "s833", "s834", "s835", "s836", "s837", "s838", "s839", "s840", "s841", "s842", "s843", "s844", "s845", "s846", "s847", "s848", "s849", "s850", "s851", "s852", "s853", "s854", "s855", "s856", "s857", "s858", "s859", "s860", "s861", "s862", "s863", "s864", "s865", "s866", "s867", "s868", "s869", "s870", "s871", "s872", "s873", "s874", "s875", "s876", "s877", "s878", "s879", "s880", "s881", "s882", "s883", "s884", "s885", "s886", "s887", "s888", "s889", "s890", "s891", "s892", "s893", "s894", "s895", "s896", "s897", "s898", "s899", "s900", "s901", "s902", "s903", "s904", "s905", "s906", "s907", "s908", "s909", "s910", "s911", "s912", "s913", "s914", "s915", "s916", "s917", "s918", "s919", "s920", "s921", "s922", "s923", "s924", "s925", "s926", "s927", "s928", "s929", "s930", "s931", "s932", "s933", "s934", "s935", "s936", "s937", "s938", "s939", "s940", "s941", "s942", "s943", "s944", "s945", "s946", "s947", "s948", "s949", "s950", "s951", "s952", "s953", "s954", "s955", "s956", "s957", "s958", "s959", "s960", "s961", "s962", "s963", "s964", "s965", "s966", "s967", "s968", "s969", "s970", "s971", "s972", "s973", "s974", "s975", "s976", "s977", "s978", "s979", "s980", "s981", "s982", "s983", "s984", "s985", "s986", "s987", "s988", "s989", "s990", "s991", "s992", "s993", "s994", "s995", "s996", "s997", "s998", "s999", "s1000", "s1001", "s1002", "s1003", "s1004", "s1005", "s1006", "s1007", "s1008", "s1009", "s1010", "s1011", "s1012", "s1013", "s1014", "s1015", "s1016", "s1017", "s1018", "s1019", "s1020", "s1021", "s1022", "s1023", "s1024", "s1025", "s1026", "s1027", "s1028", "s1029", "s1030", "s1031", "s1032", "s1033", "s1034", "s1035", "s1036", "s1037", "s1038", "s1039", "s1040", "s1041", "s1042", "s1043", "s1044", "s1045", "s1046", "s1047", "s1048", "s1049", "s1050", "s1051", "s1052", "s1053", "s1054", "s1055", "s1056", "s1057", "s1058", "s1059", "s1060", "s1061", "s1062", "s1063", "s1064", "s1065", "s1066", "s1067", "s1068", "s1069", "s1070", "s1071", "s1072", "s1073", "s1074", "s1075", "s1076", "s1077", "s1078", "s1079", "s1080", "s1081", "s1082", "s1083", "s1084", "s1085", "s1086", "s1087", "s1088", "s1089", "s1090", "s1091", "s1092", "s1093", "s1094", "s1095", "s1096", "s1097", "s1098", "s1099", "s1100", "s1101", "s1102", "s1103", "s1104", "s1105", "s1106", "s1107", "s1108", "s1109", "s1110", "s1111", "s1112", "s1113", "s1114", "s1115", "s1116", "s1117", "s1118", "s1119", "s1120", "s1121", "s1122", "s1123", "s1124", "s1125", "s1126", "s1127", "s1128", "s1129", "s1130", "s1131", "s1132", "s1133", "s1134", "s1135", "s1136", "s1137", "s1138", "s1139", "s1140", "s1141", "s1142", "s1143", "s1144", "s1145", "s1146", "s1147", "s1148", "s1149", "s1150", "s1151", "s1152", "s1153", "s1154", "s1155", "s1156", "s1157", "s1158", "s1159", "s1160", "s1161", "s1162", "s1163", "s1164", "s1165", "s1166", "s1167", "s1168", "s1169", "s1170", "s1171", "s1172", "s1173", "s1174", "s1175", "s1176", "s1177", "s1178", "s1179", "s1180", "s1181", "s1182", "s1183", "s1184", "s1185", "s1186", "s1187", "s1188", "s1189", "s1190", "s1191", "s1192", "s1193", "s1194", "s1195", "s1196", "s1197", "s1198", "s1199", "s1200", "s1201", "s1202", "s1203", "s1204", "s1205", "s1206", "s1207", "s1208", "s1209", "s1210", "s1211", "s1212", "s1213", "s1214", "s1215", "s1216", "s1217", "s1218", "s1219", "s1220", "s1221", "s1222", "s1223", "s1224", "s1225", "s1226", "s1227", "s1228", "s1229", "s1230", "s1231", "s1232", "s1233", "s1234", "s1235", "s1236", "s1237", "s1238", "s1239", "s1240", "s1241", "s1242", "s1243", "s1244", "s1245", "s1246", "s1247", "s1248", "s1249", "s1250", "s1251", "s1252", "s1253", "s1254", "s1255", "s1256", "s1257", "s1258", "s1259", "s1260", "s1261", "s1262", "s1263", "s1264", "s1265", "s1266", "s1267", "s1268", "s1269", "s1270", "s1271", "s1272", "s1273", "s1274", "s1275", "s1276", "s1277", "s1278", "s1279", "s1280", "s1281", "s1282", "s1283", "s1284", "s1285", "s1286", "s1287", "s1288", "s1289", "s1290", "s1291", "s1292", "s1293", "s1294", "s1295", "s1296", "s1297", "s1298", "s1299", "s1300", "s1301", "s1302", "s1303", "s1304", "s1305", "s1306", "s1307", "s1308", "s1309", "s1310", "s1311", "s1312", "s1313", "s1314", "s1315", "s1316", "s1317", "s1318", "s1319", "s1320", "s1321", "s1322", "s1323", "s1324", "s1325", "s1326", "s1327", "s1328", "s1329", "s1330", "s1331", "s1332", "s1333", "s1334", "s1335", "s1336", "s1337", "s1338", "s1339", "s1340", "s1341", "s1342", "s1343", 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"s6894", "s6895", "s6896", "s6897", "s6898", "s6899", "s6900", "s6901", "s6902", "s6903", "s6904", "s6905", "s6906", "s6907", "s6908", "s6909", "s6910", "s6911", "s6912", "s6913", "s6914", "s6915", "s6916", "s6917", "s6918", "s6919", "s6920", "s6921", "s6922", "s6923", "s6924", "s6925", "s6926", "s6927", "s6928", "s6929", "s6930", "s6931", "s6932", "s6933", "s6934", "s6935", "s6936", "s6937", "s6938", "s6939", "s6940", "s6941", "s6942", "s6943", "s6944", "s6945", "s6946", "s6947", "s6948", "s6949", "s6950", "s6951", "s6952", "s6953", "s6954", "s6955", "s6956", "s6957", "s6958", "s6959", "s6960", "s6961", "s6962", "s6963", "s6964", "s6965", "s6966", "s6967", "s6968", "s6969", "s6970", "s6971", "s6972", "s6973", "s6974", "s6975", "s6976", "s6977", "s6978", "s6979", "s6980", "s6981", "s6982", "s6983", "s6984", "s6985", "s6986", "s6987", "s6988", "s6989", "s6990", "s6991", "s6992", "s6993", "s6994", "s6995", "s6996", "s6997", "s6998", "s6999", "s7000", "s7001", "s7002", "s7003", "s7004", "s7005", "s7006", "s7007", "s7008", "s7009", "s7010", "s7011", "s7012", "s7013", "s7014", "s7015", "s7016", "s7017", "s7018", "s7019", "s7020", "s7021", "s7022", "s7023", "s7024", "s7025", "s7026", "s7027", "s7028", "s7029", "s7030", "s7031", "s7032", "s7033", "s7034", "s7035", "s7036", "s7037", "s7038", "s7039", "s7040", "s7041", "s7042", "s7043", "s7044", "s7045", "s7046", "s7047", "s7048", "s7049", "s7050", "s7051", "s7052", "s7053", "s7054", "s7055", "s7056", "s7057", "s7058", "s7059", "s7060", "s7061", "s7062", "s7063", "s7064", "s7065", "s7066", "s7067", "s7068", "s7069", "s7070", "s7071", "s7072", "s7073", "s7074", "s7075", "s7076", "s7077", "s7078", "s7079", "s7080", "s7081", "s7082", "s7083", "s7084", "s7085", "s7086", "s7087", "s7088", "s7089", "s7090", "s7091", "s7092", "s7093", "s7094", "s7095", "s7096", "s7097", "s7098", "s7099", "s7100", "s7101", "s7102", "s7103", "s7104", "s7105", "s7106", "s7107", "s7108", "s7109", "s7110", "s7111", "s7112", "s7113", "s7114", "s7115", "s7116", "s7117", "s7118", "s7119", "s7120", "s7121", "s7122", "s7123", "s7124", "s7125", "s7126", "s7127", "s7128", "s7129", "s7130", "s7131", "s7132", "s7133", "s7134", "s7135", "s7136", "s7137", "s7138", "s7139", "s7140", "s7141", "s7142", "s7143", "s7144", "s7145", "s7146", "s7147", "s7148", "s7149", "s7150", "s7151", "s7152", "s7153", "s7154", "s7155", "s7156", "s7157", "s7158", "s7159", "s7160", "s7161", "s7162", "s7163", "s7164", "s7165", "s7166", "s7167", "s7168", "s7169", "s7170", "s7171", "s7172", "s7173", "s7174", "s7175", "s7176", "s7177", "s7178", "s7179", "s7180", "s7181", "s7182", "s7183", "s7184", "s7185", "s7186", "s7187", "s7188", "s7189", "s7190", "s7191", "s7192", "s7193", "s7194", "s7195", "s7196", "s7197", "