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@ -7,84 +7,100 @@ Description of data displayed:
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https://www.earthdata.nasa.gov/learn/find-data/near-real-time/firms/vnp14imgtdlnrt#ed-viirs-375m-attributes
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@author: faraway
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"""
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import sys
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import argparse
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import getpass
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import re
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import os.path
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import pickle
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import datetime as dt
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import webbrowser
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import requests
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import pandas as pd
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import geopandas as gpd
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import folium
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from shapely.geometry import Point
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from tqdm import tqdm
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from sentinelsat.sentinel import SentinelAPI, geojson_to_wkt
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from geopy.geocoders import Nominatim
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from geopy.extra.rate_limiter import RateLimiter
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from branca.element import Element, JavascriptLink, CssLink
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def check_file_format(args_inputfile):
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pattern = re.compile(r'local_VIIRS_data-\d{4}-\d{2}-\d{2}.csv')
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pattern = re.compile(r'local_VIIRS_data-\d{4}-\d{2}-\d{2}.zip')
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if not re.match(pattern, args_inputfile):
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raise argparse.ArgumentTypeError
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return args_inputfile
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def get_address(data_frame, date):
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def get_address(geo_data_frame, date):
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address_file = 'adressdump-' + date
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if not os.path.exists(address_file):
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address_list = []
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geolocator = Nominatim(user_agent='blub browser')
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reverse = RateLimiter(geolocator.reverse, min_delay_seconds=5)
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for r in data_frame.iterrows():
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location = (r[1]['latitude'], r[1]['longitude'])
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address_list.append(reverse(location, language='en'))
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with open(address_file, 'wb') as file:
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pickle.dump(address_list, file)
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p_bar = tqdm(total=len(geo_data_frame))
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for r in geo_data_frame.iterrows():
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address_list.append(
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reverse(r[1]['geometry'].coords[0], language='en'))
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p_bar.update(1)
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p_bar.close()
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try:
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with open(address_file, 'wb') as file:
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pickle.dump(address_list, file)
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except Exception as e:
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SystemExit(e)
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else:
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with open(address_file, 'rb') as file:
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address_list = pickle.load(file)
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try:
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with open(address_file, 'rb') as file:
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address_list = pickle.load(file)
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except Exception as e:
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SystemExit(e)
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return address_list
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def render_map(in_ukraine, address_list, date):
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def render_map(args, in_ukraine, address_list, date):
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src1 = (r'https://gibs.earthdata.nasa.gov/wmts-webmerc/VIIRS_NOAA20_CorrectedReflectance_BandsM11-I2-I1/' +
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'default/{time}/GoogleMapsCompatible_Level9/{z}/{y}/{x}.jpg')
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src2 = (r'https://gibs.earthdata.nasa.gov/wmts-webmerc/VIIRS_NOAA20_CorrectedReflectance_TrueColor/' +
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'default/{time}/GoogleMapsCompatible_Level9/{z}/{y}/{x}.jpg')
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src3 = (r'https://gibs.earthdata.nasa.gov/wmts-webmerc/VIIRS_NOAA20_CorrectedReflectance_BandsM3-I3-M11/' +
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'default/{time}/GoogleMapsCompatible_Level9/{z}/{y}/{x}.jpg')
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fire_map = folium.Map(tiles='OpenStreetMap', min_zoom=5,
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no_wrap=True, control_scale=(True), crs='EPSG3857')
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active_fire = folium.FeatureGroup('Thermal anomalies detected')
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if not in_ukraine.empty:
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fire_map = folium.Map(location=in_ukraine[['latitude', 'longitude']].mean(
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).to_list(), zoom_start=4, max_bounds=True, crs='EPSG3857')
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for r in in_ukraine.iterrows():
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location = (r[1]['latitude'], r[1]['longitude'])
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location = (r[1]['geometry'].coords[0])
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folium.Marker(location=location, tooltip=(
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r[1].to_string())).add_to(fire_map)
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r[1].to_string())).add_to(active_fire)
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if address_list:
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for address in address_list:
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if address is not None:
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location = (address.raw['lat'], address.raw['lon'])
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folium.CircleMarker(location=location,
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tooltip=(
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str(address.raw['display_name'])),
