Load, clean, and visualize scraped Google Play Store data to gain insights into the Android app market.
- The data for this project was scraped from the Google Play website. While there are many popular datasets for Apple App Store. The data files are:
- apps.csv: contains all the details of the apps on Google Play.
- user_reviews.csv: contains 100 reviews for each app, most helpful first.
| Unnamed: 0 | App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Photo Editor & Candy Camera & Grid & ScrapBook | ART_AND_DESIGN | 4.1 | 159 | 19 | 10000 | Free | 0 | Everyone | Art & Design | January 7, 2018 | 1.0.0 | 4.0.3 and up |
| 1 | 1 | Coloring book moana | ART_AND_DESIGN | 3.9 | 967 | 14 | 500000 | Free | 0 | Everyone | Art & Design;Pretend Play | January 15, 2018 | 2.0.0 | 4.0.3 and up |
| 2 | 2 | U Launcher Lite – FREE Live Cool Themes, Hide Apps | ART_AND_DESIGN | 4.7 | 87510 | 8.7 | 5e+06 | Free | 0 | Everyone | Art & Design | August 1, 2018 | 1.2.4 | 4.0.3 and up |
| 3 | 3 | Sketch - Draw & Paint | ART_AND_DESIGN | 4.5 | 215644 | 25 | 5e+07 | Free | 0 | Teen | Art & Design | June 8, 2018 | Varies with device | 4.2 and up |
| 4 | 4 | Pixel Draw - Number Art Coloring Book | ART_AND_DESIGN | 4.3 | 967 | 2.8 | 100000 | Free | 0 | Everyone | Art & Design;Creativity | June 20, 2018 | 1.1 | 4.4 and up |
| App | Review | Sentiment | Sentiment_Polarity | Sentiment_Subjectivity | |
|---|---|---|---|---|---|
| 0 | 10 Best Foods for You | I like eat delicious food. That's I'm cooking food myself, case "10 Best Foods" helps lot, also "Best Before (Shelf Life)" | Positive | 1 | 0.533333 |
| 1 | 10 Best Foods for You | This help eating healthy exercise regular basis | Positive | 0.25 | 0.288462 |
| 2 | 10 Best Foods for You | nan | nan | nan | nan |
| 3 | 10 Best Foods for You | Works great especially going grocery store | Positive | 0.4 | 0.875 |
| 4 | 10 Best Foods for You | Best idea us | Positive | 1 | 0.3 |
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Import the data, drop duplicate rows, and inspect the data
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Clean the dataset
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Correcting data types
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Dealing with missing numerical values.
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Exploring app categories: create data for a bar chart that shows the distribution of apps across different categories.
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Distribution of app ratings: create a plot annotation for average app rating.
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Examine the relationship between size, price, and rating of apps using jointplot().
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Use a strip plot to visualize the distribution of paid apps across different categories.
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Filter out "junk" apps.
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Popularity of paid apps vs free apps: prep the data for a box plot that compares the number of installs of paid apps vs. number of installs of free apps: this figure shows that the number of downloads of free applications is higher than paid applications
- Sentiment analysis of user reviews: load the user review data and plot it to visualize sentiment of paid vs. free apps.