s7198", "s7199", "s7200", "s7201", "s7202", "s7203", "s7204", "s7205", "s7206", "s7207", "s7208", "s7209", "s7210", "s7211", "s7212", "s7213", "s7214", "s7215", "s7216", "s7217", "s7218", "s7219", "s7220", "s7221", "s7222", "s7223", "s7224", "s7225", "s7226", "s7227", "s7228", "s7229", "s7230", "s7231", "s7232", "s7233", "s7234", "s7235", "s7236", "s7237", "s7238", "s7239", "s7240", "s7241", "s7242", "s7243", "s7244", "s7245", "s7246", "s7247", "s7248", "s7249", "s7250", "s7251", "s7252", "s7253", "s7254", "s7255", "s7256", "s7257", "s7258", "s7259", "s7260", "s7261", "s7262", "s7263", "s7264", "s7265", "s7266", "s7267", "s7268", "s7269", "s7270", "s7271", "s7272", "s7273", "s7274", "s7275", "s7276", "s7277", "s7278", "s7279", "s7280", "s7281", "s7282", "s7283", "s7284", "s7285", "s7286", "s7287", "s7288", "s7289", "s7290", "s7291", "s7292", "s7293", "s7294", "s7295", "s7296", "s7297", "s7298", "s7299", "s7300", "s7301", "s7302", "s7303", "s7304", "s7305", "s7306", "s7307", "s7308", "s7309", "s7310", "s7311", "s7312", "s7313", "s7314", "s7315", "s7316", "s7317", "s7318", "s7319", "s7320", "s7321", "s7322", "s7323", "s7324", "s7325", "s7326", "s7327", "s7328", "s7329", "s7330", "s7331", "s7332", "s7333", "s7334", "s7335", "s7336", "s7337", "s7338", "s7339", "s7340", "s7341", "s7342", "s7343", "s7344", "s7345", "s7346", "s7347", "s7348", "s7349", "s7350", "s7351", "s7352", "s7353", "s7354", "s7355", "s7356", "s7357", "s7358", "s7359", "s7360", "s7361", "s7362", "s7363", "s7364", "s7365", "s7366", "s7367", "s7368", "s7369", "s7370", "s7371", "s7372", "s7373", "s7374", "s7375", "s7376", "s7377", "s7378", "s7379", "s7380", "s7381", "s7382", "s7383", "s7384", "s7385", "s7386", "s7387", "s7388", "s7389", "s7390", "s7391", "s7392", "s7393", "s7394", "s7395", "s7396", "s7397", "s7398", "s7399", "s7400", "s7401", "s7402", "s7403", "s7404", "s7405", "s7406", "s7407", "s7408", "s7409", "s7410", "s7411", "s7412", "s7413", "s7414", "s7415", "s7416", "s7417", "s7418", "s7419", "s7420", "s7421", "s7422", "s7423", "s7424", "s7425", "s7426", "s7427", "s7428", "s7429", "s7430", "s7431", "s7432", "s7433", "s7434", "s7435", "s7436", "s7437", "s7438", "s7439", "s7440", "s7441", "s7442", "s7443", "s7444", "s7445", "s7446", "s7447", "s7448", "s7449", "s7450", "s7451", "s7452", "s7453", "s7454", "s7455", "s7456", "s7457", "s7458", "s7459", "s7460", "s7461", "s7462", "s7463", "s7464", "s7465", "s7466", "s7467", "s7468", "s7469", "s7470", "s7471", "s7472", "s7473", "s7474", "s7475", "s7476", "s7477", "s7478", "s7479", "s7480", "s7481", "s7482", "s7483", "s7484", "s7485", "s7486", "s7487", "s7488", "s7489", "s7490", "s7491", "s7492", "s7493", "s7494", "s7495", "s7496", "s7497", "s7498", "s7499", "s7500", "s7501", "s7502", "s7503", "s7504", "s7505", "s7506", "s7507", "s7508", "s7509", "s7510", "s7511", "s7512", "s7513", "s7514", "s7515", "s7516", "s7517", "s7518", "s7519", "s7520", "s7521", "s7522", "s7523", "s7524", "s7525", "s7526", "s7527", "s7528", "s7529", "s7530", "s7531", "s7532", "s7533", "s7534", "s7535", "s7536", "s7537", "s7538", "s7539", "s7540", "s7541", "s7542", "s7543", "s7544", "s7545", "s7546", "s7547", "s7548", "s7549", "s7550", "s7551", "s7552", "s7553", "s7554", "s7555", "s7556", "s7557", "s7558", "s7559", "s7560", "s7561", "s7562", "s7563", "s7564", "s7565", "s7566", "s7567", "s7568", "s7569", "s7570", "s7571", "s7572", "s7573", "s7574", "s7575", "s7576", "s7577", "s7578", "s7579", "s7580", "s7581", "s7582", "s7583", "s7584", "s7585", "s7586", "s7587", "s7588", "s7589", "s7590", "s7591", "s7592", "s7593", "s7594", "s7595", "s7596", "s7597", "s7598", "s7599