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A comprehensive analysis of the Android App Market by comparing over 10,000 apps in Google Play across different categories.

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Shubhi550/The-Android-App-Market-on-Google-Play

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The Android App Market on Google Play A++

Loaded, cleaned, and visualized scraped Google Play Store data to understand the Android app market. (The project can be seen in the .ipynb files)

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Introduction

Mobile apps are everywhere. They are easy to create and can be lucrative. Because of these two factors, more and more apps are being developed. This project is a comprehensive analysis of the Android app market by comparing over ten thousand apps in Google Play across different categories. Insights in the data help to devise strategies to drive growth and retention.

Data Collection

The data for this project was downloaded from Kaggle(world's largest data science community). The data files are as follows:

1. googleplaystore.csv : contains all the details of the applications on Google Play. There are 13 features that describe a given app.

2. googleplaystore_user_reviews.csv : contains 100 reviews for each app, most helpful first. The text in each review has been pre-processed and attributed with three new features: Sentiment (Positive, Negative or Neutral), Sentiment Polarity and Sentiment Subjectivity.

Technology

  • Python

Topics

  • Importing and cleaning data
  • Data Manipulation
  • Mathematical Calculations
  • Data Visualization

Some Visuals from the Project

Distribution of different apps across different categories

AppsVsCat

Sentiment Polarity Distribution

Snew

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A comprehensive analysis of the Android App Market by comparing over 10,000 apps in Google Play across different categories.

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