Some Small Data Analysis Projects

Classification using Titanic Data

• Decision Trees and Random forest to predict survival probability

Mapping US Food Waste

• Exploring EPA "Excess Food" data to see how food waste is generated across various areas and industries

US Census Data

• Retrieval and processing of United States Census Bureau data for data scientists, who need to automate the collection of demographic information.
• Combine different data sources / R packages tigris for US map shapefiles, tidycensus for Data from American Community Survey, censusapi for US Economic Census Data, and tidyUSDA for US Department of Agriculture (USDA) Census Data.

Ocean Capstone

• Analysis ocean acoustics data from Peru
• How can we apply AI/ML algorithms to classify and predict marine species to contribute to better marine resource management?

Agriculture Germany

• Agricultural businesses in Germany 1999 - 2007
• Simple example for geospatial visualizations

Python Coding Problems

• Solving little coding problems in python from different sources
• Example: sort picture by location, time and name, extract hashtags

General Analytics Exam

• Health insurance in Texas by ethnicity and education
• Recursive partictioning and ML modelling

Small Projects that grew into their own Repository

CAMIS contributions

• CAMIS = Comparing Analysis Method Implementations in Software
• Replication of analysis methods in different software and to identify the fundamental sources of discrepant results between software.
• See outputs: psiaims.github.io/CAMIS/

Soil Testing Capstone

• Building a minimum viable product for an app that supports soil testing and regenerative agriculture.
• Build a dashboard for soil tests outputs hosted here: https://jmanitz.shinyapps.io/soilapp/
• Moved to https://github.com/jmanitz/soil_testing_app

Biodiversity Massachuetts

• Land Protection Status in Massachuetts for 30x30 goal
• Geospatial visualizations and basic calculations for proportion of protected land
• Moved to https://github.com/jmanitz/climate_data_book

Temperature Shift in Boston

• Time series analysis of Temperature shift in Boston
• Moved to https://github.com/jmanitz/climate_data_book