", "s7600", "s7601", "s7602", "s7603", "s7604", "s7605", "s7606", "s7607", "s7608", "s7609", "s7610", "s7611", "s7612", "s7613", "s7614", "s7615", "s7616", "s7617", "s7618", "s7619", "s7620", "s7621", "s7622", "s7623", "s7624", "s7625", "s7626", "s7627", "s7628", "s7629", "s7630", "s7631", "s7632", "s7633", "s7634", "s7635", "s7636", "s7637", "s7638", "s7639", "s7640", "s7641", "s7642", "s7643", "s7644", "s7645", "s7646", "s7647", "s7648", "s7649", "s7650", "s7651", "s7652", "s7653", "s7654", "s7655", "s7656", "s7657", "s7658", "s7659", "s7660", "s7661", "s7662", "s7663", "s7664", "s7665", "s7666", "s7667", "s7668", "s7669", "s7670", "s7671", "s7672", "s7673", "s7674", "s7675", "s7676", "s7677", "s7678", "s7679", "s7680", "s7681", "s7682", "s7683", "s7684", "s7685", "s7686", "s7687", "s7688", "s7689", "s7690", "s7691", "s7692", "s7693", "s7694", "s7695", "s7696", "s7697", "s7698", "s7699", "s7700", "s7701", "s7702", "s7703", "s7704", "s7705", "s7706", "s7707", "s7708", "s7709", "s7710", "s7711", "s7712", "s7713", "s7714", "s7715", "s7716", "s7717", "s7718", "s7719", "s7720", "s7721", "s7722", "s7723", "s7724", "s7725", "s7726", "s7727", "s7728", "s7729", "s7730", "s7731", "s7732", "s7733", "s7734", "s7735", "s7736", "s7737", "s7738", "s7739", "s7740", "s7741", "s7742", "s7743", "s7744", "s7745", "s7746", "s7747", "s7748", "s7749", "s7750", "s7751", "s7752", "s7753", "s7754", "s7755", "s7756", "s7757", "s7758", "s7759", "s7760", "s7761", "s7762", "s7763", "s7764", "s7765", "s7766", "s7767", "s7768", "s7769", "s7770", "s7771", "s7772", "s7773", "s7774", "s7775", "s7776", "s7777", "s7778", "s7779", "s7780", "s7781", "s7782", "s7783", "s7784", "s7785", "s7786", "s7787"]
7787

Exploring a DataFrame:

netflix["director"] netflix[!,"director"]
ArgumentError: syntax df[column] is not supported use df[!, column] instead Stacktrace: [1] getindex(#unused#::DataFrame, #unused#::String) @ DataFrames C:\Users\rmend\.julia\packages\DataFrames\zqFGs\src\abstractdataframe\abstractdataframe.jl:2257 [2] top-level scope @ In[21]:1 [3] eval @ .\boot.jl:373 [inlined] [4] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String) @ Base .\loading.jl:1196
netflix[:director]
ArgumentError: syntax df[column] is not supported use df[!, column] instead Stacktrace: [1] getindex(#unused#::DataFrame, #unused#::Symbol) @ DataFrames C:\Users\rmend\.julia\packages\DataFrames\zqFGs\src\abstractdataframe\abstractdataframe.jl:2257 [2] top-level scope @ In[22]:1 [3] eval @ .\boot.jl:373 [inlined] [4] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String) @ Base .\loading.jl:1196
netflix[!,:director]
7787-element SentinelArrays.SentinelVector{String, UndefInitializer, Missing, Vector{String}}: missing "Jorge Michel Grau" "Gilbert Chan" "Shane Acker" "Robert Luketic" "Serdar Akar" "Yasir Al Yasiri" "Kevin Reynolds" "Shravan Kumar" "Vikram Bhatt" "Zak Hilditch" missing "Diego Enrique Osorno" ⋮ missing "Satyajit Bhatkal" missing "Ruben Fleischer" missing "Shlok Sharma" "Peter Hewitt" "Josef Fares" "Mozez Singh" missing missing "Sam Dunn"
# cambiado de formato a Vecctor {} Vector(netflix[!,:director] )
7787-element Vector{Union{Missing, String}}: missing "Jorge Michel Grau" "Gilbert Chan" "Shane Acker" "Robert Luketic" "Serdar Akar" "Yasir Al Yasiri" "Kevin Reynolds" "Shravan Kumar" "Vikram Bhatt" "Zak Hilditch" missing "Diego Enrique Osorno" ⋮ missing "Satyajit Bhatkal" missing "Ruben Fleischer" missing "Shlok Sharma" "Peter Hewitt" "Josef Fares" "Mozez Singh" missing missing "Sam Dunn"
netflix.director
