Data

Portfolio

Christina Pham | Student ID: 1909145

Skill 1: Embedding

Covid-19 Cases

Here is my first interactive chart which looks at Covid-19 cases in UK regions.

UK Productivity

My second chart displays the pattern of UK labour productivity over the past few years.

Bitcoin

This third chart shows the trend of the daily BTC price of Bitcoin. This chart is also interactive, with sliders that can change the period of which the chart looks at.

Skill 2: Hosting Data

UK Full Vaccinations

My fourth chart highlights the cummulative number of people which have been fully vaccinated in the following regions. This chart was hosted from a given API.

London New COVID Cases

This fifth chart displays the trend of new cases occuring in London. This chart was embedded from my own raw data.

Skill 3: Editing Data & Writing JSON by hand

South West Primary Schools Remote Learning

This sixth chart highlights the effect of the pandemic on in-person/online teaching using the measure of FTE on schools in the South West. This chart was made by writing the data in JSON by hand.

CO2 Emissions in the UK

This seventh chart displays the level of CO2 emissions created by different sectors across the UK. The data from this chart was embedded with raw data, which included an observation that I added (for 2020).

Skill 4: API Driven Charts

UK Emissions

This eighth chart displays UK emissions data that was taken through satellite imagery. This chart was made by using an API URL.

Doge Stock Prices 2021

This ninth chart displays the change of Dogecoin stock prices this year. This was also made using an API which I had signed up for.

Skill 5: Using Loops

UK Gender Pay Gap

This tenth chart displays the pattern of gender pay gap in the UK between 1997 to 2017. This was made through a raw Github URL generated with Python loops.

Male Hourly Pay

This eleventh chart displays changes in male hourly pay in the UK between 1997 to 2017. This was also made with Python loops.

Female Hourly Pay

This twelfth chart displays changes in female hourly pay in the UK between 1997 to 2017, also made with Python loops.

Skill 6: Scrapers

US General Attainment of degrees/diplomas

This chart displays the attainment of education levels in the US of the over-25 population. This chart was generated through scraping data from Wikipedia through Python.

Skill 7: Data Stories

Talking Economics: An Unfair Crisis. Inspired by Sarah Smith's argument - claiming the pandemic to have caused more concern for labour mobility and exacerbating such inequalities - I investigated this claim by looking at changes in house prices (also discussed in her argument) and gender pay gap among different age-groups. As observed, we can see that there indeed has been a rise in average house prices beginning 2020, a first since 2016. It is also shown that those within the age group of over 40s suffer from a significantly higher gender pay gap, compared to under 40s - supporting Smith's argument that this decreased mobility is worsened when having children are involved. Increasing post-pandemic house prices coupled with significant gender pay gaps, highlights the concern that Smith shared, and especially so for women.

UK House Prices

UK Pay Gap by age-group

Skill 8: Advanced Analytics

Relationship between House Prices and State Funding on Education

This chart shows the relationship between median house prices (in different US states) and education funding received from each state, through a linear regression. This chart was produced from scraping the data from two different websites via Python, and then merged into one csv data file.

Skill 9: Interactivity

US Education Attainment

This chart displays what % of each state's population has achieved either a High School Diploma (or higher) or a Bachelors Degree (or higher). The data used for this chart was scraped from Wikipedia using Python. There is also an interactive filter on the chart which allows The user to zoom into a particular state.