Exploratory Data Analysis of City of Austin's 311 Calls

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Usage

• Option 1: Launch using the Binder icon
• Option 2: Create a new conda environment and activate it:

   conda env create -f environment.yml
   conda activate austin_eda

Project Description

The aim of this EDA is to understand the City of Austin's 311 calls data from 2014 to 2019 and find any noticeable trends and answer the following types of questions:

• What are major complaints and concerns of Austinites?
• Which agency/department has the most complaint?
• Which method was frequently used to lodge complaints?
• Was city successful in reducing major complaints over the years?
• How has the major complaints changed over the years?
• How does the incident vary by year, month, day?
• Which zip codes have the most call incidents?
• Determining if there are any correlations between 311 complaints and socioeconomic factors?
• And any other interesting findings

📝 TODO

• Phase 1: [X] Data Cleaning & Adding Socioeconomic features
• Phase 2: [ ] Explorator Data Analysis & Explanatory Visualizations
• Phase 3: [ ] Dashboard app

Dataset source

• City of Austin's 311 calls data
• U.S. Census geo-socioeconomic data