First we will install the “readr” package so that we can read in our data set
install.packages("readr")Error in install.packages : Updating loaded packageslibrary(readr)
Now we can read in our dataset as a dataframe
# Firstly we will read in the data set
netflix_data <- read.csv("C:/Users/PC/Desktop/netflix_titles.csv")
# Here we will check that the dataset is a dataframe and can be worked with
is.data.frame((netflix_data))[1] TRUE# Now we can view the head of the dataframe
head(netflix_data)NAThis data set has been collated and uploaded for public use on the below webpage on the “kaggle” platform https://www.kaggle.com/datasets/shivamb/netflix-shows This data is describing a large proportion of the tv shows or movies on Netflix,along with key information such as the type of video, director, cast members,date added, release year, rating, duration, genre and a brief description of the item.
# Firstly we will read the dimensions of the data frame
print(dim(netflix_data))[1] 8807 12# This shows us that the data frame consists of a 8807 rows and 12 columns# Now we can see the column names
print(colnames(netflix_data)) [1] "show_id" "type" "title" "director" "cast" "country" "date_added" "release_year"
[9] "rating" "duration" "listed_in" "description" # Here we will rename the "listed_in" column to "genre" for more clarity
colnames(netflix_data)[colnames(netflix_data)=="listed_in"] <- "genre"
head(colnames(netflix_data))[1] "show_id" "type" "title" "director" "cast" "country" # Now to check for variable types
var_types_df<-str(netflix_data)'data.frame': 8807 obs. of 12 variables:
$ show_id : chr "s1" "s2" "s3" "s4" ...
$ type : chr "Movie" "TV Show" "TV Show" "TV Show" ...
$ title : chr "Dick Johnson Is Dead" "Blood & Water" "Ganglands" "Jailbirds New Orleans" ...
$ director : chr "Kirsten Johnson" "" "Julien Leclercq" "" ...
$ cast : chr "" "Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile "| __truncated__ "Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, G"| __truncated__ "" ...
$ country : chr "United States" "South Africa" "" "" ...
$ date_added : chr "September 25, 2021" "September 24, 2021" "September 24, 2021" "September 24, 2021" ...
$ release_year: int 2020 2021 2021 2021 2021 2021 2021 1993 2021 2021 ...
$ rating : chr "PG-13" "TV-MA" "TV-MA" "TV-MA" ...
$ duration : chr "90 min" "2 Seasons" "1 Season" "1 Season" ...
$ genre : chr "Documentaries" "International TV Shows, TV Dramas, TV Mysteries" "Crime TV Shows, International TV Shows, TV Action & Adventure" "Docuseries, Reality TV" ...
$ description : chr "As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical wa"| __truncated__ "After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is h"| __truncated__ "To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled "| __truncated__ "Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Or"| __truncated__ ...# The variables all character variables that are consisted of strings, except for this release year which is an ordinal integer variable.
# To see the levels of each column, we will first see which columns are of a factor data type and contain levels.
# If we run the below function it will tell us that none of our variables are categorical and cannot have levels
lapply(netflix_data,is.factor)$show_id
[1] FALSE
$type
[1] FALSE
$title
[1] FALSE
$director
[1] FALSE
$cast
[1] FALSE
$country
[1] FALSE
$date_added
[1] FALSE
$release_year
[1] FALSE
$rating
[1] FALSE
$duration
[1] FALSE
$genre
[1] FALSE
$description
[1] FALSE# However, we can manually convert the below variables to factors by using the factor function
netflix_data$type <- factor(netflix_data$type)
netflix_data$country <- factor(netflix_data$country)
netflix_data$rating<- factor(netflix_data$rating)
lapply(netflix_data,is.factor)$show_id
[1] FALSE
$type
[1] TRUE
$title
[1] FALSE
$director
[1] FALSE
$cast
[1] FALSE
$country
[1] TRUE
$date_added
[1] FALSE
$release_year
[1] FALSE
$rating
[1] TRUE
$duration
[1] FALSE
$genre
[1] FALSE
$description
[1] FALSE# Now we can find levels of factor columns in the data frame
netflix_levels <- lapply(netflix_data, function(factor_col) if (is.factor(factor_col)) levels(factor_col) else NULL)
netflix_levels$show_id
NULL
$type
[1] "Movie" "TV Show"
$title
NULL
$director
NULL
$cast
NULL
$country
[1] ""
[2] ", France, Algeria"
[3] ", South Korea"
[4] "Argentina"
[5] "Argentina, Brazil, France, Poland, Germany, Denmark"
[6] "Argentina, Chile"
[7] "Argentina, Chile, Peru"
[8] "Argentina, France"
[9] "Argentina, France, United States, Germany, Qatar"
[10] "Argentina, Italy"
[11] "Argentina, Spain"
[12] "Argentina, United States"
[13] "Argentina, United States, Mexico"
[14] "Argentina, Uruguay, Serbia"
[15] "Argentina, Uruguay, Spain, France"
[16] "Argentina, Venezuela"
[17] "Australia"
[18] "Australia, Armenia, Japan, Jordan, Mexico, Mongolia, New Zealand, Philippines, South Africa, Sweden, United States, Uruguay"
[19] "Australia, Canada"
[20] "Australia, France"
[21] "Australia, France, Ireland"
[22] "Australia, Germany"
[23] "Australia, India"
[24] "Australia, Iraq"
[25] "Australia, New Zealand"
[26] "Australia, New Zealand, United States"
[27] "Australia, United Arab Emirates"
[28] "Australia, United Kingdom"
[29] "Australia, United Kingdom, Canada"
[30] "Australia, United Kingdom, United Arab Emirates, Canada"
[31] "Australia, United Kingdom, United States, New Zealand, Italy, France"
[32] "Australia, United States"
[33] "Austria"
[34] "Austria, Czech Republic"
[35] "Austria, Germany"
[36] "Austria, Iraq, United States"
[37] "Austria, United States"
[38] "Bangladesh"
[39] "Belarus"
[40] "Belgium"
[41] "Belgium, France"
[42] "Belgium, France, Netherlands"
[43] "Belgium, Ireland, Netherlands, Germany, Afghanistan"
[44] "Belgium, Netherlands"
[45] "Belgium, United Kingdom"
[46] "Belgium, United Kingdom, United States"
[47] "Brazil"
[48] "Brazil, France"
[49] "Brazil, France, Germany"
[50] "Brazil, India, China, United States"
[51] "Brazil, Netherlands, United States, Colombia, Austria, Germany"
[52] "Brazil, United Kingdom"
[53] "Brazil, United States"
[54] "Bulgaria"
[55] "Bulgaria, United States"
[56] "Bulgaria, United States, Spain, Canada"
[57] "Cambodia"
[58] "Cambodia, United States"
[59] "Cameroon"
[60] "Canada"
[61] "Canada, Australia"
[62] "Canada, Belgium"
[63] "Canada, Brazil"
[64] "Canada, France"
[65] "Canada, France, Italy, Morocco, United States"
[66] "Canada, France, United States"
[67] "Canada, Germany"
[68] "Canada, Germany, France, United States"
[69] "Canada, Germany, South Africa"
[70] "Canada, Hungary, United States"
[71] "Canada, India"
[72] "Canada, India, Thailand, United States, United Arab Emirates"
[73] "Canada, Ireland, United States"
[74] "Canada, Japan, Netherlands"
[75] "Canada, Japan, United States"
[76] "Canada, Luxembourg"
[77] "Canada, Mexico, Germany, South Africa"
[78] "Canada, Nigeria"
[79] "Canada, Nigeria, United States"
[80] "Canada, Norway"
[81] "Canada, South Africa"
[82] "Canada, South Korea, United States"
[83] "Canada, Spain"
[84] "Canada, Spain, France"
[85] "Canada, United Kingdom"
[86] "Canada, United Kingdom, Netherlands"
[87] "Canada, United Kingdom, United States"
[88] "Canada, United States"
[89] "Canada, United States, Cayman Islands"
[90] "Canada, United States, Denmark"
[91] "Canada, United States, France"
[92] "Canada, United States, Germany"
[93] "Canada, United States, India, United Kingdom"
[94] "Canada, United States, Ireland"
[95] "Canada, United States, Mexico"
[96] "Canada, United States, United Kingdom"
[97] "Canada, United States, United Kingdom, France, Luxembourg"
[98] "Chile"
[99] "Chile, Argentina"
[100] "Chile, Argentina, France, Spain, United States"
[101] "Chile, Brazil"
[102] "Chile, France"
[103] "Chile, Italy"
[104] "Chile, Peru"
[105] "Chile, Spain, Argentina, Germany"
[106] "Chile, United States, France"
[107] "China"
[108] "China, Canada, United States"
[109] "China, Germany, India, United States"
[110] "China, Hong Kong"
[111] "China, Hong Kong, United States"
[112] "China, India, Nepal"
[113] "China, Japan"
[114] "China, Morocco, Hong Kong"
[115] "China, South Korea, United States"
[116] "China, Spain, South Korea, United States"
[117] "China, Taiwan"
[118] "China, United Kingdom"
[119] "China, United States"
[120] "China, United States, Australia"
[121] "China, United States, Canada"
[122] "China, United States, United Kingdom"
[123] "Colombia"
[124] "Colombia, Mexico"
[125] "Colombia, Mexico, United States"
[126] "Colombia, Peru, United Kingdom"
[127] "Colombia, United States"
[128] "Croatia"
[129] "Croatia, Slovenia, Serbia, Montenegro"
[130] "Cyprus"
[131] "Czech Republic, France"
[132] "Czech Republic, Slovakia"
[133] "Czech Republic, United Kingdom, France"
[134] "Czech Republic, United Kingdom, United States"
[135] "Czech Republic, United States"
[136] "Denmark"
[137] "Denmark, Brazil, France, Portugal, Sweden"
[138] "Denmark, China"
[139] "Denmark, France, Belgium, Italy, Netherlands, United States, United Kingdom"
[140] "Denmark, France, Poland"
[141] "Denmark, France, United States, Sweden"
[142] "Denmark, Germany, Belgium, United Kingdom, France"
[143] "Denmark, Germany, Belgium, United Kingdom, France, Sweden"
[144] "Denmark, Indonesia, Finland, Norway, United Kingdom, Israel, France, United States, Germany, Netherlands"
[145] "Denmark, Singapore, Canada, United States"
[146] "Denmark, Spain"
[147] "Denmark, Sweden, Israel, United States"
[148] "Denmark, United Kingdom, South Africa, Sweden, Belgium"
[149] "Denmark, United Kingdom, Sweden"
[150] "Denmark, United States"
[151] "Denmark, Zimbabwe"
[152] "Egypt"
[153] "Egypt, Algeria"
[154] "Egypt, Austria, United States"
[155] "Egypt, Denmark, Germany"
[156] "Egypt, France"
[157] "Egypt, Saudi Arabia"
[158] "Finland"
[159] "Finland, France"
[160] "Finland, Germany"
[161] "Finland, Germany, Belgium"
[162] "Finland, Sweden, Norway, Latvia, Germany"
[163] "Finland, United States"
[164] "France"
[165] "France, Algeria"
[166] "France, Australia, Germany"
[167] "France, Belgium"
[168] "France, Belgium, China, United States"
[169] "France, Belgium, Italy"
[170] "France, Belgium, Luxembourg, Cambodia,"
[171] "France, Belgium, Luxembourg, Romania, Canada, United States"
[172] "France, Belgium, Spain"
[173] "France, Belgium, United States"
[174] "France, Brazil, Spain, Belgium"
[175] "France, Canada"
[176] "France, Canada, Belgium"
[177] "France, Canada, China, Cambodia"
[178] "France, Canada, Italy, United States, China"
[179] "France, Canada, United States"
[180] "France, Canada, United States, Spain"
[181] "France, China, Japan, United States"
[182] "France, Egypt"
[183] "France, Germany"
[184] "France, Germany, Czech Republic, Belgium"
[185] "France, Germany, Switzerland"
[186] "France, Iran, United States"
[187] "France, Israel, Germany, United States, United Kingdom"
[188] "France, Japan"
[189] "France, Japan, United States"
[190] "France, Lebanon"
[191] "France, Lebanon, United Kingdom"
[192] "France, Luxembourg, Canada"
[193] "France, Luxembourg, United States"
[194] "France, Malta, United States"
[195] "France, Morocco"
[196] "France, Netherlands, Singapore"
[197] "France, Netherlands, South Africa, Finland"
[198] "France, New Zealand"
[199] "France, Norway, Lebanon, Belgium"
[200] "France, Qatar"
[201] "France, Senegal, Belgium"
[202] "France, South Korea, Japan"
[203] "France, South Korea, Japan, United States"
[204] "France, Switzerland, Spain, United States, United Arab Emirates"
[205] "France, United Kingdom"
[206] "France, United Kingdom, India"
[207] "France, United Kingdom, United States"
[208] "France, United States"
[209] "France, United States, Canada"
[210] "France, United States, Mexico"
[211] "France, United States, United Kingdom, Canada"
[212] "Georgia"
[213] "Georgia, Germany, France"
[214] "Germany"
[215] "Germany, Australia"
