| import censusdata | |
| import pandas as pd | |
| # https://towardsdatascience.com/accessing-census-data-with-python-3e2f2b56e20d | |
| # https://jtleider.github.io/censusdata/ | |
| # search for the right table | |
| sample = censusdata.search('acs1', 2019, 'concept', 'total population') | |
| sample[0] |
| # grooop | |
| grouped = with_region.groupby('level_comp_region') | |
| # How many workers are in which | |
| res = ( | |
| grouped | |
| .apply( lambda grp: pd.Series({ | |
| "old_min": grp["old_min"].iloc[0], | |
| "old_max": grp["old_max"].iloc[0], | |
| "employees here": len(grp) |
| import scipy.stats as stats | |
| import numpy as np | |
| import scipy.stats.distributions as dist | |
| import statsmodels.api as sm | |
| # calc by hand | |
| va = prop_sub * (1 - prop_sub) # variance | |
| se = np.sqrt(va * (1 / total_high + 1/total_mod)) # grouped standard error |
The Magic Wand Library doesn't work yet (as of 08/05/2022) with ImageMagick7. Download 6 via homebrew:
brew install imagemagick@6
It's not enough just to link. Find the executables by searching brew --prefix. It'll be in Cellar.
Grab the main directory of the whole package and write to zshrc
export MAGICK_HOME=/opt/homebrew/Cellar/imagemagick@6/6.9.12-60
| # helper for counting basic sums | |
| def basic_summary(frame): | |
| return frame.pipe( lambda f: pd.Series({ | |
| "cases": f["CASE NUMBER"].nunique(), | |
| "companies": f["COMPANY NAME"].nunique(), | |
| "mines": f["MINE_ID"].nunique(), | |
| "permits": f["PERMIT_NUMBER"].nunique() | |
| })) |