Ejemplo n.º 1
0
 def post(self, request):
     mapbox_client = MapBox(settings.MAPBOX_API_KEY)
     location_json = json.loads(request.body)
     location = location_json["address"]
     result = mapbox_client.geocode(location)
     if result is None:   
         return JsonResponse({"valid": False})
     else:         
         latitude = result.latitude
         longitude = result.longitude
         return JsonResponse({"valid": True, "latitude": latitude, "longitude": longitude})
Ejemplo n.º 2
0
 def post(self, request, user_pk):
     if get_object_or_404(User, pk=user_pk) == request.user:
         form = MusicianForm(data=request.POST, files=request.FILES)
         if form.is_valid():
             mapbox_client = MapBox(settings.MAPBOX_API_KEY)
             musician = form.save(commit=False)
             result = mapbox_client.geocode(musician.city)               
             musician.latitude = result.latitude
             musician.longitude = result.longitude
             musician.user = request.user
             musician.save()
             return redirect(to='show-musician', musician_pk=musician.pk)
         return redirect(to="homepage")
     return redirect(to="homepage")
Ejemplo n.º 3
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def address(request):
    """Return lat/lon for input address via json fetch."""
    if request.method == "POST":
        print(request.body.decode('utf-8'))
        address = '{address}, {city}, {state} {zip}'.format(
            **json.loads(request.body.decode('utf-8')))
        geolocator = MapBox(api_key=os.getenv('MB_TOKEN'))
        location = geolocator.geocode(address)
        new_loc = {
            'lat_position': location.latitude,
            'lon_position': location.longitude,
        }
        return JsonResponse(new_loc)
    else:
        return redirect('/')
Ejemplo n.º 4
0
    def get(self, request):
        """
        Respond to the get requests from the frontend

        Args:
            request (django.http.request): request from the frontend, which includes hour, origin and destination params

        Returns:
            JsonReponse (django.http.JsonResponse): GeoJson object of the shortest (safest) path (the path with fewest crashes)
        """
        query_dict = request.query_params

        # get parameters from request
        hour = int(query_dict.get("hour"))
        origin = query_dict.get("origin")
        dest = query_dict.get("destination")

        # geocode origin and destination
        api_key = "pk.eyJ1Ijoib3Blbi1hZGRyZXNzZXMiLCJhIjoiSGx0a1B1NCJ9.2O1QelK6jnFXfDznC2pNSw"
        geocoder = MapBox(api_key=api_key, timeout=None)
        origin_lat, origin_lon = self._geocode(geocoder, origin)
        dest_lat, dest_lon = self._geocode(geocoder, dest)

        geojson = self._get_shortest_path_json(hour, origin_lon, origin_lat,
                                               dest_lon, dest_lat)

        return JsonResponse(geojson)
Ejemplo n.º 5
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def make_json(properties):
    features = []
    denver = ' Denver, CO'
    for row in properties:
        row_address_list = [row[14], row[15], row[16], row[17], denver]
        print(row_address_list)
        row_address = ' '.join(row_address_list)
        tax_address_list = [row[6], row[7], row[8], row[9], row[10], row[11], row[12]]
        tax_address = ' '.join(tax_address_list)
        locator = MapBox('pk.eyJ1IjoiYmFsZmFkb3J0aGVzdHJhbmdlIiwiYSI6ImNrZmNyNTJvYjB6cnQydXBlZWd4dGN2OHkifQ.fGHNFT7Aqk-dzH_7dp0tUg')
        location = locator.geocode(row_address)   
        map_location = Point((location.longitude, location.latitude))
        features.append(Feature(geometry=map_location, properties={'property_name': ' '.join(row[4]),
                                                                   'property_address' : row_address,
                                                                   'tax_address' : tax_address}))
        feature_collection = FeatureCollection(features)

    with open('static/properties.geojson', 'w') as f:
       dump(feature_collection, f)
Ejemplo n.º 6
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def geocoding(ctx, query, apikey, forward, raw, display):
    """
    MapBox's geocoding service.
    \f

