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Wavemakers HFG.html
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<!DOCTYPE html>
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<title>Wavemakers HFG</title>
<link rel="stylesheet" type="text/css" href="Wavemakers%20HFG_files/start.css">
</head>
<body>
<div>
<h1>Hackathon for Good: Wavemakers Project</h1>
<p>
Over the course of this hackathon we have looked at a
lot of different datasets related to the level of access to water in the
region of Sub-Saharan Africa.
</p>
<p>
We started with data from the United Nations regarding <a href="https://www.sdg6data.org/en/tables">SDG6</a>.
From this data we were able to use python to create several maps.
The geographical data for making these maps was taken from the GitHub project <a href="https://github.com/datasets/geo-countries/blob/master/data/countries.geojson">geo-countries</a>.
</p>
<img src="Wavemakers%20HFG_files/Access_to_safe_water.png" alt="Data Map" height="700" class="center">
<img src="Wavemakers%20HFG_files/Access_to_basic_water.png" alt="Data Map" height="700" class="center">
<img src="Wavemakers%20HFG_files/Access_to_improved_water.png" alt="Data Map" height="700" class="center">
<p>
We also looked at data collected by the OECD regarding development assistance.
The values given are adjusted for inflation based on the value of USD in 2017.
</p>
<img src="Wavemakers%20HFG_files/spending.png" alt="Data Map" height="420" class="center">
<p>
Finally we scraped the web for current water related job postings in Sub-Saharan Africa.
This gives us a rough idea of how many water jobs might be available in each country as of this weekend.
The data was scraped from <a href="https://www.joshswaterjobs.com/">Josh's Water Jobs</a>.
South-Africa had 140 water related jobs, but we opted to
omit it from this map as it made the data in other countries harder to
read.
</p>
<img src="Wavemakers%20HFG_files/Water_Jobs.png" alt="Data Map" height="700" class="center">
</div>
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