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from cartoframes.utils import set_log_level
set_log_level('debug')


    

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import geopandas as gpd
from cartoframes.auth import set_default_credentials

set_default_credentials()


    

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import pandas

df = pandas.read_csv('../files/ags.geography_usa_blockgroup_2015.csv')


    

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df.head(3)


    

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df = df[['geoid','geom']]


    

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df.head(3)


    

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from cartoframes.data.observatory import Dataset, Variable

dataset = Dataset.get('carto-do-public-data.usa_acs.demographics_sociodemographics_usa_blockgroup_2015_5yrs_20132017')


    

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dvs = dataset.variables


    

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for variable in dvs:
    print(variable.agg_method, variable.db_type, variable.slug)


    

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variables = []
for i in range(10):
    variables.append(dvs[i])
    
variables


    

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from cartoframes.data.observatory import Enrichment

enrichment = Enrichment()

enriched_dataset_cdf = enrichment.enrich_polygons(
    df,
    geom_col='geom',
    variables=variables
)


    

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enriched_dataset_cdf.head(10)