Hello ! Nama Saya adalah Saputra Wijaya, Saya adalah seorang Mahassiwa Teknik Informatika di salah satu Universitas Swasta di Jakarta. Saya sangat menyukai hal-hal yang berhubungan data baik itu mengolah, menganalisa maupun visualisasi data
Berikut ini adalah project pertama saya untuk mengolah Data :
Note : Data yang saya oleh merupakan 10.000 data Aplikasi di Playstore Untuk source data dapat di download di https://www.kaggle.com/lava18/google-play-store-apps
data <- read.csv('data_input/googleplaystore.csv')Selain melakukan assign data kita bisa melakukan pemeriksaan struktur data kita dengan menggunakan function “str”
names(data)## [1] "App" "Category" "Rating" "Reviews"
## [5] "Size" "Installs" "Type" "Price"
## [9] "Content.Rating" "Genres" "Last.Updated" "Current.Ver"
## [13] "Android.Ver"str(data)## 'data.frame': 10841 obs. of 13 variables:
## $ App : Factor w/ 9660 levels "- Free Comics - Comic Apps",..: 7229 2563 8998 8113 7294 7125 8171 5589 4948 5826 ...
## $ Category : Factor w/ 34 levels "1.9","ART_AND_DESIGN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Rating : num 4.1 3.9 4.7 4.5 4.3 4.4 3.8 4.1 4.4 4.7 ...
## $ Reviews : Factor w/ 6002 levels "0","1","10","100",..: 1183 5924 5681 1947 5924 1310 1464 3385 816 485 ...
## $ Size : Factor w/ 462 levels "1,000+","1.0M",..: 55 30 368 102 64 222 55 118 146 120 ...
## $ Installs : Factor w/ 22 levels "0","0+","1,000,000,000+",..: 8 20 13 16 11 17 17 4 4 8 ...
## $ Type : Factor w/ 4 levels "0","Free","NaN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Price : Factor w/ 93 levels "$0.99","$1.00",..: 92 92 92 92 92 92 92 92 92 92 ...
## $ Content.Rating: Factor w/ 7 levels "","Adults only 18+",..: 3 3 3 6 3 3 3 3 3 3 ...
## $ Genres : Factor w/ 120 levels "Action","Action;Action & Adventure",..: 10 13 10 10 12 10 10 10 10 12 ...
## $ Last.Updated : Factor w/ 1378 levels "1.0.19","April 1, 2016",..: 562 482 117 825 757 901 76 726 1317 670 ...
## $ Current.Ver : Factor w/ 2834 levels "","0.0.0.2","0.0.1",..: 121 1020 466 2827 279 115 279 2393 1457 1431 ...
## $ Android.Ver : Factor w/ 35 levels "","1.0 and up",..: 17 17 17 20 22 10 17 20 12 17 ...data$App <- as.character(data$App)
data$Reviews <- as.character(data$Reviews)
data$Price <- as.character(data$Price)
data$Size <- as.character(data$Size)
data$Installs <- as.character(data$Installs)
data$Android.Ver <- as.character(data$Android.Ver)
data$Last.Updated <- as.Date(data$Last.Updated, format ="%B %d, %Y")
data$Current.Ver <- as.numeric(data$Current.Ver)Setelah melakukan perubahan di-atas maka kita harus memeriksa kembali dengan menjalankan function “str()”
str(data)## 'data.frame': 10841 obs. of 13 variables:
## $ App : chr "Photo Editor & Candy Camera & Grid & ScrapBook" "Coloring book moana" "U Launcher Lite â\200“ FREE Live Cool Themes, Hide Apps" "Sketch - Draw & Paint" ...
## $ Category : Factor w/ 34 levels "1.9","ART_AND_DESIGN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Rating : num 4.1 3.9 4.7 4.5 4.3 4.4 3.8 4.1 4.4 4.7 ...
## $ Reviews : chr "159" "967" "87510" "215644" ...
## $ Size : chr "19M" "14M" "8.7M" "25M" ...
## $ Installs : chr "10,000+" "500,000+" "5,000,000+" "50,000,000+" ...
## $ Type : Factor w/ 4 levels "0","Free","NaN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Price : chr "0" "0" "0" "0" ...
## $ Content.Rating: Factor w/ 7 levels "","Adults only 18+",..: 3 3 3 6 3 3 3 3 3 3 ...
## $ Genres : Factor w/ 120 levels "Action","Action;Action & Adventure",..: 10 13 10 10 12 10 10 10 10 12 ...
## $ Last.Updated : Date, format: "2018-01-07" "2018-01-15" ...
## $ Current.Ver : num 121 1020 466 2827 279 ...
## $ Android.Ver : chr "4.0.3 and up" "4.0.3 and up" "4.0.3 and up" "4.2 and up" ...str(data)## 'data.frame': 10841 obs. of 13 variables:
## $ App : chr "Photo Editor & Candy Camera & Grid & ScrapBook" "Coloring book moana" "U Launcher Lite â\200“ FREE Live Cool Themes, Hide Apps" "Sketch - Draw & Paint" ...
## $ Category : Factor w/ 34 levels "1.9","ART_AND_DESIGN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Rating : num 4.1 3.9 4.7 4.5 4.3 4.4 3.8 4.1 4.4 4.7 ...
## $ Reviews : chr "159" "967" "87510" "215644" ...
## $ Size : chr "19M" "14M" "8.7M" "25M" ...
## $ Installs : chr "10,000+" "500,000+" "5,000,000+" "50,000,000+" ...
## $ Type : Factor w/ 4 levels "0","Free","NaN",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Price : chr "0" "0" "0" "0" ...
## $ Content.Rating: Factor w/ 7 levels "","Adults only 18+",..: 3 3 3 6 3 3 3 3 3 3 ...
## $ Genres : Factor w/ 120 levels "Action","Action;Action & Adventure",..: 10 13 10 10 12 10 10 10 10 12 ...
## $ Last.Updated : Date, format: "2018-01-07" "2018-01-15" ...
## $ Current.Ver : num 121 1020 466 2827 279 ...
## $ Android.Ver : chr "4.0.3 and up" "4.0.3 and up" "4.0.3 and up" "4.2 and up" ...categoryXtype <- xtabs(~ data$Category + data$Type, data = data)
print(categoryXtype)## data$Type
## data$Category 0 Free NaN Paid
## 1.9 1 0 0 0
## ART_AND_DESIGN 0 62 0 3
## AUTO_AND_VEHICLES 0 82 0 3
## BEAUTY 0 53 0 0
## BOOKS_AND_REFERENCE 0 203 0 28
## BUSINESS 0 446 0 14
## COMICS 0 60 0 0
## COMMUNICATION 0 360 0 27
## DATING 0 227 0 7
## EDUCATION 0 152 0 4
## ENTERTAINMENT 0 147 0 2
## EVENTS 0 63 0 1
## FAMILY 0 1780 1 191
## FINANCE 0 349 0 17
## FOOD_AND_DRINK 0 125 0 2
## GAME 0 1061 0 83
## HEALTH_AND_FITNESS 0 325 0 16
## HOUSE_AND_HOME 0 88 0 0
## LIBRARIES_AND_DEMO 0 84 0 1
## LIFESTYLE 0 363 0 19
## MAPS_AND_NAVIGATION 0 132 0 5
## MEDICAL 0 354 0 109
## NEWS_AND_MAGAZINES 0 281 0 2
## PARENTING 0 58 0 2
## PERSONALIZATION 0 309 0 83
## PHOTOGRAPHY 0 313 0 22
## PRODUCTIVITY 0 396 0 28
## SHOPPING 0 258 0 2
## SOCIAL 0 292 0 3
## SPORTS 0 360 0 24
## TOOLS 0 765 0 78
## TRAVEL_AND_LOCAL 0 246 0 12
## VIDEO_PLAYERS 0 171 0 4
## WEATHER 0 74 0 8Analisa pertama kita adalah melihat kolerasi antara Application Type yang ada dengan Category. Dilihat dari data bahwa Aplikasi yang memiliki Type “Free” sangat menguasai pasar dan sangat banyak di Playstore. Hal ini tentu berbanding lurus dengan kebutuhan pasar khusunya Android User yang sangat menginginkan Aplikasi yang Gratis atau tidak berbayar. Dapat dilihat juga dari data yang ada bahwa
Family sangat menguasai pasar edngan 1780 Aplikasi Type “Free”
Ini menandakn bahwa Aplikasi Type “Free” masih sangat amat diminati oleh Pasar dan tentu saja akan tetap memiliki Market nya tersendiri
Baiklah, kita lanjut ke analisa selanjutnya
max(data$Size)## [1] "Varies with device"table(data$Size)##
## 1,000+ 1.0M 1.1M
## 1 7 32
## 1.2M 1.3M 1.4M
## 41 35 37
## 1.5M 1.6M 1.7M
## 48 39 40
## 1.8M 1.9M 10.0M
## 50 32 10
## 100M 1020k 103k
## 16 1 1
## 108k 10M 116k
## 1 136 1
## 118k 11k 11M
## 3 1 198
## 121k 122k 12M
## 1 1 196
## 13M 141k 143k
## 191 2 1
## 144k 14k 14M
## 1 1 194
## 153k 154k 157k
## 1 1 1
## 15M 160k 161k
## 184 1 1
## 164k 169k 16M
## 1 1 149
## 170k 172k 173k
## 1 2 1
## 175k 176k 17k
## 1 1 2
## 17M 186k 18k
## 160 1 2
## 18M 190k 191k
## 133 1 1
## 192k 193k 196k
## 2 1 2
## 19M 2.0M 2.1M
## 154 51 40
## 2.2M 2.3M 2.4M
## 45 68 48
## 2.5M 2.6M 2.7M
## 68 50 53
## 2.8M 2.9M 200k
## 65 69 1
## 201k 203k 206k
## 3 1 2
## 208k 209k 20k
## 1 1 1
## 20M 210k 219k
## 139 1 1
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## 138 1 1
## 222k 226k 228k
## 1 1 2
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## 114 1 1
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## 1 1 1
## 23k 23M 240k
## 1 117 1
## 241k 243k 245k
## 1 1 1
## 246k 24k 24M
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## 251k 253k 257k
## 1 1 1
## 259k 25k 25M
## 1 1 143
## 266k 269k 26k
## 3 1 2
## 26M 270k 27k
## 149 1 1
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## 97 1 1
## 288k 28k 28M
## 1 1 95
## 292k 293k 29k
## 1 1 2
## 29M 3.0M 3.1M
## 103 61 56
## 3.2M 3.3M 3.4M
## 55 77 65
## 3.5M 3.6M 3.7M
## 51 57 63
## 3.8M 3.9M 306k
## 62 62 1
## 308k 309k 30M
## 1 1 84
## 313k 314k 317k
## 1 1 1
## 318k 319k 31M
## 2 1 70
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## 1 2 1
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## 33k 33M 34k
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## 55 1 56
## 4.0M 4.1M 4.2M
## 61 52 59
## 4.3M 4.4M 4.5M
## 54 42 40
## 4.6M 4.7M 4.8M
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## 1 45 58
## 5.1M 5.2M 5.3M
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## 5.4M 5.5M 5.6M
## 51 33 31
## 5.7M 5.8M 5.9M
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## 37 1 1
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## 1 1 38
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## 34 39 30
## 6.3M 6.4M 6.5M
## 45 29 34
## 6.6M 6.7M 6.8M
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## 1 1 23
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## 33 26 30
## 7.3M 7.4M 7.5M
## 37 28 28
## 7.6M 7.7M 7.8M
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## 14 1 1
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## 1 1 1
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## 1 1 23
## 79k 79M 8.0M
## 3 11 23
## 8.1M 8.2M 8.3M
## 27 28 30
## 8.4M 8.5k 8.5M
## 30 1 36
## 8.6M 8.7M 8.8M
## 25 39 27
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## 28 1 1
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## 13 1 1
## 816k 818k 81k
## 1 1 1
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## 11 1 21
## 837k 83M 840k
## 1 15 1
## 842k 847k 84M
## 2 1 9
## 853k 857k 85M
## 1 1 17
## 860k 861k 862k
## 1 1 1
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## 1 8 1
## 874k 879k 87M
## 1 1 13
## 881k 885k 887k
## 1 1 1
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## 14 1 1
## 899k 89k 89M
## 1 1 9
## 9.0M 9.1M 9.2M
## 27 29 33
## 9.3M 9.4M 9.5M
## 15 24 28
## 9.6M 9.7M 9.8M
## 15 24 30
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## 28 1 1
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## 1 1 1
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## 22 1 1
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## 1 15 1
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## 1 1 16
## 940k 942k 948k
## 1 1 2
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## 17 1 1
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## 1 2 18
## 961k 963k 965k
## 1 1 1
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## 26 1 1
## 976k 97k 97M
## 1 1 20
## 980k 981k 982k
## 1 1 1
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## 1 16 1
## 994k 99M Varies with device
## 1 39 1695dataSizeXRating <- xtabs(~ data$Size + data$Rating, data=data)
dataSizeXRating## data$Rating
## data$Size 1 1.2 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4
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## Varies with device 2 1 2 0 2 9 7 4 4 13 10 16 41
## data$Rating
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## 5.4M 1 1 3 2 4 7 3 3 10 5 2 0 1
## 5.5M 0 1 5 1 3 4 4 2 0 1 0 0 1
## 5.6M 2 0 2 0 1 4 4 3 2 1 0 0 3
## 5.7M 1 2 4 3 1 2 7 3 4 1 0 1 1
## 5.8M 0 0 3 2 1 3 3 2 2 3 0 0 2
## 5.9M 2 1 3 2 5 1 2 4 1 2 1 0 2
## 500k 0 0 0 0 0 0 0 0 0 0 0 0 1
## 506k 0 0 0 0 0 0 1 0 0 0 0 0 0
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## 50M 1 2 2 5 7 10 2 6 4 2 0 0 1
## 511k 0 0 0 0 0 0 0 1 0 0 0 0 0
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## 6.1M 1 2 1 4 4 4 3 3 3 2 0 2 2
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## 6.4M 2 3 1 3 3 2 2 5 2 2 2 0 0
## 6.5M 0 0 1 2 7 2 3 4 3 1 1 0 0
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## 60M 0 2 2 0 3 6 2 11 4 0 0 0 1
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## 98M 0 1 0 0 1 2 2 0 5 2 0 0 0
## 994k 0 0 0 0 0 0 0 1 0 0 0 0 0
## 99M 0 0 2 2 4 0 12 10 6 2 0 0 0
## Varies with device 31 53 87 114 212 258 274 216 177 78 18 1 5
## data$Rating
## data$Size 19
## 1,000+ 1
## 1.0M 0
## 1.1M 0
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## 1.3M 0
## 1.4M 0
## 1.5M 0
## 1.6M 0
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## Varies with device 0Hasil analisa diatas menimbulkan sebuah pandangan baru berdasarkan data yang ada bahwa jenis ukuran suatu aplikasi paling banyak adalah yang “Varies with Device” atau tergantung dengan perangkatnya masing-masing. Aplikasi terkait berada di jumlah 1695 buah. Lalu kita dapat melakukan analisa data lainnya yaitu Size Aplikasi yang paling banyak mendapatkan Rating 5.0 atau sempurna adalah Aplikasi yang memiliki size hanya 11 MB. Jadi kita telah mendapatkan hasil analisa Aplikasi yang tidak memiliki Size terlalu besar dapat nilai baik tersendiri di tengah-tengah masyarakat, Akan tetapi aplikasi yang terlalu kecil Size nya juga tidak baik karena maka feature yang dimiliki tidak banyak atau lengkap. Oleh karena itu hasil analisa diatas menyimpulkan bahwa Aplikasi 11 MB menguasai untuk aplikasi dengan rating 5.0
Baiklah, Hasil analisa selanjutnya adalah
xtabs(~ data$Type + data$Rating, data = data)## data$Rating
## data$Type 1 1.2 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## Free 14 1 3 3 4 7 7 13 11 8 14 18 17
## NaN 0 0 0 0 0 0 0 0 0 0 0 0 0
## Paid 2 0 0 0 0 1 1 0 1 0 0 2 2
## data$Rating
## data$Type 2.5 2.6 2.7 2.8 2.9 3 3.1 3.2 3.3 3.4 3.5 3.6 3.7
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## Free 20 23 23 39 40 75 65 62 97 117 152 164 228
## NaN 0 0 0 0 0 0 0 0 0 0 0 0 0
## Paid 1 2 2 3 5 8 4 2 5 11 11 10 11
## data$Rating
## data$Type 3.8 3.9 4 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## Free 282 370 546 676 890 1025 1031 965 741 446 195 81 246
## NaN 0 0 0 0 0 0 0 0 0 0 0 0 0
## Paid 21 16 22 32 62 51 78 73 82 53 39 6 28
## data$Rating
## data$Type 19
## 0 1
## Free 0
## NaN 0
## Paid 0Kembali membuktikan bawa Aplikasi Gratis masih sangat menguasai pasar yang ada dengan jumlah yang sangat banyak dan tentu mendapatkan penilaian yang masih sangat baik dari Masyrakat. Terbukti masih terdapat 246 Aplikasi gratis yang mendapatkan Rating 5.0 Lalu Aplikasi Gratis memiliki nilai terbanyak mendapatkan nilai Rating 4.4, ini mendapatkan Aplikasi Gratis yang telah beredar di masyarakat memiliki kualitas yang sudah cukup baik dan tentu masih harus sangat ditingkatkan.