    :param ctx: A context dictionary.
    :param query: A string to represent address query for geocoding.
    :param apikey: An API key for authentication.
    :param forward: A boolean flag for forward/reverse geocoding.
    :param raw: A boolean flag to show api response as it is.
    :param display: A boolean flag to show result in web browser.
    :return: None.
    """
    apikey = apikey or os.environ.get("MAPBOX_APIKEY")
    if apikey is None:
        raise ApiKeyNotFoundError(
            "Please pass MAPBOX API KEY as --apikey or set it as environment "
            "variable in MAPBOX_APIKEY ")
    ctx.obj["apikey"] = apikey
    geolocator = MapBox(api_key=ctx.obj["apikey"])
    if forward:
        location = geolocator.geocode(query)
        if raw:
            click.secho(json.dumps(location.raw, indent=2), fg="green")
        elif display:
            feature = get_feature_from_lat_lon(location.latitude,
                                               location.longitude)
            geo_display(feature)
        else:
            result = {"lat": location.latitude, "lon": location.longitude}
            click.secho(json.dumps(result, indent=2), fg="green")
    else:
        location = geolocator.reverse(query)
        if raw:
            click.secho(json.dumps(location.raw, indent=2), fg="green")
        else:
            click.secho(location.address, fg="green")
Ejemplo n.º 7
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    def search_nearest(self, update, context, place):
        # Typing...
        context.bot.send_chat_action(chat_id=update.effective_chat.id,
                                     action=ChatAction.TYPING)
        # Setup MapBox
        mapbox_token = os.environ.get("MAPBOX_TOKEN")
        geolocator = MapBox(mapbox_token)
        proximity = (45.464228552423435, 9.191557965278111)  # Duomo
        location = geolocator.geocode(place, proximity=proximity)

        stations_full_info = self.pull_stations()
        station_raw = self.api.get_nearest_station(stations_full_info,
                                                   location.latitude,
                                                   location.longitude)
        reply_markup = self.tools.inline_keyboard_buttons(station_raw)

        # Generate Text Message
        station = self.print_result(station_raw)
        nearest_station = "The nearest station is: \n" + station
        # Send text
        update.message.reply_text(
            nearest_station,
            reply_markup=reply_markup,
        )
Ejemplo n.º 8
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def geocode_locations(locations, logger, use_mapbox=True):
    if use_mapbox:
        # mapbox key stolen from node explorer :D
        geolocator = MapBox(
            api_key=
            "pk.eyJ1IjoiZGFkaWNvIiwiYSI6IlVaOVU3QmMifQ.dDoTL04V_WtMo2iQkfvZBg")
    else:
        geolocator = Nominatim(user_agent="edgenodelookup")
    geocode = RateLimiter(geolocator.geocode,
                          min_delay_seconds=1,
                          swallow_exceptions=False)

    def lookup(location):
        city, countrycode = [s.strip() for s in location.split(",")]
        logger.info(u"geocode processing {} {}".format(city, countrycode))
        try:
            if use_mapbox:
                result = geocode(city, country=countrycode)
            else:
                result = geocode({"city": city}, country_codes=countrycode)
        except Exception as e:
            logger.error("geocode processing failed with {}".format(e))
            return None
        if result is None:
            logger.warning(
                "geocode could not find {} {}. None is used.".format(
                    city, countrycode))
        return result

    decoded_location = locations.apply(lookup)
    decoded_location_non_nil = decoded_location[pd.notna(
        decoded_location)]  #remove nil
    # seperate location object into parts
    latitudes = decoded_location_non_nil.apply(lambda loc: loc.latitude)
    longitudes = decoded_location_non_nil.apply(lambda loc: loc.longitude)
    addresses = decoded_location_non_nil.apply(lambda loc: loc.address)
    loc_df = pd.DataFrame({
        "latitude":
        latitudes,
        'longitude':
        longitudes,
        'retrieved_address':
        addresses,
        'explorer_location':
        locations.loc[pd.notna(decoded_location)]
    })

    return loc_df
Ejemplo n.º 9
0
    def get(self):
        args = parser.parse_args()

