%load_ext autoreload
%autoreload 2
from synthpop.recipes.starter import Starter
from synthpop.synthesizer import synthesize_all, enable_logging 
import os
import pandas as pd
#enable_logging()

def synthesize_counties(counties):
    for county in counties:
        starter = Starter(os.environ["CENSUS"], "CA", county)
        synthesize_all(starter)
%time hh = synthesize_counties(["Santa Clara County", "Solano County", "San Mateo County", "Marin County", "San Francisco County", "Napa County", "Sonoma County", "Contra Costa County", "Alameda County"])        

starter = Starter(os.environ["CENSUS"], "CA", "Santa Clara County")

ind = pd.Series(["06", "085", "508203", "3"], index=["state", "county", "tract", "block group"])
synthesize_all(starter, indexes=[ind])

hh.describe()