Some Small Data Analysis Projects

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

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