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Open Data Explorer - Flex Dashboards for open data discovery, exploration and analysis

License: GNU General Public License v3.0

opendata socrata r flexdashboard

opendataexplorer's Introduction

Welcome to the Open Data Explorer

Data Discovery

OpenDataDiscovereR - Open Data Search Tool to identify top data assets by topic across Socrata platform
BenchmarkeR - Compare Data Portal Metadata Scores by any domain across Socrata platform
State data portal explorer - Discover metadata characteristics and statistics for state Open Data portals on the Socrata platform

Data Contextualization

Census American Community Survey and City of Seattle Police Stops

Police Terry Stops in Seattle - https://alicia.shinyapps.io/PoliceDataContextualizer/

Motivations

Democratize not just data, but data analysis, discovery and exploration
Share all the code!

opendataexplorer's People

Contributors

Watchers

opendataexplorer's Issues

Publish Unemployment Rate example using BLScraperR

Publish data discovery example

The Discovery API provides details on Socrata customer domains. Provide example on how to query it by domain.

Visualize population (B03002) over time

2013-2016/7 depending on ACS
Add colors consistent with race/ethnicity for stops data
Timeline chart

Rates per capita

Stops per capita by race
Frisks per capita by race
Arrests per capita by race
Table with sparklines?

Handle Discovery API no results

If no results for a given combination of selections, return friendly message stating no assets of that type exist rather than Error: $ operator is invalid for atomic vectors or Error: no applicable method for 'unnest_tokens_' applied to an object of class "character" or Error: no applicable method for 'group_by_' applied to an object of class "character" or Error: no applicable method for 'mutate_' applied to an object of class "character".

Visualize stops, frisks, and arrests bubble chart

Add numeric Frisks and Arrests fields ('Y')
X = frisks
Y = arrests
Size = stops
fill = race/ethnicity consistent with population
Plotly

Add about the data

Info on survey year
ACS variables
Seattle stops metadata

Publish example for querying and contextualizing Seattle Police Stops data

Visualize distribution of Stops, Frisks and Arrests

Where (beat, sector)
Who (officer number, age, race, gender)

Publish example for TidyCensus

Demonstrate how to retrieve unemployment data by race and ethnicity using TidyCensus package

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