List of WPRDC-relevant tools and data analyses
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README.md

README.md

list-of-WPRDC-relevant-tools-and-analyses

A collection of WPRDC-relevant tools and data analyses.

Tools

  • WPRDC Property Dashboard - The Regional Data Center's Property Dashboard integrates data from multiple data sources and provides it all in one place. We're happy to announce that the beta version of the tool is now live, and we built it in-house.
  • WPRDC's Parcels n'at - Parcels n'at allows you to pull a variety of data by neighborhood, municipality, or even for a user-defined area using some of the embedded drawing tools.

Data analyses by dataset

311 Data

Air-Quality Data

Carnegie Library Wi-Fi Use Data

Crash Data

Crime Data

Dog-License Data

  • nrfulton/pittdoggos - Nathan Fulton's Python scripts for analyzing county (but not city) dog-license data and a simple Web page for searching dogs by name.

Fatal Accidental Overdoses Data

Healthy Ride Data

Examples demonstrating different skills

Python

Learning Python/Jupyter notebooks/data analysis

  • WPRDC/urban-informatics-and-visualization - A WPRDC fork of Paul Waddell's course materials for Urban Informatics and Visualization. These Jupyter notebooks cover Python/Jupyter fundamentals, cleaning/manipulating/analyzing/visualizing/mapping data, and using Web APIs for getting and posting data.

Making bar charts

Making SQL queries on WPRDC data

Mapping

Pandas dataframes

Pulling WPRDC data through the CKAN API

Transforming from a long-format data table to a wide-format data table

R

Learning R

  • Tutorial on using R to analyze pothole data - Material from a workshop run by Conor Tompkins, using Pittsburgh's 311 data on potholes to teach the basics of using R (including manipulating data and making charts and maps).

Principal component analysis in R

CKAN API usage under R + debugging a broken SQL query

Other data sources

Tools

  • ljwolf/cenpy - A Python library for exploring and querying the US Census API and returning Pandas DataFrames.

General tools for working with data

  • saulpw/visidata - A terminal spreadsheet multitool for discovering and arranging data. (It's basically a Swiss Army chainsaw for manipulating tabular data.)

Contribute

Please contribute things that could be useful to others using WPRDC data, including scripts for data cleaning or analyzing data, Jupyter notebooks for particular datasets, and tools for manipulating and visualizing the data.