##Load Data ——————————–
google_play.R <- read.csv("/Users/mac/Desktop/DS Projects/GooglePlay/googleplaystore.csv")
google_play.R <- unique(google_play.R)head(google_play.R)## App Category Rating
## 1 Photo Editor & Candy Camera & Grid & ScrapBook ART_AND_DESIGN 4.1
## 2 Coloring book moana ART_AND_DESIGN 3.9
## 3 U Launcher Lite – FREE Live Cool Themes, Hide Apps ART_AND_DESIGN 4.7
## 4 Sketch - Draw & Paint ART_AND_DESIGN 4.5
## 5 Pixel Draw - Number Art Coloring Book ART_AND_DESIGN 4.3
## 6 Paper flowers instructions ART_AND_DESIGN 4.4
## Reviews Size Installs Type Price Content.Rating
## 1 159 19M 10,000+ Free 0 Everyone
## 2 967 14M 500,000+ Free 0 Everyone
## 3 87510 8.7M 5,000,000+ Free 0 Everyone
## 4 215644 25M 50,000,000+ Free 0 Teen
## 5 967 2.8M 100,000+ Free 0 Everyone
## 6 167 5.6M 50,000+ Free 0 Everyone
## Genres Last.Updated Current.Ver
## 1 Art & Design January 7, 2018 1.0.0
## 2 Art & Design;Pretend Play January 15, 2018 2.0.0
## 3 Art & Design August 1, 2018 1.2.4
## 4 Art & Design June 8, 2018 Varies with device
## 5 Art & Design;Creativity June 20, 2018 1.1
## 6 Art & Design March 26, 2017 1.0
## Android.Ver
## 1 4.0.3 and up
## 2 4.0.3 and up
## 3 4.0.3 and up
## 4 4.2 and up
## 5 4.4 and up
## 6 2.3 and upstr(google_play.R)## 'data.frame': 10358 obs. of 13 variables:
## $ App : Factor w/ 9660 levels "- Free Comics - Comic Apps",..: 7206 2551 8970 8089 7272 7103 8149 5568 4926 5806 ...
## $ 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",..: 122 1020 468 2827 280 116 280 2393 1457 1431 ...
## $ Android.Ver : Factor w/ 35 levels "","1.0 and up",..: 17 17 17 20 22 10 17 20 12 17 ...