5193-element Vector{String}: "Jorge Michel Grau" "Gilbert Chan" "Shane Acker" "Robert Luketic" "Serdar Akar" "Yasir Al Yasiri" "Kevin Reynolds" "Shravan Kumar" "Vikram Bhatt" "Zak Hilditch" "Diego Enrique Osorno" "Nottapon Boonprakob" "John Suits" ⋮ "Majid Al Ansari" "Floyd Russ" "Oskar Santos" "Rodrigo Guardiola, Gabriel Cruz Rivas" "David Fincher" "Satyajit Bhatkal" "Ruben Fleischer" "Shlok Sharma" "Peter Hewitt" "Josef Fares" "Mozez Singh" "Sam Dunn"
typeof( netflix[!,:director] )
SentinelVector{String, UndefInitializer, Missing, Vector{String}} (alias for SentinelArrays.SentinelArray{String, 1, UndefInitializer, Missing, Array{String, 1}})
netflix[!,[:director]] # Dataframe outcome
7787×1 DataFrame Row director String? ──────┼─────────────────────────────────── 1 │ missing 2 │ Jorge Michel Grau 3 │ Gilbert Chan 4 │ Shane Acker 5 │ Robert Luketic 6 │ Serdar Akar 7 │ Yasir Al Yasiri 8 │ Kevin Reynolds 9 │ Shravan Kumar 10 │ Vikram Bhatt 11 │ Zak Hilditch ⋮ │ ⋮ 7778 │ missing 7779 │ Ruben Fleischer 7780 │ missing 7781 │ Shlok Sharma 7782 │ Peter Hewitt 7783 │ Josef Fares 7784 │ Mozez Singh 7785 │ missing 7786 │ missing 7787 │ Sam Dunn 7766 rows omitted
# Manicuplando missign values netflix2 = dropmissing(netflix) # drop las filas que presenten al menos un missing print( size(netflix2) ) dropmissing(netflix, :director) # borra los missing de una variable dropmissing(netflix, [:director,:country]) # borra los missing de más de una variables
(4808, 12)
5193×12 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s2 Movie 7:19 Jorge Michel Grau ⋯ 2 │ s3 Movie 23:59 Gilbert Chan 3 │ s4 Movie 9 Shane Acker 4 │ s5 Movie 21 Robert Luketic 5 │ s6 TV Show 46 Serdar Akar ⋯ 6 │ s7 Movie 122 Yasir Al Yasiri 7 │ s8 Movie 187 Kevin Reynolds 8 │ s9 Movie 706 Shravan Kumar 9 │ s10 Movie 1920 Vikram Bhatt ⋯ 10 │ s11 Movie 1922 Zak Hilditch 11 │ s13 TV Show 1994 Diego Enrique Oso ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 5184 │ s7773 Movie Zipi & Zape y la Isla del Capitan Oskar Santos 5185 │ s7774 Movie Zoé: Panoramas Rodrigo Guardiola ⋯ 5186 │ s7775 Movie Zodiac David Fincher 5187 │ s7777 Movie Zokkomon Satyajit Bhatkal 5188 │ s7779 Movie Zombieland Ruben Fleischer 5189 │ s7781 Movie Zoo Shlok Sharma ⋯ 5190 │ s7782 Movie Zoom Peter Hewitt 5191 │ s7783 Movie Zozo Josef Fares 5192 │ s7784 Movie Zubaan Mozez Singh 5193 │ s7787 Movie ZZ TOP: THAT LITTLE OL' BAND FRO… Sam Dunn ⋯ 9 columns and 5172 rows omitted
dropmissing!(netflix, [:director,:country]) # version de Inplace = True de Python en Julia. Se usa el simbolo "!" luego de la fución. # Esto tambien aplica para el caso de vectores.
5193×12 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s2 Movie 7:19 Jorge Michel Grau ⋯ 2 │ s3 Movie 23:59 Gilbert Chan 3 │ s4 Movie 9 Shane Acker 4 │ s5 Movie 21 Robert Luketic 5 │ s6 TV Show 46 Serdar Akar ⋯ 6 │ s7 Movie 122 Yasir Al Yasiri 7 │ s8 Movie 187 Kevin Reynolds 8 │ s9 Movie 706 Shravan Kumar 9 │ s10 Movie 1920 Vikram Bhatt ⋯ 10 │ s11 Movie 1922 Zak Hilditch 11 │ s13 TV Show 1994 Diego Enrique Oso ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 5184 │ s7773 Movie Zipi & Zape y la Isla del Capitan Oskar Santos 5185 │ s7774 Movie Zoé: Panoramas Rodrigo Guardiola ⋯ 5186 │ s7775 Movie Zodiac David Fincher 5187 │ s7777 Movie Zokkomon Satyajit Bhatkal 5188 │ s7779 Movie Zombieland Ruben Fleischer 5189 │ s7781 Movie Zoo Shlok Sharma ⋯ 5190 │ s7782 Movie Zoom Peter Hewitt 5191 │ s7783 Movie Zozo Josef Fares 5192 │ s7784 Movie Zubaan Mozez Singh 5193 │ s7787 Movie ZZ TOP: THAT LITTLE OL' BAND FRO… Sam Dunn ⋯ 9 columns and 5172 rows omitted
netflix