[216] "Germany, Australia, France, China"
[217] "Germany, Belgium"
[218] "Germany, Canada, United States"
[219] "Germany, China, United Kingdom"
[220] "Germany, Czech Republic"
[221] "Germany, France"
[222] "Germany, France, Luxembourg, United Kingdom, United States"
[223] "Germany, France, Russia"
[224] "Germany, France, United States, Canada, United Kingdom"
[225] "Germany, Italy"
[226] "Germany, Jordan, Netherlands"
[227] "Germany, Sri Lanka"
[228] "Germany, United Kingdom"
[229] "Germany, United Kingdom, United States"
[230] "Germany, United States"
[231] "Germany, United States, Canada"
[232] "Germany, United States, France"
[233] "Germany, United States, Hong Kong, Singapore"
[234] "Germany, United States, Italy"
[235] "Germany, United States, Sweden"
[236] "Germany, United States, United Kingdom, Canada"
[237] "Ghana"
[238] "Ghana, United States"
[239] "Greece, United States"
[240] "Guatemala"
[241] "Hong Kong"
[242] "Hong Kong, Canada, United States"
[243] "Hong Kong, China"
[244] "Hong Kong, China, Singapore"
[245] "Hong Kong, China, United States"
[246] "Hong Kong, Iceland, United States"
[247] "Hong Kong, Taiwan"
[248] "Hong Kong, United States"
[249] "Hungary"
[250] "Hungary, United States"
[251] "Iceland"
[252] "Iceland, Sweden, Belgium"
[253] "India"
[254] "India, Australia"
[255] "India, Canada"
[256] "India, France"
[257] "India, Germany"
[258] "India, Germany, Austria"
[259] "India, Germany, France"
[260] "India, Iran"
[261] "India, Japan"
[262] "India, Malaysia"
[263] "India, Mexico"
[264] "India, Nepal"
[265] "India, Pakistan"
[266] "India, Soviet Union"
[267] "India, Switzerland"
[268] "India, Turkey"
[269] "India, United Kingdom"
[270] "India, United Kingdom, Canada, United States"
[271] "India, United Kingdom, China, Canada, Japan, South Korea, United States"
[272] "India, United Kingdom, France, Qatar"
[273] "India, United States"
[274] "Indonesia"
[275] "Indonesia, Netherlands"
[276] "Indonesia, Singapore"
[277] "Indonesia, South Korea, Singapore"
[278] "Indonesia, United Kingdom"
[279] "Indonesia, United States"
[280] "Iran, France"
[281] "Ireland"
[282] "Ireland, Canada"
[283] "Ireland, Canada, Luxembourg, United States, United Kingdom, Philippines, India"
[284] "Ireland, Canada, United Kingdom, United States"
[285] "Ireland, Canada, United States, United Kingdom"
[286] "Ireland, France, Iceland, United States, Mexico, Belgium, United Kingdom, Hong Kong"
[287] "Ireland, Luxembourg, Belgium"
[288] "Ireland, South Africa"
[289] "Ireland, Switzerland, United Kingdom, France, United States"
[290] "Ireland, United Kingdom"
[291] "Ireland, United Kingdom, France, Germany"
[292] "Ireland, United Kingdom, Greece, France, Netherlands"
[293] "Ireland, United Kingdom, Italy, United States"
[294] "Ireland, United Kingdom, United States"
[295] "Ireland, United States"
[296] "Ireland, United States, France"
[297] "Ireland, United States, United Kingdom"
[298] "Israel"
[299] "Israel, Germany"
[300] "Israel, Germany, France"
[301] "Israel, Germany, Poland, Luxembourg, Belgium, France, United States"
[302] "Israel, Sweden, Germany, Netherlands"
[303] "Israel, United States"
[304] "Italy"
[305] "Italy, Belgium"
[306] "Italy, Brazil, Greece"
[307] "Italy, Canada, France"
[308] "Italy, France"
[309] "Italy, France, Switzerland"
[310] "Italy, Germany"
[311] "Italy, India"
[312] "Italy, South Africa, West Germany, Australia, United States"
[313] "Italy, Switzerland, Albania, Poland"
[314] "Italy, Switzerland, France, Germany"
[315] "Italy, Turkey"
[316] "Italy, United Kingdom"
[317] "Italy, United Kingdom, France"
[318] "Italy, United States"
[319] "Italy, United States, Argentina"
[320] "Jamaica, United States"
[321] "Japan"
[322] "Japan, Canada"
[323] "Japan, Canada, United States"
[324] "Japan, United States"
[325] "Jordan"
[326] "Kenya"
[327] "Kenya, United States"
[328] "Kuwait"
[329] "Kuwait, United States"
[330] "Lebanon"
[331] "Lebanon, Canada, France"
[332] "Lebanon, France"
[333] "Lebanon, Palestine, Denmark, Qatar"
[334] "Lebanon, Qatar"
[335] "Lebanon, Syria"
[336] "Lebanon, United Arab Emirates"
[337] "Lebanon, United Arab Emirates, France, Switzerland, Germany"
[338] "Lebanon, United States, United Arab Emirates"
[339] "Luxembourg"
[340] "Malaysia"
[341] "Malaysia, Singapore, Hong Kong"
[342] "Mauritius"
[343] "Mauritius, South Africa"
[344] "Mexico"
[345] "Mexico, Argentina"
[346] "Mexico, Brazil"
[347] "Mexico, Finland"
[348] "Mexico, France"
[349] "Mexico, France, Colombia"
[350] "Mexico, Netherlands"
[351] "Mexico, Spain"
[352] "Mexico, United States"
[353] "Mexico, United States, Spain, Colombia"
[354] "Mozambique"
[355] "Namibia"
[356] "Netherlands"
[357] "Netherlands, Belgium"
[358] "Netherlands, Belgium, Germany, Jordan"
[359] "Netherlands, Belgium, United Kingdom, United States"
[360] "Netherlands, Denmark, France, Germany"
[361] "Netherlands, Denmark, South Africa"
[362] "Netherlands, Germany, Denmark, United Kingdom"
[363] "Netherlands, Germany, Italy, Canada"
[364] "Netherlands, United States"
[365] "New Zealand"
[366] "New Zealand, Australia, France, United States"
[367] "New Zealand, United Kingdom"
[368] "New Zealand, United Kingdom, Australia"
[369] "New Zealand, United States"
[370] "Nigeria"
[371] "Nigeria, United Kingdom"
[372] "Norway"
[373] "Norway, Denmark"
[374] "Norway, Denmark, Netherlands, Sweden"
[375] "Norway, Denmark, Sweden"
[376] "Norway, Germany"
[377] "Norway, Germany, Sweden"
[378] "Norway, Iceland, United States"
[379] "Norway, Sweden"
[380] "Norway, United Kingdom, France, Ireland"
[381] "Norway, United States"
[382] "Pakistan"
[383] "Pakistan, Norway, United States"
[384] "Pakistan, United Arab Emirates"
[385] "Pakistan, United States"
[386] "Paraguay, Argentina"
[387] "Peru"
[388] "Peru, Germany, Norway"
[389] "Peru, United States, United Kingdom"
[390] "Philippines"
[391] "Philippines, Canada, United Kingdom, United States"
[392] "Philippines, Qatar"
[393] "Philippines, Singapore"
[394] "Philippines, Singapore, Indonesia"
[395] "Philippines, United States"
[396] "Poland"
[397] "Poland,"
[398] "Poland, United States"
[399] "Poland, West Germany"
[400] "Portugal, France, Poland, United States"
[401] "Portugal, Spain"
[402] "Portugal, United States"
[403] "Puerto Rico, United States, Colombia"
[404] "Romania"
[405] "Romania, Bulgaria, Hungary"
[406] "Romania, France, Switzerland, Germany"
[407] "Romania, United Kingdom"
[408] "Romania, United States"
[409] "Russia"
[410] "Russia, Poland, Serbia"
[411] "Russia, Spain"
[412] "Russia, United States"
[413] "Russia, United States, China"
[414] "Saudi Arabia"
[415] "Saudi Arabia, Netherlands, Germany, Jordan, United Arab Emirates, United States"
[416] "Saudi Arabia, Syria, Egypt, Lebanon, Kuwait"
[417] "Saudi Arabia, United Arab Emirates"
[418] "Senegal"
[419] "Serbia, South Korea, Slovenia"
[420] "Serbia, United States"
[421] "Singapore"
[422] "Singapore, France"
[423] "Singapore, Japan, France"
[424] "Singapore, Malaysia"
[425] "Singapore, United States"
[426] "Slovenia, Croatia, Germany, Czech Republic, Qatar"
[427] "Somalia, Kenya, Sudan, South Africa, United States"
[428] "South Africa"
[429] "South Africa, Angola"
[430] "South Africa, China, United States"
[431] "South Africa, Germany, Netherlands, France"
[432] "South Africa, Nigeria"
[433] "South Africa, United States"
[434] "South Africa, United States, Germany"
[435] "South Africa, United States, Japan"
[436] "South Africa, United States, New Zealand, Canada"
[437] "South Korea"
[438] "South Korea, Canada, United States, China"
[439] "South Korea, China"
[440] "South Korea, China, United States"
[441] "South Korea, Czech Republic"
[442] "South Korea, France"
[443] "South Korea, Japan"
[444] "South Korea, United States"
[445] "Soviet Union, India"
[446] "Spain"
[447] "Spain, Argentina"
[448] "Spain, Belgium"
[449] "Spain, Belgium, United States"
[450] "Spain, Canada, United States"
[451] "Spain, Colombia"
[452] "Spain, Cuba"
[453] "Spain, France"
[454] "Spain, France, Canada"
[455] "Spain, France, Canada, United States"
[456] "Spain, France, Italy"
[457] "Spain, France, United Kingdom, United States"
[458] "Spain, France, United States"
[459] "Spain, France, Uruguay"
[460] "Spain, Germany"
[461] "Spain, Germany, Denmark, United States"
[462] "Spain, Italy"
[463] "Spain, Italy, Argentina"
[464] "Spain, Mexico"
[465] "Spain, Mexico, France"
[466] "Spain, Portugal"
[467] "Spain, Switzerland"
[468] "Spain, Thailand, United States"
[469] "Spain, United Kingdom"
[470] "Spain, United Kingdom, United States"
[471] "Spain, United States"
[472] "Sweden"
[473] "Sweden, Czech Republic, United Kingdom, Denmark, Netherlands"
[474] "Sweden, Netherlands"
[475] "Sweden, United Kingdom, Finland"
[476] "Sweden, United States"
[477] "Switzerland"
[478] "Switzerland, France"
[479] "Switzerland, France, Belgium, United States"
[480] "Switzerland, United Kingdom, Australia"
[481] "Switzerland, United Kingdom, United States"
[482] "Switzerland, United States"
[483] "Switzerland, Vatican City, Italy, Germany, France"
[484] "Syria, France, Lebanon, Qatar"
[485] "Taiwan"
[486] "Taiwan, China"
[487] "Taiwan, China, France, United States"
[488] "Taiwan, Hong Kong, United States, China"
[489] "Taiwan, Malaysia"
[490] "Thailand"
[491] "Thailand, Canada, United States"
[492] "Thailand, China, United States"
[493] "Thailand, United States"
[494] "Turkey"
[495] "Turkey, Azerbaijan"
[496] "Turkey, France, Germany, Poland"
[497] "Turkey, India"
[498] "Turkey, South Korea"
[499] "Turkey, United States"
[500] "Ukraine"
[501] "United Arab Emirates"
[502] "United Arab Emirates, Jordan"
[503] "United Arab Emirates, Jordan, Lebanon, Saudi Arabia"
[504] "United Arab Emirates, Romania"
[505] "United Arab Emirates, United Kingdom, India"
[506] "United Arab Emirates, United States"
[507] "United Arab Emirates, United States, United Kingdom"
[508] "United Kingdom"
[509] "United Kingdom,"
[510] "United Kingdom, Australia"
[511] "United Kingdom, Australia, Canada, United States"
[512] "United Kingdom, Australia, France"
[513] "United Kingdom, Australia, France, United States"
[514] "United Kingdom, Australia, United States"
[515] "United Kingdom, Belgium"
[516] "United Kingdom, Belgium, Sweden"
[517] "United Kingdom, Brazil, Germany"
[518] "United Kingdom, Canada"
[519] "United Kingdom, Canada, France, United States"
[520] "United Kingdom, Canada, Italy"
[521] "United Kingdom, Canada, Japan"
[522] "United Kingdom, Canada, United States"
[523] "United Kingdom, Canada, United States, Cayman Islands"
[524] "United Kingdom, Canada, United States, Germany"
[525] "United Kingdom, China"
[526] "United Kingdom, China, United States"
[527] "United Kingdom, China, United States, India"
[528] "United Kingdom, Czech Republic, Germany, United States"
[529] "United Kingdom, Czech Republic, United States, Germany, Bahamas"
[530] "United Kingdom, Denmark, Canada, Croatia"
[531] "United Kingdom, Egypt, United States"
[532] "United Kingdom, Finland, Germany, United States, Australia, Japan, France, Ireland"
[533] "United Kingdom, France"
[534] "United Kingdom, France, Belgium"
[535] "United Kingdom, France, Belgium, Canada, United States"
[536] "United Kingdom, France, Belgium, Ireland, United States"
[537] "United Kingdom, France, Belgium, United States"
[538] "United Kingdom, France, Canada, Belgium, United States"
[539] "United Kingdom, France, Germany"
[540] "United Kingdom, France, Germany, Spain"
[541] "United Kingdom, France, Germany, United States"
[542] "United Kingdom, France, Poland, Germany, United States"
[543] "United Kingdom, France, Spain, United States"
[544] "United Kingdom, France, United States"
[545] "United Kingdom, France, United States, Belgium"
[546] "United Kingdom, France, United States, Belgium, Luxembourg, China, Germany"
[547] "United Kingdom, Germany"
[548] "United Kingdom, Germany, Canada"
