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61 lines
2.2 KiB
61 lines
2.2 KiB
import geojson
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import numpy as np
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import pandas as pd
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from django.contrib.gis.geos import GEOSGeometry
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from geojson import MultiPolygon
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from tqdm import tqdm
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from service import models
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def load_data(filepath: str):
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models.PlacementPoint.objects.all().delete()
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df = pd.read_csv(filepath)
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df = df.replace(np.nan, None)
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df = df.replace('NaT', None)
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for row in tqdm(df.to_dict('records'), desc='Loading data...'):
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data = {k: row[k] for k in row.keys() if k not in ['id', 'location_id', 'okrug', 'rayon', 'age_month']}
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data['okrug'] = models.AO.objects.get(name=row['okrug'])
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data['rayon'] = models.Rayon.objects.get(name=row['rayon'])
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models.PlacementPoint.objects.create(**data)
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def load_ao_and_rayons(
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ao_filepath: str,
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rayons_filepath: str,
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):
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models.AO.objects.all().delete()
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models.Rayon.objects.all().delete()
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gj = geojson.load(ao_filepath)
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objs = gj['features']
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for obj in tqdm(objs, desc='Loading AOs...'):
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name = obj['properties']['okrug']
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coords = obj['geometry']['coordinates']
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models.AO.objects.create(**{'name': name, 'polygon': GEOSGeometry(str(MultiPolygon(coords)))})
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gj = geojson.load(rayons_filepath)
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objs = gj['features']
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for obj in tqdm(objs, desc='Loading Rayons...'):
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name = obj['properties']['rayon']
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coords = obj['geometry']['coordinates']
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okr = obj['properties']['okrug']
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ao = models.AO.objects.get(name=okr)
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models.Rayon.objects.create(**{'name': name, 'polygon': GEOSGeometry(str(MultiPolygon(coords))), 'AO': ao})
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def load_rivals(filepath: str):
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models.Rivals.objects.all().delete()
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df = pd.read_csv(filepath)
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df = df.replace(np.nan, None)
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df = df.replace('NaT', None)
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for row in tqdm(df.to_dict('records'), desc='Loading data...'):
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models.Rivals.objects.create(**row)
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def load_dist(filepath: str):
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models.PointDist.objects.all().delete()
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df = pd.read_csv(filepath)
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for row in tqdm(df.to_dict('records'), desc='Loading data...'):
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row['id1'] = models.PlacementPoint.objects.get(pk=row.get('id1'))
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row['id2'] = models.PlacementPoint.objects.get(pk=row.get('id2'))
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models.PointDist.objects.create(**row)
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