        # get parameters from requests
        hour, orig, dest = args['hour'], args['origin'], args['destination']

        # geocode origin and destination
        api_key = "pk.eyJ1Ijoib3Blbi1hZGRyZXNzZXMiLCJhIjoiSGx0a1B1NCJ9.2O1QelK6jnFXfDznC2pNSw"
        geocoder = MapBox(api_key=api_key, timeout=None)
        origin_lat, origin_lon = self._geocode(geocoder, orig)
        dest_lat, dest_lon = self._geocode(geocoder, dest)

        geojson = self._get_shortest_path_json(hour, origin_lon, origin_lat,
                                               dest_lon, dest_lat)

        return geojson, 200, {'Access-Control-Allow-Origin': '*'}
    def process_dict(d):
        if isinstance(d, VenueLocation):
            out = d.to_dict()
            vl = d
        else:
            if 'name' in d:
                del d['name']
            if 'coor' in d:
                d['long'], d['lat'] = d['coor']
                del d['coor']
            out = d.copy()
            vl = VenueLocation.from_dict(d)

        if not out['long'] and vl.get_geocoord_key() in geocoords_by_key:
            out['long'], out['lat'] = geocoords_by_key[vl.get_geocoord_key()]
        elif 'train' in out['venue'].lower() or 'v/line' in out['venue'].lower(
        ):
            # Need to add public transport lines separately!
            pass
        elif not out['long']:
            if not GEOLOCATOR[0]:
                GEOLOCATOR[0] = MapBox(api_key=environ['MAPBOX_KEY'],
                                       user_agent="https://covid-19-au.com")
            try:
                location = GEOLOCATOR[0].geocode(out['venue'] + ', ' +
                                                 out['area'] + ', ' +
                                                 out['state'] + ', ' +
                                                 'Australia')
                print(out, location)
                if location:
                    out['long'] = location.longitude
                    out['lat'] = location.latitude
            except:
                # Make sure it doesn't keep trying to get the lat/long
                # when the service didn't find the location!
                import traceback
                traceback.print_exc()
                out['long'] = '!error'
                out['lat'] = '!error'
        return out
Ejemplo n.º 11
0
 def make_geocoder(cls, **kwargs):
     return MapBox(api_key=env['MAPBOX_KEY'], timeout=3, **kwargs)
Ejemplo n.º 12
0
for i in range(10):
    for j in range(len(arr)):
        for k in range(len(arr[j])):
            if ((arr[j][k]) == clean[i]):
                if (j == 0):
                    typ = "Groceries"
                elif j == 1:
                    typ = "Fastfood"
                elif j == 2:
                    typ = "Gas"
                else:
                    typ = "Other"

dat = datetime.datetime.now()

geolocator = MapBox(api_key=mapbox_creds.API_KEY, user_agent="spendly-web")

concat = ""

for i in clean:
    concat = concat + " " + i

print(concat)
address = re.search(
    r"\d{1,4}[A-Z]?\s([NSEW]\.)?\s(\d{1,3}(st|nd|rd|th))?\s(\w\s)+([A-Z][a-z]{1,3}\.)?",
    concat)
print(address)

location = geolocator.geocode(address)
timey = dat.strftime('%Y-%m-%d.%H:%M:%S')
Ejemplo n.º 13
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        ' Administrative and Support and Waste Management and Remediation Services',
        '56'
    ], [' Educational Services', '61'],
    [' Health Care and Social Assistance', '62'],
    [' Arts, Entertainment, and Recreation', '71'],
    [' Accommodation and Food Services', '72'], [' Other Services', '81'],
    [' Religious Organizations', '8131'],
    [' Labor Unions and Similar Labor Organizations', '81393'],
    [' Political Organizations', '81394'], [' Private Households', '814'],
    [' Consumer Goods Repair', '811'], [' Personal Services', '812'],
    [' Government Support', '92'], [' Unclassified Establishments', '99'],
    [' Unreported Business Type', 'na']
]