[549] "United Kingdom, Germany, Canada, United States"
[550] "United Kingdom, Germany, France, United States"
[551] "United Kingdom, Germany, Spain, United States"
[552] "United Kingdom, Germany, United Arab Emirates, New Zealand"
[553] "United Kingdom, Germany, United States"
[554] "United Kingdom, Germany, United States, France"
[555] "United Kingdom, Hong Kong"
[556] "United Kingdom, Hungary, Australia"
[557] "United Kingdom, India"
[558] "United Kingdom, India, Sweden"
[559] "United Kingdom, India, United States"
[560] "United Kingdom, Ireland"
[561] "United Kingdom, Ireland, United States"
[562] "United Kingdom, Israel, Russia"
[563] "United Kingdom, Italy"
[564] "United Kingdom, Italy, Israel, Peru, United States"
[565] "United Kingdom, Japan"
[566] "United Kingdom, Japan, United States"
[567] "United Kingdom, Jordan, Qatar, Iran"
[568] "United Kingdom, Kenya"
[569] "United Kingdom, Lithuania"
[570] "United Kingdom, Malawi"
[571] "United Kingdom, Namibia, South Africa, Zimbabwe, United States"
[572] "United Kingdom, New Zealand"
[573] "United Kingdom, Nigeria"
[574] "United Kingdom, Norway, Denmark, Germany, Sweden"
[575] "United Kingdom, Pakistan"
[576] "United Kingdom, Poland"
[577] "United Kingdom, Poland, United States"
[578] "United Kingdom, Russia"
[579] "United Kingdom, Russia, United States"
[580] "United Kingdom, Singapore"
[581] "United Kingdom, South Africa"
[582] "United Kingdom, South Africa, Australia, United States"
[583] "United Kingdom, South Africa, France"
[584] "United Kingdom, South Korea"
[585] "United Kingdom, Spain"
[586] "United Kingdom, Spain, Belgium"
[587] "United Kingdom, Spain, United States"
[588] "United Kingdom, Spain, United States, Germany"
[589] "United Kingdom, Thailand"
[590] "United Kingdom, Ukraine, United States"
[591] "United Kingdom, United States"
[592] "United Kingdom, United States, Australia"
[593] "United Kingdom, United States, Canada"
[594] "United Kingdom, United States, Czech Republic"
[595] "United Kingdom, United States, Dominican Republic"
[596] "United Kingdom, United States, France"
[597] "United Kingdom, United States, France, Germany"
[598] "United Kingdom, United States, France, Italy"
[599] "United Kingdom, United States, Germany, Denmark, Belgium, Japan"
[600] "United Kingdom, United States, Ireland"
[601] "United Kingdom, United States, Japan"
[602] "United Kingdom, United States, Morocco"
[603] "United Kingdom, United States, Spain, Germany, Greece, Canada"
[604] "United Kingdom, West Germany"
[605] "United States"
[606] "United States,"
[607] "United States, Argentina"
[608] "United States, Australia"
[609] "United States, Australia, China"
[610] "United States, Australia, Mexico"
[611] "United States, Australia, Samoa, United Kingdom"
[612] "United States, Australia, South Africa, United Kingdom"
[613] "United States, Belgium, Canada, France"
[614] "United States, Bermuda, Ecuador"
[615] "United States, Botswana"
[616] "United States, Brazil"
[617] "United States, Brazil, India, Uganda, China"
[618] "United States, Brazil, Japan, Spain, India"
[619] "United States, Brazil, South Korea, Mexico, Japan, Germany"
[620] "United States, Bulgaria"
[621] "United States, Cambodia"
[622] "United States, Cambodia, Romania"
[623] "United States, Canada"
[624] "United States, Canada, Belgium, United Kingdom"
[625] "United States, Canada, China"
[626] "United States, Canada, France"
[627] "United States, Canada, Germany"
[628] "United States, Canada, Indonesia, United Kingdom, China, Singapore"
[629] "United States, Canada, Ireland"
[630] "United States, Canada, Japan, Panama"
[631] "United States, Canada, United Kingdom"
[632] "United States, Chile"
[633] "United States, Chile, Israel"
[634] "United States, China"
[635] "United States, China, Canada"
[636] "United States, China, Colombia"
[637] "United States, China, Hong Kong"
[638] "United States, China, United Kingdom"
[639] "United States, Colombia"
[640] "United States, Colombia, Mexico"
[641] "United States, Czech Republic"
[642] "United States, Czech Republic, United Kingdom"
[643] "United States, Denmark"
[644] "United States, East Germany, West Germany"
[645] "United States, France"
[646] "United States, France, Canada"
[647] "United States, France, Canada, Belgium"
[648] "United States, France, Canada, Lebanon, Qatar"
[649] "United States, France, Canada, Spain"
[650] "United States, France, Denmark"
[651] "United States, France, Italy, United Kingdom"
[652] "United States, France, Japan"
[653] "United States, France, Mexico"
[654] "United States, France, Serbia"
[655] "United States, France, South Korea, Indonesia"
[656] "United States, France, United Kingdom"
[657] "United States, France, United Kingdom, Japan"
[658] "United States, Germany"
[659] "United States, Germany, Australia"
[660] "United States, Germany, Canada"
[661] "United States, Germany, Mexico"
[662] "United States, Germany, United Kingdom"
[663] "United States, Germany, United Kingdom, Australia"
[664] "United States, Germany, United Kingdom, Italy"
[665] "United States, Ghana, Burkina Faso, United Kingdom, Germany, Ethiopia"
[666] "United States, Greece"
[667] "United States, Greece, Brazil"
[668] "United States, Greece, United Kingdom"
[669] "United States, Hong Kong"
[670] "United States, Hungary"
[671] "United States, Hungary, Ireland, Canada"
[672] "United States, Iceland"
[673] "United States, India"
[674] "United States, India, Bangladesh"
[675] "United States, India, France"
[676] "United States, India, South Korea, China"
[677] "United States, India, United Arab Emirates"
[678] "United States, India, United Kingdom"
[679] "United States, Indonesia"
[680] "United States, Ireland"
[681] "United States, Ireland, United Kingdom, India"
[682] "United States, Israel, Italy, South Africa"
[683] "United States, Israel, United Kingdom, Canada"
[684] "United States, Italy"
[685] "United States, Italy, France, Japan"
[686] "United States, Italy, Romania, United Kingdom"
[687] "United States, Italy, United Kingdom, Liechtenstein"
[688] "United States, Japan"
[689] "United States, Japan, Canada"
[690] "United States, Kazakhstan"
[691] "United States, Malta, France, United Kingdom"
[692] "United States, Mexico"
[693] "United States, Mexico, Colombia"
[694] "United States, Mexico, Spain, Malta"
[695] "United States, Morocco"
[696] "United States, Netherlands, Japan, France"
[697] "United States, New Zealand"
[698] "United States, New Zealand, Japan"
[699] "United States, New Zealand, United Kingdom"
[700] "United States, Nicaragua"
[701] "United States, Nigeria"
[702] "United States, Norway, Canada"
[703] "United States, Philippines"
[704] "United States, Poland"
[705] "United States, Russia"
[706] "United States, Senegal"
[707] "United States, Singapore"
[708] "United States, South Africa"
[709] "United States, South Korea"
[710] "United States, South Korea, China"
[711] "United States, South Korea, Japan"
[712] "United States, Spain"
[713] "United States, Spain, Germany"
[714] "United States, Sweden"
[715] "United States, Sweden, Norway"
[716] "United States, Switzerland"
[717] "United States, Taiwan"
[718] "United States, Thailand"
[719] "United States, United Arab Emirates"
[720] "United States, United Kingdom"
[721] "United States, United Kingdom, Australia"
[722] "United States, United Kingdom, Canada"
[723] "United States, United Kingdom, Canada, China"
[724] "United States, United Kingdom, Canada, Japan"
[725] "United States, United Kingdom, Denmark, Sweden"
[726] "United States, United Kingdom, France"
[727] "United States, United Kingdom, France, Germany, Japan"
[728] "United States, United Kingdom, Germany"
[729] "United States, United Kingdom, Germany, Hungary"
[730] "United States, United Kingdom, India"
[731] "United States, United Kingdom, Italy"
[732] "United States, United Kingdom, Japan"
[733] "United States, United Kingdom, Morocco"
[734] "United States, United Kingdom, New Zealand"
[735] "United States, United Kingdom, Spain, South Korea"
[736] "United States, Uruguay"
[737] "United States, Venezuela"
[738] "Uruguay"
[739] "Uruguay, Argentina"
[740] "Uruguay, Argentina, Germany, Spain"
[741] "Uruguay, Argentina, Spain"
[742] "Uruguay, Germany"
[743] "Uruguay, Guatemala"
[744] "Uruguay, Spain, Mexico"
[745] "Venezuela"
[746] "Venezuela, Colombia"
[747] "Vietnam"
[748] "West Germany"
[749] "Zimbabwe"
$date_added
NULL
$release_year
NULL
$rating
[1] "" "66 min" "74 min" "84 min" "G" "NC-17" "NR" "PG" "PG-13" "R" "TV-14"
[12] "TV-G" "TV-MA" "TV-PG" "TV-Y" "TV-Y7" "TV-Y7-FV" "UR"
$duration
NULL
$genre
NULL
$description
NULLinstall.packages("readr")WARNING: Rtools is required to build R packages but is not currently installed. Please download and install the appropriate version of Rtools before proceeding:
https://cran.rstudio.com/bin/windows/Rtools/Warning in install.packages :
package ‘readr’ is in use and will not be installed# Now we will remove NULL elements
netflix_levels <- netflix_levels[sapply(netflix_levels, function(null_remove) !is.null(null_remove))]
print(netflix_levels)$type
[1] "Movie" "TV Show"
$country
[1] ""
[2] ", France, Algeria"
[3] ", South Korea"
[4] "Argentina"
[5] "Argentina, Brazil, France, Poland, Germany, Denmark"
[6] "Argentina, Chile"
[7] "Argentina, Chile, Peru"
[8] "Argentina, France"
[9] "Argentina, France, United States, Germany, Qatar"
[10] "Argentina, Italy"
[11] "Argentina, Spain"
[12] "Argentina, United States"
[13] "Argentina, United States, Mexico"
[14] "Argentina, Uruguay, Serbia"
[15] "Argentina, Uruguay, Spain, France"
[16] "Argentina, Venezuela"
[17] "Australia"
[18] "Australia, Armenia, Japan, Jordan, Mexico, Mongolia, New Zealand, Philippines, South Africa, Sweden, United States, Uruguay"
[19] "Australia, Canada"
[20] "Australia, France"
[21] "Australia, France, Ireland"
[22] "Australia, Germany"
[23] "Australia, India"
[24] "Australia, Iraq"
[25] "Australia, New Zealand"
[26] "Australia, New Zealand, United States"
[27] "Australia, United Arab Emirates"
[28] "Australia, United Kingdom"
[29] "Australia, United Kingdom, Canada"
[30] "Australia, United Kingdom, United Arab Emirates, Canada"
[31] "Australia, United Kingdom, United States, New Zealand, Italy, France"
[32] "Australia, United States"
[33] "Austria"
[34] "Austria, Czech Republic"
[35] "Austria, Germany"
[36] "Austria, Iraq, United States"
[37] "Austria, United States"
[38] "Bangladesh"
[39] "Belarus"
[40] "Belgium"
[41] "Belgium, France"
[42] "Belgium, France, Netherlands"
[43] "Belgium, Ireland, Netherlands, Germany, Afghanistan"
[44] "Belgium, Netherlands"
[45] "Belgium, United Kingdom"
[46] "Belgium, United Kingdom, United States"
[47] "Brazil"
[48] "Brazil, France"
[49] "Brazil, France, Germany"
[50] "Brazil, India, China, United States"
[51] "Brazil, Netherlands, United States, Colombia, Austria, Germany"
[52] "Brazil, United Kingdom"
[53] "Brazil, United States"
[54] "Bulgaria"
[55] "Bulgaria, United States"
[56] "Bulgaria, United States, Spain, Canada"
[57] "Cambodia"
[58] "Cambodia, United States"
[59] "Cameroon"
[60] "Canada"
[61] "Canada, Australia"
[62] "Canada, Belgium"
[63] "Canada, Brazil"
[64] "Canada, France"
[65] "Canada, France, Italy, Morocco, United States"
[66] "Canada, France, United States"
[67] "Canada, Germany"
[68] "Canada, Germany, France, United States"
[69] "Canada, Germany, South Africa"
[70] "Canada, Hungary, United States"
[71] "Canada, India"
[72] "Canada, India, Thailand, United States, United Arab Emirates"
[73] "Canada, Ireland, United States"
[74] "Canada, Japan, Netherlands"
[75] "Canada, Japan, United States"
[76] "Canada, Luxembourg"
[77] "Canada, Mexico, Germany, South Africa"
[78] "Canada, Nigeria"
[79] "Canada, Nigeria, United States"
[80] "Canada, Norway"
[81] "Canada, South Africa"
[82] "Canada, South Korea, United States"
[83] "Canada, Spain"
