Spaces:
Sleeping
Sleeping
Added real estate app
Browse files- app.py +2 -1
- apps/housing.py +165 -0
- data/us_counties.geojson +17 -17
app.py
CHANGED
@@ -1,6 +1,6 @@
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import streamlit as st
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from multiapp import MultiApp
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from apps import home, deck
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# st.set_page_config(layout="wide")
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@@ -9,6 +9,7 @@ apps = MultiApp()
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# Add all your application here
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apps.add_app("pydeck", deck.app)
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apps.add_app("Home", home.app)
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import streamlit as st
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from multiapp import MultiApp
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from apps import home, deck, housing
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# st.set_page_config(layout="wide")
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# Add all your application here
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apps.add_app("Real Estate", housing.app)
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apps.add_app("pydeck", deck.app)
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apps.add_app("Home", home.app)
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apps/housing.py
ADDED
@@ -0,0 +1,165 @@
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import os
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import pandas as pd
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import pydeck as pdk
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import geopandas as gpd
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import streamlit as st
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# Data source: https://www.realtor.com/research/data/
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link_prefix = "https://econdata.s3-us-west-2.amazonaws.com/Reports/"
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data_links = {
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"weekly": {
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"national": link_prefix + "Core/listing_weekly_core_aggregate_by_country.csv",
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"metro": link_prefix + "Core/listing_weekly_core_aggregate_by_metro.csv",
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},
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"monthly_current": {
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"national": link_prefix + "Core/RDC_Inventory_Core_Metrics_Country.csv",
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"state": link_prefix + "Core/RDC_Inventory_Core_Metrics_State.csv",
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"metro": link_prefix + "Core/RDC_Inventory_Core_Metrics_Metro.csv",
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"county": link_prefix + "Core/RDC_Inventory_Core_Metrics_County.csv",
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"zip": link_prefix + "Core/RDC_Inventory_Core_Metrics_Zip.csv",
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},
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"monthly_historical": {
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"national": link_prefix + "Core/RDC_Inventory_Core_Metrics_Country_History.csv",
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"state": link_prefix + "Core/RDC_Inventory_Core_Metrics_State_History.csv",
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"metro": link_prefix + "Core/RDC_Inventory_Core_Metrics_Metro_History.csv",
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"county": link_prefix + "Core/RDC_Inventory_Core_Metrics_County_History.csv",
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"zip": link_prefix + "Core/RDC_Inventory_Core_Metrics_Zip_History.csv",
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},
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"hotness": {
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"metro": link_prefix
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+ "Hotness/RDC_Inventory_Hotness_Metrics_Metro_History.csv",
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"county": link_prefix
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+ "Hotness/RDC_Inventory_Hotness_Metrics_County_History.csv",
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"zip": link_prefix + "Hotness/RDC_Inventory_Hotness_Metrics_Zip_History.csv",
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},
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}
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@st.cache
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def get_inventory_data(url, index_col):
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df = pd.read_csv(url)
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if "County" in url:
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df[index_col] = df[index_col].map(str)
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df[index_col] = df[index_col].str.zfill(5)
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return df
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def get_data_columns(df, category):
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if category == "county":
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del_cols = ["month_date_yyyymm", "county_fips", "county_name"]
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cols = df.columns.values.tolist()
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for col in cols:
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if col in del_cols:
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cols.remove(col)
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return cols[1:]
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@st.cache
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def get_geom_data(category):
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prefix = (
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"https://raw.githubusercontent.com/giswqs/streamlit-geospatial/master/data/"
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)
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links = {
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"national": prefix + "us_nation.geojson",
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"state": prefix + "us_states.geojson",