geolocator = MapBox(
    api_key=
    'pk.eyJ1IjoiZnV6enlsb2dpYzEzIiwiYSI6ImNrY2xjOGR5NTF4eWcycm5xYjY5eXA5ejUifQ.o3nz27PTtPI5JxztLiw_Tw'
)


def testAddress(address):
    location = geolocator.geocode(address)
    print(location.address)
    print((location.latitude, location.longitude))


def addressCleanup(df, stateName):
    df['Zip'] = df['Zip'].fillna(0.0).astype(int)
    #, expand= True)
    df['Address'] = df.Address.str.split(pat='BLDG').str[0]
    df['Address'] = df.Address.str.split(pat='Bldg').str[0]
    df['Address'] = df.Address.str.split(pat='bldg').str[0]
Ejemplo n.º 14
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 def setUpClass(cls):
     cls.geocoder = MapBox(api_key=env['MAPBOX_KEY'], timeout=3)
Ejemplo n.º 15
0
            )
        ]

    
    layout = go.Layout(
        autosize = True,
        hovermode = "closest",
        mapbox = dict(accesstoken = mapbox_access_token,
                      bearing = 0,
                      center = dict(lat = 38.900905,
                                    lon = -77.044784),
                      pitch = 0,
                      zoom = 10),
    )

    fig = dict(data = data, layout = layout)
    py.plot(fig, filename = "Capital Bikeshare Locations")

    ## add city and state features
    mapbox = MapBox(api_key = mapbox_access_token)
    cabiLoc["CITY"] = ""
    for index, row in cabiLoc.iterrows():
        cabiLoc["CITY"].iloc[index], cabiLoc["OWNER"].iloc[index] = cityandstate(lat = row["LATITUDE"], lon = row["LONGITUDE"], maps = mapbox)
        
    ## Manually change 31062 station to Arlington, VA
    rooseveltID = cabiLoc.index[cabiLoc["TERMINAL_NUMBER"] == 31062]
    cabiLoc["CITY"].iloc[rooseveltID] = "Arlington"
    cabiLoc["OWNER"].iloc[rooseveltID] = "VA"
    
cabiLoc.to_csv("Capital Bikeshare Locations Clean.csv", index = False)
Ejemplo n.º 16
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def homepage(request):
    response = requests.get(
        'http://api.openweathermap.org/data/2.5/weather?q=kathmandu,np&appid=8d2de98e089f1c28e1a22fc19a24ef04'
    )
    weather_data = response.json()

    print(weather_data["weather"])
    # weather_dict={weather_data["weather"][i] for i in [0,]}
    source_latitude = 0
    source_longitude = 0
    destination_latitude = 0
    destination_longitude = 0
    travel_distance = 0
    if request.method == 'POST':
        form = DestinationForm(request.POST)
        if form.is_valid():
            form_data = form.save()
            address = "%s, %s" % (form_data.source, form_data.destination)
            geolocator = MapBox(
                api_key=
                'pk.eyJ1IjoicmFuamFuNDM1IiwiYSI6ImNrNWIzdnNqeTE2ZjgzZG82OG40aG82ejcifQ.nrFTVyOERu6YhgS66Gxr8A'
            )
            location_source = geolocator.geocode(form_data.source)
            location_destination = geolocator.geocode(form_data.destination)
            source_latitude = location_source.latitude
            source_longitude = location_source.longitude
            destination_latitude = location_destination.latitude
            destination_longitude = location_destination.longitude
            source = (source_latitude, source_longitude)
            destination = (destination_latitude, destination_longitude)
            str_geo = str(distance.distance(source, destination))
            travel_distance = round(float(str_geo[:-3]), 2)
            print(travel_distance)
            pnt1 = GEOSGeometry('SRID=4326;POINT(%s %s)' %
                                (source_latitude, source_longitude))
            pnt2 = GEOSGeometry('SRID=4326;POINT(%s %s)' %
                                (destination_latitude, destination_longitude))
            print(pnt1.distance(pnt2) * 100)
            # location.destination = geolocator.geocode(form_data.destination)

    form = DestinationForm()

