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Certificate of Completion

THIS ACKNOWLEDGES THAT
HAS COMPLETED THE SPRING 2023 DATA VISUALIZATION MINI COURSE
Akshay Suresh
Roman Holowinsky, PhD
APRIL 28, 2023
DIRECTOR
DATE

TEAM
Visualizing District-level Distributions of Annual Crop Yields in India
Akshay Suresh

Interactive dashboard showing spatial distributions of annual crop yields in India.
Crops: Rice, Wheat, Sugarcane, Cotton, Groundnut
Years covered in data: 1990 – 2017
Data sources:
1. ICRISAT district-level unapportioned crop yield data (1990 – 2017).
2. Kaggle shapefile of Indian districts
Data visualization packages: geopandas, plotly, dash



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