Hasil analisa yang selanjutnya adalah
xtabs(~ data$Genres + data$Rating, data = data)## data$Rating
## data$Genres 1 1.2 1.4 1.5 1.6 1.7 1.8 1.9 2
## Action 0 0 0 0 0 0 0 0 0
## Action;Action & Adventure 0 0 0 0 0 0 0 0 0
## Adventure 0 0 0 0 0 0 0 0 0
## Adventure;Action & Adventure 0 0 0 0 0 0 0 0 0
## Adventure;Brain Games 0 0 0 0 0 0 0 0 0
## Adventure;Education 0 0 0 0 0 0 0 0 0
## Arcade 0 0 0 0 0 0 0 0 0
## Arcade;Action & Adventure 0 0 0 0 0 0 0 0 0
## Arcade;Pretend Play 0 0 0 0 0 0 0 0 0
## Art & Design 0 0 0 0 0 0 0 0 0
## Art & Design;Action & Adventure 0 0 0 0 0 0 0 0 0
## Art & Design;Creativity 0 0 0 0 0 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0 0 0 0 0 0
## Auto & Vehicles 0 0 0 0 0 0 0 0 0
## Beauty 0 0 0 0 0 0 0 0 0
## Board 0 0 0 0 0 0 0 0 0
## Board;Action & Adventure 0 0 0 0 0 0 0 0 0
## Board;Brain Games 0 0 0 0 0 0 0 0 0
## Board;Pretend Play 0 0 0 0 0 0 0 0 0
## Books & Reference 0 0 0 0 0 0 0 0 0
## Books & Reference;Creativity 0 0 0 0 0 0 0 0 0
## Books & Reference;Education 0 0 0 0 0 0 0 0 0
## Business 1 0 0 0 0 1 0 0 1
## Card 1 0 0 0 0 0 0 0 0
## Card;Action & Adventure 0 0 0 0 0 0 0 0 0
## Card;Brain Games 0 0 0 0 0 0 0 0 0
## Casino 0 0 0 0 0 0 0 0 0
## Casual 0 0 0 0 0 0 0 0 0
## Casual;Action & Adventure 0 0 0 0 0 0 0 0 0
## Casual;Brain Games 0 0 0 0 0 0 0 0 0
## Casual;Creativity 0 0 0 0 0 0 0 0 0
## Casual;Education 0 0 0 0 0 0 0 0 0
## Casual;Music & Video 0 0 0 0 0 0 0 0 0
## Casual;Pretend Play 0 0 0 0 0 0 0 0 0
## Comics 0 0 0 0 0 0 0 0 0
## Comics;Creativity 0 0 0 0 0 0 0 0 0
## Communication 1 0 0 0 0 0 0 0 0
## Communication;Creativity 0 0 0 0 0 0 0 0 0
## Dating 1 0 0 0 0 0 0 3 0
## Education 3 0 0 0 0 1 1 2 0
## Education;Action & Adventure 0 0 0 0 0 0 0 0 0
## Education;Brain Games 0 0 0 0 0 0 0 0 0
## Education;Creativity 0 0 0 0 0 0 0 0 0
## Education;Education 0 0 0 0 0 0 0 0 0
## Education;Music & Video 0 0 0 0 0 0 0 0 0
## Education;Pretend Play 0 0 0 0 0 0 0 0 0
## Educational 0 0 0 0 0 0 0 1 0
## Educational;Action & Adventure 0 0 0 0 0 0 0 0 0
## Educational;Brain Games 0 0 0 0 0 0 0 0 0
## Educational;Creativity 0 0 0 0 0 0 0 0 0
## Educational;Education 0 0 0 0 0 0 0 0 0
## Educational;Pretend Play 0 0 0 0 0 0 0 0 0
## Entertainment 0 0 0 0 1 1 1 0 1
## Entertainment;Action & Adventure 0 0 0 0 0 0 0 0 0
## Entertainment;Brain Games 0 0 0 0 0 0 0 0 0
## Entertainment;Creativity 0 0 0 0 0 0 0 0 0
## Entertainment;Education 0 0 0 0 0 0 0 0 0
## Entertainment;Music & Video 0 0 0 0 0 0 0 0 0
## Entertainment;Pretend Play 0 0 0 0 0 0 0 0 0
## Events 0 0 0 0 0 0 0 0 0
## February 11, 2018 0 0 0 0 0 0 0 0 0
## Finance 2 1 0 1 0 1 0 0 2
## Food & Drink 0 0 0 0 0 1 1 0 0
## Health & Fitness 0 0 1 0 0 0 0 0 1
## Health & Fitness;Action & Adventure 0 0 0 0 0 0 0 0 0
## Health & Fitness;Education 0 0 0 0 0 0 0 0 0
## House & Home 0 0 0 0 0 0 0 0 0
## Libraries & Demo 0 0 0 0 0 0 0 0 0
## Lifestyle 0 0 0 1 1 1 1 1 2
## Lifestyle;Education 0 0 0 0 0 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0 0 0 0 0 0
## Maps & Navigation 0 0 0 0 0 0 0 1 0
## Medical 3 0 0 0 0 0 1 0 1
## Music 0 0 0 0 0 0 0 0 0
## Music & Audio;Music & Video 0 0 0 0 0 0 0 0 0
## Music;Music & Video 0 0 0 0 0 0 0 0 0
## News & Magazines 0 0 0 0 0 1 0 0 0
## Parenting 0 0 0 0 0 0 0 0 1
## Parenting;Brain Games 0 0 0 0 0 0 0 0 0
## Parenting;Education 0 0 0 0 0 0 0 0 0
## Parenting;Music & Video 0 0 0 0 0 0 0 0 0
## Personalization 0 0 0 0 0 0 0 0 0
## Photography 0 0 0 0 0 0 0 0 1
## Productivity 1 0 0 0 0 0 1 1 0
## Puzzle 0 0 0 0 0 0 0 0 0
## Puzzle;Action & Adventure 0 0 0 0 0 0 0 0 0
## Puzzle;Brain Games 0 0 0 0 0 0 0 0 0
## Puzzle;Creativity 0 0 0 0 0 0 0 0 0
## Puzzle;Education 0 0 0 0 0 0 0 0 0
## Racing 0 0 0 0 0 0 0 0 0
## Racing;Action & Adventure 0 0 0 0 0 0 0 0 0
## Racing;Pretend Play 0 0 0 0 0 0 0 0 0
## Role Playing 0 0 0 0 0 0 0 0 0
## Role Playing;Action & Adventure 0 0 0 0 0 0 0 0 0
## Role Playing;Brain Games 0 0 0 0 0 0 0 0 0
## Role Playing;Education 0 0 0 0 0 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0 0 0 0 0 0
## Shopping 0 0 0 0 1 0 0 0 0
## Simulation 0 0 0 0 0 0 0 0 0
## Simulation;Action & Adventure 0 0 0 0 0 0 0 0 0
## Simulation;Education 0 0 0 0 0 0 0 0 0
## Simulation;Pretend Play 0 0 0 0 0 0 0 0 0
## Social 0 0 0 0 0 0 0 1 0
## Sports 0 0 0 1 0 0 0 0 0
## Sports;Action & Adventure 0 0 0 0 0 0 0 0 0
## Strategy 0 0 0 0 0 0 0 0 0
## Strategy;Action & Adventure 0 0 0 0 0 0 0 0 0
## Strategy;Creativity 0 0 0 0 0 0 0 0 0
## Strategy;Education 0 0 0 0 0 0 0 0 0
## Tools 3 0 1 0 1 1 1 2 2
## Tools;Education 0 0 0 0 0 0 0 0 0
## Travel & Local 0 0 0 0 0 0 0 0 0
## Travel & Local;Action & Adventure 0 0 0 0 0 0 0 0 0
## Trivia 0 0 1 0 0 0 0 0 0
## Trivia;Education 0 0 0 0 0 0 0 0 0
## Video Players & Editors 0 0 0 0 0 0 1 1 0
## Video Players & Editors;Creativity 0 0 0 0 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0 0 0 0 0 0
## Weather 0 0 0 0 0 0 0 0 0
## Word 0 0 0 0 0 0 0 0 0
## data$Rating
## data$Genres 2.1 2.2 2.3 2.4 2.5 2.6 2.7 2.8
## Action 0 0 0 0 0 0 0 0
## Action;Action & Adventure 0 0 0 0 0 0 0 0
## Adventure 0 0 0 0 0 0 0 0
## Adventure;Action & Adventure 0 0 0 0 0 0 0 0
## Adventure;Brain Games 0 0 0 0 0 0 0 0
## Adventure;Education 0 0 0 0 0 0 0 0
## Arcade 0 0 0 0 0 0 0 0
## Arcade;Action & Adventure 0 0 0 0 0 0 0 0
## Arcade;Pretend Play 0 0 0 0 0 0 0 0
## Art & Design 0 0 0 0 0 0 0 0
## Art & Design;Action & Adventure 0 0 0 0 0 0 0 0
## Art & Design;Creativity 0 0 0 0 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0 0 0 0 0
## Auto & Vehicles 1 0 0 0 0 1 0 0
## Beauty 0 0 0 0 0 0 0 0
## Board 0 0 0 0 0 0 0 1
## Board;Action & Adventure 0 0 0 0 0 0 0 0
## Board;Brain Games 0 0 0 0 0 0 0 0
## Board;Pretend Play 0 0 0 0 0 0 0 0
## Books & Reference 0 0 0 0 0 0 1 0
## Books & Reference;Creativity 0 0 0 0 0 0 0 0
## Books & Reference;Education 0 0 0 0 0 0 0 0
## Business 1 0 1 2 1 1 5 0
## Card 0 0 0 1 1 0 0 1
## Card;Action & Adventure 0 0 0 0 0 0 0 0
## Card;Brain Games 0 0 0 0 0 0 0 0
## Casino 0 0 0 0 0 0 0 0
## Casual 0 0 0 1 0 0 1 0
## Casual;Action & Adventure 0 0 0 0 0 0 0 1
## Casual;Brain Games 0 0 0 0 0 0 0 0
## Casual;Creativity 0 0 0 0 0 0 0 0
## Casual;Education 0 0 0 0 0 0 0 0
## Casual;Music & Video 0 0 0 0 0 0 0 0
## Casual;Pretend Play 0 0 0 0 0 0 0 0
## Comics 0 0 0 0 0 0 0 1
## Comics;Creativity 0 0 0 0 0 0 0 0
## Communication 0 1 2 0 0 0 1 0
## Communication;Creativity 0 0 0 0 0 0 0 0
## Dating 0 0 0 0 3 1 2 3
## Education 0 0 1 1 1 0 0 4
## Education;Action & Adventure 0 0 0 0 0 0 0 0
## Education;Brain Games 0 0 0 0 0 0 0 0
## Education;Creativity 0 0 0 0 0 0 0 0
## Education;Education 0 0 0 0 0 0 0 0
## Education;Music & Video 0 0 0 0 0 0 0 0
## Education;Pretend Play 0 0 0 0 0 0 0 0
## Educational 0 0 0 0 0 0 0 0
## Educational;Action & Adventure 0 0 0 0 0 0 0 0
## Educational;Brain Games 0 0 0 0 0 0 0 0
## Educational;Creativity 0 0 0 0 0 0 0 0
## Educational;Education 0 0 0 0 0 0 0 0
## Educational;Pretend Play 0 0 0 0 0 0 0 0
## Entertainment 0 1 2 3 0 2 1 1
## Entertainment;Action & Adventure 0 0 0 0 0 0 0 0
## Entertainment;Brain Games 0 0 0 0 0 0 0 0
## Entertainment;Creativity 0 0 0 0 0 0 0 0
## Entertainment;Education 0 0 0 0 0 0 0 0
## Entertainment;Music & Video 0 0 0 0 0 0 0 0
## Entertainment;Pretend Play 0 0 0 0 0 0 0 0
## Events 0 0 0 0 0 0 0 0
## February 11, 2018 0 0 0 0 0 0 0 0
## Finance 1 0 1 2 1 0 1 2
## Food & Drink 0 0 0 0 0 0 0 0
## Health & Fitness 1 3 2 3 0 4 1 1
## Health & Fitness;Action & Adventure 0 0 0 0 0 0 0 0
## Health & Fitness;Education 0 0 0 0 0 0 0 0
## House & Home 0 0 0 0 0 0 0 1
## Libraries & Demo 0 0 0 0 0 0 0 0
## Lifestyle 2 0 2 0 0 1 1 7
## Lifestyle;Education 0 0 0 0 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0 0 0 0 0
## Maps & Navigation 0 0 0 0 0 0 1 3
## Medical 0 0 2 2 2 4 2 2
## Music 0 0 0 0 0 0 0 0
## Music & Audio;Music & Video 0 0 0 0 0 0 0 0
## Music;Music & Video 0 0 0 0 0 0 0 0
## News & Magazines 0 2 0 0 2 2 0 2
## Parenting 0 0 0 0 0 0 0 0
## Parenting;Brain Games 0 0 0 0 0 0 0 0
## Parenting;Education 0 0 0 0 0 0 0 0
## Parenting;Music & Video 0 0 0 0 0 0 0 0
## Personalization 0 0 0 0 1 0 0 0
## Photography 0 0 1 0 1 2 2 1
## Productivity 0 0 1 1 0 3 0 1
## Puzzle 0 0 0 0 0 0 0 0
## Puzzle;Action & Adventure 0 0 0 0 0 0 0 0
## Puzzle;Brain Games 0 0 0 0 0 0 0 0
## Puzzle;Creativity 0 0 0 0 0 0 0 0
## Puzzle;Education 0 0 0 0 0 0 0 0
## Racing 0 0 0 0 0 0 0 0
## Racing;Action & Adventure 0 0 0 0 0 0 0 0
## Racing;Pretend Play 0 0 0 0 0 0 0 0
## Role Playing 0 0 0 0 