[84] "Canada, Spain, France"
[85] "Canada, United Kingdom"
[86] "Canada, United Kingdom, Netherlands"
[87] "Canada, United Kingdom, United States"
[88] "Canada, United States"
[89] "Canada, United States, Cayman Islands"
[90] "Canada, United States, Denmark"
[91] "Canada, United States, France"
[92] "Canada, United States, Germany"
[93] "Canada, United States, India, United Kingdom"
[94] "Canada, United States, Ireland"
[95] "Canada, United States, Mexico"
[96] "Canada, United States, United Kingdom"
[97] "Canada, United States, United Kingdom, France, Luxembourg"
[98] "Chile"
[99] "Chile, Argentina"
[100] "Chile, Argentina, France, Spain, United States"
[101] "Chile, Brazil"
[102] "Chile, France"
[103] "Chile, Italy"
[104] "Chile, Peru"
[105] "Chile, Spain, Argentina, Germany"
[106] "Chile, United States, France"
[107] "China"
[108] "China, Canada, United States"
[109] "China, Germany, India, United States"
[110] "China, Hong Kong"
[111] "China, Hong Kong, United States"
[112] "China, India, Nepal"
[113] "China, Japan"
[114] "China, Morocco, Hong Kong"
[115] "China, South Korea, United States"
[116] "China, Spain, South Korea, United States"
[117] "China, Taiwan"
[118] "China, United Kingdom"
[119] "China, United States"
[120] "China, United States, Australia"
[121] "China, United States, Canada"
[122] "China, United States, United Kingdom"
[123] "Colombia"
[124] "Colombia, Mexico"
[125] "Colombia, Mexico, United States"
[126] "Colombia, Peru, United Kingdom"
[127] "Colombia, United States"
[128] "Croatia"
[129] "Croatia, Slovenia, Serbia, Montenegro"
[130] "Cyprus"
[131] "Czech Republic, France"
[132] "Czech Republic, Slovakia"
[133] "Czech Republic, United Kingdom, France"
[134] "Czech Republic, United Kingdom, United States"
[135] "Czech Republic, United States"
[136] "Denmark"
[137] "Denmark, Brazil, France, Portugal, Sweden"
[138] "Denmark, China"
[139] "Denmark, France, Belgium, Italy, Netherlands, United States, United Kingdom"
[140] "Denmark, France, Poland"
[141] "Denmark, France, United States, Sweden"
[142] "Denmark, Germany, Belgium, United Kingdom, France"
[143] "Denmark, Germany, Belgium, United Kingdom, France, Sweden"
[144] "Denmark, Indonesia, Finland, Norway, United Kingdom, Israel, France, United States, Germany, Netherlands"
[145] "Denmark, Singapore, Canada, United States"
[146] "Denmark, Spain"
[147] "Denmark, Sweden, Israel, United States"
[148] "Denmark, United Kingdom, South Africa, Sweden, Belgium"
[149] "Denmark, United Kingdom, Sweden"
[150] "Denmark, United States"
[151] "Denmark, Zimbabwe"
[152] "Egypt"
[153] "Egypt, Algeria"
[154] "Egypt, Austria, United States"
[155] "Egypt, Denmark, Germany"
[156] "Egypt, France"
[157] "Egypt, Saudi Arabia"
[158] "Finland"
[159] "Finland, France"
[160] "Finland, Germany"
[161] "Finland, Germany, Belgium"
[162] "Finland, Sweden, Norway, Latvia, Germany"
[163] "Finland, United States"
[164] "France"
[165] "France, Algeria"
[166] "France, Australia, Germany"
[167] "France, Belgium"
[168] "France, Belgium, China, United States"
[169] "France, Belgium, Italy"
[170] "France, Belgium, Luxembourg, Cambodia,"
[171] "France, Belgium, Luxembourg, Romania, Canada, United States"
[172] "France, Belgium, Spain"
[173] "France, Belgium, United States"
[174] "France, Brazil, Spain, Belgium"
[175] "France, Canada"
[176] "France, Canada, Belgium"
[177] "France, Canada, China, Cambodia"
[178] "France, Canada, Italy, United States, China"
[179] "France, Canada, United States"
[180] "France, Canada, United States, Spain"
[181] "France, China, Japan, United States"
[182] "France, Egypt"
[183] "France, Germany"
[184] "France, Germany, Czech Republic, Belgium"
[185] "France, Germany, Switzerland"
[186] "France, Iran, United States"
[187] "France, Israel, Germany, United States, United Kingdom"
[188] "France, Japan"
[189] "France, Japan, United States"
[190] "France, Lebanon"
[191] "France, Lebanon, United Kingdom"
[192] "France, Luxembourg, Canada"
[193] "France, Luxembourg, United States"
[194] "France, Malta, United States"
[195] "France, Morocco"
[196] "France, Netherlands, Singapore"
[197] "France, Netherlands, South Africa, Finland"
[198] "France, New Zealand"
[199] "France, Norway, Lebanon, Belgium"
[200] "France, Qatar"
[201] "France, Senegal, Belgium"
[202] "France, South Korea, Japan"
[203] "France, South Korea, Japan, United States"
[204] "France, Switzerland, Spain, United States, United Arab Emirates"
[205] "France, United Kingdom"
[206] "France, United Kingdom, India"
[207] "France, United Kingdom, United States"
[208] "France, United States"
[209] "France, United States, Canada"
[210] "France, United States, Mexico"
[211] "France, United States, United Kingdom, Canada"
[212] "Georgia"
[213] "Georgia, Germany, France"
[214] "Germany"
[215] "Germany, Australia"
[216] "Germany, Australia, France, China"
[217] "Germany, Belgium"
[218] "Germany, Canada, United States"
[219] "Germany, China, United Kingdom"
[220] "Germany, Czech Republic"
[221] "Germany, France"
[222] "Germany, France, Luxembourg, United Kingdom, United States"
[223] "Germany, France, Russia"
[224] "Germany, France, United States, Canada, United Kingdom"
[225] "Germany, Italy"
[226] "Germany, Jordan, Netherlands"
[227] "Germany, Sri Lanka"
[228] "Germany, United Kingdom"
[229] "Germany, United Kingdom, United States"
[230] "Germany, United States"
[231] "Germany, United States, Canada"
[232] "Germany, United States, France"
[233] "Germany, United States, Hong Kong, Singapore"
[234] "Germany, United States, Italy"
[235] "Germany, United States, Sweden"
[236] "Germany, United States, United Kingdom, Canada"
[237] "Ghana"
[238] "Ghana, United States"
[239] "Greece, United States"
[240] "Guatemala"
[241] "Hong Kong"
[242] "Hong Kong, Canada, United States"
[243] "Hong Kong, China"
[244] "Hong Kong, China, Singapore"
[245] "Hong Kong, China, United States"
[246] "Hong Kong, Iceland, United States"
[247] "Hong Kong, Taiwan"
[248] "Hong Kong, United States"
[249] "Hungary"
[250] "Hungary, United States"
[251] "Iceland"
[252] "Iceland, Sweden, Belgium"
[253] "India"
[254] "India, Australia"
[255] "India, Canada"
[256] "India, France"
[257] "India, Germany"
[258] "India, Germany, Austria"
[259] "India, Germany, France"
[260] "India, Iran"
[261] "India, Japan"
[262] "India, Malaysia"
[263] "India, Mexico"
[264] "India, Nepal"
[265] "India, Pakistan"
[266] "India, Soviet Union"
[267] "India, Switzerland"
[268] "India, Turkey"
[269] "India, United Kingdom"
[270] "India, United Kingdom, Canada, United States"
[271] "India, United Kingdom, China, Canada, Japan, South Korea, United States"
[272] "India, United Kingdom, France, Qatar"
[273] "India, United States"
[274] "Indonesia"
[275] "Indonesia, Netherlands"
[276] "Indonesia, Singapore"
[277] "Indonesia, South Korea, Singapore"
[278] "Indonesia, United Kingdom"
[279] "Indonesia, United States"
[280] "Iran, France"
[281] "Ireland"
[282] "Ireland, Canada"
[283] "Ireland, Canada, Luxembourg, United States, United Kingdom, Philippines, India"
[284] "Ireland, Canada, United Kingdom, United States"
[285] "Ireland, Canada, United States, United Kingdom"
[286] "Ireland, France, Iceland, United States, Mexico, Belgium, United Kingdom, Hong Kong"
[287] "Ireland, Luxembourg, Belgium"
[288] "Ireland, South Africa"
[289] "Ireland, Switzerland, United Kingdom, France, United States"
[290] "Ireland, United Kingdom"
[291] "Ireland, United Kingdom, France, Germany"
[292] "Ireland, United Kingdom, Greece, France, Netherlands"
[293] "Ireland, United Kingdom, Italy, United States"
[294] "Ireland, United Kingdom, United States"
[295] "Ireland, United States"
[296] "Ireland, United States, France"
[297] "Ireland, United States, United Kingdom"
[298] "Israel"
[299] "Israel, Germany"
[300] "Israel, Germany, France"
[301] "Israel, Germany, Poland, Luxembourg, Belgium, France, United States"
[302] "Israel, Sweden, Germany, Netherlands"
[303] "Israel, United States"
[304] "Italy"
[305] "Italy, Belgium"
[306] "Italy, Brazil, Greece"
[307] "Italy, Canada, France"
[308] "Italy, France"
[309] "Italy, France, Switzerland"
[310] "Italy, Germany"
[311] "Italy, India"
[312] "Italy, South Africa, West Germany, Australia, United States"
[313] "Italy, Switzerland, Albania, Poland"
[314] "Italy, Switzerland, France, Germany"
[315] "Italy, Turkey"
[316] "Italy, United Kingdom"
[317] "Italy, United Kingdom, France"
[318] "Italy, United States"
[319] "Italy, United States, Argentina"
[320] "Jamaica, United States"
[321] "Japan"
[322] "Japan, Canada"
[323] "Japan, Canada, United States"
[324] "Japan, United States"
[325] "Jordan"
[326] "Kenya"
[327] "Kenya, United States"
[328] "Kuwait"
[329] "Kuwait, United States"
[330] "Lebanon"
[331] "Lebanon, Canada, France"
[332] "Lebanon, France"
[333] "Lebanon, Palestine, Denmark, Qatar"
[334] "Lebanon, Qatar"
[335] "Lebanon, Syria"
[336] "Lebanon, United Arab Emirates"
[337] "Lebanon, United Arab Emirates, France, Switzerland, Germany"
[338] "Lebanon, United States, United Arab Emirates"
[339] "Luxembourg"
[340] "Malaysia"
[341] "Malaysia, Singapore, Hong Kong"
[342] "Mauritius"
[343] "Mauritius, South Africa"
[344] "Mexico"
[345] "Mexico, Argentina"
[346] "Mexico, Brazil"
[347] "Mexico, Finland"
[348] "Mexico, France"
[349] "Mexico, France, Colombia"
[350] "Mexico, Netherlands"
[351] "Mexico, Spain"
[352] "Mexico, United States"
[353] "Mexico, United States, Spain, Colombia"
[354] "Mozambique"
[355] "Namibia"
[356] "Netherlands"
[357] "Netherlands, Belgium"
[358] "Netherlands, Belgium, Germany, Jordan"
[359] "Netherlands, Belgium, United Kingdom, United States"
[360] "Netherlands, Denmark, France, Germany"
[361] "Netherlands, Denmark, South Africa"
[362] "Netherlands, Germany, Denmark, United Kingdom"
[363] "Netherlands, Germany, Italy, Canada"
[364] "Netherlands, United States"
[365] "New Zealand"
[366] "New Zealand, Australia, France, United States"
[367] "New Zealand, United Kingdom"
[368] "New Zealand, United Kingdom, Australia"
[369] "New Zealand, United States"
[370] "Nigeria"
[371] "Nigeria, United Kingdom"
[372] "Norway"
[373] "Norway, Denmark"
[374] "Norway, Denmark, Netherlands, Sweden"
[375] "Norway, Denmark, Sweden"
[376] "Norway, Germany"
[377] "Norway, Germany, Sweden"
[378] "Norway, Iceland, United States"
[379] "Norway, Sweden"
[380] "Norway, United Kingdom, France, Ireland"
[381] "Norway, United States"
[382] "Pakistan"
[383] "Pakistan, Norway, United States"
[384] "Pakistan, United Arab Emirates"
[385] "Pakistan, United States"
[386] "Paraguay, Argentina"
[387] "Peru"
[388] "Peru, Germany, Norway"
[389] "Peru, United States, United Kingdom"
[390] "Philippines"
[391] "Philippines, Canada, United Kingdom, United States"
[392] "Philippines, Qatar"
[393] "Philippines, Singapore"
[394] "Philippines, Singapore, Indonesia"
[395] "Philippines, United States"
[396] "Poland"
[397] "Poland,"
[398] "Poland, United States"
[399] "Poland, West Germany"
[400] "Portugal, France, Poland, United States"
[401] "Portugal, Spain"
[402] "Portugal, United States"
[403] "Puerto Rico, United States, Colombia"
[404] "Romania"
[405] "Romania, Bulgaria, Hungary"
[406] "Romania, France, Switzerland, Germany"
[407] "Romania, United Kingdom"
[408] "Romania, United States"
[409] "Russia"
[410] "Russia, Poland, Serbia"
[411] "Russia, Spain"
[412] "Russia, United States"
[413] "Russia, United States, China"
[414] "Saudi Arabia"
[415] "Saudi Arabia, Netherlands, Germany, Jordan, United Arab Emirates, United States"
[416] "Saudi Arabia, Syria, Egypt, Lebanon, Kuwait"
[417] "Saudi Arabia, United Arab Emirates"
[418] "Senegal"
[419] "Serbia, South Korea, Slovenia"
[420] "Serbia, United States"
[421] "Singapore"
[422] "Singapore, France"
[423] "Singapore, Japan, France"
[424] "Singapore, Malaysia"
[425] "Singapore, United States"
[426] "Slovenia, Croatia, Germany, Czech Republic, Qatar"
