The goal of this competition is to recreate John Snow's analysis of cholera deaths, using modern GIS tools.

More specifically, the goal is to **count all reported cholera deaths, within 50 m of a water pump**.  In this way, we will be able to identify which water pumps pose a danger to public health.

Use the available datasets on the "data" section and [this](https://www.kaggle.com/code/doublebyte/notebook36326c9ed6) notebook, to get started.

Use the *sample.csv* file, as template for submission in the correct format.



## References

V. Olaya. Introduction to GIS. CreateSpace Independent Publishing Platform, 2018. https://volaya.github.io/gis-book/en/index.html

### Spatial reference systems

https://spatialreference.org/

https://store.usgs.gov/assets/mod/storefiles/PDF/16573.pdf

### John Snow & Classics

http://blog.rtwilson.com/john-snows-cholera-data-in-more-formats/

https://www.theguardian.com/news/datablog/2013/mar/15/john-snow-cholera-map#data

### Thematic Cartography

www.geog.ucsb.edu/~kclarke/Geography183/Lecture03.pdf

http://www.gitta.info/ThematicCart/en/html/index.html

https://www.axismaps.com/guide/

https://www.axismaps.com/guide/univariate/choropleth/

https://www.axismaps.com/guide/data/data-classification/