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Data Sets
NYS Open Data - https://data.ny.gov/
Federal Open Data - https://www.data.gov/
Open NY - https://www.ny.gov/programs/open-ny
Hudson Valley Regional Council - https://hudsonvalleyregionalcouncil.org/data-maps/data-map-resources/
Dept of Agriculture - https://agriculture.ny.gov/
Farmers' Markets - https://agriculture.ny.gov/farmersmarkets
NYS Farmers' Markets - https://data.ny.gov/Economic-Development/Farmers-Markets-in-New-York-State/qq4h-8p86/data
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Programming / Visualization Tools
Colab - https://colab.research.google.com/
Anaconda - https://www.anaconda.com/products/individual
Python Official Site - https://www.python.org/
Jupyter Notebook - https://jupyter.org/
RStudio IDE - https://www.rstudio.com/products/rstudio/
Tableau Public - https://public.tableau.com/en-us/s/
QGIS https://www.qgis.org/en/site/
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Version Control / Project Management Tools
GitHub
How to Use Github
Trello
Kumospace
Discord
Techstars Entrepreneur's Toolkit
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Starter Code Samples / Tutorials
HUD Grants GIS Example in R
Dutchess County Map Starter Code (includes R Project, Dutchess County GIS files) Additional Geo-Encoded Data Available At Top of Page (under GIS Datasets)
https://medium.com/civis-analytics/making-interactive-maps-of-public-data-in-r-d360c0e13f13
Performing Exploratory Data Analysis in Python
Data Analysis and Visualizations in R
Working with Leaflet in R
Show/Hide Layers in Leaflet (R)
Tableau How To Videos
What Is Data Visualization?
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More Data Sets - By Social Cause (New York-specific)
Homelessness | Domestic Violence | Poverty | Pollution | Substance Abuse | Veterans | Public Safety | Climate Change | Public Safety | Environment | Economic Development | Digital Divide | Immigration
HUD Datasets
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GIS Datasets
Geo-Encoded Data - Dutchess County (this data can be used for a points layer on a base map)
Westchester County N. Y. GeoHub - https://gis.westchestergov.com/
Orange County N.Y. GIS - https://ocgis.orangecountygov.com/
Ulster County N.Y. GIS - https://ulstercountyny.gov/ucis/gis-data
Dutchess County N.Y. GIS - https://www.dutchessny.gov/County-Government/Geographic-Information-Systems-and-Mapping.htm
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GIS-Specific Resources
Geographic Information Systems (GIS) are used to create, analyze, manage, and display geographic data.
Dutchess County GIS - https://www.dutchessny.gov/County-Government/Geographic-Information-Systems-and-Mapping.htm
eSpatially Yours - https://espatiallynewyork.com/
Westchester County GeoHub - https://gis.westchestergov.com/
GIS NY - http://gis.ny.gov/gisdata/
Essentials of Geographic Information Systems - https://open.umn.edu/opentextbooks/textbooks/67
Geocomputation with R https://geocompr.robinlovelace.net/index.html
R Spatial https://r-spatial.org/r/2018/10/25/ggplot2-sf.html
Using Spatial Data with R https://cengel.github.io/R-spatial/
Making Maps with Python https://rosenfelder.ai/create-maps-with-python/
Interactive Maps in Python https://www.earthdatascience.org/courses/scientists-guide-to-plotting-data-in-python/plot-spatial-data/customize-raster-plots/interactive-maps/
Additional Tutorials
Exploratory Data Analysis Using Python
https://towardsdatascience.com/exploratory-data-analysis-eda-python-87178e35b14
Exploratory Data Analysis Using R
https://towardsdatascience.com/exploratory-data-analysis-in-r-for-beginners-fe031add7072
Tableau Public Examples
https://public.tableau.com/app/discover
Convert Geo Files to JSON or JSON to Shapefile
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