0 0 0 1
## Role Playing;Action & Adventure 0 0 0 0 0 0 0 0
## Role Playing;Brain Games 0 0 0 0 0 0 0 0
## Role Playing;Education 0 0 0 0 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0 0 0 0 0
## Shopping 0 0 1 0 0 0 0 0
## Simulation 0 0 0 0 0 0 0 0
## Simulation;Action & Adventure 0 0 0 0 0 0 0 0
## Simulation;Education 0 0 0 0 0 0 0 0
## Simulation;Pretend Play 0 0 0 0 0 0 0 0
## Social 0 0 0 1 0 0 0 0
## Sports 0 0 0 1 0 1 1 0
## Sports;Action & Adventure 0 0 0 0 0 0 0 0
## Strategy 0 0 0 0 0 0 0 0
## Strategy;Action & Adventure 0 0 0 0 0 0 0 0
## Strategy;Creativity 0 0 0 0 0 0 0 0
## Strategy;Education 0 0 0 0 0 0 0 0
## Tools 2 5 1 1 5 2 4 8
## Tools;Education 0 0 0 0 0 0 0 0
## Travel & Local 0 1 2 0 2 1 0 0
## Travel & Local;Action & Adventure 0 0 0 0 0 0 0 0
## Trivia 0 0 1 0 0 0 1 0
## Trivia;Education 0 0 0 0 0 0 0 0
## Video Players & Editors 0 1 0 0 1 0 0 1
## Video Players & Editors;Creativity 0 0 0 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0 0 0 0 0
## Weather 0 0 0 0 0 0 0 0
## Word 0 0 0 0 0 0 0 0
## data$Rating
## data$Genres 2.9 3 3.1 3.2 3.3 3.4 3.5 3.6 3.7
## Action 0 0 1 1 2 3 3 3 7
## Action;Action & Adventure 0 0 0 0 0 0 0 0 0
## Adventure 0 0 0 0 0 1 2 4 1
## Adventure;Action & Adventure 0 0 0 0 0 0 0 0 0
## Adventure;Brain Games 0 0 0 0 0 0 0 0 0
## Adventure;Education 0 0 0 0 0 0 0 0 0
## Arcade 0 0 1 1 1 6 1 1 4
## Arcade;Action & Adventure 0 0 0 0 0 1 0 0 0
## Arcade;Pretend Play 0 0 0 0 0 0 0 0 0
## Art & Design 0 0 0 1 0 1 0 0 0
## Art & Design;Action & Adventure 0 0 0 0 0 0 0 0 0
## Art & Design;Creativity 0 0 0 0 0 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0 0 0 0 0 0
## Auto & Vehicles 0 1 1 2 0 0 2 1 2
## Beauty 0 0 1 0 0 0 0 0 1
## Board 0 0 0 0 1 0 1 0 0
## Board;Action & Adventure 0 0 0 0 0 0 0 0 0
## Board;Brain Games 0 0 0 0 0 0 0 0 0
## Board;Pretend Play 0 0 0 0 0 0 0 0 0
## Books & Reference 0 0 1 1 4 4 5 0 1
## Books & Reference;Creativity 0 0 0 0 0 0 0 0 0
## Books & Reference;Education 0 0 0 0 0 0 0 0 1
## Business 3 6 5 2 2 10 6 5 7
## Card 0 0 0 0 0 0 1 0 1
## Card;Action & Adventure 0 0 0 0 0 0 0 0 0
## Card;Brain Games 0 0 0 0 0 0 0 0 0
## Casino 0 0 0 0 0 0 1 2 0
## Casual 0 4 2 2 4 2 3 4 8
## Casual;Action & Adventure 0 0 0 0 0 0 0 0 0
## Casual;Brain Games 0 0 0 0 0 0 0 0 0
## Casual;Creativity 0 0 0 0 0 0 0 0 0
## Casual;Education 0 0 0 0 0 0 0 0 0
## Casual;Music & Video 0 0 0 0 0 0 0 0 0
## Casual;Pretend Play 0 0 0 1 0 0 0 2 1
## Comics 0 1 0 3 3 1 2 0 2
## Comics;Creativity 0 0 0 0 0 0 0 0 0
## Communication 1 2 1 1 4 5 4 4 13
## Communication;Creativity 0 0 0 0 0 0 0 0 0
## Dating 1 5 1 0 5 5 12 5 5
## Education 2 1 3 2 5 1 6 6 11
## Education;Action & Adventure 0 0 0 0 0 0 0 0 0
## Education;Brain Games 0 0 0 0 0 0 0 0 0
## Education;Creativity 0 0 0 0 0 0 0 0 0
## Education;Education 0 2 0 0 0 0 0 0 0
## Education;Music & Video 0 0 0 0 0 0 0 0 0
## Education;Pretend Play 0 0 0 0 0 0 0 0 0
## Educational 1 1 1 0 1 0 1 1 0
## Educational;Action & Adventure 0 0 0 0 0 0 0 0 0
## Educational;Brain Games 0 0 1 0 0 0 0 0 0
## Educational;Creativity 0 1 0 0 0 0 0 0 0
## Educational;Education 0 0 0 0 0 0 1 3 0
## Educational;Pretend Play 0 0 0 0 0 0 0 0 0
## Entertainment 2 10 4 7 10 9 12 15 26
## Entertainment;Action & Adventure 0 0 0 0 0 0 0 0 0
## Entertainment;Brain Games 0 0 0 0 0 0 0 0 1
## Entertainment;Creativity 0 0 0 0 0 0 0 0 0
## Entertainment;Education 0 0 0 0 0 0 0 0 0
## Entertainment;Music & Video 0 0 0 0 0 0 0 1 2
## Entertainment;Pretend Play 0 0 0 0 0 0 0 0 0
## Events 1 0 0 0 0 0 0 0 1
## February 11, 2018 0 0 0 0 0 0 0 0 0
## Finance 6 2 1 2 2 5 7 8 8
## Food & Drink 1 0 2 0 2 3 1 6 4
## Health & Fitness 3 1 0 1 3 3 6 1 3
## Health & Fitness;Action & Adventure 0 0 0 0 0 0 0 0 0
## Health & Fitness;Education 0 0 0 0 0 0 0 0 0
## House & Home 0 0 0 0 0 3 0 1 3
## Libraries & Demo 0 0 1 1 0 1 1 1 2
## Lifestyle 3 6 4 4 4 3 9 9 9
## Lifestyle;Education 0 0 0 0 0 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0 0 0 0 0 0
## Maps & Navigation 1 2 1 0 4 4 4 4 6
## Medical 1 6 3 1 0 8 6 8 11
## Music 0 0 1 0 0 0 0 2 0
## Music & Audio;Music & Video 0 0 0 0 0 0 0 0 0
## Music;Music & Video 0 0 0 0 0 0 0 0 0
## News & Magazines 1 2 3 1 2 4 4 4 9
## Parenting 0 0 1 0 0 0 1 0 1
## Parenting;Brain Games 0 0 0 0 0 0 0 0 0
## Parenting;Education 0 0 0 0 0 0 0 0 1
## Parenting;Music & Video 0 0 0 0 0 0 0 0 0
## Personalization 0 1 1 2 1 1 5 4 3
## Photography 3 3 3 0 5 3 5 3 4
## Productivity 2 2 3 5 1 3 4 7 7
## Puzzle 1 0 0 1 0 0 2 1 1
## Puzzle;Action & Adventure 0 0 0 0 0 0 0 0 0
## Puzzle;Brain Games 0 0 0 0 0 0 0 0 0
## Puzzle;Creativity 0 0 0 0 0 0 0 0 0
## Puzzle;Education 0 0 0 0 0 0 0 0 0
## Racing 0 0 0 0 1 1 1 3 2
## Racing;Action & Adventure 0 0 0 0 0 0 0 0 0
## Racing;Pretend Play 0 0 0 0 0 0 0 0 0
## Role Playing 0 0 0 0 0 1 3 1 1
## Role Playing;Action & Adventure 0 0 0 0 0 0 0 0 0
## Role Playing;Brain Games 0 0 0 0 0 0 0 0 0
## Role Playing;Education 0 0 0 0 0 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0 0 0 0 2 0
## Shopping 0 2 1 1 2 2 0 5 5
## Simulation 3 2 2 2 2 2 2 5 5
## Simulation;Action & Adventure 0 0 0 0 0 0 0 0 0
## Simulation;Education 0 0 0 0 0 0 0 0 0
## Simulation;Pretend Play 0 0 0 0 0 0 0 0 0
## Social 1 1 0 4 0 4 1 6 6
## Sports 1 2 2 1 4 3 7 3 7
## Sports;Action & Adventure 0 0 0 0 0 0 0 0 0
## Strategy 1 1 2 1 0 0 3 0 0
## Strategy;Action & Adventure 0 0 0 0 0 0 0 0 0
## Strategy;Creativity 0 0 0 0 0 0 0 0 0
## Strategy;Education 0 0 0 0 0 0 0 0 0
## Tools 5 10 7 9 15 19 18 20 23
## Tools;Education 0 0 0 0 0 0 0 0 0
## Travel & Local 0 4 5 3 3 4 2 7 13
## Travel & Local;Action & Adventure 0 0 0 0 0 0 0 0 0
## Trivia 0 1 0 0 1 0 0 0 1
## Trivia;Education 0 0 0 0 0 0 0 0 0
## Video Players & Editors 1 1 3 1 7 2 6 5 6
## Video Players & Editors;Creativity 0 0 0 0 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0 0 0 0 0 0
## Weather 0 0 0 0 1 0 2 1 3
## Word 0 0 0 0 0 0 0 0 0
## data$Rating
## data$Genres 3.8 3.9 4 4.1 4.2 4.3 4.4 4.5 4.6
## Action 8 14 20 27 46 57 56 49 40
## Action;Action & Adventure 0 1 1 0 1 9 1 3 1
## Adventure 6 1 6 10 4 10 14 9 4
## Adventure;Action & Adventure 0 0 0 1 2 0 0 10 0
## Adventure;Brain Games 0 0 0 0 0 0 0 0 1
## Adventure;Education 0 0 0 2 0 0 0 0 0
## Arcade 10 5 7 13 20 27 34 39 16
## Arcade;Action & Adventure 0 0 0 1 1 4 0 6 1
## Arcade;Pretend Play 0 0 0 0 0 0 0 1 0
## Art & Design 2 1 3 7 7 3 8 4 3
## Art & Design;Action & Adventure 0 0 0 0 0 0 0 0 0
## Art & Design;Creativity 1 1 0 0 0 1 0 0 0
## Art & Design;Pretend Play 0 2 0 0 0 0 0 0 0
## Auto & Vehicles 1 6 9 0 7 7 6 5 11
## Beauty 1 4 5 4 4 3 3 5 3
## Board 2 1 2 4 2 6 4 5 4
## Board;Action & Adventure 0 0 2 1 0 0 0 0 0
## Board;Brain Games 1 1 0 2 2 2 1 2 1
## Board;Pretend Play 0 0 0 0 0 0 0 0 0
## Books & Reference 2 10 4 13 14 9 18 25 24
## Books & Reference;Creativity 0 0 0 0 0 0 0 0 0
## Books & Reference;Education 0 0 0 0 0 0 0 0 0
## Business 11 9 18 24 28 29 37 21 19
## Card 2 2 5 5 3 4 3 6 4
## Card;Action & Adventure 0 0 0 0 0 2 0 0 0
## Card;Brain Games 0 0 0 0 0 0 1 0 0
## Casino 1 0 2 6 2 4 6 7 2
## Casual 8 9 10 11 18 19 34 23 15
## Casual;Action & Adventure 0 0 0 4 2 2 6 6 0
## Casual;Brain Games 0 1 0 0 0 0 4 5 1
## Casual;Creativity 0 0 1 2 1 0 1 0 0
## Casual;Education 0 0 0 1 0 1 1 0 0
## Casual;Music & Video 0 0 0 2 0 0 0 0 0
## Casual;Pretend Play 0 3 1 3 7 1 6 2 3
## Comics 2 3 1 4 4 1 9 8 4
## Comics;Creativity 0 0 0 0 0 0 0 0 0
## Communication 7 13 29 28 46 67 47 25 14
## Communication;Creativity 0 0 0 0 1 0 0 0 0
## Dating 4 13 14 30 24 7 19 7 4
## Education 13 14 29 25 31 48 40 43 58
## Education;Action & Adventure 0 0 0 0 2 2 2 0 0
## Education;Brain Games 0 0 0 0 0 0 3 1 0
## Education;Creativity 0 0 0 0 3 0 2 2 0
## Education;Education 2 1 1 2 3 6 11 8 2
## Education;Music & Video 1 0 0 0 2 0 2 0 0
## Education;Pretend Play 1 0 1 3 3 2 4 2 2
## Educational 3 6 5 3 0 3 1 3 0
## Educational;Action & Adventure 0 0 0 2 1 0 1 0 0
## Educational;Brain Games 0 0 0 1 0 0 0 3 1
## Educational;Creativity 1 0 0 0 1 0 2 0 0
## Educational;Education 2 3 2 2 2 6 3 7 5
## Educational;Pretend Play 1 3 0 1 4 4 0 3 2
## Entertainment 26 46 32 38 46 59 53 37 39
## Entertainment;Action & Adventure 0 0 0 1 1 1 0 0 0
## Entertainment;Brain Games 0 0 1 0 1 0 1 3 0
## Entertainment;Creativity 0 0 0 0 0 1 0 0 1
## Entertainment;Education 0 0 0 0 0 0 1 0 0
## Entertainment;Music & Video 0 0 1 4 10 3 0 4 1
## Entertainment;Pretend Play 0 1 0 1 0 0 0 0 0
## Events 1 0 5 3 2 3 5 5 6
## February 11, 2018 0 0 0 0 0 