[427] "Somalia, Kenya, Sudan, South Africa, United States"
[428] "South Africa"
[429] "South Africa, Angola"
[430] "South Africa, China, United States"
[431] "South Africa, Germany, Netherlands, France"
[432] "South Africa, Nigeria"
[433] "South Africa, United States"
[434] "South Africa, United States, Germany"
[435] "South Africa, United States, Japan"
[436] "South Africa, United States, New Zealand, Canada"
[437] "South Korea"
[438] "South Korea, Canada, United States, China"
[439] "South Korea, China"
[440] "South Korea, China, United States"
[441] "South Korea, Czech Republic"
[442] "South Korea, France"
[443] "South Korea, Japan"
[444] "South Korea, United States"
[445] "Soviet Union, India"
[446] "Spain"
[447] "Spain, Argentina"
[448] "Spain, Belgium"
[449] "Spain, Belgium, United States"
[450] "Spain, Canada, United States"
[451] "Spain, Colombia"
[452] "Spain, Cuba"
[453] "Spain, France"
[454] "Spain, France, Canada"
[455] "Spain, France, Canada, United States"
[456] "Spain, France, Italy"
[457] "Spain, France, United Kingdom, United States"
[458] "Spain, France, United States"
[459] "Spain, France, Uruguay"
[460] "Spain, Germany"
[461] "Spain, Germany, Denmark, United States"
[462] "Spain, Italy"
[463] "Spain, Italy, Argentina"
[464] "Spain, Mexico"
[465] "Spain, Mexico, France"
[466] "Spain, Portugal"
[467] "Spain, Switzerland"
[468] "Spain, Thailand, United States"
[469] "Spain, United Kingdom"
[470] "Spain, United Kingdom, United States"
[471] "Spain, United States"
[472] "Sweden"
[473] "Sweden, Czech Republic, United Kingdom, Denmark, Netherlands"
[474] "Sweden, Netherlands"
[475] "Sweden, United Kingdom, Finland"
[476] "Sweden, United States"
[477] "Switzerland"
[478] "Switzerland, France"
[479] "Switzerland, France, Belgium, United States"
[480] "Switzerland, United Kingdom, Australia"
[481] "Switzerland, United Kingdom, United States"
[482] "Switzerland, United States"
[483] "Switzerland, Vatican City, Italy, Germany, France"
[484] "Syria, France, Lebanon, Qatar"
[485] "Taiwan"
[486] "Taiwan, China"
[487] "Taiwan, China, France, United States"
[488] "Taiwan, Hong Kong, United States, China"
[489] "Taiwan, Malaysia"
[490] "Thailand"
[491] "Thailand, Canada, United States"
[492] "Thailand, China, United States"
[493] "Thailand, United States"
[494] "Turkey"
[495] "Turkey, Azerbaijan"
[496] "Turkey, France, Germany, Poland"
[497] "Turkey, India"
[498] "Turkey, South Korea"
[499] "Turkey, United States"
[500] "Ukraine"
[501] "United Arab Emirates"
[502] "United Arab Emirates, Jordan"
[503] "United Arab Emirates, Jordan, Lebanon, Saudi Arabia"
[504] "United Arab Emirates, Romania"
[505] "United Arab Emirates, United Kingdom, India"
[506] "United Arab Emirates, United States"
[507] "United Arab Emirates, United States, United Kingdom"
[508] "United Kingdom"
[509] "United Kingdom,"
[510] "United Kingdom, Australia"
[511] "United Kingdom, Australia, Canada, United States"
[512] "United Kingdom, Australia, France"
[513] "United Kingdom, Australia, France, United States"
[514] "United Kingdom, Australia, United States"
[515] "United Kingdom, Belgium"
[516] "United Kingdom, Belgium, Sweden"
[517] "United Kingdom, Brazil, Germany"
[518] "United Kingdom, Canada"
[519] "United Kingdom, Canada, France, United States"
[520] "United Kingdom, Canada, Italy"
[521] "United Kingdom, Canada, Japan"
[522] "United Kingdom, Canada, United States"
[523] "United Kingdom, Canada, United States, Cayman Islands"
[524] "United Kingdom, Canada, United States, Germany"
[525] "United Kingdom, China"
[526] "United Kingdom, China, United States"
[527] "United Kingdom, China, United States, India"
[528] "United Kingdom, Czech Republic, Germany, United States"
[529] "United Kingdom, Czech Republic, United States, Germany, Bahamas"
[530] "United Kingdom, Denmark, Canada, Croatia"
[531] "United Kingdom, Egypt, United States"
[532] "United Kingdom, Finland, Germany, United States, Australia, Japan, France, Ireland"
[533] "United Kingdom, France"
[534] "United Kingdom, France, Belgium"
[535] "United Kingdom, France, Belgium, Canada, United States"
[536] "United Kingdom, France, Belgium, Ireland, United States"
[537] "United Kingdom, France, Belgium, United States"
[538] "United Kingdom, France, Canada, Belgium, United States"
[539] "United Kingdom, France, Germany"
[540] "United Kingdom, France, Germany, Spain"
[541] "United Kingdom, France, Germany, United States"
[542] "United Kingdom, France, Poland, Germany, United States"
[543] "United Kingdom, France, Spain, United States"
[544] "United Kingdom, France, United States"
[545] "United Kingdom, France, United States, Belgium"
[546] "United Kingdom, France, United States, Belgium, Luxembourg, China, Germany"
[547] "United Kingdom, Germany"
[548] "United Kingdom, Germany, Canada"
[549] "United Kingdom, Germany, Canada, United States"
[550] "United Kingdom, Germany, France, United States"
[551] "United Kingdom, Germany, Spain, United States"
[552] "United Kingdom, Germany, United Arab Emirates, New Zealand"
[553] "United Kingdom, Germany, United States"
[554] "United Kingdom, Germany, United States, France"
[555] "United Kingdom, Hong Kong"
[556] "United Kingdom, Hungary, Australia"
[557] "United Kingdom, India"
[558] "United Kingdom, India, Sweden"
[559] "United Kingdom, India, United States"
[560] "United Kingdom, Ireland"
[561] "United Kingdom, Ireland, United States"
[562] "United Kingdom, Israel, Russia"
[563] "United Kingdom, Italy"
[564] "United Kingdom, Italy, Israel, Peru, United States"
[565] "United Kingdom, Japan"
[566] "United Kingdom, Japan, United States"
[567] "United Kingdom, Jordan, Qatar, Iran"
[568] "United Kingdom, Kenya"
[569] "United Kingdom, Lithuania"
[570] "United Kingdom, Malawi"
[571] "United Kingdom, Namibia, South Africa, Zimbabwe, United States"
[572] "United Kingdom, New Zealand"
[573] "United Kingdom, Nigeria"
[574] "United Kingdom, Norway, Denmark, Germany, Sweden"
[575] "United Kingdom, Pakistan"
[576] "United Kingdom, Poland"
[577] "United Kingdom, Poland, United States"
[578] "United Kingdom, Russia"
[579] "United Kingdom, Russia, United States"
[580] "United Kingdom, Singapore"
[581] "United Kingdom, South Africa"
[582] "United Kingdom, South Africa, Australia, United States"
[583] "United Kingdom, South Africa, France"
[584] "United Kingdom, South Korea"
[585] "United Kingdom, Spain"
[586] "United Kingdom, Spain, Belgium"
[587] "United Kingdom, Spain, United States"
[588] "United Kingdom, Spain, United States, Germany"
[589] "United Kingdom, Thailand"
[590] "United Kingdom, Ukraine, United States"
[591] "United Kingdom, United States"
[592] "United Kingdom, United States, Australia"
[593] "United Kingdom, United States, Canada"
[594] "United Kingdom, United States, Czech Republic"
[595] "United Kingdom, United States, Dominican Republic"
[596] "United Kingdom, United States, France"
[597] "United Kingdom, United States, France, Germany"
[598] "United Kingdom, United States, France, Italy"
[599] "United Kingdom, United States, Germany, Denmark, Belgium, Japan"
[600] "United Kingdom, United States, Ireland"
[601] "United Kingdom, United States, Japan"
[602] "United Kingdom, United States, Morocco"
[603] "United Kingdom, United States, Spain, Germany, Greece, Canada"
[604] "United Kingdom, West Germany"
[605] "United States"
[606] "United States,"
[607] "United States, Argentina"
[608] "United States, Australia"
[609] "United States, Australia, China"
[610] "United States, Australia, Mexico"
[611] "United States, Australia, Samoa, United Kingdom"
[612] "United States, Australia, South Africa, United Kingdom"
[613] "United States, Belgium, Canada, France"
[614] "United States, Bermuda, Ecuador"
[615] "United States, Botswana"
[616] "United States, Brazil"
[617] "United States, Brazil, India, Uganda, China"
[618] "United States, Brazil, Japan, Spain, India"
[619] "United States, Brazil, South Korea, Mexico, Japan, Germany"
[620] "United States, Bulgaria"
[621] "United States, Cambodia"
[622] "United States, Cambodia, Romania"
[623] "United States, Canada"
[624] "United States, Canada, Belgium, United Kingdom"
[625] "United States, Canada, China"
[626] "United States, Canada, France"
[627] "United States, Canada, Germany"
[628] "United States, Canada, Indonesia, United Kingdom, China, Singapore"
[629] "United States, Canada, Ireland"
[630] "United States, Canada, Japan, Panama"
[631] "United States, Canada, United Kingdom"
[632] "United States, Chile"
[633] "United States, Chile, Israel"
[634] "United States, China"
[635] "United States, China, Canada"
[636] "United States, China, Colombia"
[637] "United States, China, Hong Kong"
[638] "United States, China, United Kingdom"
[639] "United States, Colombia"
[640] "United States, Colombia, Mexico"
[641] "United States, Czech Republic"
[642] "United States, Czech Republic, United Kingdom"
[643] "United States, Denmark"
[644] "United States, East Germany, West Germany"
[645] "United States, France"
[646] "United States, France, Canada"
[647] "United States, France, Canada, Belgium"
[648] "United States, France, Canada, Lebanon, Qatar"
[649] "United States, France, Canada, Spain"
[650] "United States, France, Denmark"
[651] "United States, France, Italy, United Kingdom"
[652] "United States, France, Japan"
[653] "United States, France, Mexico"
[654] "United States, France, Serbia"
[655] "United States, France, South Korea, Indonesia"
[656] "United States, France, United Kingdom"
[657] "United States, France, United Kingdom, Japan"
[658] "United States, Germany"
[659] "United States, Germany, Australia"
[660] "United States, Germany, Canada"
[661] "United States, Germany, Mexico"
[662] "United States, Germany, United Kingdom"
[663] "United States, Germany, United Kingdom, Australia"
[664] "United States, Germany, United Kingdom, Italy"
[665] "United States, Ghana, Burkina Faso, United Kingdom, Germany, Ethiopia"
[666] "United States, Greece"
[667] "United States, Greece, Brazil"
[668] "United States, Greece, United Kingdom"
[669] "United States, Hong Kong"
[670] "United States, Hungary"
[671] "United States, Hungary, Ireland, Canada"
[672] "United States, Iceland"
[673] "United States, India"
[674] "United States, India, Bangladesh"
[675] "United States, India, France"
[676] "United States, India, South Korea, China"
[677] "United States, India, United Arab Emirates"
[678] "United States, India, United Kingdom"
[679] "United States, Indonesia"
[680] "United States, Ireland"
[681] "United States, Ireland, United Kingdom, India"
[682] "United States, Israel, Italy, South Africa"
[683] "United States, Israel, United Kingdom, Canada"
[684] "United States, Italy"
[685] "United States, Italy, France, Japan"
[686] "United States, Italy, Romania, United Kingdom"
[687] "United States, Italy, United Kingdom, Liechtenstein"
[688] "United States, Japan"
[689] "United States, Japan, Canada"
[690] "United States, Kazakhstan"
[691] "United States, Malta, France, United Kingdom"
[692] "United States, Mexico"
[693] "United States, Mexico, Colombia"
[694] "United States, Mexico, Spain, Malta"
[695] "United States, Morocco"
[696] "United States, Netherlands, Japan, France"
[697] "United States, New Zealand"
[698] "United States, New Zealand, Japan"
[699] "United States, New Zealand, United Kingdom"
[700] "United States, Nicaragua"
[701] "United States, Nigeria"
[702] "United States, Norway, Canada"
[703] "United States, Philippines"
[704] "United States, Poland"
[705] "United States, Russia"
[706] "United States, Senegal"
[707] "United States, Singapore"
[708] "United States, South Africa"
[709] "United States, South Korea"
[710] "United States, South Korea, China"
[711] "United States, South Korea, Japan"
[712] "United States, Spain"
[713] "United States, Spain, Germany"
[714] "United States, Sweden"
