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Euro_Tuition.html
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<h2>European Education Costs</h2>
<p>Higher Education costs and GDP in Europe.</p>
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<img src="images/Tuition_intro.png" style="width: 280px; height: auto; border-width: 5px;">
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<h3 class="major">Exploratory Data Analysis</h3>
<p>This data is from data.world, and can be found <a href="https://data.world/makeovermonday/2024w5-the-cheapest-countries-to-study-in-europe-in-2023">here</a>. This includes educational and living costs for Europe in 2023. We then begin this analysis by needing to create a single merged dataset. GDP per capita come from the World Bank.</p>
<img src="images/Tuition_EDA.png" alt="" width="700" height="500" style="display: block; margin-left: auto; margin-right: auto; margin-bottom: 50px;">
<p>Here Python is used for cleaning and merging the datasets into only relevant data. Countries names are checked using a list comprehension, and values are adjusted by the average exchange rate of US dollars to UK pounds.</p>
<h3 class="major">Tableau Dashboard Engineering</h3>
<p>The merged dataset is then imported into tableau for data visualization. The main aim is to visualize and statistically analyze the countries total education costs and gdp per capita.</p>
<img src="images/Tuition_Rankings.png" width="850" height="auto" style="display: block; margin-left: auto; margin-right: auto; margin-bottom: 50px;">
<p>This shows the rankings of Europe by Tuition Fees. To gain a deeper understanding, GDP Per Capita and Living Costs are explored in a Geographic Analysis.</p>
<img src="images/Tuition_Dash.png" width="800" height="auto" style="display: block; margin-left: auto; margin-right: auto; margin-bottom: 50px;">
<p>The coefficient is very high, indicating that a high percentage of the variance in total educational costs and living costs are determined by gdp per capita.</p>
<p>When living costs are controlled for, the coefficient decreases substantially, but remains positive and significant.</p>
<img src="images/Tuition_Education_Cost.png" width="700" height="auto" style="display: block; margin-left: auto; margin-right: auto; margin-bottom: 200px;">
<p></p>
<h3 class="major">Tableau Dashboard</h3>
<p>Below is the entire tableau dashboard for exploration.</p>
<div class='tableauPlaceholder' id='viz1707429383260' style='position: relative'><noscript><a href='#'><img alt='European Education ' src='https://public.tableau.com/static/images/Eu/Euro_Education_23/EuropeanEducation/1_rss.png' style='border: none' /></a></noscript><object class='tableauViz' style='display:none;'><param name='host_url' value='https%3A%2F%2Fpublic.tableau.com%2F' /> <param name='embed_code_version' value='3' /> <param name='site_root' value='' /><param name='name' value='Euro_Education_23/EuropeanEducation' /><param name='tabs' value='no' /><param name='toolbar' value='yes' /><param name='static_image' value='https://public.tableau.com/static/images/Eu/Euro_Education_23/EuropeanEducation/1.png' /> <param name='animate_transition' value='yes' /><param name='display_static_image' value='yes' /><param name='display_spinner' value='yes' /><param name='display_overlay' value='yes' /><param name='display_count' value='yes' /><param name='language' value='en-US' /><param name='filter' value='publish=yes' /></object></div> <script type='text/javascript'> var divElement = document.getElementById('viz1707429383260'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='1016px';vizElement.style.height='991px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement); </script>
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<h2 style="font-size: 30px; display: block; margin: 0 auto; padding-left: 40px; white-space: nowrap;">Manzano Analytics: European Education Costs</h2>
<p style="font-size: 30px; font-weight: 100; text-align: center;">Lessons Learned:</p>
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<h4 style="font-size: 18px;">Tableau Dashboard Engineering</h4>
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<li>Tableau is a powerful tool for combining correlational analysis and geospatial visualizations,
and this project helped me refine my process for each. Illustrating the correlation between total
education costs and GDP per capita was straightforward, but condensing this information into a single
frame was essential. Leveraging Tableau's features, creating a cohesive dashboard through effective data
visualization techniques becomes more accessible.
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<h4 style="font-size: 18px;">Designing with Icons</h4>
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<li>To make the most appealing visuals possible, I imported custom icons of flags and matched each with
the correct country. Tableau allows for easy importing of custom icons, and this supports its popularity
with the data visualization community. The project highlights how attention to aesthetically pleasing design
elements enhances the impact and clarity of data visualization.
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<h4 style="font-size: 18px;">Python Data Wrangling</h4>
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<li>This project involved merging datasets from data.world and the World Bank, necessitating proficiency in Python data
manipulation. I defined a function for list comprehensions in order to easily check which countries
were different, and then changed the names where applicable. Utilizing list comprehensions and
function building streamlines and accelerates this process compared to other methods.
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