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radius=10).add_to(fire_map)
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else:
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fire_map = folium.Map(location=[(44.184598 + 52.3797464)/2, (22.137059 + 40.2275801)/2],
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zoom_start=4, max_bounds=True, crs='EPSG3857')
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folium.CircleMarker(location=location, tooltip=(
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str(address.raw['display_name'])),
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radius=10).add_to(active_fire)
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fire_map.fit_bounds([(44.184598, 22.137059), (52.3797464, 40.2275801)])
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ukraine_borders = gpd.read_file('data.zip')
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folium.GeoJson(
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data=ukraine_borders['geometry'], name='Borders of Ukraine').add_to(fire_map)
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folium.raster_layers.TileLayer(
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tiles=src1,
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min_zoom=5,
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subdomains='abc',
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name='VIIRS CorrectedReflectance_BandsM11-I2-I1',
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attr='NASA VIIRS',
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overlay=True,
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layer='VIIRS_SNPP_CorrectedReflectance_BandsM11-I2-I1',
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layer='VIIRS_NOAA20_CorrectedReflectance_BandsM11-I2-I1',
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tileMatrixSet='GoogleMapsCompatible_Level9',
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time=str(dt.date.fromisoformat(date) - dt.timedelta(days=1)),
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tileSize=256,
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).add_to(fire_map)
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folium.raster_layers.TileLayer(
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tiles=src2,
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min_zoom=5,
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subdomains='abc',
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name='VIIRS_NOAA20_CorrectedReflectance_TrueColor',
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name='VIIRS CorrectedReflectance TrueColor',
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attr='NASA VIIRS',
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overlay=True,
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layer='VIIRS_NOAA20_CorrectedReflectance_TrueColor',
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@ -94,8 +110,9 @@ def render_map(in_ukraine, address_list, date):
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).add_to(fire_map)
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folium.raster_layers.TileLayer(
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tiles=src3,
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min_zoom=5,
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subdomains='abc',
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name='VIIRS_NOAA20_CorrectedReflectance_BandsM3-I3-M11',
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name='VIIRS CorrectedReflectance BandsM3-I3-M11',
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attr='NASA VIIRS',
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overlay=True,
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layer='VIIRS_NOAA20_CorrectedReflectance_BandsM3-I3-M11',
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@ -103,21 +120,35 @@ def render_map(in_ukraine, address_list, date):
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time=str(dt.date.fromisoformat(date) - dt.timedelta(days=1)),
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tileSize=256,
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).add_to(fire_map)
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folium.LayerControl().add_to(fire_map)
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active_fire.add_to(fire_map)
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if args.username:
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sar_area = download_sars_data(args, date)
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sar_area.add_to(fire_map)
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folium.map.LayerControl().add_to(fire_map)
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#fire_map = playground(fire_map)
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return fire_map
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def main(args):
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bounding = [44.184598, 52.3797464, 22.137059, 40.2275801]
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def filter_coords(data_frame, bounding):
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data_frame = data_frame.astype({'CONFIDENCE': 'string'})
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in_ukraine = data_frame[data_frame['LATITUDE'].between(bounding[0], bounding[1])
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& data_frame['LONGITUDE'].between(bounding[2],
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bounding[3])
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& (data_frame['CONFIDENCE'].str.contains('nominal')
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| data_frame['CONFIDENCE'].str.contains('high'))]
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return in_ukraine
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def load_inputfile(args):
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if args.inputfile:
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local_file = args.inputfile
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date = re.search(r'\d{4}-\d{2}-\d{2}', args.inputfile).group(0)
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else:
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date = str(dt.date.today())
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local_file = 'local_VIIRS_data-' + date + '.csv'
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local_file = 'local_VIIRS_data-' + date + '.zip'
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if not os.path.exists(local_file):
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try:
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remote_url = r'https://firms.modaps.eosdis.nasa.gov/data/active_fire/noaa-20-viirs-c2/csv/J1_VIIRS_C2_Europe_24h.csv'
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remote_url = r'https://firms.modaps.eosdis.nasa.gov/data/active_fire/noaa-20-viirs-c2/shapes/zips/J1_VIIRS_C2_Europe_24h.zip'
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data = requests.get(remote_url, allow_redirects=True)
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try:
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with open(local_file, 'wb') as file:
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@ -127,22 +158,93 @@ def main(args):
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except requests.exceptions.RequestException as e:
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raise SystemExit(e)
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html_file = local_file.split('.')[0] + '.html'
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data_frame = pd.read_csv(local_file)
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data_frame = data_frame.astype({'confidence': 'string'})
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in_ukraine = data_frame[data_frame['latitude'].between(bounding[0], bounding[1])