[715] "United States, Sweden, Norway"
[716] "United States, Switzerland"
[717] "United States, Taiwan"
[718] "United States, Thailand"
[719] "United States, United Arab Emirates"
[720] "United States, United Kingdom"
[721] "United States, United Kingdom, Australia"
[722] "United States, United Kingdom, Canada"
[723] "United States, United Kingdom, Canada, China"
[724] "United States, United Kingdom, Canada, Japan"
[725] "United States, United Kingdom, Denmark, Sweden"
[726] "United States, United Kingdom, France"
[727] "United States, United Kingdom, France, Germany, Japan"
[728] "United States, United Kingdom, Germany"
[729] "United States, United Kingdom, Germany, Hungary"
[730] "United States, United Kingdom, India"
[731] "United States, United Kingdom, Italy"
[732] "United States, United Kingdom, Japan"
[733] "United States, United Kingdom, Morocco"
[734] "United States, United Kingdom, New Zealand"
[735] "United States, United Kingdom, Spain, South Korea"
[736] "United States, Uruguay"
[737] "United States, Venezuela"
[738] "Uruguay"
[739] "Uruguay, Argentina"
[740] "Uruguay, Argentina, Germany, Spain"
[741] "Uruguay, Argentina, Spain"
[742] "Uruguay, Germany"
[743] "Uruguay, Guatemala"
[744] "Uruguay, Spain, Mexico"
[745] "Venezuela"
[746] "Venezuela, Colombia"
[747] "Vietnam"
[748] "West Germany"
[749] "Zimbabwe"
$rating
[1] "" "66 min" "74 min" "84 min" "G" "NC-17" "NR" "PG" "PG-13" "R" "TV-14"
[12] "TV-G" "TV-MA" "TV-PG" "TV-Y" "TV-Y7" "TV-Y7-FV" "UR" # As we can see there are some values that have been mis-input into the wrong columns so we will remove those in the last variable
netflix_levels$rating <- netflix_levels$rating[5:length(netflix_levels$rating)]
netflix_levels$type
[1] "Movie" "TV Show"
$country
[1] ""
[2] ", France, Algeria"
[3] ", South Korea"
[4] "Argentina"
[5] "Argentina, Brazil, France, Poland, Germany, Denmark"
[6] "Argentina, Chile"
[7] "Argentina, Chile, Peru"
[8] "Argentina, France"
[9] "Argentina, France, United States, Germany, Qatar"
[10] "Argentina, Italy"
[11] "Argentina, Spain"
[12] "Argentina, United States"
[13] "Argentina, United States, Mexico"
[14] "Argentina, Uruguay, Serbia"
[15] "Argentina, Uruguay, Spain, France"
[16] "Argentina, Venezuela"
[17] "Australia"
[18] "Australia, Armenia, Japan, Jordan, Mexico, Mongolia, New Zealand, Philippines, South Africa, Sweden, United States, Uruguay"
[19] "Australia, Canada"
[20] "Australia, France"
[21] "Australia, France, Ireland"
[22] "Australia, Germany"
[23] "Australia, India"
[24] "Australia, Iraq"
[25] "Australia, New Zealand"
[26] "Australia, New Zealand, United States"
[27] "Australia, United Arab Emirates"
[28] "Australia, United Kingdom"
[29] "Australia, United Kingdom, Canada"
[30] "Australia, United Kingdom, United Arab Emirates, Canada"
[31] "Australia, United Kingdom, United States, New Zealand, Italy, France"
[32] "Australia, United States"
[33] "Austria"
[34] "Austria, Czech Republic"
[35] "Austria, Germany"
[36] "Austria, Iraq, United States"
[37] "Austria, United States"
[38] "Bangladesh"
[39] "Belarus"
[40] "Belgium"
[41] "Belgium, France"
[42] "Belgium, France, Netherlands"
[43] "Belgium, Ireland, Netherlands, Germany, Afghanistan"
[44] "Belgium, Netherlands"
[45] "Belgium, United Kingdom"
[46] "Belgium, United Kingdom, United States"
[47] "Brazil"
[48] "Brazil, France"
[49] "Brazil, France, Germany"
[50] "Brazil, India, China, United States"
[51] "Brazil, Netherlands, United States, Colombia, Austria, Germany"
[52] "Brazil, United Kingdom"
[53] "Brazil, United States"
[54] "Bulgaria"
[55] "Bulgaria, United States"
[56] "Bulgaria, United States, Spain, Canada"
[57] "Cambodia"
[58] "Cambodia, United States"
[59] "Cameroon"
[60] "Canada"
[61] "Canada, Australia"
[62] "Canada, Belgium"
[63] "Canada, Brazil"
[64] "Canada, France"
[65] "Canada, France, Italy, Morocco, United States"
[66] "Canada, France, United States"
[67] "Canada, Germany"
[68] "Canada, Germany, France, United States"
[69] "Canada, Germany, South Africa"
[70] "Canada, Hungary, United States"
[71] "Canada, India"
[72] "Canada, India, Thailand, United States, United Arab Emirates"
[73] "Canada, Ireland, United States"
[74] "Canada, Japan, Netherlands"
[75] "Canada, Japan, United States"
[76] "Canada, Luxembourg"
[77] "Canada, Mexico, Germany, South Africa"
[78] "Canada, Nigeria"
[79] "Canada, Nigeria, United States"
[80] "Canada, Norway"
[81] "Canada, South Africa"
[82] "Canada, South Korea, United States"
[83] "Canada, Spain"
[84] "Canada, Spain, France"
[85] "Canada, United Kingdom"
[86] "Canada, United Kingdom, Netherlands"
[87] "Canada, United Kingdom, United States"
[88] "Canada, United States"
[89] "Canada, United States, Cayman Islands"
[90] "Canada, United States, Denmark"
[91] "Canada, United States, France"
[92] "Canada, United States, Germany"
[93] "Canada, United States, India, United Kingdom"
[94] "Canada, United States, Ireland"
[95] "Canada, United States, Mexico"
[96] "Canada, United States, United Kingdom"
[97] "Canada, United States, United Kingdom, France, Luxembourg"
[98] "Chile"
[99] "Chile, Argentina"
[100] "Chile, Argentina, France, Spain, United States"
[101] "Chile, Brazil"
[102] "Chile, France"
[103] "Chile, Italy"
[104] "Chile, Peru"
[105] "Chile, Spain, Argentina, Germany"
[106] "Chile, United States, France"
[107] "China"
[108] "China, Canada, United States"
[109] "China, Germany, India, United States"
[110] "China, Hong Kong"
[111] "China, Hong Kong, United States"
[112] "China, India, Nepal"
[113] "China, Japan"
[114] "China, Morocco, Hong Kong"
[115] "China, South Korea, United States"
[116] "China, Spain, South Korea, United States"
[117] "China, Taiwan"
[118] "China, United Kingdom"
[119] "China, United States"
[120] "China, United States, Australia"
[121] "China, United States, Canada"
[122] "China, United States, United Kingdom"
[123] "Colombia"
[124] "Colombia, Mexico"
[125] "Colombia, Mexico, United States"
[126] "Colombia, Peru, United Kingdom"
[127] "Colombia, United States"
[128] "Croatia"
[129] "Croatia, Slovenia, Serbia, Montenegro"
[130] "Cyprus"
[131] "Czech Republic, France"
[132] "Czech Republic, Slovakia"
[133] "Czech Republic, United Kingdom, France"
[134] "Czech Republic, United Kingdom, United States"
[135] "Czech Republic, United States"
[136] "Denmark"
[137] "Denmark, Brazil, France, Portugal, Sweden"
[138] "Denmark, China"
[139] "Denmark, France, Belgium, Italy, Netherlands, United States, United Kingdom"
[140] "Denmark, France, Poland"
[141] "Denmark, France, United States, Sweden"
[142] "Denmark, Germany, Belgium, United Kingdom, France"
[143] "Denmark, Germany, Belgium, United Kingdom, France, Sweden"
[144] "Denmark, Indonesia, Finland, Norway, United Kingdom, Israel, France, United States, Germany, Netherlands"
[145] "Denmark, Singapore, Canada, United States"
[146] "Denmark, Spain"
[147] "Denmark, Sweden, Israel, United States"
[148] "Denmark, United Kingdom, South Africa, Sweden, Belgium"
[149] "Denmark, United Kingdom, Sweden"
[150] "Denmark, United States"
[151] "Denmark, Zimbabwe"
[152] "Egypt"
[153] "Egypt, Algeria"
[154] "Egypt, Austria, United States"
[155] "Egypt, Denmark, Germany"
[156] "Egypt, France"
[157] "Egypt, Saudi Arabia"
[158] "Finland"
[159] "Finland, France"
[160] "Finland, Germany"
[161] "Finland, Germany, Belgium"
[162] "Finland, Sweden, Norway, Latvia, Germany"
[163] "Finland, United States"
[164] "France"
[165] "France, Algeria"
[166] "France, Australia, Germany"
[167] "France, Belgium"
[168] "France, Belgium, China, United States"
[169] "France, Belgium, Italy"
[170] "France, Belgium, Luxembourg, Cambodia,"
[171] "France, Belgium, Luxembourg, Romania, Canada, United States"
[172] "France, Belgium, Spain"
[173] "France, Belgium, United States"
[174] "France, Brazil, Spain, Belgium"
[175] "France, Canada"
[176] "France, Canada, Belgium"
[177] "France, Canada, China, Cambodia"
[178] "France, Canada, Italy, United States, China"
[179] "France, Canada, United States"
[180] "France, Canada, United States, Spain"
[181] "France, China, Japan, United States"
[182] "France, Egypt"
[183] "France, Germany"
[184] "France, Germany, Czech Republic, Belgium"
[185] "France, Germany, Switzerland"
[186] "France, Iran, United States"
[187] "France, Israel, Germany, United States, United Kingdom"
[188] "France, Japan"
[189] "France, Japan, United States"
[190] "France, Lebanon"
[191] "France, Lebanon, United Kingdom"
[192] "France, Luxembourg, Canada"
[193] "France, Luxembourg, United States"
[194] "France, Malta, United States"
[195] "France, Morocco"
[196] "France, Netherlands, Singapore"
[197] "France, Netherlands, South Africa, Finland"
[198] "France, New Zealand"
[199] "France, Norway, Lebanon, Belgium"
[200] "France, Qatar"
[201] "France, Senegal, Belgium"
[202] "France, South Korea, Japan"
[203] "France, South Korea, Japan, United States"
[204] "France, Switzerland, Spain, United States, United Arab Emirates"
[205] "France, United Kingdom"
[206] "France, United Kingdom, India"
[207] "France, United Kingdom, United States"
[208] "France, United States"
[209] "France, United States, Canada"
[210] "France, United States, Mexico"
[211] "France, United States, United Kingdom, Canada"
[212] "Georgia"
[213] "Georgia, Germany, France"
[214] "Germany"
[215] "Germany, Australia"
[216] "Germany, Australia, France, China"
[217] "Germany, Belgium"
[218] "Germany, Canada, United States"
[219] "Germany, China, United Kingdom"
[220] "Germany, Czech Republic"
[221] "Germany, France"
[222] "Germany, France, Luxembourg, United Kingdom, United States"
[223] "Germany, France, Russia"
[224] "Germany, France, United States, Canada, United Kingdom"
[225] "Germany, Italy"
[226] "Germany, Jordan, Netherlands"
[227] "Germany, Sri Lanka"
[228] "Germany, United Kingdom"
[229] "Germany, United Kingdom, United States"
[230] "Germany, United States"
[231] "Germany, United States, Canada"
[232] "Germany, United States, France"
[233] "Germany, United States, Hong Kong, Singapore"
[234] "Germany, United States, Italy"
[235] "Germany, United States, Sweden"
[236] "Germany, United States, United Kingdom, Canada"
[237] "Ghana"
[238] "Ghana, United States"
[239] "Greece, United States"
[240] "Guatemala"
[241] "Hong Kong"
[242] "Hong Kong, Canada, United States"
[243] "Hong Kong, China"
[244] "Hong Kong, China, Singapore"
[245] "Hong Kong, China, United States"
[246] "Hong Kong, Iceland, United States"
[247] "Hong Kong, Taiwan"
[248] "Hong Kong, United States"
[249] "Hungary"
[250] "Hungary, United States"
[251] "Iceland"
[252] "Iceland, Sweden, Belgium"
[253] "India"
[254] "India, Australia"
[255] "India, Canada"
[256] "India, France"
[257] "India, Germany"
[258] "India, Germany, Austria"
[259] "India, Germany, France"
[260] "India, Iran"
[261] "India, Japan"
[262] "India, Malaysia"
[263] "India, Mexico"
[264] "India, Nepal"
[265] "India, Pakistan"
[266] "India, Soviet Union"
[267] "India, Switzerland"
[268] "India, Turkey"
[269] "India, United Kingdom"
[270] "India, United Kingdom, Canada, United States"
[271] "India, United Kingdom, China, Canada, Japan, South Korea, United States"
[272] "India, United Kingdom, France, Qatar"
[273] "India, United States"
[274] "Indonesia"
[275] "Indonesia, Netherlands"
[276] "Indonesia, Singapore"
[277] "Indonesia, South Korea, Singapore"
[278] "Indonesia, United Kingdom"
[279] "Indonesia, United States"
[280] "Iran, France"
[281] "Ireland"
[282] "Ireland, Canada"
[283] "Ireland, Canada, Luxembourg, United States, United Kingdom, Philippines, India"
[284] "Ireland, Canada, United Kingdom, United States"
[285] "Ireland, Canada, United States, United Kingdom"
[286] "Ireland, France, Iceland, United States, Mexico, Belgium, United Kingdom, Hong Kong"
[287] "Ireland, Luxembourg, Belgium"
[288] "Ireland, South Africa"
[289] "Ireland, Switzerland, United Kingdom, France, United States"
