Datasets:
license: mit
task_categories:
- text-classification
language:
- en
tags:
- wellbeing
- flourishing
- llm
- classification
About the data
These are partial results from The Geography of Human Flourishing Project analysis for the years 2010-2023.
This project is one of the 10 national projects awarded within the Spatial AI-Challange 2024, an international initiative at the crossroads of geospatial science and artificial intelligence.
At present only a subset of data for 2010-2012 are present.
Data are in the form of CSV or parquet.
In the datasets, FIPS is the FIPS code for a US state, county is the US county id, according to US Bureau of Census.
This data contain 46 Human Flourishing dimensions plus migration mood and corruption perception.
A reference paper will be uploaded.
How to get the data with python
from datasets import load_dataset
# Load the CSV
df_csv = load_dataset("siacus/flourishing", data_files="flourishingStateYear.csv").to_pandas()
# Load the Parquet
df_parquet = load_dataset("siacus/flourishing", data_files="flourishingStateYear.parquet").to_pandas()
How to get the data with R
There is no direct equivalent to datasets::load_dataset() from Hugging Face yet, so you can try this:
# Load the CSV
library(data.table)
df_csv <- fread("https://huggingface.co/datasets/siacus/flourishing/resolve/main/flourishingStateYear.csv")
# Load the Parquet
library(arrow)
df_parquet <- read_parquet("https://huggingface.co/datasets/siacus/flourishing/resolve/main/flourishingStateYear.parquet")
This dataset contains also two shape files archives
cb_2021_us_county_20m.zip taken from here and
cb_2021_us_state_20m.zip taken from here which can be useful to visualize the maps in python.
Unfortunately US Census Bureau web site is stopping download from bots/scripts, so we provide the files here.
To get them from python use this code
import geopandas as gpd
states = gpd.read_file("https://huggingface.co/datasets/siacus/flourishing/resolve/main/cb_2021_us_state_20m.zip")
counties = gpd.read_file("https://huggingface.co/datasets/siacus/flourishing/resolve/main/cb_2021_us_county_20m.zip")