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Showing posts from July, 2025

My Time so far in The Coding Schools Research Program

I've been in the Data Science Research Program hosted by The Coding School, where I've learned a ton about the data science process.  Here's the process in case you're interested: 1.  Data Cleaning : removed null and missing values, filtering price outliers that skewed the data. 2.  Exploratory Data Analysis (EDA) : a viewing phase where you look for cool insights in the data that you can explore through functions, plots, and further visualization techniques.  3.  Statistical Analysis : Developing a null and alternative hypothesis, basically just a claim through the data that does not correlate (Ex, People who study more will not have a significantly higher grade on the final exam) and one that correlates (Ex, People who study more will have a significantly higher grade on the final exam). We can test for significance using a variety of tests, including T-tests, ANOVA, and Tukey's HSD. This will help you decide whether to approve/reject the null hypothesis based...

Brookline Business Research | Part 2: The Data

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Hello people! Recently, I visited businesses in Brookline to better understand how policies are affecting them. I asked a wide range of local shops to better represent the diverse Brookline landscape, including restaurants (casual and sit-down), cafes, specialty stores, and supermarkets. While I cannot provide specific information about some of the businesses in my sample due to a desire to remain anonymous, what I have below is data worth looking into more deeply. --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- The Data --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- Now What? I will delve deeper into my interpretation of this data in a future blog post. Analyzing this could help me understand the disparit...

Brookline Business Research | Part 1

Hello, and thank you for checking out my blog! My name is Avyaya, a student at Brookline High School in Massachusetts. As you probably noticed from the title of my blog, I am interested in data, particularly how it can affect and change our lives. Through policy, I aim to convey my thoughts on these topics through a data-driven lens. This is my first blog post, but I have a lot I want to discuss, documenting my learning, and delving deeper into other topics I love. However, today, I want to address an issue that's currently affecting Brookline. Tariffs have affected the place I call home, affecting local businesses that remain special to the community.  For some background, Brookline is a suburb of Boston. It's technically a town, but it's a city, with its unique local shops, vibrant culture, and diverse community. The area features a range of environments, from the quiet, peaceful south, with large homes, lovely parks, and a population of older retirees, to the bustling no...