[290] "Ireland, United Kingdom"
[291] "Ireland, United Kingdom, France, Germany"
[292] "Ireland, United Kingdom, Greece, France, Netherlands"
[293] "Ireland, United Kingdom, Italy, United States"
[294] "Ireland, United Kingdom, United States"
[295] "Ireland, United States"
[296] "Ireland, United States, France"
[297] "Ireland, United States, United Kingdom"
[298] "Israel"
[299] "Israel, Germany"
[300] "Israel, Germany, France"
[301] "Israel, Germany, Poland, Luxembourg, Belgium, France, United States"
[302] "Israel, Sweden, Germany, Netherlands"
[303] "Israel, United States"
[304] "Italy"
[305] "Italy, Belgium"
[306] "Italy, Brazil, Greece"
[307] "Italy, Canada, France"
[308] "Italy, France"
[309] "Italy, France, Switzerland"
[310] "Italy, Germany"
[311] "Italy, India"
[312] "Italy, South Africa, West Germany, Australia, United States"
[313] "Italy, Switzerland, Albania, Poland"
[314] "Italy, Switzerland, France, Germany"
[315] "Italy, Turkey"
[316] "Italy, United Kingdom"
[317] "Italy, United Kingdom, France"
[318] "Italy, United States"
[319] "Italy, United States, Argentina"
[320] "Jamaica, United States"
[321] "Japan"
[322] "Japan, Canada"
[323] "Japan, Canada, United States"
[324] "Japan, United States"
[325] "Jordan"
[326] "Kenya"
[327] "Kenya, United States"
[328] "Kuwait"
[329] "Kuwait, United States"
[330] "Lebanon"
[331] "Lebanon, Canada, France"
[332] "Lebanon, France"
[333] "Lebanon, Palestine, Denmark, Qatar"
[334] "Lebanon, Qatar"
[335] "Lebanon, Syria"
[336] "Lebanon, United Arab Emirates"
[337] "Lebanon, United Arab Emirates, France, Switzerland, Germany"
[338] "Lebanon, United States, United Arab Emirates"
[339] "Luxembourg"
[340] "Malaysia"
[341] "Malaysia, Singapore, Hong Kong"
[342] "Mauritius"
[343] "Mauritius, South Africa"
[344] "Mexico"
[345] "Mexico, Argentina"
[346] "Mexico, Brazil"
[347] "Mexico, Finland"
[348] "Mexico, France"
[349] "Mexico, France, Colombia"
[350] "Mexico, Netherlands"
[351] "Mexico, Spain"
[352] "Mexico, United States"
[353] "Mexico, United States, Spain, Colombia"
[354] "Mozambique"
[355] "Namibia"
[356] "Netherlands"
[357] "Netherlands, Belgium"
[358] "Netherlands, Belgium, Germany, Jordan"
[359] "Netherlands, Belgium, United Kingdom, United States"
[360] "Netherlands, Denmark, France, Germany"
[361] "Netherlands, Denmark, South Africa"
[362] "Netherlands, Germany, Denmark, United Kingdom"
[363] "Netherlands, Germany, Italy, Canada"
[364] "Netherlands, United States"
[365] "New Zealand"
[366] "New Zealand, Australia, France, United States"
[367] "New Zealand, United Kingdom"
[368] "New Zealand, United Kingdom, Australia"
[369] "New Zealand, United States"
[370] "Nigeria"
[371] "Nigeria, United Kingdom"
[372] "Norway"
[373] "Norway, Denmark"
[374] "Norway, Denmark, Netherlands, Sweden"
[375] "Norway, Denmark, Sweden"
[376] "Norway, Germany"
[377] "Norway, Germany, Sweden"
[378] "Norway, Iceland, United States"
[379] "Norway, Sweden"
[380] "Norway, United Kingdom, France, Ireland"
[381] "Norway, United States"
[382] "Pakistan"
[383] "Pakistan, Norway, United States"
[384] "Pakistan, United Arab Emirates"
[385] "Pakistan, United States"
[386] "Paraguay, Argentina"
[387] "Peru"
[388] "Peru, Germany, Norway"
[389] "Peru, United States, United Kingdom"
[390] "Philippines"
[391] "Philippines, Canada, United Kingdom, United States"
[392] "Philippines, Qatar"
[393] "Philippines, Singapore"
[394] "Philippines, Singapore, Indonesia"
[395] "Philippines, United States"
[396] "Poland"
[397] "Poland,"
[398] "Poland, United States"
[399] "Poland, West Germany"
[400] "Portugal, France, Poland, United States"
[401] "Portugal, Spain"
[402] "Portugal, United States"
[403] "Puerto Rico, United States, Colombia"
[404] "Romania"
[405] "Romania, Bulgaria, Hungary"
[406] "Romania, France, Switzerland, Germany"
[407] "Romania, United Kingdom"
[408] "Romania, United States"
[409] "Russia"
[410] "Russia, Poland, Serbia"
[411] "Russia, Spain"
[412] "Russia, United States"
[413] "Russia, United States, China"
[414] "Saudi Arabia"
[415] "Saudi Arabia, Netherlands, Germany, Jordan, United Arab Emirates, United States"
[416] "Saudi Arabia, Syria, Egypt, Lebanon, Kuwait"
[417] "Saudi Arabia, United Arab Emirates"
[418] "Senegal"
[419] "Serbia, South Korea, Slovenia"
[420] "Serbia, United States"
[421] "Singapore"
[422] "Singapore, France"
[423] "Singapore, Japan, France"
[424] "Singapore, Malaysia"
[425] "Singapore, United States"
[426] "Slovenia, Croatia, Germany, Czech Republic, Qatar"
[427] "Somalia, Kenya, Sudan, South Africa, United States"
[428] "South Africa"
[429] "South Africa, Angola"
[430] "South Africa, China, United States"
[431] "South Africa, Germany, Netherlands, France"
[432] "South Africa, Nigeria"
[433] "South Africa, United States"
[434] "South Africa, United States, Germany"
[435] "South Africa, United States, Japan"
[436] "South Africa, United States, New Zealand, Canada"
[437] "South Korea"
[438] "South Korea, Canada, United States, China"
[439] "South Korea, China"
[440] "South Korea, China, United States"
[441] "South Korea, Czech Republic"
[442] "South Korea, France"
[443] "South Korea, Japan"
[444] "South Korea, United States"
[445] "Soviet Union, India"
[446] "Spain"
[447] "Spain, Argentina"
[448] "Spain, Belgium"
[449] "Spain, Belgium, United States"
[450] "Spain, Canada, United States"
[451] "Spain, Colombia"
[452] "Spain, Cuba"
[453] "Spain, France"
[454] "Spain, France, Canada"
[455] "Spain, France, Canada, United States"
[456] "Spain, France, Italy"
[457] "Spain, France, United Kingdom, United States"
[458] "Spain, France, United States"
[459] "Spain, France, Uruguay"
[460] "Spain, Germany"
[461] "Spain, Germany, Denmark, United States"
[462] "Spain, Italy"
[463] "Spain, Italy, Argentina"
[464] "Spain, Mexico"
[465] "Spain, Mexico, France"
[466] "Spain, Portugal"
[467] "Spain, Switzerland"
[468] "Spain, Thailand, United States"
[469] "Spain, United Kingdom"
[470] "Spain, United Kingdom, United States"
[471] "Spain, United States"
[472] "Sweden"
[473] "Sweden, Czech Republic, United Kingdom, Denmark, Netherlands"
[474] "Sweden, Netherlands"
[475] "Sweden, United Kingdom, Finland"
[476] "Sweden, United States"
[477] "Switzerland"
[478] "Switzerland, France"
[479] "Switzerland, France, Belgium, United States"
[480] "Switzerland, United Kingdom, Australia"
[481] "Switzerland, United Kingdom, United States"
[482] "Switzerland, United States"
[483] "Switzerland, Vatican City, Italy, Germany, France"
[484] "Syria, France, Lebanon, Qatar"
[485] "Taiwan"
[486] "Taiwan, China"
[487] "Taiwan, China, France, United States"
[488] "Taiwan, Hong Kong, United States, China"
[489] "Taiwan, Malaysia"
[490] "Thailand"
[491] "Thailand, Canada, United States"
[492] "Thailand, China, United States"
[493] "Thailand, United States"
[494] "Turkey"
[495] "Turkey, Azerbaijan"
[496] "Turkey, France, Germany, Poland"
[497] "Turkey, India"
[498] "Turkey, South Korea"
[499] "Turkey, United States"
[500] "Ukraine"
[501] "United Arab Emirates"
[502] "United Arab Emirates, Jordan"
[503] "United Arab Emirates, Jordan, Lebanon, Saudi Arabia"
[504] "United Arab Emirates, Romania"
[505] "United Arab Emirates, United Kingdom, India"
[506] "United Arab Emirates, United States"
[507] "United Arab Emirates, United States, United Kingdom"
[508] "United Kingdom"
[509] "United Kingdom,"
[510] "United Kingdom, Australia"
[511] "United Kingdom, Australia, Canada, United States"
[512] "United Kingdom, Australia, France"
[513] "United Kingdom, Australia, France, United States"
[514] "United Kingdom, Australia, United States"
[515] "United Kingdom, Belgium"
[516] "United Kingdom, Belgium, Sweden"
[517] "United Kingdom, Brazil, Germany"
[518] "United Kingdom, Canada"
[519] "United Kingdom, Canada, France, United States"
[520] "United Kingdom, Canada, Italy"
[521] "United Kingdom, Canada, Japan"
[522] "United Kingdom, Canada, United States"
[523] "United Kingdom, Canada, United States, Cayman Islands"
[524] "United Kingdom, Canada, United States, Germany"
[525] "United Kingdom, China"
[526] "United Kingdom, China, United States"
[527] "United Kingdom, China, United States, India"
[528] "United Kingdom, Czech Republic, Germany, United States"
[529] "United Kingdom, Czech Republic, United States, Germany, Bahamas"
[530] "United Kingdom, Denmark, Canada, Croatia"
[531] "United Kingdom, Egypt, United States"
[532] "United Kingdom, Finland, Germany, United States, Australia, Japan, France, Ireland"
[533] "United Kingdom, France"
[534] "United Kingdom, France, Belgium"
[535] "United Kingdom, France, Belgium, Canada, United States"
[536] "United Kingdom, France, Belgium, Ireland, United States"
[537] "United Kingdom, France, Belgium, United States"
[538] "United Kingdom, France, Canada, Belgium, United States"
[539] "United Kingdom, France, Germany"
[540] "United Kingdom, France, Germany, Spain"
[541] "United Kingdom, France, Germany, United States"
[542] "United Kingdom, France, Poland, Germany, United States"
[543] "United Kingdom, France, Spain, United States"
[544] "United Kingdom, France, United States"
[545] "United Kingdom, France, United States, Belgium"
[546] "United Kingdom, France, United States, Belgium, Luxembourg, China, Germany"
[547] "United Kingdom, Germany"
[548] "United Kingdom, Germany, Canada"
[549] "United Kingdom, Germany, Canada, United States"
[550] "United Kingdom, Germany, France, United States"
[551] "United Kingdom, Germany, Spain, United States"
[552] "United Kingdom, Germany, United Arab Emirates, New Zealand"
[553] "United Kingdom, Germany, United States"
[554] "United Kingdom, Germany, United States, France"
[555] "United Kingdom, Hong Kong"
[556] "United Kingdom, Hungary, Australia"
[557] "United Kingdom, India"
[558] "United Kingdom, India, Sweden"
[559] "United Kingdom, India, United States"
[560] "United Kingdom, Ireland"
[561] "United Kingdom, Ireland, United States"
[562] "United Kingdom, Israel, Russia"
[563] "United Kingdom, Italy"
[564] "United Kingdom, Italy, Israel, Peru, United States"
[565] "United Kingdom, Japan"
[566] "United Kingdom, Japan, United States"
[567] "United Kingdom, Jordan, Qatar, Iran"
[568] "United Kingdom, Kenya"
[569] "United Kingdom, Lithuania"
[570] "United Kingdom, Malawi"
[571] "United Kingdom, Namibia, South Africa, Zimbabwe, United States"
[572] "United Kingdom, New Zealand"
[573] "United Kingdom, Nigeria"
[574] "United Kingdom, Norway, Denmark, Germany, Sweden"
[575] "United Kingdom, Pakistan"
[576] "United Kingdom, Poland"
[577] "United Kingdom, Poland, United States"
[578] "United Kingdom, Russia"
[579] "United Kingdom, Russia, United States"
[580] "United Kingdom, Singapore"
[581] "United Kingdom, South Africa"
[582] "United Kingdom, South Africa, Australia, United States"
[583] "United Kingdom, South Africa, France"
[584] "United Kingdom, South Korea"
[585] "United Kingdom, Spain"
[586] "United Kingdom, Spain, Belgium"
[587] "United Kingdom, Spain, United States"
[588] "United Kingdom, Spain, United States, Germany"
[589] "United Kingdom, Thailand"
[590] "United Kingdom, Ukraine, United States"
[591] "United Kingdom, United States"
[592] "United Kingdom, United States, Australia"
[593] "United Kingdom, United States, Canada"
[594] "United Kingdom, United States, Czech Republic"
[595] "United Kingdom, United States, Dominican Republic"
[596] "United Kingdom, United States, France"
[597] "United Kingdom, United States, France, Germany"
[598] "United Kingdom, United States, France, Italy"
[599] "United Kingdom, United States, Germany, Denmark, Belgium, Japan"
[600] "United Kingdom, United States, Ireland"
[601] "United Kingdom, United States, Japan"
[602] "United Kingdom, United States, Morocco"
[603] "United Kingdom, United States, Spain, Germany, Greece, Canada"
[604] "United Kingdom, West Germany"
