%store -r UnderMillion

%store -r OverMillion

import folium as folium

def map_zipcode(data, title, color, name):
    '''Maps the data points according to price per zipcode in King County'''
    king_county_geo = 'data/map/Zipcodes_for_King_County_and_Surrounding_Area___zipcode_area.geojson'

    king_county_map = folium.Map(location=[47.484823, -122.112342], tiles='cartodbpositron', zoom_start=9.5)

    folium.Choropleth(
        geo_data=king_county_geo,
        data=data,
        columns=['zipcode', 'price'],
        key_on='feature.properties.ZIP',
        fill_color=color,
        fill_opacity=0.7,
        line_opacity=0.2,
        legend_name=title).add_to(king_county_map)

    folium.LayerControl().add_to(king_county_map)
    king_county_map.save(name)
    return king_county_map

import warnings
warnings.filterwarnings('ignore')