    #showing database information in map
    post_list = Post.objects.all()
    print(post_list[0].location.wkt)
    loc_list = [str(post.location) for post in post_list]
    temp = [loc.split(";") for loc in loc_list]
    point_list = [i[1] for i in temp]
    final = [(point[7:(len(point) - 1)]) for point in point_list]

    tempo = [a.split(" ") for a in final]
    lat = [i[0] for i in tempo]
    lon = [i[1] for i in tempo]
    latlon = [(float(lat[i]), float(lon[i])) for i in range(len(lon))]

    #showing sensor data
    sensor_data = SensorModel.objects.latest('id')

    #showing the number of vehicles
    vehicle_num = VehicleModel.objects.latest('id')

    return render(
        request,
        'map/base_map.html',
        {
            'form': form,
            'source_latitude': source_latitude,
            'source_longitude': source_longitude,
            'destination_latitude': destination_latitude,
            'destination_longitude': destination_longitude,
            'distance': travel_distance,
            'posts': post_list,
            'location': latlon,
            'weather_data': weather_data,
            'sensor_data': sensor_data,
            'vehicle_num': vehicle_num,
        },
    )


# def databaseshow(request):
# 	#showing post objects
# 	post_list=Post.objects.all()
# 	print (post_list[0].location.wkt)
# 	loc_list=[str(post.location) for post in post_list]
# 	temp=[loc.split(";") for loc in loc_list]
# 	point_list=[i[1] for i in temp]
# 	final=[(point[7:(len(point)-1)]) for point in point_list]

# 	tempo=[a.split(" ") for a in final]
# 	lat=[i[0] for i in tempo]
# 	lon=[i[1] for i in tempo]
# 	latlon=[(float(lat[i]),float(lon[i])) for i in range(len(lon))]
# 	return render(request,'map/base_map.html',{'posts':post_list,'location':latlon})
Ejemplo n.º 17
0
import urllib.request, urllib.parse, urllib.error
from scripts import twurl
import json
import ssl
import folium

from geopy.geocoders import MapBox
from geopy.exc import GeocoderServiceError

TWITTER_URL = 'https://api.twitter.com/1.1/friends/list.json'
ctx = ssl.create_default_context()
ctx.check_hostname = False
ctx.verify_mode = ssl.CERT_NONE

geolocator = MapBox(
    api_key=
    'pk.eyJ1Ijoicm9tYW4yMjIzNCIsImEiOiJjanJ1b2lkdmgxNWhoNDNxc3B4Y2o0dnE4In0.-o_eVMh-dV2YuhI8qbtp-Q'
)


def get_json(acct):
    if len(acct) > 1:
        url = twurl.augment(TWITTER_URL, {'screen_name': acct, 'count': '100'})
        connection = urllib.request.urlopen(url, context=ctx)
        data = connection.read().decode()
        js = json.loads(data)
        loc = dict()
        for u in js['users']:
            loc[u['location']] = loc.get(u['location'], list())
            loc[u['location']].append(u['screen_name'])
        return loc
def address_to_long_lat(city, state, addressline1, addressline2, postcode,
                        country):
    """

