HTML intro to spatial data LINK
HTML of Jupyter Notebook on open data and geopandas basics. LINK
Assignment posted at end of Notebook.
HTML of Jupyter Notebook on open data Metadata and Queries. LINK
Assignment posted at end of Notebook.
Graduated Circles - Frequent Vehicle Tows
Graduated Circles- Distributed Vehicle Tows
Graduated Circles, Classified Fisher-Jenks k=6, Distributed Vehicle Tows
Choropleth - Vehicle Tow Density
Choropleth, Classified Fisher-Jenks k=6, Vehicle Tow Density
Choropleth, Linear Color Mapper - Vehicle Tow Density
Choropleth, Log Color Mapper - Vehicle Tow Density
Graduated Circles - Frequent Vehicle Tows
Graduated Circles- Distributed Vehicle Tows
Graduated Circles, Classified Fisher-Jenks k=6, Distributed Vehicle Tows
Choropleth - Vehicle Tow Density Lear and Log Cmaps
Choropleth, Classified Fisher-Jenks, Vehicle Tow Density
Predominance Map of CDC Health Outcomes by County
Graduated Circles- Distributed by Borough - Residential Complaints
Graduated Circles- Distributed by Borough - Commercial Complaints
Choropleth- Distributed by Borough - Residential Complaints / Sq. Ki.
Choropleth- Distributed by Borough - Commercial Complaints / Sq. Ki.
Buffalo Residential Properties - Tax Assessment Roll 2019-2020
Fire Hydrants near Elementary Schools
Buffalo Potential Road Bridges (Overpasses)
Buffalo Road/Rail Bridges (Overpasses), at-grade, and Underpasses
Black or African American Population Near Elementary Schools
Nearest Neighbor Fire Risk Assessment
This map shows assigned fire risk for a random sample (33%) of residential tax properties instead of the entire dataset.
Problem 1 - Closest high school to Residences
High Schools from Buffalo Public Schools 2019-2020 dataset
Unique Public High School Locations in Buffalo
Residences by Type Near High School Locations
Closest Residences to High School Locations
COVID -19 Confirmed Cases - Hot and Cold Spots on Apr 15, May 15, and Jun 15, 2020