0 0 0 0
## Finance 11 10 22 22 27 36 34 31 29
## Food & Drink 5 1 5 9 8 13 6 16 11
## Health & Fitness 1 7 15 14 15 14 38 49 50
## Health & Fitness;Action & Adventure 0 1 0 0 0 0 0 0 0
## Health & Fitness;Education 0 0 0 0 0 0 0 0 0
## House & Home 5 4 8 5 5 11 6 13 8
## Libraries & Demo 4 5 5 8 7 7 7 5 5
## Lifestyle 20 10 19 26 15 22 22 24 26
## Lifestyle;Education 0 0 0 0 0 1 0 0 0
## Lifestyle;Pretend Play 0 0 1 0 0 0 0 0 0
## Maps & Navigation 3 6 3 7 22 15 13 11 7
## Medical 14 7 20 11 34 27 34 39 30
## Music 1 1 2 0 2 2 1 5 2
## Music & Audio;Music & Video 0 0 0 0 0 1 0 0 0
## Music;Music & Video 0 0 0 0 0 1 0 0 1
## News & Magazines 7 14 22 21 16 32 15 27 13
## Parenting 1 0 1 5 1 1 6 4 6
## Parenting;Brain Games 1 0 0 0 0 0 0 0 0
## Parenting;Education 0 1 1 0 0 0 0 0 0
## Parenting;Music & Video 0 1 1 0 1 0 1 0 0
## Personalization 5 8 9 30 39 40 38 42 36
## Photography 9 7 27 22 31 49 49 40 27
## Productivity 7 10 23 22 41 45 46 41 42
## Puzzle 0 4 4 6 13 17 12 15 19
## Puzzle;Action & Adventure 0 0 0 0 0 5 0 0 0
## Puzzle;Brain Games 1 0 0 2 0 4 6 2 3
## Puzzle;Creativity 0 0 0 0 0 0 2 0 0
## Puzzle;Education 0 0 0 0 0 0 0 0 1
## Racing 10 7 7 3 17 13 11 7 7
## Racing;Action & Adventure 0 1 1 4 1 4 2 7 0
## Racing;Pretend Play 0 0 0 0 0 0 0 1 0
## Role Playing 6 2 6 9 10 17 13 16 9
## Role Playing;Action & Adventure 0 0 0 2 0 3 0 0 1
## Role Playing;Brain Games 0 0 0 0 0 1 0 0 0
## Role Playing;Education 0 0 0 0 0 0 0 0 0
## Role Playing;Pretend Play 0 0 1 0 0 0 1 1 0
## Shopping 6 5 14 24 30 28 32 36 22
## Simulation 12 9 22 12 21 28 20 17 21
## Simulation;Action & Adventure 0 0 1 1 1 2 0 2 1
## Simulation;Education 0 0 0 0 1 0 1 1 0
## Simulation;Pretend Play 0 0 1 0 0 2 0 0 0
## Social 6 4 19 24 37 39 29 24 19
## Sports 3 17 25 24 40 39 45 40 41
## Sports;Action & Adventure 0 0 0 1 0 1 0 2 0
## Strategy 2 3 5 8 22 9 15 8 19
## Strategy;Action & Adventure 0 0 0 0 0 0 0 0 2
## Strategy;Creativity 0 0 0 0 0 0 1 0 0
## Strategy;Education 0 0 0 0 0 0 0 1 0
## Tools 22 42 40 62 79 79 69 61 50
## Tools;Education 0 0 0 0 0 0 0 1 0
## Travel & Local 6 8 10 18 21 25 45 20 9
## Travel & Local;Action & Adventure 0 0 0 1 0 0 0 0 0
## Trivia 0 1 0 2 5 1 3 6 1
## Trivia;Education 0 0 0 0 0 0 0 0 0
## Video Players & Editors 9 9 4 9 13 21 20 14 9
## Video Players & Editors;Creativity 0 0 0 2 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 3 0 0 0 0 0 0
## Weather 5 4 3 1 15 4 14 13 3
## Word 1 3 1 0 4 4 2 2 1
## data$Rating
## data$Genres 4.7 4.8 4.9 5 19
## Action 20 0 0 1 0
## Action;Action & Adventure 0 0 0 0 0
## Adventure 1 0 0 0 0
## Adventure;Action & Adventure 0 0 0 0 0
## Adventure;Brain Games 0 0 0 0 0
## Adventure;Education 0 0 0 0 0
## Arcade 9 4 0 8 0
## Arcade;Action & Adventure 1 0 0 0 0
## Arcade;Pretend Play 0 0 0 0 0
## Art & Design 10 5 0 1 0
## Art & Design;Action & Adventure 0 0 0 0 0
## Art & Design;Creativity 4 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0 0
## Auto & Vehicles 0 5 5 0 0
## Beauty 6 1 1 0 0
## Board 6 2 0 0 0
## Board;Action & Adventure 0 0 0 0 0
## Board;Brain Games 2 1 0 0 0
## Board;Pretend Play 0 1 0 0 0
## Books & Reference 21 11 4 6 0
## Books & Reference;Creativity 0 0 0 0 0
## Books & Reference;Education 1 0 0 0 0
## Business 16 10 3 18 0
## Card 4 0 1 0 0
## Card;Action & Adventure 0 0 0 0 0
## Card;Brain Games 0 0 0 0 0
## Casino 4 0 0 0 0
## Casual 2 3 1 1 0
## Casual;Action & Adventure 0 0 0 0 0
## Casual;Brain Games 1 1 0 0 0
## Casual;Creativity 2 0 0 0 0
## Casual;Education 0 0 0 0 0
## Casual;Music & Video 0 0 0 0 0
## Casual;Pretend Play 1 0 0 0 0
## Comics 5 1 0 2 0
## Comics;Creativity 0 1 0 0 0
## Communication 1 6 0 5 0
## Communication;Creativity 0 0 0 0 0
## Dating 7 7 1 6 0
## Education 42 24 8 42 0
## Education;Action & Adventure 0 0 0 0 0
## Education;Brain Games 0 0 0 0 0
## Education;Creativity 0 0 0 0 0
## Education;Education 10 0 1 1 0
## Education;Music & Video 0 0 0 0 0
## Education;Pretend Play 4 0 1 0 0
## Educational 1 0 0 0 0
## Educational;Action & Adventure 0 0 0 0 0
## Educational;Brain Games 0 0 0 0 0
## Educational;Creativity 0 0 0 0 0
## Educational;Education 1 1 0 0 0
## Educational;Pretend Play 0 0 0 0 0
## Entertainment 13 10 6 19 0
## Entertainment;Action & Adventure 0 0 0 0 0
## Entertainment;Brain Games 0 1 0 0 0
## Entertainment;Creativity 1 0 0 0 0
## Entertainment;Education 0 0 0 0 0
## Entertainment;Music & Video 1 0 0 0 0
## Entertainment;Pretend Play 0 0 0 0 0
## Events 2 4 1 6 0
## February 11, 2018 0 0 0 0 1
## Finance 27 8 2 8 0
## Food & Drink 10 2 0 2 0
## Health & Fitness 14 24 6 12 0
## Health & Fitness;Action & Adventure 0 0 0 0 0
## Health & Fitness;Education 1 0 0 0 0
## House & Home 2 1 0 0 0
## Libraries & Demo 3 0 0 2 0
## Lifestyle 15 6 8 29 0
## Lifestyle;Education 0 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0 0
## Maps & Navigation 3 1 2 0 0
## Medical 22 14 7 28 0
## Music 2 0 0 0 0
## Music & Audio;Music & Video 0 0 0 0 0
## Music;Music & Video 1 0 0 0 0
## News & Magazines 13 2 5 7 0
## Parenting 6 3 1 1 0
## Parenting;Brain Games 0 0 0 0 0
## Parenting;Education 0 0 0 0 0
## Parenting;Music & Video 1 1 0 0 0
## Personalization 26 10 2 10 0
## Photography 10 2 1 6 0
## Productivity 17 4 2 8 0
## Puzzle 16 4 2 3 0
## Puzzle;Action & Adventure 0 0 0 0 0
## Puzzle;Brain Games 1 0 0 0 0
## Puzzle;Creativity 0 0 0 0 0
## Puzzle;Education 0 0 0 0 0
## Racing 1 0 0 2 0
## Racing;Action & Adventure 0 0 0 0 0
## Racing;Pretend Play 0 0 0 0 0
## Role Playing 8 3 0 0 0
## Role Playing;Action & Adventure 1 0 0 0 0
## Role Playing;Brain Games 0 0 0 0 0
## Role Playing;Education 0 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0 0
## Shopping 14 1 0 6 0
## Simulation 3 2 1 1 0
## Simulation;Action & Adventure 3 0 0 0 0
## Simulation;Education 0 0 0 0 0
## Simulation;Pretend Play 0 1 0 0 0
## Social 10 11 4 8 0
## Sports 10 6 5 4 0
## Sports;Action & Adventure 0 0 0 0 0
## Strategy 3 1 0 0 0
## Strategy;Action & Adventure 0 0 0 0 0
## Strategy;Creativity 0 0 0 0 0
## Strategy;Education 0 0 0 0 0
## Tools 32 11 4 17 0
## Tools;Education 0 0 0 0 0
## Travel & Local 10 3 0 3 0
## Travel & Local;Action & Adventure 0 0 0 0 0
## Trivia 1 1 0 1 0
## Trivia;Education 0 0 0 0 0
## Video Players & Editors 6 6 1 0 0
## Video Players & Editors;Creativity 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0 0
## Weather 3 3 0 0 0
## Word 5 4 1 0 0Dari hasil analisa diatas dapat dilihat bahwa Genre Business adalah yang genre yang unggul dalam perolehan Rating 5 dengan jumlah 18 Aplikasi. Bila kita lihat dari kegunaan dan memang tujuannya. Biasanya Aplikasi Business memang dibuat sedemikian rupa untuk menunjang berbagai macam Fitur yang ada. Oleh karena itu tidak salah bila Business Genre mendapatkan jumlah terbanyak untuk Rate 5
Baiklah Analisa selanjutnya adalah
xtabs(~ data$Content.Rating + data$Type, data = data )## data$Type
## data$Content.Rating 0 Free NaN Paid
## 1 0 0 0
## Adults only 18+ 0 3 0 0
## Everyone 0 8019 0 695
## Everyone 10+ 0 380 1 33
## Mature 17+ 0 479 0 20
## Teen 0 1156 0 52
## Unrated 0 2 0 0Bila kita melihat dari hasil analisa diatas didapatkan bahwa Content Rating “Everyone”-lah yang paling memenuhi pasar dan tersedia. Selain itu kita dapat lihat biasanya “Everyone” dibuat dengan type “Free”, terbuki dengan banyak aplikai sebanyak 8019 yang merupakan “Everyone”, dan “Free”
Selanjutnya kita akan coba menganalisa hal lain, yaitu
xtabs(~ data$Category + data$Android.Ver, data=data)## data$Android.Ver