5193×12 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s2 Movie 7:19 Jorge Michel Grau ⋯ 2 │ s3 Movie 23:59 Gilbert Chan 3 │ s4 Movie 9 Shane Acker 4 │ s5 Movie 21 Robert Luketic 5 │ s6 TV Show 46 Serdar Akar ⋯ 6 │ s7 Movie 122 Yasir Al Yasiri 7 │ s8 Movie 187 Kevin Reynolds 8 │ s9 Movie 706 Shravan Kumar 9 │ s10 Movie 1920 Vikram Bhatt ⋯ 10 │ s11 Movie 1922 Zak Hilditch 11 │ s13 TV Show 1994 Diego Enrique Oso ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 5184 │ s7773 Movie Zipi & Zape y la Isla del Capitan Oskar Santos 5185 │ s7774 Movie Zoé: Panoramas Rodrigo Guardiola ⋯ 5186 │ s7775 Movie Zodiac David Fincher 5187 │ s7777 Movie Zokkomon Satyajit Bhatkal 5188 │ s7779 Movie Zombieland Ruben Fleischer 5189 │ s7781 Movie Zoo Shlok Sharma ⋯ 5190 │ s7782 Movie Zoom Peter Hewitt 5191 │ s7783 Movie Zozo Josef Fares 5192 │ s7784 Movie Zubaan Mozez Singh 5193 │ s7787 Movie ZZ TOP: THAT LITTLE OL' BAND FRO… Sam Dunn ⋯ 9 columns and 5172 rows omitted
# Reemplazar missing values de la columna rating con la palabra "Sin información" replace!(netflix.rating, missing => "Sin información") netflix[!,:rating]
5193-element PooledArrays.PooledVector{Union{Missing, String15}, UInt32, Vector{UInt32}}: "TV-MA" "R" "PG-13" "PG-13" "TV-MA" "TV-MA" "R" "TV-14" "TV-MA" "TV-MA" "TV-MA" "TV-MA" "R" ⋮ "TV-MA" "TV-PG" "TV-PG" "TV-MA" "R" "PG" "R" "TV-MA" "PG" "TV-MA" "TV-14" "TV-MA"
# Create new variable netflix.new_col = collect(1:size(netflix)[1]) # creat new varaible names(netflix)
13-element Vector{String}: "show_id" "type" "title" "director" "cast" "country" "date_added" "release_year" "rating" "duration" "listed_in" "description" "new_col"

Filter columns and rows

# filter rows netflix[1:100,:] # : selecciona todas las columnas netflix[210:500,:] netflix[210:end,:] # filter columns netflix[:,[:show_id,:type,:description]] netflix[1000:2000,[:show_id,:type,:description]] netflix[1000:2000,[1,7]] ## seleccionado filas y columnas 1 y 7 netflix[[1,100,300],[1,7]] ## seleccionado filas 1, 100 y 300, asi como las columnas 1 y 7
3×2 DataFrame Row show_id date_added String7 String31? ─────┼──────────────────────────── 1 │ s2 December 23, 2016 2 │ s129 September 8, 2015 3 │ s400 November 20, 2020

Sorting and Subsetting

sort(netflix, [:release_year, :new_col ]) # ordenamiento ascendente
5193×13 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s4961 Movie Prelude to War Frank Capra ⋯ 2 │ s6118 Movie The Battle of Midway John Ford 3 │ s7343 Movie Undercover: How to Operate Behin… John Ford 4 │ s7617 Movie Why We Fight: The Battle of Russ… Frank Capra, Anat 5 │ s7680 Movie WWII: Report from the Aleutians John Huston ⋯ 6 │ s6658 Movie The Memphis Belle: A Story of a\… William Wyler 7 │ s6700 Movie The Negro Soldier Stuart Heisler 8 │ s7269 Movie Tunisian Victory Frank Capra, John 9 │ s3426 Movie Know Your Enemy - Japan Frank Capra, Jori ⋯ 10 │ s4437 Movie Nazi Concentration Camps George Stevens 11 │ s5372 Movie San Pietro John Huston ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 5184 │ s7711 Movie Yes, God, Yes Karen Maine 5185 │ s7723 Movie You Are My Home Amanda Raymond ⋯ 5186 │ s7735 Movie You've Got This Salvador Espinosa 5187 │ s7742 Movie Your Name Engraved Herein Liu Kuang-hui 5188 │ s7745 Movie Yours Sincerely, Kanan Gill Neville Shah 5189 │ s1286 Movie Charming Ross Venokur ⋯ 5190 │ s1515 Movie Crack: Cocaine, Corruption & Con… Stanley Nelson 5191 │ s6478 TV Show The Idhun Chronicles Maite Ruiz De Aus 5192 │ s7552 Movie What Happened to Mr. Cha? Kim Dong-kyu 5193 │ s7570 Movie What Would Sophia Loren Do? Ross Kauffman ⋯ 10 columns and 5172 rows omitted
sort!(netflix, [:release_year, :new_col ]) # ordenamiento y guardar "!"
