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Commit 0b275567 authored by Sarah Abrishami's avatar Sarah Abrishami
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debugged center, added visualization file

parent 4eedffb2
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Inline Side-by-side
Showing with 52 additions and 13 deletions
create_multi_polygon.py
View file @ 0b275567
import json import json
import geopandas as gpd import geopandas as gpd
from shapely.geometry import Polygon, MultiPolygon, Point from shapely.geometry import Polygon, MultiPolygon, Point
import fiona
def find_center(mlp): def find_center(mlp, how='json'):
if isinstance(mlp, MultiPolygon): if isinstance(mlp, MultiPolygon):
area = 0 area = 0
for p in mlp.geoms: for p in mlp.geoms:
if p.area > area: if p.area > area:
center = json.dumps([p.centroid.x, p.centroid.y]) area = p.area
center = [p.centroid.x, p.centroid.y]
elif isinstance(mlp, Polygon): elif isinstance(mlp, Polygon):
center = json.dumps([mlp.centroid.x, mlp.centroid.y]) center = [mlp.centroid.x, mlp.centroid.y]
else: else:
raise TypeError('object not polygon nor multipolygon') raise TypeError('object not polygon nor multipolygon')
if how == 'json':
center = json.dumps(center)
elif how == 'point':
center = Point(center)
return center return center
df = gpd.read_file('Iran-Districts-Test.json') if __name__ == '__main__':
df = df.loc[df['geometry'].notna()] df = gpd.read_file('Iran-Districts-Test.json')
gdf = gpd.GeoDataFrame(columns=['geometry', 'clmd_id', 'center']) df = df.loc[df['geometry'].notna()]
for climate in df['clmd_id'].unique(): gdf = gpd.GeoDataFrame(columns=['geometry', 'clmd_id', 'center'])
a = {'geometry': MultiPolygon(), 'clmd_id': climate} for climate in df['clmd_id'].unique():
df.loc[df['clmd_id'] == climate, 'geometry'].apply(lambda x: a.update({'geometry': a['geometry'].union(x)})) a = {'geometry': MultiPolygon(), 'clmd_id': climate}
gdf = gdf.append(a, ignore_index=True) df.loc[df['clmd_id'] == climate, 'geometry'].apply(lambda x: a.update({'geometry': a['geometry'].union(x)}))
gdf = gdf.append(a, ignore_index=True)
gdf['center'] = gdf['geometry'].apply(find_center) gdf['center'] = gdf['geometry'].apply(find_center)
gdf.to_file('output.json', driver='GeoJSON') gdf.to_file('output.json', driver='GeoJSON')
output.json 0 → 100644
View file @ 0b275567
{
"type": "FeatureCollection",
"features": [
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]
}
visualization.py 0 → 100644
View file @ 0b275567
import plotly.express as px
import plotly.graph_objs as go
import geopandas as gpd
from create_multi_polygon import find_center
dist = gpd.read_file('output.json')
dist['center'] = dist['geometry'].apply(lambda x: find_center(x, 'point'))
dist['lat'] = dist['center'].y
dist['lon'] = dist['center'].x
dist.append(gpd.GeoDataFrame())
counties = {'type': 'FeatureCollection', 'features': list(dist[['clmd_id', 'geometry']].iterfeatures())}
fig = go.Figure(go.Choroplethmapbox(geojson=counties, locations=dist.reset_index()['index'].values,
hovertext=dist['clmd_id'].values,
z=dist['clmd_id'].values, colorscale="Cividis_r", zmin=0))
fig.add_trace(
px.scatter_mapbox(dist, lat='lat', lon='lon', hover_name='clmd_id', color_discrete_sequence=["blue"]).data[0])
fig.update_layout(mapbox_style="carto-positron", margin={"r": 0, "t": 0, "l": 0, "b": 0},
mapbox_zoom=5, mapbox_center={"lat": 35.7, "lon": 51.4})
fig.show()
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