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"county": prefix + "us_counties.geojson",
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"metro": prefix + "us_metro_areas.geojson",
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"zip": prefix + "us_zip_codes.geojson",
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}
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gdf = gpd.read_file(links[category])
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return gdf
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def join_attributes(gdf, df, category):
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new_gdf = None
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if category == "county":
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new_gdf = gdf.merge(df, left_on="GEOID", right_on="county_fips", how="outer")
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return new_gdf
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def select_non_null(gdf, col_name):
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new_gdf = gdf[~gdf[col_name].isna()]
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return new_gdf
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def select_null(gdf, col_name):
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new_gdf = gdf[gdf[col_name].isna()]
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return new_gdf
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def app():
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st.title("Real Estate Data and Market Trends")
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st.markdown(
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"""
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Data source: <https://www.realtor.com/research/data>
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"""
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)
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col1, col2, col3 = st.columns(3)
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with col1:
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frequency = st.radio("", ["Monthly", "Weekly"])
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with col2:
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st.radio("", ["Current month data", "Historical data"])
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with col3:
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st.radio("", ["National", "State", "Metro", "County", "Zip"], index=3)
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county_gdf = get_geom_data("county")
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inventory_df = get_inventory_data(
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data_links["monthly_current"]["county"], "county_fips"
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)
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data_cols = get_data_columns(inventory_df, "county")
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selected_col = st.selectbox("", data_cols)
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county_gdf = join_attributes(county_gdf, inventory_df, "county")
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county_gdf = select_non_null(county_gdf, "median_listing_price")
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initial_view_state = pdk.ViewState(
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latitude=40, longitude=-100, zoom=3, max_zoom=16, pitch=0, bearing=0
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)
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min_value = county_gdf[selected_col].min()
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max_value = county_gdf[selected_col].max()
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color_exp = f"[({selected_col}-{min_value})/({max_value}-{min_value})*255, 0, 0]"
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geojson = pdk.Layer(
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"GeoJsonLayer",
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county_gdf,
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pickable=True,
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opacity=0.5,
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stroked=True,
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filled=True,
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extruded=False,
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wireframe=True,
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# get_elevation="properties.ALAND/100000",
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get_fill_color=color_exp,
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get_line_color=[0, 0, 0],
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get_line_width=2,
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line_width_min_pixels=1,
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)
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# tooltip = {"text": "Name: {NAME}"}
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# tooltip_value = f"<b>Value:</b> {median_listing_price}""
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tooltip = {
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"html": "<b>County:</b> {NAME}<br><b>Value:</b> {" + selected_col + "}",
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"style": {"backgroundColor": "steelblue", "color": "white"},
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}
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r = pdk.Deck(
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layers=[geojson],
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initial_view_state=initial_view_state,
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map_style="light",
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tooltip=tooltip,
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)
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st.pydeck_chart(r)
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st.dataframe(inventory_df)
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data/us_counties.geojson
CHANGED
@@ -305,8 +305,8 @@
