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zGUd(%pP46eJ+P@doozeI=M*8E@KL7FS0J;)WV9Zno7PIt7@_+Ln94x?!5HzLpH=vX z>J?keH`;ihP0U(3NGi#ER^17NGa}Sv`>y5ID-pHg_7!y~%G8>2oRp1`FjWGbvG#2=%*5{7>jh`7uc;c4H-A!2f{0 zX4mB4>F*anRQtc7MBc2ezu5%Y@ozc(D?nx0ry6+@i9WZz0{@e6zPd!;o?SGK9seEW z&PK5ZlHkGa=YOJruFU}=Y#ChV1ON>GMZ~__WTXDsOh+Pt=;Q9-8R&O6z}+)Y&C#0> z;OX(Nv3%oBhZt(&bKB!z68(pM%(Hb> zS~yvm?Zq7McjWyybQ1iZTI1*8`CrQR?-u&Mao!5R|81}K)?lu`v-#PV1P1^hk610000000].index)\n", + "\n", + "#Reemplazar con la media valor de baño\n", + "df.toilets.fillna(df.toilets.mean(),inplace=True)\n", + "\n", + "#volver a reemplazar toilepor int\n", + "df.toilets = df.toilets.astype(\"int\")\n", + "\n", + "#Resetear index del Data Frame\n", + "df = df.reset_index(drop=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#Agregar coordenadas geograficas de direcciones a Data Frame con libreria geopy\n", + "targets_address= df['address'].tolist()\n", + "\n", + "latitude = []\n", + "longitude = []\n", + "\n", + "for target in targets_address:\n", + "\n", + " location = geolocator.geocode(target)\n", + " if location == None:\n", + " latitude.append(np.nan)\n", + " longitude.append(np.nan)\n", + " else:\n", + " latitude.append(location.latitude)\n", + " longitude.append(location.longitude)\n", + " time.sleep(0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "#Almacenar resultados en Data Frame\n", + "df['latitude'] = latitude\n", + "df['longitude'] = longitude" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "#Crear nuevo data frame con direcciones validas y coordeandas geograficas no nulas \n", + "geo_df = df[~df['latitude'].isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": " urls \\\n1 https://www.portalinmobiliario.com/MLC-5414693... \n2 https://www.portalinmobiliario.com/MLC-5415290... \n3 https://www.portalinmobiliario.com/MLC-5411404... \n4 https://www.portalinmobiliario.com/MLC-5414400... \n5 https://www.portalinmobiliario.com/MLC-5415165... \n\n address m2 rooms toilets \\\n1 Mujica 99, Ñuñoa, Chile, Ñuñoa 40 1 1 \n2 Mario Kreutzberger 1558, Santiago, Chile, San... 33 1 1 \n3 José Domingo Cañas 705, Ñuñoa, Chile, Ñuñoa 65 2 2 \n4 Irarrázaval 200, Ñuñoa, Chile, Ñuñoa 24 1 1 \n5 Avenida España 199, Santiago, Chile, Santiago 35 1 1 \n\n prices latitude longitude \n1 320000 -33.460586 -70.605999 \n2 235000 -33.435944 -70.659488 \n3 490000 -33.456710 -70.609417 \n4 300000 -33.454189 -70.604972 \n5 260000 -33.451430 -70.669938 ", + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
urlsaddressm2roomstoiletspriceslatitudelongitude
1https://www.portalinmobiliario.com/MLC-5414693...Mujica 99, Ñuñoa, Chile, Ñuñoa4011320000-33.460586-70.605999
2https://www.portalinmobiliario.com/MLC-5415290...Mario Kreutzberger 1558, Santiago, Chile, San...3311235000-33.435944-70.659488
3https://www.portalinmobiliario.com/MLC-5411404...José Domingo Cañas 705, Ñuñoa, Chile, Ñuñoa6522490000-33.456710-70.609417
4https://www.portalinmobiliario.com/MLC-5414400...Irarrázaval 200, Ñuñoa, Chile, Ñuñoa2411300000-33.454189-70.604972
5https://www.portalinmobiliario.com/MLC-5415165...Avenida España 199, Santiago, Chile, Santiago3511260000-33.451430-70.669938
\n
" + }, + "metadata": {}, + "execution_count": 50 + } + ], + "source": [ + "geo_df" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "geo_df.to_csv(\"data-deptos.csv\")" + ] + } + ] +} \ No newline at end of file diff --git a/helpers.py b/helpers.py new file mode 100644 index 0000000..3773cf5 --- /dev/null +++ b/helpers.py @@ -0,0 +1,79 @@ +import requests +from bs4 import BeautifulSoup +import datetime +import re +import numpy as np + + +def scrapingportal_inmobiliario(region,pages): + + #Crear listas vacias para almacenar variables + attributes = [] + address = [] + m2 = [] + rooms = [] + toilets = [] + prices = [] + urls = [] + + print("Running Web Scraping Portal Inmobiliario...") + #Bucle para avanzar por las paginas de resultados de portal inmobiliario + for i in range(1,pages*50,50): + url = 'https://www.portalinmobiliario.com/arriendo/departamento/'+region+'/_Desde_'+ str(i) + + #Obtener el codigo HTML de cada pagina + response = requests.get(url) + soup = BeautifulSoup(response.text,'html.parser') + containers = soup.find_all('div',class_='item__info-container') + + print(f"Page Fully Loaded!") + + #Bucle para acceder a items con información de arriendo por cada pagina + + for container in containers: + #Agregar información en listas creadas más arriba + try: + prices.append(container.find('span',class_='price__fraction').text) + attributes.append(container.find('div',class_='item__attrs').text) + address.append(container.find('span',class_='main-title nowrap').text) + urls.append(container.find('a', href = re.compile(r'[/]([a-z]|[A-Z])\w+')).attrs['href']) + except AttributeError: + pass + + print(f"prices: +{len(prices)} + attributes: +{len(attributes)} address: +{len(address)}") + + print('Webscraping Finished\n') + + #Separar valores de atributos en nuevas listas, debido a que por la estructura de la pagina web + estos valores se guardan en la misma categoria. + + for attribute in attributes: + temp_value = attribute.split('|') + try: + m2.append(temp_value[0]) + + rooms.append(temp_value[1]) + if len(rooms) != len(m2): + rooms.append(np.nan) + + toilets.append(temp_value[2]) + if len(toilets) != len(rooms): + toilets.append(np.nan) + except IndexError: + pass + + return prices,address,m2,rooms,toilets,urls + + + + + + + + + + + + + +