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Exploration Tools with Python

The purpose of this project is to create an area exploration tool for a potential visitor interested in booking an Airbnb while gaining insights into the crime rates and socioeconomic status of neighborhoods in Seattle.

 

The Kepler and Folium interactive maps were created in a Google Colab notebook and demonstrate the implementation of APIs, point-in-polygon, buffer analysis, widgets, tabular joins, kernel density, and geocoding using a class constructor.

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Click on map to view Colab Notebook

Chloropeth Maps with Python

This project contains four choropleth maps created in a Google Colab Notebook using Python. 

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The first two maps use 2020 U.S. Presidential Election Data to show the election results in Colorado and the percentage of votes for Biden per county. 

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The third map uses an API from the New York Times for Covid cases and deaths to show covid death rates per capita in U.S. counties. 

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The fourth map is an economic and demographic mapping tool that uses an API from the World Bank. The user can select a variable, a year, and a color to examine data such as total population, population growth, GDP per Capita, school enrollment, access to electricity, access to fresh water, urban population, and more for countries around the world. 

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Techniques such as filtering, grouping, tabular joins, math operations, and widgets were used to create the maps. 

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Click on map to view Colab Notebook

Working with Python:
Location-based Guessing Game

This project is a location-based guessing game created in a Google Colab Notebook using Python and demonstrates the implementation of the haversine function within a class constructor. 

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The game starts by asking the user to input their name. Then, the game will begin by asking the user to guess the longitude and latitude of a location in the United States. The distance from the game's randomly selected location and the user's input will be calculated and displayed as the user's score. The closer the distance, the lower the score. The user may guess up to ten times or quit to end the game, as shown to the right.

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Click below to view the code
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