Bumble interview practical task
Analysis
Bumble_interview_US_census_data.ipynb contains data EDA, some maps and example of possible geo-expansion.
Bumble_interview_US_census_data-expanded_clustering.ipynb is focused on different types of clustering techniques.
Additional data
US Census Bureau TIGER database to visualize state boundaries
Please download this data and save to /data
Mapping
Please have a look at map implementation - index.html
or go to https://nadiiainterview.tiiny.site/
Requirements
Please create new environmet for this lab using Python 3.7
Using Anaconda please install the following
#Create new environment
conda create --name myenv python=3.7
#Make sure that you are going to work in newly created environment
conda activate myenv
# Install jupyter lab
conda install jupyterlab -c conda-forge
# Install packages
conda install -c conda-forge geopandas
conda install -c conda-forge matplotlib
conda install -c conda-forge mapclassify
conda install -c conda-forge contextily
conda install -c conda-forge geoplot
conda install -c conda-forge seaborn
conda install -c conda-forge descartes
conda install -c anaconda openpyxl
conda install -c conda-forge folium
conda install --channel conda-forge pysal
conda install -c conda-forge clusterpy