    :param city: e.g.
    :param state: e.g.
    :param addressline1: e.g.
    :param addressline2: e.g.
    :param postcode: e.g.
    :param country: e.g.
    :return:
    """
    with open(SCRIPT_DIR / '..' / 'data' / 'geolocate_cache.json',
              'r',
              encoding='utf-8') as f:

        portalocker.lock(f, portalocker.LOCK_SH)
        try:
            address_cache = json.loads(f.read())
        finally:
            portalocker.unlock(f)

    address = []
    if addressline2:
        address.append(addressline2)
    if addressline1:
        address.append(addressline1)
    if city:
        address.append(city)
    if state:
        address.append(state)
    if postcode:
        address.append(postcode)
    if country:
        address.append(country)
    address = ', '.join(address)

    if address in address_cache:
        item = address_cache[address]
        if item or True:
            return item

    if not GEOLOCATOR[0]:
        GEOLOCATOR[0] = MapBox(api_key=environ['MAPBOX_KEY'],
                               user_agent='https://www.covid-19-au.com')

    try:
        location = GEOLOCATOR[0].geocode(address)
        if location:
            longlat = (location.longitude, location.latitude)
    except:
        # Make sure it doesn't keep trying to get the lat/long
        # when the service didn't find the location!
        traceback.print_exc()
        longlat = None

    time.sleep(1)
    address_cache[address] = longlat

    with open(SCRIPT_DIR / '..' / 'data' / 'geolocate_cache.json',
              'w',
              encoding='utf-8') as f:

        portalocker.lock(f, portalocker.LOCK_EX)
        try:
            f.write(json.dumps(address_cache, ensure_ascii=False, indent=2))
        finally:
            portalocker.unlock(f)

    return longlat
#!/usr/bin/python3

from geopy.geocoders import Nominatim
from geopy.geocoders import GeoNames
from geopy.geocoders import MapBox

import api_credentials

try:
    geolocator1 = Nominatim(user_agent=api_credentials.nominatim_agent)
    geolocator2 = GeoNames(username=api_credentials.geonames_user)
    geolocator3 = MapBox(api_key=api_credentials.mapbox_token)
except:
    print("ERROR: FATAL: Unable to get geolocator")
    sys.exit()


def getCountryInfo(lat, long):

    latitude = int(lat)
    longitude = int(long)
    lat_codes = latitude_dict[latitude]
    long_codes = longitude_dict[longitude]
    codes = lat_codes.intersection(long_codes)

    if len(codes) == 1:
        code = codes.pop()
        name = countries_dict[code]
    else:
        latlong = (lat, long)
        # get info from Nominatim
Ejemplo n.º 20
0
from geopy.geocoders import MapBox
geolocator = MapBox(
    api_key=
    'pk.eyJ1IjoiZGFuaWswNiIsImEiOiJjanJ3Yzg0czIwYWN3NDNvYWY3OGlxczNsIn0.Ri-3Ig44dA66UZY_evkW8g'
)

file_read = open('resources/cities.list')
file_write = open('resources/coordinates.list', 'w')
i = 0

for i in range(0):
    file_read.__next__()

# print(file_read.readline())

none_error = 0
name_error = 0

for line in file_read:
    try:
        location = geolocator.geocode(line)
        if location is None:
            print(None)
            none_error += 1
            file_write.write(line + '\t' + 'error\tNone' + '\n')
        else:
            file_write.write(line + '\t' + str(location.latitude) + '\t' +
                             str(location.longitude) + '\n')
        i += 1
    except NameError as err:
        print(err)
Ejemplo n.º 21
0
import json
from geopy.geocoders import MapBox

geolocator = MapBox(
    api_key=
    "pk.eyJ1Ijoidm1hZGF0aGlsIiwiYSI6ImNra2FiNmw1aDAxNmIzMG5ha3NhZnE3N2YifQ.bWx-K-QAZYuJwWVjji6JmA"
)

#path to json file
rawfile = 'data_02-25-21'
path = 'raw_data/' + rawfile

featureCollectionAvali = {"type": "FeatureCollection", "features": []}

featureCollectionExhaust = {"type": "FeatureCollection", "features": []}

featureCollectionHubs = {"type": "FeatureCollection", "features": []}

with open(path + '.json') as json_file:
    data = json.load(json_file)

#print(data)

#looping through each feature in the raw data
for i in data['features']:

    #empty dictionary in GeoJSON Format
    feature = {
        "type": "Feature",
        "geometry": {
            "type": "Point",
Ejemplo n.º 22
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    def get(self, request):
        mapbox = MapBox(
            "pk.eyJ1IjoiaHVhbmdrYTk3IiwiYSI6ImNrMmw4c2V2YzA0bWUzZG83M2EzN2NjZ2wifQ.ICymOqR-bnQFjDcFtS3xCA")

        query = Story.objects.filter(approvalState="approved")

        geojson = {"type": "FeatureCollection", "features": []}

        location_queries = []
        for story in query:
            loc = []
            if story.city is not None and story.city != "":
                loc.append(story.city.replace(" ", "_"))
            if story.state is not None and story.state != "":
                loc.append(story.state.replace(" ", "_"))
            if story.country is not None and story.country != "":
                loc.append(story.country.replace(" ", "_"))
            location_queries.append(" ".join(loc))

        for i, loc in enumerate(location_queries):
            feature = {"type": "Feature",
                       "geometry": {
                           "type": "Point"
                       },
                       "properties": {},
                       "id": i}

            if Coordinates.objects.filter(coordquery=loc).count() == 0:
                try:
                    code = mapbox.geocode(loc.replace("_", " "))
                except:
                    logger.info(loc)
                    continue

                if code is None:
                    continue

                lat = code.latitude
                lon = code.longitude
                Coordinates.objects.create(
                    coordquery=loc, longitude=lon, latitude=lat)
            else:
                coords = Coordinates.objects.get(coordquery=loc)
                lat = coords.latitude
                lon = coords.longitude
            feature["geometry"]["coordinates"] = [lon, lat]

            loc_breakdown = loc.split()
            if len(loc_breakdown) > 0:
                feature["properties"]["city"] = loc_breakdown[0].replace(
                    "_", " ")
            if len(loc_breakdown) > 1:
                feature["properties"]["state"] = loc_breakdown[1].replace(
                    "_", " ")
            if len(loc_breakdown) > 2:
                feature["properties"]["country"] = loc_breakdown[2].replace(
                    "_", " ")

            geojson["features"].append(feature)

        return http.JsonResponse(geojson)
Ejemplo n.º 23
0
import pandas as pd

import sqlalchemy
from sqlalchemy.ext.automap import automap_base
from sqlalchemy.orm import Session
from sqlalchemy import create_engine, func

from geopy.geocoders import MapBox
from geopy.distance import geodesic

import pickle

# Model setup
####################################################################################################
geolocator = MapBox(
    api_key=
    "pk.eyJ1Ijoib2JuaWNob2xzb24iLCJhIjoiY2pwcHBrbmIxMGdhMTN4cWZ2czR6NDVwcCJ9.T5lnDc1uaxKgp4S18rFyBw",
    timeout=None)

model_filename = 'ncaa_model.pkl'
model_input_features = [
    'team_seed', 'team_travel_miles', 'opponent_seed', 'opponent_travel_miles',
    'team_rank_SOS', 'team_rank_SRS', 'team_rank_ast', 'team_rank_blk',
    'team_rank_fg', 'team_rank_fg2', 'team_rank_fg2_pct', 'team_rank_fg2a',
    'team_rank_fg3', 'team_rank_fg3_pct', 'team_rank_fg3a', 'team_rank_fg_pct',
    'team_rank_fga', 'team_rank_ft', 'team_rank_ft_pct', 'team_rank_fta',
    'team_rank_pts', 'team_rank_pts_per_g', 'team_rank_stl', 'team_rank_trb',
    'opponent_team_rank_SOS', 'opponent_team_rank_SRS',
    'opponent_team_rank_ast', 'opponent_team_rank_blk',
    'opponent_team_rank_fg', 'opponent_team_rank_fg2',
    'opponent_team_rank_fg2_pct', 'opponent_team_rank_fg2a',
    'opponent_team_rank_fg3', 'opponent_team_rank_fg3_pct',