5193×13 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s4961 Movie Prelude to War Frank Capra ⋯ 2 │ s6118 Movie The Battle of Midway John Ford 3 │ s7343 Movie Undercover: How to Operate Behin… John Ford 4 │ s7617 Movie Why We Fight: The Battle of Russ… Frank Capra, Anat 5 │ s7680 Movie WWII: Report from the Aleutians John Huston ⋯ 6 │ s6658 Movie The Memphis Belle: A Story of a\… William Wyler 7 │ s6700 Movie The Negro Soldier Stuart Heisler 8 │ s7269 Movie Tunisian Victory Frank Capra, John 9 │ s3426 Movie Know Your Enemy - Japan Frank Capra, Jori ⋯ 10 │ s4437 Movie Nazi Concentration Camps George Stevens 11 │ s5372 Movie San Pietro John Huston ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 5184 │ s7711 Movie Yes, God, Yes Karen Maine 5185 │ s7723 Movie You Are My Home Amanda Raymond ⋯ 5186 │ s7735 Movie You've Got This Salvador Espinosa 5187 │ s7742 Movie Your Name Engraved Herein Liu Kuang-hui 5188 │ s7745 Movie Yours Sincerely, Kanan Gill Neville Shah 5189 │ s1286 Movie Charming Ross Venokur ⋯ 5190 │ s1515 Movie Crack: Cocaine, Corruption & Con… Stanley Nelson 5191 │ s6478 TV Show The Idhun Chronicles Maite Ruiz De Aus 5192 │ s7552 Movie What Happened to Mr. Cha? Kim Dong-kyu 5193 │ s7570 Movie What Would Sophia Loren Do? Ross Kauffman ⋯ 10 columns and 5172 rows omitted
netflix.release_year
5193-element Vector{Int64}: 1942 1942 1943 1943 1943 1944 1944 1944 1945 1945 1945 1946 1946 ⋮ 2020 2020 2020 2020 2020 2020 2020 2021 2021 2021 2021 2021
sort!(netflix, [:release_year, :new_col], rev=[true, false]) # release_year descendente y new_col ascendente netflix.release_year
5193-element Vector{Int64}: 2021 2021 2021 2021 2021 2020 2020 2020 2020 2020 2020 2020 2020 ⋮ 1946 1945 1945 1945 1944 1944 1944 1943 1943 1943 1942 1942

Subsetting columns

first(netflix[!,[:director,:cast]], 10)
10×2 DataFrame Row director cast String String? ─────┼───────────────────────────────────────────────────────── 1 │ Ross Venokur Wilmer Valderrama, Demi Lovato, … 2 │ Stanley Nelson missing 3 │ Maite Ruiz De Austri Michelle Jenner, Itzan Escamilla… 4 │ Kim Dong-kyu Cha In-pyo, Cho Dal-hwan, Song J… 5 │ Ross Kauffman Nancy "Vincenza Careri" Kulik, S… 6 │ Cho Il Yoo Ah-in, Park Shin-hye 7 │ Michael Margolis missing 8 │ Rako Prijanto Adipati Dolken, Mawar de Jongh, … 9 │ Kenneth Gyang Beverly Osu, Sharon Ooja, Omowun… 10 │ Jastis Arimba Anisa Rahma, Ariyo Wahab, Anandi…
netflix2 = select(netflix, ["director","country","type"])
5193×3 DataFrame Row director country String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ Ross Venokur Canada, United States, Cayman Is… ⋯ 2 │ Stanley Nelson United States 3 │ Maite Ruiz De Austri Spain 4 │ Kim Dong-kyu South Korea 5 │ Ross Kauffman United States ⋯ 6 │ Cho Il South Korea 7 │ Michael Margolis Canada 8 │ Rako Prijanto Indonesia 9 │ Kenneth Gyang Nigeria ⋯ 10 │ Jastis Arimba Indonesia 11 │ Francesco Amato Italy ⋮ │ ⋮ ⋮ ⋱ 5184 │ George Stevens United States 5185 │ John Huston United States ⋯ 5186 │ William Wyler United States 5187 │ Stuart Heisler United States 5188 │ Frank Capra, John Huston, Hugh S… United States, United Kingdom 5189 │ John Ford United States ⋯ 5190 │ Frank Capra, Anatole Litvak United States 5191 │ John Huston United States 5192 │ Frank Capra United States 5193 │ John Ford United States ⋯ 1 column and 5172 rows omitted

Subsetting rows

first(filter(row -> row.release_year < 2011, netflix), 10)
10×13 DataFrame Row show_id type title director cas String7 String7 String String Str ⋯ ─────┼────────────────────────────────────────────────────────────────────────── 1 │ s43 Movie Çok Filim Hareketler Bunlar Ozan Açıktan Ayç ⋯ 2 │ s69 Movie 14 Blades Daniel Lee Don 3 │ s273 Movie Aashayein Nagesh Kukunoor Joh 4 │ s275 Movie Aata Pita Uttung Shelar San 5 │ s300 Movie Act of Vengeance Mahsun Kırmızıgül Hal ⋯ 6 │ s301 Movie Action Replayy Vipul Amrutlal Shah Aks 7 │ s504 Movie Anchor Baby Lonzo Nzekwe Omo 8 │ s623 Movie Aurora Cristi Puiu Cri 9 │ s719 Movie Bang Rajan 2 Tanit Jitnukul Pur ⋯ 10 │ s738 Movie Barbie in A Mermaid Tale Adam Wood Kel 9 columns omitted
first(filter(row -> row.release_year < 2011 & row.new_col > 20, netflix), 10)
