An up-to-date list of states and territories of the United States to use in forms
Names and abbreviations of 50 states + 1 federal district + 5 territories in JSON array and object, updated in 2023
Predicting Use of Contraception in Asia with Machine Learning Algorithms
Using survey micro-data from the 6th MICS, I built classification models to predict the use of contraception from demographic and socio-economic factors. The report was finished in late 2020 for predictive analysis class in grad school.
Export Apple Health Data and Visualise with Tableau
As a long-term iPhone user with years of activity recordings and tons of free time during quarantine, I exported my Apple Health data, processed them in Python, and plugged them in Tableau Public to see how many steps I’ve taken daily from 2016 to 2020.
GreenBeans: Development Proposal for A More Sustainable World
Proposal submission to 2020 Geneva Challenge, a contest for graduate students to address the challenges of social inclusion. My team and I applied various evaluation approaches, such as needs assessment and theory of change, and had a great time putting what we learnt into practice.
Automate Data Collection with Selenium in Python
In this tutorial, I shared how I used Selenium to automate Google Chrome to collect data in Python. I needed to iterate through a date-picker day-by-day and a dropdown list as search criteria, click submit button, wait for result, and extract data from returned table. It may have taken longer to figure out the entire process than to just do it manually, but where’s the fun in that?
Caret vs Tidymodels: How to Use Both Packages for Machine Learning?
An example of building models with two popular packages together in R to predict bike sharing demand
電動機車補助真的能刺激銷售量嗎?環保署與經濟部數據分析

近年來台灣政府大力推動電動機車,經濟部工業局、行政院環保署、以及地方政府皆推出高額補助,但是政策真的有效嗎?數據分析的結果是什麼呢?
環境經濟學 Environmental Economics

是環境學還是經濟學?讓我來介紹。到底為何另外從經濟學拉出一個科目?是什麼特質讓環境經濟學如此特別?
iTaiwan 免費無線熱點

全台超過9,000個iTaiwan無線網路熱點,究竟它們集中在哪裡?哪個城市有最多的免費熱點?
iTaiwan Free Wifi

Tableau dashboard for visualising geospatial data
往最棒的教育前進

針對賴比瑞亞(Liberia)現有早期兒童教育系統(Early Childhood Education)改善的教育提案
Cityline 雪城市民專線抱怨分析

市政府對於來自不同地區的抱怨,處理速度及態度會不同嗎?
Getting the Best Education: A Development Project Design

Development project proposal for improving the quality of early childhood education in Liberia
Cityline Syracuse: Exploratory Data Analysis with Python

Using Cityline and Census data, I examine and visualise income, education level, and resolve time distribution for trash related complaints.