## data$Category 1.0 and up 1.5 and up 1.6 and up 2.0 and up
## 1.9 1 0 0 0 0
## ART_AND_DESIGN 0 0 0 0 0
## AUTO_AND_VEHICLES 0 0 0 0 0
## BEAUTY 0 0 0 1 0
## BOOKS_AND_REFERENCE 0 1 1 17 0
## BUSINESS 0 0 1 4 2
## COMICS 0 0 0 0 0
## COMMUNICATION 0 0 0 7 4
## DATING 0 0 0 0 0
## EDUCATION 0 0 0 1 0
## ENTERTAINMENT 0 0 0 0 0
## EVENTS 0 0 0 0 1
## FAMILY 0 0 2 15 7
## FINANCE 0 0 1 1 0
## FOOD_AND_DRINK 0 0 0 0 0
## GAME 0 0 3 2 4
## HEALTH_AND_FITNESS 0 0 0 2 1
## HOUSE_AND_HOME 0 0 0 0 0
## LIBRARIES_AND_DEMO 0 0 2 26 0
## LIFESTYLE 0 0 0 1 0
## MAPS_AND_NAVIGATION 0 0 1 0 0
## MEDICAL 0 0 0 2 1
## NEWS_AND_MAGAZINES 0 0 0 1 0
## PARENTING 0 0 0 0 0
## PERSONALIZATION 0 0 0 9 2
## PHOTOGRAPHY 0 0 0 0 0
## PRODUCTIVITY 0 0 2 1 2
## SHOPPING 0 0 0 0 0
## SOCIAL 0 0 0 1 1
## SPORTS 0 0 1 0 1
## TOOLS 0 1 6 22 6
## TRAVEL_AND_LOCAL 0 0 0 1 0
## VIDEO_PLAYERS 0 0 0 1 0
## WEATHER 0 0 0 1 0
## data$Android.Ver
## data$Category 2.0.1 and up 2.1 and up 2.2 - 7.1.1 2.2 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 0 0 0 0
## AUTO_AND_VEHICLES 0 0 0 1
## BEAUTY 0 0 0 1
## BOOKS_AND_REFERENCE 0 6 0 10
## BUSINESS 0 4 0 12
## COMICS 0 0 0 1
## COMMUNICATION 0 7 0 18
## DATING 0 0 0 0
## EDUCATION 0 2 0 1
## ENTERTAINMENT 0 0 0 0
## EVENTS 0 0 0 0
## FAMILY 5 26 0 59
## FINANCE 0 3 0 5
## FOOD_AND_DRINK 0 0 0 0
## GAME 1 18 1 13
## HEALTH_AND_FITNESS 0 1 0 3
## HOUSE_AND_HOME 0 0 0 1
## LIBRARIES_AND_DEMO 0 0 0 3
## LIFESTYLE 0 5 0 10
## MAPS_AND_NAVIGATION 0 0 0 5
## MEDICAL 0 8 0 12
## NEWS_AND_MAGAZINES 0 0 0 2
## PARENTING 0 0 0 1
## PERSONALIZATION 0 15 0 11
## PHOTOGRAPHY 0 2 0 11
## PRODUCTIVITY 0 6 0 11
## SHOPPING 0 0 0 5
## SOCIAL 0 4 0 6
## SPORTS 1 5 0 4
## TOOLS 0 18 0 29
## TRAVEL_AND_LOCAL 0 0 0 3
## VIDEO_PLAYERS 0 2 0 4
## WEATHER 0 2 0 2
## data$Android.Ver
## data$Category 2.3 and up 2.3.3 and up 3.0 and up 3.1 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 8 1 2 0
## AUTO_AND_VEHICLES 3 3 0 0
## BEAUTY 1 0 3 0
## BOOKS_AND_REFERENCE 18 5 12 0
## BUSINESS 10 17 12 0
## COMICS 5 0 1 0
## COMMUNICATION 25 6 9 0
## DATING 1 0 2 0
## EDUCATION 10 2 2 0
## ENTERTAINMENT 1 2 0 0
## EVENTS 0 2 2 0
## FAMILY 188 75 56 3
## FINANCE 8 2 7 0
## FOOD_AND_DRINK 2 2 1 0
## GAME 171 45 34 1
## HEALTH_AND_FITNESS 6 7 4 0
## HOUSE_AND_HOME 3 0 7 0
## LIBRARIES_AND_DEMO 12 1 1 0
## LIFESTYLE 24 11 5 0
## MAPS_AND_NAVIGATION 1 4 0 0
## MEDICAL 6 8 22 0
## NEWS_AND_MAGAZINES 4 4 1 0
## PARENTING 2 0 0 0
## PERSONALIZATION 16 31 5 0
## PHOTOGRAPHY 20 7 4 2
## PRODUCTIVITY 13 10 3 3
## SHOPPING 2 2 4 0
## SOCIAL 11 2 5 0
## SPORTS 11 5 6 0
## TOOLS 54 18 22 1
## TRAVEL_AND_LOCAL 3 4 2 0
## VIDEO_PLAYERS 8 4 6 0
## WEATHER 5 1 1 0
## data$Android.Ver
## data$Category 3.2 and up 4.0 and up 4.0.3 - 7.1.1 4.0.3 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 0 7 0 16
## AUTO_AND_VEHICLES 1 15 0 12
## BEAUTY 0 11 0 18
## BOOKS_AND_REFERENCE 0 43 0 30
## BUSINESS 1 75 0 56
## COMICS 0 6 0 16
## COMMUNICATION 1 46 2 35
## DATING 0 24 0 75
## EDUCATION 1 25 0 9
## ENTERTAINMENT 0 2 0 7
## EVENTS 0 9 0 4
## FAMILY 7 290 0 307
## FINANCE 2 47 0 37
## FOOD_AND_DRINK 0 9 0 15
## GAME 1 128 0 177
## HEALTH_AND_FITNESS 0 32 0 35
## HOUSE_AND_HOME 0 9 0 16
## LIBRARIES_AND_DEMO 1 8 0 15
## LIFESTYLE 2 57 0 60
## MAPS_AND_NAVIGATION 0 24 0 21
## MEDICAL 2 53 0 97
## NEWS_AND_MAGAZINES 0 33 0 24
## PARENTING 0 11 0 18
## PERSONALIZATION 1 54 0 60
## PHOTOGRAPHY 6 57 0 46
## PRODUCTIVITY 3 55 0 39
## SHOPPING 0 21 0 28
## SOCIAL 0 18 0 43
## SPORTS 0 27 0 43
## TOOLS 7 126 0 94
## TRAVEL_AND_LOCAL 0 29 0 24
## VIDEO_PLAYERS 0 19 0 21
## WEATHER 0 5 0 3
## data$Android.Ver
## data$Category 4.1 - 7.1.1 4.1 and up 4.2 and up 4.3 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 0 21 4 0
## AUTO_AND_VEHICLES 0 15 7 2
## BEAUTY 0 9 1 0
## BOOKS_AND_REFERENCE 0 34 6 0
## BUSINESS 0 119 14 7
## COMICS 0 10 3 1
## COMMUNICATION 0 69 9 4
## DATING 0 74 12 4
## EDUCATION 0 31 4 0
## ENTERTAINMENT 0 23 5 2
## EVENTS 0 17 9 1
## FAMILY 0 516 72 41
## FINANCE 0 57 28 5
## FOOD_AND_DRINK 0 24 4 1
## GAME 0 339 31 23
## HEALTH_AND_FITNESS 0 86 11 9
## HOUSE_AND_HOME 0 11 2 2
## LIBRARIES_AND_DEMO 0 4 1 0
## LIFESTYLE 0 100 12 17
## MAPS_AND_NAVIGATION 0 33 5 4
## MEDICAL 0 85 9 15
## NEWS_AND_MAGAZINES 0 81 9 1
## PARENTING 0 11 5 0
## PERSONALIZATION 0 78 8 6
## PHOTOGRAPHY 0 56 16 10
## PRODUCTIVITY 0 71 14 7
## SHOPPING 0 74 5 4
## SOCIAL 0 68 10 11
## SPORTS 0 113 18 5
## TOOLS 1 135 42 41
## TRAVEL_AND_LOCAL 0 44 10 8
## VIDEO_PLAYERS 0 29 6 11
## WEATHER 0 14 2 1
## data$Android.Ver
## data$Category 4.4 and up 4.4W and up 5.0 - 6.0 5.0 - 7.1.1
## 1.9 0 0 0 0
## ART_AND_DESIGN 3 0 0 0
## AUTO_AND_VEHICLES 8 1 0 0
## BEAUTY 1 0 0 0
## BOOKS_AND_REFERENCE 12 0 0 0
## BUSINESS 45 1 0 1
## COMICS 5 0 0 0
## COMMUNICATION 23 0 0 0
## DATING 20 0 0 0
## EDUCATION 13 0 0 0
## ENTERTAINMENT 42 0 0 0
## EVENTS 6 1 0 0
## FAMILY 150 0 0 0
## FINANCE 51 1 0 0
## FOOD_AND_DRINK 22 0 0 0
## GAME 60 1 0 0
## HEALTH_AND_FITNESS 37 0 0 0
## HOUSE_AND_HOME 8 0 0 0
## LIBRARIES_AND_DEMO 4 0 0 0
## LIFESTYLE 34 0 0 0
## MAPS_AND_NAVIGATION 5 0 0 0
## MEDICAL 61 3 0 0
## NEWS_AND_MAGAZINES 41 1 0 0
## PARENTING 6 0 0 0
## PERSONALIZATION 21 0 1 0
## PHOTOGRAPHY 23 0 0 0
## PRODUCTIVITY 45 1 0 0
## SHOPPING 49 0 0 0
## SOCIAL 25 0 0 0
## SPORTS 48 0 0 0
## TOOLS 41 1 0 0
## TRAVEL_AND_LOCAL 41 1 0 0
## VIDEO_PLAYERS 17 0 0 0
## WEATHER 13 0 0 0
## data$Android.Ver
## data$Category 5.0 - 8.0 5.0 and up 5.1 and up 6.0 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 0 1 0 0
## AUTO_AND_VEHICLES 0 6 0 4
## BEAUTY 0 4 0 0
## BOOKS_AND_REFERENCE 0 2 1 1
## BUSINESS 0 32 2 3
## COMICS 0 3 0 0
## COMMUNICATION 0 17 1 3
## DATING 0 10 0 0
## EDUCATION 0 14 0 0
## ENTERTAINMENT 0 10 0 3
## EVENTS 0 4 1 0
## FAMILY 0 51 6 3
## FINANCE 0 54 0 4
## FOOD_AND_DRINK 0 20 1 2
## GAME 0 22 1 7
## HEALTH_AND_FITNESS 0 32 0 0
## HOUSE_AND_HOME 0 9 0 0
## LIBRARIES_AND_DEMO 0 3 0 0
## LIFESTYLE 0 11 0 1
## MAPS_AND_NAVIGATION 0 7 0 0
## MEDICAL 0 44 2 6
## NEWS_AND_MAGAZINES 0 17 0 1
## PARENTING 0 3 0 0
## PERSONALIZATION 0 17 2 4
## PHOTOGRAPHY 1 14 1 1
## PRODUCTIVITY 1 27 1 3
## SHOPPING 0 11 0 0
## SOCIAL 0 14 0 0
## SPORTS 0 40 3 1
## TOOLS 0 56 2 11
## TRAVEL_AND_LOCAL 0 26 0 2
## VIDEO_PLAYERS 0 13 0 0
## WEATHER 0 7 0 0
## data$Android.Ver
## data$Category 7.0 - 7.1.1 7.0 and up 7.1 and up 8.0 and up
## 1.9 0 0 0 0
## ART_AND_DESIGN 0 0 0 0
## AUTO_AND_VEHICLES 0 0 0 0
## BEAUTY 0 0 0 0
## BOOKS_AND_REFERENCE 0 1 0 0
## BUSINESS 0 1 0 0
## COMICS 0 0 0 0
## COMMUNICATION 0 0 0 0
## DATING 0 0 0 0
## EDUCATION 0 0 0 0
## ENTERTAINMENT 0 0 0 0
## EVENTS 0 0 0 0
## FAMILY 0 10 0 0
## FINANCE 0 0 0 0
## FOOD_AND_DRINK 0 0 0 0
## GAME 0 5 0 0
## HEALTH_AND_FITNESS 0 1 0 1
## HOUSE_AND_HOME 0 0 0 0
## LIBRARIES_AND_DEMO 0 0 1 0
## LIFESTYLE 1 1 0 0
## MAPS_AND_NAVIGATION 0 0 0 0
## MEDICAL 0 2 0 1
## NEWS_AND_MAGAZINES 0 0 0 0
## PARENTING 0 0 0 0
## PERSONALIZATION 0 10 0 1
## PHOTOGRAPHY 0 1 0 0
## PRODUCTIVITY 0 1 0 0
## SHOPPING 0 0 0 0
## SOCIAL 0 1 0 0
## SPORTS 0 0 0 0
## TOOLS 0 6 1 3
## TRAVEL_AND_LOCAL 0 1 0 0
## VIDEO_PLAYERS 0 1 1 0
## WEATHER 0 0 0 0
## data$Android.Ver
## data$Category Varies with device
## 1.9 0
## ART_AND_DESIGN 2
## AUTO_AND_VEHICLES 7
## BEAUTY 3
## BOOKS_AND_REFERENCE 31
## BUSINESS 41
## COMICS 9
## COMMUNICATION 101
## DATING 12
## EDUCATION 41
## ENTERTAINMENT 52
## EVENTS 7
## FAMILY 83
## FINANCE 53
## FOOD_AND_DRINK 24
## GAME 56
## HEALTH_AND_FITNESS 73
## HOUSE_AND_HOME 20
## LIBRARIES_AND_DEMO 3
## LIFESTYLE 30
## MAPS_AND_NAVIGATION 27
## MEDICAL 24
## NEWS_AND_MAGAZINES 63
## PARENTING 3
## PERSONALIZATION 38
## PHOTOGRAPHY 57
## PRODUCTIVITY 105
## SHOPPING 55
## SOCIAL 75
## SPORTS 52
## TOOLS 99
## TRAVEL_AND_LOCAL 59
## VIDEO_PLAYERS 32
## WEATHER 25Dari hasil data ditas dapat dikatakan bahwa Aplikasi yang paling populer di Playstore saat ini memiliki Standard Android Version yaitu 4.1 dan tentu ini telah menjadi standard saat ini. Dapat dikatakan juga bahwa saat ini masyarakat telah memiliki banyak sekali perangkat dengan 4.1 ad up untuk Android Version
Lalu Bagimana dengan Genre maupun Category yang paling sering diunduh oleh para pengguna Android ? Kita dapat melihat hasil nya dengan cara berikut :
xtabs(~ data$Category + data$Installs, data= data)## data$Installs
