scottpham

# 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()
}))

scottpham

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

scottpham

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

scottpham

# 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)

scottpham

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]

scottpham

from sodapy import Socrata
import pandas as pd

# Endpoint: https://data.cms.gov/resource/s2uc-8wxp.json

set_id = "s2uc-8wxp"

client = Socrata("data.cms.gov/", None)

results = client.get(

scottpham

Keybase proof

I hereby claim:

• I am scottpham on github.
• I am scottpham (https://keybase.io/scottpham) on keybase.
• I have a public key ASDsdeZ6p9Iov0iBknijUhZN28xntLHOSL2ZEpy7aenyDQo

To claim this, I am signing this object:

scottpham

from bs4 import BeautifulSoup
from selenium import webdriver
from selenium
from time import sleep
# remember to pip install lxml

# boot up the headless chrome
def start_driver():
    # create an options object
    options = webdriver.ChromeOptions()

scottpham

# Make sure to get all of the methods:
from altair import *

# set up some color vars:
rv_orange="#f38c21"
rv_red="#D24435"
rv_blue="#0099FF"
rv_green="#00B37C"

rv_orange_dark="#AA5C09"

scottpham

license: mit