10×13 DataFrame Row show_id type title director String7 String7 String String ⋯ ─────┼────────────────────────────────────────────────────────────────────────── 1 │ s2991 Movie Indiana Jones and the Kingdom of… Steven Spielberg ⋯ 2 │ s3048 Movie Ip Man Wilson Yip 3 │ s6121 Movie The Beast Stalker Dante Lam 4 │ s6082 Movie The Amityville Horror Andrew Douglas 5 │ s6119 Movie The Beach Loafer Ali Ragab ⋯ 6 │ s3041 Movie InuYasha: The Movie 2: The Castl… Toshiya Shinohara 7 │ s3040 Movie InuYasha the Movie: Affections T… Toshiya Shinohara 8 │ s6081 Movie The American President Rob Reiner 9 │ s6114 Movie The Bare-Footed Kid Johnnie To ⋯ 10 │ s2992 Movie Indiana Jones and the Last Crusa… Steven Spielberg 9 columns omitted
first(filter(row -> row.release_year < 2011 | row.release_year > 2000, netflix), 10)
10×13 DataFrame Row show_id type title director String7 String7 String String ⋯ ─────┼────────────────────────────────────────────────────────────────────────── 1 │ s1286 Movie Charming Ross Venokur ⋯ 2 │ s1515 Movie Crack: Cocaine, Corruption & Con… Stanley Nelson 3 │ s6478 TV Show The Idhun Chronicles Maite Ruiz De Aust 4 │ s7552 Movie What Happened to Mr. Cha? Kim Dong-kyu 5 │ s7570 Movie What Would Sophia Loren Do? Ross Kauffman ⋯ 6 │ s28 Movie #Alive Cho Il 7 │ s31 Movie #cats_the_mewvie Michael Margolis 8 │ s33 Movie #FriendButMarried 2 Rako Prijanto 9 │ s44 Movie Òlòtūré Kenneth Gyang ⋯ 10 │ s58 Movie 100% Halal Jastis Arimba 10 columns omitted

Subsetting based on text data

filter(row -> row.country == "Peru", netflix)
filter!(row -> row.release_year < 2011 | row.release_year > 2000, netflix) #filter!(row -> row.release_year < 2011 | row.release_year > 2000, netflix) actualiar la base de datos
4701×13 DataFrame Row show_id type title director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s1286 Movie Charming Ross Venokur ⋯ 2 │ s1515 Movie Crack: Cocaine, Corruption & Con… Stanley Nelson 3 │ s6478 TV Show The Idhun Chronicles Maite Ruiz De Aus 4 │ s7552 Movie What Happened to Mr. Cha? Kim Dong-kyu 5 │ s7570 Movie What Would Sophia Loren Do? Ross Kauffman ⋯ 6 │ s28 Movie #Alive Cho Il 7 │ s31 Movie #cats_the_mewvie Michael Margolis 8 │ s33 Movie #FriendButMarried 2 Rako Prijanto 9 │ s44 Movie Òlòtūré Kenneth Gyang ⋯ 10 │ s58 Movie 100% Halal Jastis Arimba 11 │ s74 Movie 18 Presents Francesco Amato ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 4692 │ s4437 Movie Nazi Concentration Camps George Stevens 4693 │ s5372 Movie San Pietro John Huston ⋯ 4694 │ s6658 Movie The Memphis Belle: A Story of a\… William Wyler 4695 │ s6700 Movie The Negro Soldier Stuart Heisler 4696 │ s7269 Movie Tunisian Victory Frank Capra, John 4697 │ s7343 Movie Undercover: How to Operate Behin… John Ford ⋯ 4698 │ s7617 Movie Why We Fight: The Battle of Russ… Frank Capra, Anat 4699 │ s7680 Movie WWII: Report from the Aleutians John Huston 4700 │ s4961 Movie Prelude to War Frank Capra 4701 │ s6118 Movie The Battle of Midway John Ford ⋯ 10 columns and 4680 rows omitted
# rename varaibles rename!(netflix, [:title, :duration] .=> [:titulo, :Duration_movie])
4701×13 DataFrame Row show_id type titulo director String7 String7 String String ⋯ ──────┼───────────────────────────────────────────────────────────────────────── 1 │ s1286 Movie Charming Ross Venokur ⋯ 2 │ s1515 Movie Crack: Cocaine, Corruption & Con… Stanley Nelson 3 │ s6478 TV Show The Idhun Chronicles Maite Ruiz De Aus 4 │ s7552 Movie What Happened to Mr. Cha? Kim Dong-kyu 5 │ s7570 Movie What Would Sophia Loren Do? Ross Kauffman ⋯ 6 │ s28 Movie #Alive Cho Il 7 │ s31 Movie #cats_the_mewvie Michael Margolis 8 │ s33 Movie #FriendButMarried 2 Rako Prijanto 9 │ s44 Movie Òlòtūré Kenneth Gyang ⋯ 10 │ s58 Movie 100% Halal Jastis Arimba 11 │ s74 Movie 18 Presents Francesco Amato ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋱ 4692 │ s4437 Movie Nazi Concentration Camps George Stevens 4693 │ s5372 Movie San Pietro John Huston ⋯ 4694 │ s6658 Movie The Memphis Belle: A Story of a\… William Wyler 4695 │ s6700 Movie The Negro Soldier Stuart Heisler 4696 │ s7269 Movie Tunisian Victory Frank Capra, John 4697 │ s7343 Movie Undercover: How to Operate Behin… John Ford ⋯ 4698 │ s7617 Movie Why We Fight: The Battle of Russ… Frank Capra, Anat 4699 │ s7680 Movie WWII: Report from the Aleutians John Huston 4700 │ s4961 Movie Prelude to War Frank Capra 4701 │ s6118 Movie The Battle of Midway John Ford ⋯ 10 columns and 4680 rows omitted
CSV.write("../data/export_julia.csv", netflix) CSV.write("../data/export_julia.xls", netflix)
"../data/export_julia.xls"