## data$Category 0 0+ 1,000,000,000+ 1,000,000+ 1,000+ 1+
## 1.9 0 0 0 0 0 0
## ART_AND_DESIGN 0 1 0 4 3 0
## AUTO_AND_VEHICLES 0 0 0 13 8 1
## BEAUTY 0 0 0 8 1 0
## BOOKS_AND_REFERENCE 0 0 1 20 34 1
## BUSINESS 0 1 0 46 49 5
## COMICS 0 0 0 12 1 0
## COMMUNICATION 0 0 19 45 22 1
## DATING 0 0 0 32 17 2
## EDUCATION 0 0 0 52 2 0
## ENTERTAINMENT 0 0 1 51 0 0
## EVENTS 0 0 0 4 9 1
## FAMILY 1 2 1 275 215 10
## FINANCE 0 2 0 63 40 4
## FOOD_AND_DRINK 0 0 0 33 2 1
## GAME 0 0 6 166 40 5
## HEALTH_AND_FITNESS 0 0 0 68 21 2
## HOUSE_AND_HOME 0 0 0 27 2 1
## LIBRARIES_AND_DEMO 0 0 0 8 10 0
## LIFESTYLE 0 1 0 46 44 4
## MAPS_AND_NAVIGATION 0 0 0 26 15 0
## MEDICAL 0 1 0 23 78 7
## NEWS_AND_MAGAZINES 0 1 4 54 27 0
## PARENTING 0 0 0 13 1 0
## PERSONALIZATION 0 1 0 47 42 7
## PHOTOGRAPHY 0 0 4 54 18 0
## PRODUCTIVITY 0 1 4 59 35 4
## SHOPPING 0 0 0 45 8 0
## SOCIAL 0 2 8 35 23 2
## SPORTS 0 0 0 53 22 3
## TOOLS 0 0 2 101 82 5
## TRAVEL_AND_LOCAL 0 1 5 42 23 1
## VIDEO_PLAYERS 0 0 3 33 9 0
## WEATHER 0 0 0 21 4 0
## data$Installs
## data$Category 10,000,000+ 10,000+ 10+ 100,000,000+ 100,000+ 100+
## 1.9 0 0 0 0 0 0
## ART_AND_DESIGN 5 11 0 0 19 1
## AUTO_AND_VEHICLES 2 6 5 0 23 6
## BEAUTY 1 13 0 0 8 5
## BOOKS_AND_REFERENCE 24 25 19 6 20 7
## BUSINESS 18 46 42 3 37 76
## COMICS 2 11 0 0 11 1
## COMMUNICATION 57 25 19 39 19 33
## DATING 17 27 10 0 37 19
## EDUCATION 30 5 0 4 21 0
## ENTERTAINMENT 48 1 0 10 11 0
## EVENTS 0 4 6 0 12 11
## FAMILY 178 231 61 29 256 116
## FINANCE 18 69 3 4 39 24
## FOOD_AND_DRINK 17 9 4 0 19 5
## GAME 225 64 15 134 113 27
## HEALTH_AND_FITNESS 48 17 15 1 36 23
## HOUSE_AND_HOME 11 5 1 0 14 4
## LIBRARIES_AND_DEMO 4 19 1 0 14 4
## LIFESTYLE 24 41 18 1 42 38
## MAPS_AND_NAVIGATION 11 17 4 4 13 8
## MEDICAL 0 68 29 0 53 63
## NEWS_AND_MAGAZINES 30 30 10 0 27 23
## PARENTING 1 16 1 0 16 1
## PERSONALIZATION 36 46 21 14 27 46
## PHOTOGRAPHY 72 15 5 38 22 15
## PRODUCTIVITY 49 18 25 38 34 35
## SHOPPING 62 11 8 19 20 12
## SOCIAL 49 18 9 17 21 16
## SPORTS 50 34 20 4 40 24
## TOOLS 87 100 28 26 99 54
## TRAVEL_AND_LOCAL 35 31 3 10 17 15
## VIDEO_PLAYERS 30 17 2 8 14 7
## WEATHER 11 4 2 0 15 0
## data$Installs
## data$Category 5,000,000+ 5,000+ 5+ 50,000,000+ 50,000+ 50+
## 1.9 0 0 0 0 0 0
## ART_AND_DESIGN 3 5 0 1 6 0
## AUTO_AND_VEHICLES 3 2 2 0 5 1
## BEAUTY 1 3 0 0 5 1
## BOOKS_AND_REFERENCE 10 16 7 0 12 3
## BUSINESS 23 17 18 7 12 25
## COMICS 4 5 0 0 7 1
## COMMUNICATION 25 19 2 10 10 5
## DATING 9 13 1 0 5 6
## EDUCATION 22 0 0 0 6 0
## ENTERTAINMENT 17 0 0 5 1 0
## EVENTS 2 4 0 0 4 0
## FAMILY 123 108 7 42 101 35
## FINANCE 24 22 0 2 18 6
## FOOD_AND_DRINK 13 1 2 0 8 4
## GAME 105 17 2 84 39 11
## HEALTH_AND_FITNESS 33 5 2 5 15 11
## HOUSE_AND_HOME 5 2 0 0 5 1
## LIBRARIES_AND_DEMO 2 9 0 0 7 0
## LIFESTYLE 17 25 1 1 27 11
## MAPS_AND_NAVIGATION 17 9 0 2 5 1
## MEDICAL 3 36 8 0 30 26
## NEWS_AND_MAGAZINES 17 17 2 1 14 7
## PARENTING 1 2 0 0 5 0
## PERSONALIZATION 21 16 3 8 14 9
## PHOTOGRAPHY 31 5 1 27 7 2
## PRODUCTIVITY 23 13 3 14 18 12
## SHOPPING 24 5 1 11 4 0
## SOCIAL 27 12 2 14 10 4
## SPORTS 57 11 9 10 15 7
## TOOLS 41 53 6 23 50 14
## TRAVEL_AND_LOCAL 34 10 3 6 6 2
## VIDEO_PLAYERS 7 14 0 11 7 0
## WEATHER 8 1 0 5 1 0
## data$Installs
## data$Category 500,000,000+ 500,000+ 500+ Free
## 1.9 0 0 0 1
## ART_AND_DESIGN 0 6 0 0
## AUTO_AND_VEHICLES 0 5 3 0
## BEAUTY 0 6 1 0
## BOOKS_AND_REFERENCE 0 17 9 0
## BUSINESS 0 12 23 0
## COMICS 0 5 0 0
## COMMUNICATION 17 9 11 0
## DATING 0 26 13 0
## EDUCATION 0 14 0 0
## ENTERTAINMENT 0 4 0 0
## EVENTS 0 1 6 0
## FAMILY 3 109 69 0
## FINANCE 0 16 12 0
## FOOD_AND_DRINK 0 7 2 0
## GAME 17 62 12 0
## HEALTH_AND_FITNESS 1 31 7 0
## HOUSE_AND_HOME 0 10 0 0
## LIBRARIES_AND_DEMO 0 6 1 0
## LIFESTYLE 0 21 20 0
## MAPS_AND_NAVIGATION 0 3 2 0
## MEDICAL 0 15 23 0
## NEWS_AND_MAGAZINES 6 7 6 0
## PARENTING 0 3 0 0
## PERSONALIZATION 0 19 15 0
## PHOTOGRAPHY 0 13 6 0
## PRODUCTIVITY 10 15 14 0
## SHOPPING 0 21 9 0
## SOCIAL 6 14 6 0
## SPORTS 0 16 9 0
## TOOLS 9 26 37 0
## TRAVEL_AND_LOCAL 0 9 5 0
## VIDEO_PLAYERS 3 4 6 0
## WEATHER 0 7 3 0xtabs(~ data$Genres + data$Installs, data= data)## data$Installs
## data$Genres 0 0+ 1,000,000,000+ 1,000,000+
## Action 0 0 0 56
## Action;Action & Adventure 0 0 0 3
## Adventure 0 0 0 12
## Adventure;Action & Adventure 0 0 0 1
## Adventure;Brain Games 0 0 0 0
## Adventure;Education 0 0 0 0
## Arcade 0 0 6 30
## Arcade;Action & Adventure 0 0 0 4
## Arcade;Pretend Play 0 0 0 1
## Art & Design 0 1 0 4
## Art & Design;Action & Adventure 0 0 0 0
## Art & Design;Creativity 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0
## Auto & Vehicles 0 0 0 13
## Beauty 0 0 0 8
## Board 0 0 0 5
## Board;Action & Adventure 0 0 0 1
## Board;Brain Games 0 0 0 2
## Board;Pretend Play 0 0 0 0
## Books & Reference 0 0 1 20
## Books & Reference;Creativity 0 0 0 0
## Books & Reference;Education 0 0 0 0
## Business 0 1 0 46
## Card 0 0 0 5
## Card;Action & Adventure 0 0 0 1
## Card;Brain Games 0 0 0 0
## Casino 0 0 0 7
## Casual 0 0 0 19
## Casual;Action & Adventure 0 0 0 5
## Casual;Brain Games 0 0 0 6
## Casual;Creativity 0 0 0 2
## Casual;Education 0 0 0 2
## Casual;Music & Video 0 0 0 0
## Casual;Pretend Play 0 0 0 5
## Comics 0 0 0 12
## Comics;Creativity 0 0 0 0
## Communication 0 0 19 45
## Communication;Creativity 0 0 0 0
## Dating 0 0 0 32
## Education 0 2 0 64
## Education;Action & Adventure 0 0 0 4
## Education;Brain Games 0 0 0 1
## Education;Creativity 0 0 0 1
## Education;Education 0 0 0 5
## Education;Music & Video 0 0 0 1
## Education;Pretend Play 0 0 0 6
## Educational 0 0 0 7
## Educational;Action & Adventure 0 0 0 1
## Educational;Brain Games 0 0 0 1
## Educational;Creativity 0 0 0 2
## Educational;Education 0 0 0 11
## Educational;Pretend Play 0 0 0 7
## Entertainment 0 0 2 89
## Entertainment;Action & Adventure 0 0 0 2
## Entertainment;Brain Games 0 0 0 3
## Entertainment;Creativity 0 0 0 2
## Entertainment;Education 0 0 0 1
## Entertainment;Music & Video 0 0 0 6
## Entertainment;Pretend Play 0 0 0 1
## Events 0 0 0 4
## February 11, 2018 0 0 0 0
## Finance 0 2 0 63
## Food & Drink 0 0 0 33
## Health & Fitness 0 0 0 68
## Health & Fitness;Action & Adventure 0 0 0 1
## Health & Fitness;Education 0 0 0 0
## House & Home 0 0 0 27
## Libraries & Demo 0 0 0 8
## Lifestyle 0 1 0 46
## Lifestyle;Education 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0
## Maps & Navigation 0 0 0 26
## Medical 0 1 0 23
## Music 0 0 0 4
## Music & Audio;Music & Video 0 0 0 0
## Music;Music & Video 0 0 0 0
## News & Magazines 0 1 4 54
## Parenting 0 0 0 8
## Parenting;Brain Games 0 0 0 1
## Parenting;Education 0 0 0 3
## Parenting;Music & Video 0 0 0 1
## Personalization 0 1 0 47
## Photography 0 0 4 54
## Productivity 0 1 4 59
## Puzzle 0 0 0 16
## Puzzle;Action & Adventure 0 0 0 0
## Puzzle;Brain Games 0 0 0 4
## Puzzle;Creativity 0 0 0 1
## Puzzle;Education 0 0 0 0
## Racing 0 0 0 26
## Racing;Action & Adventure 0 0 0 1
## Racing;Pretend Play 0 0 0 1
## Role Playing 0 0 0 27
## Role Playing;Action & Adventure 0 0 0 1
## Role Playing;Brain Games 0 0 0 0
## Role Playing;Education 0 0 0 0
## Role Playing;Pretend Play 0 0 0 1
## Shopping 0 0 0 45
## Simulation 0 0 0 44
## Simulation;Action & Adventure 0 0 0 4
## Simulation;Education 0 0 0 0
## Simulation;Pretend Play 0 0 0 2
## Social 0 2 8 35
## Sports 0 0 0 54
## Sports;Action & Adventure 0 0 0 0
## Strategy 1 0 0 20
## Strategy;Action & Adventure 0 0 0 1
## Strategy;Creativity 0 0 0 1
## Strategy;Education 0 0 0 0
## Tools 0 0 2 101
## Tools;Education 0 0 0 0
## Travel & Local 0 1 5 42
## Travel & Local;Action & Adventure 0 0 0 0
## Trivia 0 0 0 2
## Trivia;Education 0 0 0 0
## Video Players & Editors 0 0 3 33
## Video Players & Editors;Creativity 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0
## Weather 0 0 0 21
## Word 0 0 0 4
## data$Installs
## data$Genres 1,000+ 1+ 10,000,000+ 10,000+ 10+
## Action 8 0 79 16 4
## Action;Action & Adventure 0 0 6 2 0
## Adventure 5 0 13 8 2
## Adventure;Action & Adventure 0 0 0 0 0
## Adventure;Brain Games 0 0 0 0 0
## Adventure;Education 0 0 2 0 0
## Arcade 8 5 46 11 4
## Arcade;Action & Adventure 0 1 6 1 0
## Arcade;Pretend Play 0 0 0 0 0
## Art & Design 3 0 5 10 0
## Art & Design;Action & Adventure 0 0 0 0 0
## Art & Design;Creativity 0 0 0 1 0
## Art & Design;Pretend Play 0 0 0 0 0
## Auto & Vehicles 8 1 2 6 5
## Beauty 1 0 1 13 0
## Board 6 0 3 6 1
## Board;Action & Adventure 0 0 0 0 0
## Board;Brain Games 2 0 0 2 0
## Board;Pretend Play 0 0 0 0 0
## Books & Reference 34 1 24 25 19
## Books & Reference;Creativity 0 0 0 0 0
## Books & Reference;Education 1 0 0 1 0
## Business 49 5 18 46 42
## Card 5 0 9 6 0
## Card;Action & Adventure 0 0 1 0 0
## Card;Brain Games 0 0 0 0 0
## Casino 0 0 6 5 0
## Casual 18 0 33 15 4
## Casual;Action & Adventure 1 0 8 0 0
## Casual;Brain Games 1 0 2 1 0
## Casual;Creativity 0 0 3 0 0
## Casual;Education 0 0 0 1 0
## Casual;Music & Video 0 0 2 0 0
## Casual;Pretend Play 1 0 6 1 0
## Comics 1 0 2 11 0
## Comics;Creativity 0 0 0 0 0
## Communication 22 1 57 25 19
## Communication;Creativity 0 0 0 0 0
## Dating 17 2 17 27 10
## Education 87 3 34 78 28
## Education;Action & Adventure 0 0 0 2 0
## Education;Brain Games 1 0 2 0 0
## Education;Creativity 0 0 0 0 0
## Education;Education 3 0 4 5 1
## Education;Music & Video 0 0 0 0 0
## Education;Pretend Play 8 0 0 3 0
## Educational 4 1 0 6 0
## Educational;Action & Adventure 0 0 0 0 0
## Educational;Brain Games 0 0 2 0 0
## Educational;Creativity 0 0 0 0 0
## Educational;Education 1 0 2 5 1
## Educational;Pretend Play 0 0 4 1 0
## Entertainment 65 4 64 68 17
## Entertainment;Action & Adventure 0 0 0 0 0
## Entertainment;Brain Games 0 0 3 0 0
## Entertainment;Creativity 0 0 1 0 0
## Entertainment;Education 