A dataset listing the richest zip codes in North Carolina per the most current US Census data, including information on rank and average income.

Comprehensive demographic dataset for Cary, NC, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27157 (Winston Salem, NC). Interactive charts load automatically as you scroll for improved performance.

Comprehensive demographic dataset for Greensboro, NC, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

Executive Summary Farmers' markets are an important part of building community, ethically sourcing food, and creating a culture around sustainable habits. In this project, I worked to source data for farmers' markets in North Carolina. Due to their impact on the community, I also joined this data with census data to obtain a better understanding of how they are distributed and what insights they can provide us socially and economically. This dataset can also be used with other census data as it has digestible location data and further research in social science fields.

Data The data includes farmers' market data, web scraped from the North Carolina Department of Agriculture and Food Services joined with census data from 2019, the most recent year I could find. The web scraping gathered the farmers' market name, address, and contact info, while the census data gave total population, median income, and the number of people from 18-30 based on zipcode. This data is unique in this field due to its recency. It is possible to find similar data through the Department of Agriculture, but that data is often outdated and can contain mistakes on a more granular level. This script I've constructed allows the most recent data to be pulled in North Carolina.

Power Analysis I conducted a power analysis with intention to find if the populations based on zipcodes with farmers' markets were significantly different than the average zipcode population of North Carolina, using a significance level of .05 and power of .8, resulting in a required sample of 127.52.

Exploratory Data Analysis You can find exploratory data analysis in the eda.py file to better acclimate yourself with the data. There were 247 farmers' markets collected, and three census variables were attached. Other distribution metrics are included with visualizations as well as general information on the data.

Link to Github https://github.com/tejasj02/Farmers-Market-Data-Curation

Ethics statement This dataset was curated on publicly available sources with intention to further research and information in this social science field. All scraping and data gathering was done ethically, not breaching any rules. Farmers' Market data was obtained from the North Carolina Department of Agriculture and Consumer Services while the census data was imported from the censusdata python library. Data is public and up to date as of 11/25/2024. Can be run with adjusted code to be updated. The dataset is open source and should adhere to normal ethical boundaries.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28388 (Southern Pines, NC). Interactive charts load automatically as you scroll for improved performance.

Descriptive statistics of Zip code-level vaccination completion and population characteristics (n = 756 Zip codes).

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27521 (Coats, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27408 (Greensboro, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28228 (Charlotte, NC). Interactive charts load automatically as you scroll for improved performance.

Regression coefficients of Zip code-level COVID-19 vaccine completion in unadjusted and adjusted spatial lag autoregressive models.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27263 (High Point, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28705 (Bakersville, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27540 (Holly Springs, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27012 (Clemmons, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28801 (Asheville, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28412 (Wilmington, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28901 (Andrews, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 27614 (Raleigh, NC). Interactive charts load automatically as you scroll for improved performance.

Demographics, population, housing, income, education, schools, and geography for ZIP Code 28715 (Candler, NC). Interactive charts load automatically as you scroll for improved performance.