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Your certificate is now private
![CertificateBackground.png](https://static.wixstatic.com/media/55f531_d6679d5b06e14c81ae07bacb53692d5f~mv2.png/v1/fill/w_714,h_536,al_c,q_90,usm_0.66_1.00_0.01,enc_auto/CertificateBackground.png)
Certificate of Completion
![ErdosHorizontal.png](https://static.wixstatic.com/media/55f531_5a3b8885620c4f25b2d3edeca3ae2158~mv2.png/v1/fill/w_351,h_40,al_c,q_85,usm_0.66_1.00_0.01,enc_auto/ErdosHorizontal.png)
THIS ACKNOWLEDGES THAT
HAS COMPLETED THE SPRING 2023 DATA VISUALIZATION MINI COURSE
Akshay Suresh
Roman Holowinsky, PhD
APRIL 28, 2023
DIRECTOR
DATE
![clear.png](https://static.wixstatic.com/media/55f531_b9f3f13ce3aa4af78af2cc6d3563b81b~mv2.png/v1/fill/w_3,h_3,al_c,lg_1,q_85,enc_auto/clear.png)
TEAM
Visualizing District-level Distributions of Annual Crop Yields in India
Akshay Suresh
![clear.png](https://static.wixstatic.com/media/55f531_b9f3f13ce3aa4af78af2cc6d3563b81b~mv2.png/v1/fill/w_3,h_3,al_c,lg_1,q_85,enc_auto/clear.png)
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
![](https://static.wixstatic.com/media/035244_5b099a1dbd02423ab7bd90fc5c9df0dd~mv2.png/v1/fill/w_45,h_45,al_c,q_85,usm_0.66_1.00_0.01,enc_auto/035244_5b099a1dbd02423ab7bd90fc5c9df0dd~mv2.png)
![](https://static.wixstatic.com/media/035244_9313afeda597446b8f8d9d173dddb7db~mv2.png/v1/fill/w_45,h_45,al_c,q_85,usm_0.66_1.00_0.01,enc_auto/035244_9313afeda597446b8f8d9d173dddb7db~mv2.png)
![](https://static.wixstatic.com/media/035244_5b099a1dbd02423ab7bd90fc5c9df0dd~mv2.png/v1/fill/w_45,h_45,al_c,q_85,usm_0.66_1.00_0.01,enc_auto/035244_5b099a1dbd02423ab7bd90fc5c9df0dd~mv2.png)
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