0 0 0 0 0
## Entertainment;Music & Video 0 0 9 0 0
## Entertainment;Pretend Play 0 0 0 0 0
## Events 9 1 0 4 6
## February 11, 2018 0 0 0 0 0
## Finance 40 4 18 69 3
## Food & Drink 2 1 17 9 4
## Health & Fitness 21 2 48 17 15
## Health & Fitness;Action & Adventure 0 0 0 0 0
## Health & Fitness;Education 0 0 0 0 0
## House & Home 2 1 11 5 1
## Libraries & Demo 10 0 4 19 1
## Lifestyle 44 4 23 41 18
## Lifestyle;Education 0 0 0 0 0
## Lifestyle;Pretend Play 0 0 1 0 0
## Maps & Navigation 15 0 11 17 4
## Medical 78 7 0 68 29
## Music 0 0 1 2 0
## Music & Audio;Music & Video 0 0 0 0 0
## Music;Music & Video 1 0 1 0 0
## News & Magazines 27 0 30 30 10
## Parenting 1 0 1 13 1
## Parenting;Brain Games 0 0 0 0 0
## Parenting;Education 0 0 0 2 0
## Parenting;Music & Video 0 0 0 1 0
## Personalization 42 7 36 46 21
## Photography 18 0 72 15 5
## Productivity 35 4 49 18 25
## Puzzle 9 1 22 10 6
## Puzzle;Action & Adventure 0 0 0 0 0
## Puzzle;Brain Games 0 0 3 1 0
## Puzzle;Creativity 0 0 0 0 0
## Puzzle;Education 0 0 0 0 0
## Racing 1 0 13 4 2
## Racing;Action & Adventure 0 0 11 1 0
## Racing;Pretend Play 0 0 0 0 0
## Role Playing 5 0 15 8 2
## Role Playing;Action & Adventure 0 0 5 0 0
## Role Playing;Brain Games 0 0 1 0 0
## Role Playing;Education 0 0 0 0 0
## Role Playing;Pretend Play 0 0 2 0 0
## Shopping 8 0 62 11 8
## Simulation 7 0 24 16 2
## Simulation;Action & Adventure 0 0 7 0 0
## Simulation;Education 0 0 0 0 0
## Simulation;Pretend Play 0 0 0 1 0
## Social 23 2 49 18 9
## Sports 22 3 51 34 20
## Sports;Action & Adventure 0 0 1 0 0
## Strategy 2 0 12 8 0
## Strategy;Action & Adventure 0 0 0 0 0
## Strategy;Creativity 0 0 0 0 0
## Strategy;Education 0 0 0 0 0
## Tools 82 5 86 100 28
## Tools;Education 0 0 1 0 0
## Travel & Local 23 1 35 31 3
## Travel & Local;Action & Adventure 0 0 0 0 0
## Trivia 5 0 2 4 2
## Trivia;Education 0 0 0 0 0
## Video Players & Editors 9 0 29 17 2
## Video Players & Editors;Creativity 0 0 0 0 0
## Video Players & Editors;Music & Video 0 0 2 0 0
## Weather 4 0 11 4 2
## Word 2 0 9 2 0
## data$Installs
## data$Genres 100,000,000+ 100,000+ 100+
## Action 37 41 5
## Action;Action & Adventure 0 0 0
## Adventure 2 13 3
## Adventure;Action & Adventure 9 1 0
## Adventure;Brain Games 0 1 0
## Adventure;Education 0 0 0
## Arcade 36 12 8
## Arcade;Action & Adventure 0 2 0
## Arcade;Pretend Play 0 0 0
## Art & Design 0 16 1
## Art & Design;Action & Adventure 0 2 0
## Art & Design;Creativity 0 2 0
## Art & Design;Pretend Play 0 0 0
## Auto & Vehicles 0 23 6
## Beauty 0 8 5
## Board 0 5 2
## Board;Action & Adventure 0 0 0
## Board;Brain Games 0 3 1
## Board;Pretend Play 0 0 1
## Books & Reference 6 20 7
## Books & Reference;Creativity 0 0 1
## Books & Reference;Education 0 0 0
## Business 3 37 76
## Card 0 5 1
## Card;Action & Adventure 0 0 0
## Card;Brain Games 0 1 0
## Casino 0 6 2
## Casual 18 18 6
## Casual;Action & Adventure 4 0 0
## Casual;Brain Games 0 1 0
## Casual;Creativity 0 0 0
## Casual;Education 0 0 0
## Casual;Music & Video 0 0 0
## Casual;Pretend Play 0 2 0
## Comics 0 11 1
## Comics;Creativity 0 0 0
## Communication 39 19 33
## Communication;Creativity 0 0 0
## Dating 0 37 19
## Education 0 56 41
## Education;Action & Adventure 0 0 0
## Education;Brain Games 0 0 0
## Education;Creativity 0 1 0
## Education;Education 7 8 0
## Education;Music & Video 0 2 0
## Education;Pretend Play 0 1 0
## Educational 0 8 3
## Educational;Action & Adventure 0 0 0
## Educational;Brain Games 0 1 0
## Educational;Creativity 0 0 0
## Educational;Education 0 7 0
## Educational;Pretend Play 0 1 1
## Entertainment 17 80 50
## Entertainment;Action & Adventure 0 0 0
## Entertainment;Brain Games 0 2 0
## Entertainment;Creativity 0 0 0
## Entertainment;Education 0 0 0
## Entertainment;Music & Video 0 2 0
## Entertainment;Pretend Play 0 0 0
## Events 0 12 11
## February 11, 2018 0 0 0
## Finance 4 39 24
## Food & Drink 0 19 5
## Health & Fitness 1 36 23
## Health & Fitness;Action & Adventure 0 0 0
## Health & Fitness;Education 0 1 0
## House & Home 0 14 4
## Libraries & Demo 0 14 4
## Lifestyle 1 42 38
## Lifestyle;Education 0 1 0
## Lifestyle;Pretend Play 0 0 0
## Maps & Navigation 4 13 8
## Medical 0 53 63
## Music 0 6 0
## Music & Audio;Music & Video 0 0 0
## Music;Music & Video 0 1 0
## News & Magazines 0 27 23
## Parenting 0 13 1
## Parenting;Brain Games 0 0 0
## Parenting;Education 0 1 0
## Parenting;Music & Video 0 2 0
## Personalization 14 27 46
## Photography 38 22 15
## Productivity 38 34 35
## Puzzle 9 12 6
## Puzzle;Action & Adventure 0 1 0
## Puzzle;Brain Games 1 2 0
## Puzzle;Creativity 0 0 0
## Puzzle;Education 0 1 0
## Racing 12 7 3
## Racing;Action & Adventure 0 2 0
## Racing;Pretend Play 0 0 0
## Role Playing 0 18 0
## Role Playing;Action & Adventure 0 1 0
## Role Playing;Brain Games 0 0 0
## Role Playing;Education 0 0 1
## Role Playing;Pretend Play 0 2 0
## Shopping 19 20 12
## Simulation 0 35 3
## Simulation;Action & Adventure 0 0 0
## Simulation;Education 0 1 0
## Simulation;Pretend Play 0 1 0
## Social 17 21 16
## Sports 15 40 24
## Sports;Action & Adventure 0 2 0
## Strategy 13 15 1
## Strategy;Action & Adventure 0 1 0
## Strategy;Creativity 0 0 0
## Strategy;Education 0 0 0
## Tools 26 99 54
## Tools;Education 0 0 0
## Travel & Local 10 16 15
## Travel & Local;Action & Adventure 0 1 0
## Trivia 1 9 3
## Trivia;Education 0 0 1
## Video Players & Editors 8 14 7
## Video Players & Editors;Creativity 0 0 0
## Video Players & Editors;Music & Video 0 0 0
## Weather 0 15 0
## Word 0 1 0
## data$Installs
## data$Genres 5,000,000+ 5,000+ 5+ 50,000,000+
## Action 36 4 0 32
## Action;Action & Adventure 5 0 0 0
## Adventure 2 2 0 1
## Adventure;Action & Adventure 1 0 0 0
## Adventure;Brain Games 0 0 0 0
## Adventure;Education 0 0 0 0
## Arcade 16 2 2 11
## Arcade;Action & Adventure 0 0 0 0
## Arcade;Pretend Play 0 0 0 0
## Art & Design 3 5 0 1
## Art & Design;Action & Adventure 0 0 0 0
## Art & Design;Creativity 0 0 0 0
## Art & Design;Pretend Play 0 0 0 0
## Auto & Vehicles 3 2 2 0
## Beauty 1 3 0 0
## Board 6 2 0 2
## Board;Action & Adventure 1 1 0 0
## Board;Brain Games 1 2 0 0
## Board;Pretend Play 0 0 0 0
## Books & Reference 10 16 7 0
## Books & Reference;Creativity 0 0 0 0
## Books & Reference;Education 0 0 0 0
## Business 23 17 18 7
## Card 3 2 0 1
## Card;Action & Adventure 0 0 0 0
## Card;Brain Games 0 0 0 0
## Casino 2 2 0 1
## Casual 11 2 0 9
## Casual;Action & Adventure 3 0 0 0
## Casual;Brain Games 0 0 0 0
## Casual;Creativity 2 0 0 0
## Casual;Education 0 0 0 0
## Casual;Music & Video 0 0 0 0
## Casual;Pretend Play 9 0 0 2
## Comics 4 5 0 0
## Comics;Creativity 0 0 0 0
## Communication 25 19 2 10
## Communication;Creativity 0 0 0 0
## Dating 9 13 1 0
## Education 16 45 3 0
## Education;Action & Adventure 0 0 0 0
## Education;Brain Games 1 0 0 0
## Education;Creativity 3 0 0 0
## Education;Education 6 2 0 0
## Education;Music & Video 2 0 0 0
## Education;Pretend Play 2 0 0 0
## Educational 1 1 1 0
## Educational;Action & Adventure 0 0 0 2
## Educational;Brain Games 1 0 0 0
## Educational;Creativity 1 1 0 0
## Educational;Education 6 2 0 0
## Educational;Pretend Play 0 1 0 3
## Entertainment 32 30 2 9
## Entertainment;Action & Adventure 1 0 0 0
## Entertainment;Brain Games 0 0 0 0
## Entertainment;Creativity 0 0 0 0
## Entertainment;Education 0 0 0 0
## Entertainment;Music & Video 4 0 0 4
## Entertainment;Pretend Play 1 0 0 0
## Events 2 4 0 0
## February 11, 2018 0 0 0 0
## Finance 24 22 0 2
## Food & Drink 13 1 2 0
## Health & Fitness 33 5 2 5
## Health & Fitness;Action & Adventure 0 0 0 0
## Health & Fitness;Education 0 0 0 0
## House & Home 5 2 0 0
## Libraries & Demo 2 9 0 0
## Lifestyle 17 25 1 1
## Lifestyle;Education 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0
## Maps & Navigation 17 9 0 2
## Medical 3 36 8 0
## Music 1 0 0 6
## Music & Audio;Music & Video 0 0 0 0
## Music;Music & Video 0 0 0 0
## News & Magazines 17 17 2 1
## Parenting 0 2 0 0
## Parenting;Brain Games 0 0 0 0
## Parenting;Education 0 0 0 0
## Parenting;Music & Video 1 0 0 0
## Personalization 21 16 3 8
## Photography 31 5 1 27
## Productivity 23 13 3 14
## Puzzle 15 3 0 9
## Puzzle;Action & Adventure 1 0 0 3
## Puzzle;Brain Games 4 0 0 0
## Puzzle;Creativity 0 0 0 0
## Puzzle;Education 0 0 0 0
## Racing 8 1 0 12
## Racing;Action & Adventure 0 0 0 2
## Racing;Pretend Play 0 0 0 0
## Role Playing 14 1 0 2
## Role Playing;Action & Adventure 0 0 0 0
## Role Playing;Brain Games 0 0 0 0
## Role Playing;Education 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0