[605] "United States"
[606] "United States,"
[607] "United States, Argentina"
[608] "United States, Australia"
[609] "United States, Australia, China"
[610] "United States, Australia, Mexico"
[611] "United States, Australia, Samoa, United Kingdom"
[612] "United States, Australia, South Africa, United Kingdom"
[613] "United States, Belgium, Canada, France"
[614] "United States, Bermuda, Ecuador"
[615] "United States, Botswana"
[616] "United States, Brazil"
[617] "United States, Brazil, India, Uganda, China"
[618] "United States, Brazil, Japan, Spain, India"
[619] "United States, Brazil, South Korea, Mexico, Japan, Germany"
[620] "United States, Bulgaria"
[621] "United States, Cambodia"
[622] "United States, Cambodia, Romania"
[623] "United States, Canada"
[624] "United States, Canada, Belgium, United Kingdom"
[625] "United States, Canada, China"
[626] "United States, Canada, France"
[627] "United States, Canada, Germany"
[628] "United States, Canada, Indonesia, United Kingdom, China, Singapore"
[629] "United States, Canada, Ireland"
[630] "United States, Canada, Japan, Panama"
[631] "United States, Canada, United Kingdom"
[632] "United States, Chile"
[633] "United States, Chile, Israel"
[634] "United States, China"
[635] "United States, China, Canada"
[636] "United States, China, Colombia"
[637] "United States, China, Hong Kong"
[638] "United States, China, United Kingdom"
[639] "United States, Colombia"
[640] "United States, Colombia, Mexico"
[641] "United States, Czech Republic"
[642] "United States, Czech Republic, United Kingdom"
[643] "United States, Denmark"
[644] "United States, East Germany, West Germany"
[645] "United States, France"
[646] "United States, France, Canada"
[647] "United States, France, Canada, Belgium"
[648] "United States, France, Canada, Lebanon, Qatar"
[649] "United States, France, Canada, Spain"
[650] "United States, France, Denmark"
[651] "United States, France, Italy, United Kingdom"
[652] "United States, France, Japan"
[653] "United States, France, Mexico"
[654] "United States, France, Serbia"
[655] "United States, France, South Korea, Indonesia"
[656] "United States, France, United Kingdom"
[657] "United States, France, United Kingdom, Japan"
[658] "United States, Germany"
[659] "United States, Germany, Australia"
[660] "United States, Germany, Canada"
[661] "United States, Germany, Mexico"
[662] "United States, Germany, United Kingdom"
[663] "United States, Germany, United Kingdom, Australia"
[664] "United States, Germany, United Kingdom, Italy"
[665] "United States, Ghana, Burkina Faso, United Kingdom, Germany, Ethiopia"
[666] "United States, Greece"
[667] "United States, Greece, Brazil"
[668] "United States, Greece, United Kingdom"
[669] "United States, Hong Kong"
[670] "United States, Hungary"
[671] "United States, Hungary, Ireland, Canada"
[672] "United States, Iceland"
[673] "United States, India"
[674] "United States, India, Bangladesh"
[675] "United States, India, France"
[676] "United States, India, South Korea, China"
[677] "United States, India, United Arab Emirates"
[678] "United States, India, United Kingdom"
[679] "United States, Indonesia"
[680] "United States, Ireland"
[681] "United States, Ireland, United Kingdom, India"
[682] "United States, Israel, Italy, South Africa"
[683] "United States, Israel, United Kingdom, Canada"
[684] "United States, Italy"
[685] "United States, Italy, France, Japan"
[686] "United States, Italy, Romania, United Kingdom"
[687] "United States, Italy, United Kingdom, Liechtenstein"
[688] "United States, Japan"
[689] "United States, Japan, Canada"
[690] "United States, Kazakhstan"
[691] "United States, Malta, France, United Kingdom"
[692] "United States, Mexico"
[693] "United States, Mexico, Colombia"
[694] "United States, Mexico, Spain, Malta"
[695] "United States, Morocco"
[696] "United States, Netherlands, Japan, France"
[697] "United States, New Zealand"
[698] "United States, New Zealand, Japan"
[699] "United States, New Zealand, United Kingdom"
[700] "United States, Nicaragua"
[701] "United States, Nigeria"
[702] "United States, Norway, Canada"
[703] "United States, Philippines"
[704] "United States, Poland"
[705] "United States, Russia"
[706] "United States, Senegal"
[707] "United States, Singapore"
[708] "United States, South Africa"
[709] "United States, South Korea"
[710] "United States, South Korea, China"
[711] "United States, South Korea, Japan"
[712] "United States, Spain"
[713] "United States, Spain, Germany"
[714] "United States, Sweden"
[715] "United States, Sweden, Norway"
[716] "United States, Switzerland"
[717] "United States, Taiwan"
[718] "United States, Thailand"
[719] "United States, United Arab Emirates"
[720] "United States, United Kingdom"
[721] "United States, United Kingdom, Australia"
[722] "United States, United Kingdom, Canada"
[723] "United States, United Kingdom, Canada, China"
[724] "United States, United Kingdom, Canada, Japan"
[725] "United States, United Kingdom, Denmark, Sweden"
[726] "United States, United Kingdom, France"
[727] "United States, United Kingdom, France, Germany, Japan"
[728] "United States, United Kingdom, Germany"
[729] "United States, United Kingdom, Germany, Hungary"
[730] "United States, United Kingdom, India"
[731] "United States, United Kingdom, Italy"
[732] "United States, United Kingdom, Japan"
[733] "United States, United Kingdom, Morocco"
[734] "United States, United Kingdom, New Zealand"
[735] "United States, United Kingdom, Spain, South Korea"
[736] "United States, Uruguay"
[737] "United States, Venezuela"
[738] "Uruguay"
[739] "Uruguay, Argentina"
[740] "Uruguay, Argentina, Germany, Spain"
[741] "Uruguay, Argentina, Spain"
[742] "Uruguay, Germany"
[743] "Uruguay, Guatemala"
[744] "Uruguay, Spain, Mexico"
[745] "Venezuela"
[746] "Venezuela, Colombia"
[747] "Vietnam"
[748] "West Germany"
[749] "Zimbabwe"
$rating
[1] "G" "NC-17" "NR" "PG" "PG-13" "R" "TV-14" "TV-G" "TV-MA" "TV-PG" "TV-Y"
[12] "TV-Y7" "TV-Y7-FV" "UR" # Here we will subset the data with the first 10 rows, with every column
netflix_data_10 <- netflix_data[1:10, ]
netflix_data_10# Here we will convert our new subsetted data frame into a matrix
netflix_matrix <- as.matrix(netflix_data_10)
netflix_matrix show_id type title director
1 "s1" "Movie" "Dick Johnson Is Dead" "Kirsten Johnson"
2 "s2" "TV Show" "Blood & Water" ""
3 "s3" "TV Show" "Ganglands" "Julien Leclercq"
4 "s4" "TV Show" "Jailbirds New Orleans" ""
5 "s5" "TV Show" "Kota Factory" ""
6 "s6" "TV Show" "Midnight Mass" "Mike Flanagan"
7 "s7" "Movie" "My Little Pony: A New Generation" "Robert Cullen, José Luis Ucha"
8 "s8" "Movie" "Sankofa" "Haile Gerima"
9 "s9" "TV Show" "The Great British Baking Show" "Andy Devonshire"
10 "s10" "Movie" "The Starling" "Theodore Melfi"
cast
1 ""
2 "Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile Tshabalala, Getmore Sithole, Cindy Mahlangu, Ryle De Morny, Greteli Fincham, Sello Maake Ka-Ncube, Odwa Gwanya, Mekaila Mathys, Sandi Schultz, Duane Williams, Shamilla Miller, Patrick Mofokeng"
3 "Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, Geert Van Rampelberg, Bakary Diombera"
4 ""
5 "Mayur More, Jitendra Kumar, Ranjan Raj, Alam Khan, Ahsaas Channa, Revathi Pillai, Urvi Singh, Arun Kumar"
6 "Kate Siegel, Zach Gilford, Hamish Linklater, Henry Thomas, Kristin Lehman, Samantha Sloyan, Igby Rigney, Rahul Kohli, Annarah Cymone, Annabeth Gish, Alex Essoe, Rahul Abburi, Matt Biedel, Michael Trucco, Crystal Balint, Louis Oliver"
7 "Vanessa Hudgens, Kimiko Glenn, James Marsden, Sofia Carson, Liza Koshy, Ken Jeong, Elizabeth Perkins, Jane Krakowski, Michael McKean, Phil LaMarr"
8 "Kofi Ghanaba, Oyafunmike Ogunlano, Alexandra Duah, Nick Medley, Mutabaruka, Afemo Omilami, Reggie Carter, Mzuri"
9 "Mel Giedroyc, Sue Perkins, Mary Berry, Paul Hollywood"
10 "Melissa McCarthy, Chris O'Dowd, Kevin Kline, Timothy Olyphant, Daveed Diggs, Skyler Gisondo, Laura Harrier, Rosalind Chao, Kimberly Quinn, Loretta Devine, Ravi Kapoor"
country date_added release_year rating duration
1 "United States" "September 25, 2021" "2020" "PG-13" "90 min"
2 "South Africa" "September 24, 2021" "2021" "TV-MA" "2 Seasons"
3 "" "September 24, 2021" "2021" "TV-MA" "1 Season"
4 "" "September 24, 2021" "2021" "TV-MA" "1 Season"
5 "India" "September 24, 2021" "2021" "TV-MA" "2 Seasons"
6 "" "September 24, 2021" "2021" "TV-MA" "1 Season"
7 "" "September 24, 2021" "2021" "PG" "91 min"
8 "United States, Ghana, Burkina Faso, United Kingdom, Germany, Ethiopia" "September 24, 2021" "1993" "TV-MA" "125 min"
9 "United Kingdom" "September 24, 2021" "2021" "TV-14" "9 Seasons"
10 "United States" "September 24, 2021" "2021" "PG-13" "104 min"
genre
1 "Documentaries"
2 "International TV Shows, TV Dramas, TV Mysteries"
3 "Crime TV Shows, International TV Shows, TV Action & Adventure"
4 "Docuseries, Reality TV"
5 "International TV Shows, Romantic TV Shows, TV Comedies"
6 "TV Dramas, TV Horror, TV Mysteries"
7 "Children & Family Movies"
8 "Dramas, Independent Movies, International Movies"
9 "British TV Shows, Reality TV"
10 "Comedies, Dramas"
description
1 "As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical ways to help them both face the inevitable."
2 "After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is her sister who was abducted at birth."
3 "To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled into a violent and deadly turf war."
4 "Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Orleans on this gritty reality series."
5 "In a city of coaching centers known to train India’s finest collegiate minds, an earnest but unexceptional student and his friends navigate campus life."
6 "The arrival of a charismatic young priest brings glorious miracles, ominous mysteries and renewed religious fervor to a dying town desperate to believe."
7 "Equestria's divided. But a bright-eyed hero believes Earth Ponies, Pegasi and Unicorns should be pals — and, hoof to heart, she’s determined to prove it."
8 "On a photo shoot in Ghana, an American model slips back in time, becomes enslaved on a plantation and bears witness to the agony of her ancestral past."
9 "A talented batch of amateur bakers face off in a 10-week competition, whipping up their best dishes in the hopes of being named the U.K.'s best."
10 "A woman adjusting to life after a loss contends with a feisty bird that's taken over her garden — and a husband who's struggling to find a way forward." # Now that we have our matrix we can look at its structure
str(netflix_matrix) chr [1:10, 1:12] "s1" "s2" "s3" "s4" "s5" "s6" "s7" "s8" "s9" "s10" "Movie" "TV Show" "TV Show" "TV Show" "TV Show" "TV Show" ...
- attr(*, "dimnames")=List of 2
..$ : chr [1:10] "1" "2" "3" "4" ...
..$ : chr [1:12] "show_id" "type" "title" "director" ...# As shown, it appears that this is a character matrix. This is most likely since all but one of our data types are characters themselves
# which only makes sense that this is a character matrix.
# Here we will create a data set which contains points score by football players, and what level they play at
sports_players <- data.frame(points = c(314,72,29,148,55,344,49,228,92,10),
player_level = c("Seniors","Under 19s","Juniors","Reserves","Under 19s","Seniors","Juniors","Seniors","Reserves","Juniors"))
sports_players#Now we can look at the structure of the data frame and the levels in the categorical variable
print(str(sports_players))'data.frame': 10 obs. of 2 variables:
$ points : num 314 72 29 148 55 344 49 228 92 10
$ player_level: chr "Seniors" "Under 19s" "Juniors" "Reserves" ...
NULLprint(unique(sports_players$player_level))[1] "Seniors" "Under 19s" "Juniors" "Reserves" # Now we will create a vector called "Games Played" and add it to the existing data frame
games_played<-c(203,56,10,150,80,120,16,39,110,140)
sports_players<- cbind(sports_players,games_played)
sports_players