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& data_frame['longitude'].between(bounding[2],
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bounding[3])
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& (data_frame['confidence'].str.contains('nominal')
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| data_frame['confidence'].str.contains('high'))]
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try:
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geo_data_frame = gpd.read_file(local_file)
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except Exception as e:
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SystemExit(e)
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geo_data_frame['geometry'] = geo_data_frame['geometry'].apply(
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lambda row: Point(row.y, row.x))
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return local_file, html_file, geo_data_frame, date
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def download_sars_data(args, date):
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if not args.password:
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args.password = getpass.getpass('Password: ')
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try:
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api = SentinelAPI(args.username, args.password)
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except Exception as e:
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SystemExit(e)
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bounding_geojson = {
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"type": "FeatureCollection",
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"features": [
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{
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"type": "Feature",
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"properties": {},
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"geometry": {
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"type": "Polygon",
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"coordinates": [
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[
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[
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22.137059,
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44.184598
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],
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[
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40.2275801,
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44.184598
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],
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[
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40.2275801,
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52.3797464
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],
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[
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22.137059,
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52.3797464
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],
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[
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22.137059,
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44.184598
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]
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]
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]
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}
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}
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]
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}
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footprint = geojson_to_wkt(bounding_geojson)
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products = api.query(
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area=footprint,
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date=(dt.date.fromisoformat(date) - dt.timedelta(days=1),
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dt.date.fromisoformat(date)),
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platformname='Sentinel-1',
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producttype='GRD')
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geo_data_frame = api.to_geodataframe(products)
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geo_data_frame['beginposition'] = geo_data_frame['beginposition'].astype(
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str)
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geo_data_frame['endposition'] = geo_data_frame['endposition'].astype(str)
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geo_data_frame['ingestiondate'] = geo_data_frame['ingestiondate'].astype(
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str)
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return folium.GeoJson(geo_data_frame.to_json(), name=('Areas covered by SAR'))
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def playground(map):
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figure = map.get_root()
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element = Element('alert("hi there");')
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figure.script.add_child(element)
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return map
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def main(args):
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bounding = [44.184598, 52.3797464, 22.137059, 40.2275801]
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local_file, html_file, geo_data_frame, date = load_inputfile(args)
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in_ukraine = filter_coords(geo_data_frame, bounding)
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if not args.noreversegeolocation:
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address_list = get_address(in_ukraine, date)
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else:
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address_list = []
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fire_map = render_map(in_ukraine, address_list, date)
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fire_map = render_map(args, in_ukraine, address_list, date)
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fire_map.save(html_file)
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webbrowser.open_new(html_file)
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sys.exit(0)
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SystemExit(0)
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if __name__ == '__main__':
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@ -156,5 +258,9 @@ if __name__ == '__main__':
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help='Specify the cvs file containing the satellite data to be displayed. INPUTFILE must match local_VIIRS_data-YYYY-MM-DD.csv')
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parser.add_argument('-nr', '--noreversegeolocation', action='store_true',
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help='Disable reverse geolocation')
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parser.add_argument('-u', '--username', type=str,
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help='Username for https://scihub.copernicus.eu/')
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parser.add_argument('-p', '--password', type=str,
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help='Password for https://scihub.copernicus.eu/')
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args = parser.parse_args()
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main(args)
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