## Shopping 24 5 1 11
## Simulation 24 16 0 8
## Simulation;Action & Adventure 0 0 0 0
## Simulation;Education 0 0 0 0
## Simulation;Pretend Play 0 0 0 0
## Social 27 12 2 14
## Sports 58 11 9 10
## Sports;Action & Adventure 0 0 0 0
## Strategy 16 1 1 9
## Strategy;Action & Adventure 0 0 0 0
## Strategy;Creativity 0 0 0 0
## Strategy;Education 0 0 0 0
## Tools 41 53 6 23
## Tools;Education 0 0 0 0
## Travel & Local 34 10 3 6
## Travel & Local;Action & Adventure 0 0 0 0
## Trivia 1 2 0 0
## Trivia;Education 0 0 0 0
## Video Players & Editors 6 14 0 11
## Video Players & Editors;Creativity 2 0 0 0
## Video Players & Editors;Music & Video 1 0 0 0
## Weather 8 1 0 5
## Word 5 0 0 3
## data$Installs
## data$Genres 50,000+ 50+ 500,000,000+ 500,000+
## Action 15 3 6 22
## Action;Action & Adventure 0 0 0 0
## Adventure 6 0 0 6
## Adventure;Action & Adventure 1 0 0 0
## Adventure;Brain Games 0 0 0 0
## Adventure;Education 0 0 0 0
## Arcade 6 6 0 11
## Arcade;Action & Adventure 0 0 0 2
## Arcade;Pretend Play 0 0 0 0
## Art & Design 6 0 0 3
## Art & Design;Action & Adventure 0 0 0 0
## Art & Design;Creativity 0 0 0 4
## Art & Design;Pretend Play 0 0 0 2
## Auto & Vehicles 5 1 0 5
## Beauty 5 1 0 6
## Board 1 0 0 3
## Board;Action & Adventure 0 0 0 0
## Board;Brain Games 1 0 0 1
## Board;Pretend Play 0 0 0 0
## Books & Reference 12 3 0 17
## Books & Reference;Creativity 0 0 0 0
## Books & Reference;Education 0 0 0 0
## Business 12 25 0 12
## Card 5 0 0 4
## Card;Action & Adventure 0 0 0 0
## Card;Brain Games 0 0 0 0
## Casino 2 0 0 5
## Casual 7 2 14 13
## Casual;Action & Adventure 0 0 0 0
## Casual;Brain Games 0 0 0 2
## Casual;Creativity 0 0 0 0
## Casual;Education 0 0 0 0
## Casual;Music & Video 0 0 0 0
## Casual;Pretend Play 3 0 0 2
## Comics 6 1 0 5
## Comics;Creativity 1 0 0 0
## Communication 10 5 17 9
## Communication;Creativity 0 0 0 1
## Dating 5 6 0 26
## Education 34 15 0 17
## Education;Action & Adventure 0 0 0 0
## Education;Brain Games 0 0 0 0
## Education;Creativity 1 0 0 1
## Education;Education 3 1 0 4
## Education;Music & Video 0 0 0 0
## Education;Pretend Play 1 0 0 2
## Educational 4 0 0 1
## Educational;Action & Adventure 1 0 0 0
## Educational;Brain Games 0 0 0 1
## Educational;Creativity 0 0 0 0
## Educational;Education 3 1 0 2
## Educational;Pretend Play 1 0 0 0
## Entertainment 26 10 0 30
## Entertainment;Action & Adventure 0 0 0 0
## Entertainment;Brain Games 0 0 0 0
## Entertainment;Creativity 0 0 0 0
## Entertainment;Education 0 0 0 0
## Entertainment;Music & Video 0 0 0 2
## Entertainment;Pretend Play 0 0 0 0
## Events 4 0 0 1
## February 11, 2018 0 0 0 0
## Finance 18 6 0 16
## Food & Drink 8 4 0 7
## Health & Fitness 15 11 1 31
## Health & Fitness;Action & Adventure 0 0 0 0
## Health & Fitness;Education 0 0 0 0
## House & Home 5 1 0 10
## Libraries & Demo 7 0 0 6
## Lifestyle 27 11 0 21
## Lifestyle;Education 0 0 0 0
## Lifestyle;Pretend Play 0 0 0 0
## Maps & Navigation 5 1 0 3
## Medical 30 26 0 15
## Music 0 0 0 1
## Music & Audio;Music & Video 0 0 0 1
## Music;Music & Video 0 0 0 0
## News & Magazines 14 7 6 7
## Parenting 4 0 0 2
## Parenting;Brain Games 0 0 0 0
## Parenting;Education 1 0 0 0
## Parenting;Music & Video 0 0 0 1
## Personalization 14 9 0 19
## Photography 7 2 0 13
## Productivity 18 12 10 15
## Puzzle 3 3 0 12
## Puzzle;Action & Adventure 0 0 0 0
## Puzzle;Brain Games 2 0 0 2
## Puzzle;Creativity 0 0 0 1
## Puzzle;Education 0 0 0 0
## Racing 0 0 0 7
## Racing;Action & Adventure 1 0 0 2
## Racing;Pretend Play 0 0 0 0
## Role Playing 7 3 0 6
## Role Playing;Action & Adventure 0 0 0 0
## Role Playing;Brain Games 0 0 0 0
## Role Playing;Education 0 0 0 0
## Role Playing;Pretend Play 0 0 0 0
## Shopping 4 0 0 21
## Simulation 7 0 0 13
## Simulation;Action & Adventure 0 0 0 0
## Simulation;Education 0 0 0 1
## Simulation;Pretend Play 0 0 0 0
## Social 10 4 6 14
## Sports 15 7 0 16
## Sports;Action & Adventure 0 0 0 1
## Strategy 2 0 0 5
## Strategy;Action & Adventure 0 0 0 0
## Strategy;Creativity 0 0 0 0
## Strategy;Education 0 0 0 1
## Tools 50 14 9 26
## Tools;Education 0 0 0 0
## Travel & Local 6 2 0 9
## Travel & Local;Action & Adventure 0 0 0 0
## Trivia 3 1 0 1
## Trivia;Education 0 0 0 0
## Video Players & Editors 7 0 3 4
## Video Players & Editors;Creativity 0 0 0 0
## Video Players & Editors;Music & Video 0 0 0 0
## Weather 1 0 0 7
## Word 1 1 0 0
## data$Installs
## data$Genres 500+ Free
## Action 1 0
## Action;Action & Adventure 1 0
## Adventure 0 0
## Adventure;Action & Adventure 0 0
## Adventure;Brain Games 0 0
## Adventure;Education 0 0
## Arcade 0 0
## Arcade;Action & Adventure 0 0
## Arcade;Pretend Play 0 0
## Art & Design 0 0
## Art & Design;Action & Adventure 0 0
## Art & Design;Creativity 0 0
## Art & Design;Pretend Play 0 0
## Auto & Vehicles 3 0
## Beauty 1 0
## Board 2 0
## Board;Action & Adventure 0 0
## Board;Brain Games 0 0
## Board;Pretend Play 0 0
## Books & Reference 9 0
## Books & Reference;Creativity 0 0
## Books & Reference;Education 0 0
## Business 23 0
## Card 2 0
## Card;Action & Adventure 0 0
## Card;Brain Games 0 0
## Casino 1 0
## Casual 4 0
## Casual;Action & Adventure 0 0
## Casual;Brain Games 0 0
## Casual;Creativity 0 0
## Casual;Education 0 0
## Casual;Music & Video 0 0
## Casual;Pretend Play 0 0
## Comics 0 0
## Comics;Creativity 0 0
## Communication 11 0
## Communication;Creativity 0 0
## Dating 13 0
## Education 26 0
## Education;Action & Adventure 0 0
## Education;Brain Games 0 0
## Education;Creativity 0 0
## Education;Education 1 0
## Education;Music & Video 0 0
## Education;Pretend Play 0 0
## Educational 0 0
## Educational;Action & Adventure 0 0
## Educational;Brain Games 0 0
## Educational;Creativity 1 0
## Educational;Education 0 0
## Educational;Pretend Play 0 0
## Entertainment 28 0
## Entertainment;Action & Adventure 0 0
## Entertainment;Brain Games 0 0
## Entertainment;Creativity 0 0
## Entertainment;Education 0 0
## Entertainment;Music & Video 0 0
## Entertainment;Pretend Play 0 0
## Events 6 0
## February 11, 2018 0 1
## Finance 12 0
## Food & Drink 2 0
## Health & Fitness 7 0
## Health & Fitness;Action & Adventure 0 0
## Health & Fitness;Education 0 0
## House & Home 0 0
## Libraries & Demo 1 0
## Lifestyle 20 0
## Lifestyle;Education 0 0
## Lifestyle;Pretend Play 0 0
## Maps & Navigation 2 0
## Medical 23 0
## Music 1 0
## Music & Audio;Music & Video 0 0
## Music;Music & Video 0 0
## News & Magazines 6 0
## Parenting 0 0
## Parenting;Brain Games 0 0
## Parenting;Education 0 0
## Parenting;Music & Video 0 0
## Personalization 15 0
## Photography 6 0
## Productivity 14 0
## Puzzle 4 0
## Puzzle;Action & Adventure 0 0
## Puzzle;Brain Games 0 0
## Puzzle;Creativity 0 0
## Puzzle;Education 0 0
## Racing 2 0
## Racing;Action & Adventure 0 0
## Racing;Pretend Play 0 0
## Role Playing 1 0
## Role Playing;Action & Adventure 0 0
## Role Playing;Brain Games 0 0
## Role Playing;Education 0 0
## Role Playing;Pretend Play 0 0
## Shopping 9 0
## Simulation 1 0
## Simulation;Action & Adventure 0 0
## Simulation;Education 1 0
## Simulation;Pretend Play 0 0
## Social 6 0
## Sports 9 0
## Sports;Action & Adventure 0 0
## Strategy 1 0
## Strategy;Action & Adventure 0 0
## Strategy;Creativity 0 0
## Strategy;Education 0 0
## Tools 37 0
## Tools;Education 0 0
## Travel & Local 5 0
## Travel & Local;Action & Adventure 0 0
## Trivia 2 0
## Trivia;Education 0 0
## Video Players & Editors 6 0
## Video Players & Editors;Creativity 0 0
## Video Players & Editors;Music & Video 0 0
## Weather 3 0
## Word 1 0Dari hasil diatas kita dapat melihat bahwa Genre dan Category yang paling sering diunduh oleh pengguna Android adalah Communication. Ya Betul sekali Communication adalah salah satu Aplikasi yang sangat dibutuhkan dan tentu menjadi Genre dan Category yang besar.
Jadi Kesimpulan hasil analisa saya adalah jika ingin membuat sebuah aplikasi Android, buatlah sebuah aplikasi yang memiliki Genre dan Category Communication. Tak bisa dipungkiri bahwa communication adalah bagian penting dari kehidupan dan kemajuan teknologi. Selain itu kita harus membuat Aplikasi yang ringan secar Size agar dapat dinikmati oleh banyak orang. Size yang paling populer untuk Rate 5.0 adalah 11 MB. Selain itu bila developer ingin mencoba field lain, mungkin bisa tidak mencoba Genre Rating : Family. Karena sudah sangat banyak aplikasi di Genre Rating tersebut. Selain itu buatlah aplikasi yang Gratis atau Free dan memiliki Genre Rating = Everyone. Sekian hasil Analisa yang saya dapat katakan. Terimakasih