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{ "type": "Feature", "properties": { "STATEFP": "48", "COUNTYFP": "091", "COUNTYNS": "01383831", "AFFGEOID": "0500000US48091", "GEOID": "48091", "NAME": "Comal", "LSAD": "06", "ALAND": 1449129706, "AWATER": 39797957 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -98.646124, 29.745181 ], [ -98.414018, 29.937557 ], [ -98.2976, 30.037994 ], [ -98.12127, 29.912844 ], [ -98.030523, 29.848539 ], [ -98.01518, 29.801485 ], [ -97.999271, 29.752444 ], [ -98.089941, 29.683479 ], [ -98.19763, 29.638128 ], [ -98.310928, 29.594473 ], [ -98.31095, 29.59456 ], [ -98.328651, 29.608233 ], [ -98.378068, 29.662613 ], [ -98.352589, 29.734365 ], [ -98.443852, 29.71965 ], [ -98.445448, 29.735636 ], [ -98.550489, 29.760713 ], [ -98.646124, 29.745181 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "48", "COUNTYFP": "393", "COUNTYNS": "01383982", "AFFGEOID": "0500000US48393", "GEOID": "48393", "NAME": "Roberts", "LSAD": "06", "ALAND": 2393298464, "AWATER": 346846 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -101.086068, 35.625267 ], [ -101.085735, 36.055276 ], [ -101.085716, 36.057572 ], [ -100.546724, 36.056536 ], [ -100.540221, 36.056491 ], [ -100.540158, 35.619296 ], [ -101.085935, 35.619102 ], [ -101.086068, 35.625267 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "54", "COUNTYFP": "005", "COUNTYNS": "01550009", "AFFGEOID": "0500000US54005", "GEOID": "54005", "NAME": "Boone", "LSAD": "06", "ALAND": 1298967363, "AWATER": 4305986 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -81.932507, 38.025356 ], [ -81.953263, 38.118878 ], [ -81.878779, 38.137202 ], [ -81.83347, 38.20957 ], [ -81.64387, 38.220759 ], [ -81.515836, 38.11236 ], [ -81.456632, 37.987307 ], [ -81.571534, 37.927707 ], [ -81.514228, 37.791211 ], [ -81.57653, 37.76331 ], [ -81.607532, 37.788709 ], [ -81.722136, 37.809507 ], [ -81.785641, 37.936404 ], [ -81.980248, 37.9865 ], [ -81.932507, 38.025356 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "72", "COUNTYFP": "075", "COUNTYNS": "01804518", "AFFGEOID": "0500000US72075", "GEOID": "72075", "NAME": "Juana
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{ "type": "Feature", "properties": { "STATEFP": "72", "COUNTYFP": "087", "COUNTYNS": "01804524", "AFFGEOID": "0500000US72087", "GEOID": "72087", "NAME": "
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{ "type": "Feature", "properties": { "STATEFP": "21", "COUNTYFP": "223", "COUNTYNS": "00516958", "AFFGEOID": "0500000US21223", "GEOID": "21223", "NAME": "Trimble", "LSAD": "06", "ALAND": 392766459, "AWATER": 11833389 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -85.448862, 38.713368 ], [ -85.400481, 38.73598 ], [ -85.340953, 38.733893 ], [ -85.332640733751404, 38.734816754347698 ], [ -85.211375, 38.580216 ], [ -85.16827, 38.585448 ], [ -85.279627, 38.496268 ], [ -85.314006, 38.492592 ], [ -85.378743, 38.518822 ], [ -85.432972269426088, 38.524123396987896 ], [ -85.4156, 38.546341 ], [ -85.431416070752192, 38.586285613108899 ], [ -85.43617, 38.598292 ], [ -85.438742, 38.659319 ], [ -85.448862, 38.713368 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "27", "COUNTYFP": "051", "COUNTYNS": "00659471", "AFFGEOID": "0500000US27051", "GEOID": "27051", "NAME": "Grant", "LSAD": "06", "ALAND": 1418785987, "AWATER": 71704973 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -96.265366, 46.10861 ], [ -95.76975, 46.10745 ], [ -95.758508, 45.759932 ], [ -96.254022, 45.75982 ], [ -96.253675, 45.934648 ], [ -96.26614, 46.02161 ], [ -96.265366, 46.10861 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "28", "COUNTYFP": "037", "COUNTYNS": "00695743", "AFFGEOID": "0500000US28037", "GEOID": "28037", "NAME": "Franklin", "LSAD": "06", "ALAND": 1460658783, "AWATER": 7250805 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -91.153864, 31.610068 ], [ -90.73733, 31.611124 ], [ -90.633231, 31.611409 ], [ -90.633302, 31.349306 ], [ -90.983002, 31.348671 ], [ -91.065741, 31.338898 ], [ -91.095398, 31.320975 ], [ -91.117967, 31.320314 ], [ -91.15815, 31.346695 ], [ -91.153864, 31.610068 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "26", "COUNTYFP": "111", "COUNTYNS": "01622998", "AFFGEOID": "0500000US26111", "GEOID": "26111", "NAME": "Midland", "LSAD": "06", "ALAND": 1337113497, "AWATER": 30578223 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -84.606037, 43.815365 ], [ -84.366676, 43.81356 ], [ -84.167318, 43.825902 ], [ -84.168127, 43.568899 ], [ -84.170576, 43.481969 ], [ -84.369876, 43.466044 ], [ -84.60754, 43.466006 ], [ -84.606037, 43.815365 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "20", "COUNTYFP": "141", "COUNTYNS": "00485034", "AFFGEOID": "0500000US20141", "GEOID": "20141", "NAME": "Osborne", "LSAD": "06", "ALAND": 2311604933, "AWATER": 4806274 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -99.044398, 39.568035 ], [ -98.505266, 39.567603 ], [ -98.487384, 39.567492 ], [ -98.490149, 39.21978 ], [ -98.489997, 39.132697 ], [ -99.0375, 39.133121 ], [ -99.047687, 39.133014 ], [ -99.044398, 39.568035 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "20", "COUNTYFP": "163", "COUNTYNS": "00485045", "AFFGEOID": "0500000US20163", "GEOID": "20163", "NAME": "Rooks", "LSAD": "06", "ALAND": 2306454196, "AWATER": 11962259 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -99.602176, 39.567328 ], [ -99.06622, 39.568125 ], [ -99.044398, 39.568035 ], [ -99.047687, 39.133014 ], [ -99.591776, 39.132357 ], [ -99.605187, 39.132481 ], [ -99.602176, 39.567328 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "72", "COUNTYFP": "131", "COUNTYNS": "01804546", "AFFGEOID": "0500000US72131", "GEOID": "72131", "NAME": "San
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{ "type": "Feature", "properties": { "STATEFP": "72", "COUNTYFP": "125", "COUNTYNS": "01804543", "AFFGEOID": "0500000US72125", "GEOID": "72125", "NAME": "San
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{ "type": "Feature", "properties": { "STATEFP": "31", "COUNTYFP": "039", "COUNTYNS": "00835841", "AFFGEOID": "0500000US31039", "GEOID": "31039", "NAME": "Cuming", "LSAD": "06", "ALAND": 1477652222, "AWATER": 10690952 }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ -97.019359, 42.090577 ], [ -96.82367, 42.090411 ], [ -96.555511, 42.089957 ], [ -96.554866, 42.015875 ], [ -96.555172, 41.742018 ], [ -96.905922, 41.742763 ], [ -97.019911, 41.74298 ], [ -97.019359, 42.090577 ] ] ] ] } },
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{ "type": "Feature", "properties": { "STATEFP": "72", "COUNTYFP": "091", "COUNTYNS": "01804526", "AFFGEOID": "0500000US72091", "GEOID": "72091", "NAME": "
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@@ -942,8 +942,8 @@
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@@ -1035,7 +1035,7 @@
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@@ -1464,7 +1464,7 @@
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@@ -2059,8 +2059,8 @@
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@@ -2505,7 +2505,7 @@
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@@ -2581,7 +2581,7 @@
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