{ "cells": [ { "cell_type": "markdown", "id": "d9e67c9f", "metadata": {}, "source": [ "." ] }, { "cell_type": "markdown", "id": "b63fc669", "metadata": {}, "source": [ "
\n", " \"JPierre-DATA\n", "\t

Most Profitable Neighborhoods For AirBnb

\n", "\t
\n", "
" ] }, { "cell_type": "markdown", "id": "8d606240", "metadata": {}, "source": [ "\"JPierre-DATA" ] }, { "cell_type": "markdown", "id": "9c52c70a", "metadata": {}, "source": [ "# ANÁLISIS INICIAL DE FICHEROS Y PREPARACIÓN DEL CASO" ] }, { "cell_type": "markdown", "id": "b2eccf22", "metadata": {}, "source": [ "Usaremos datos reales ofrecidos por AirBnB en esta página: http://insideairbnb.com/get-the-data.html\n", "\n", "* Quedarnos sólo con las tablas que nos vayan a resultar útiles\n", "* Cargar toda la info a una base de datos para practicar con este formato, ya que será el más habitual en entornos empresariales\n" ] }, { "cell_type": "markdown", "id": "d9127943", "metadata": {}, "source": [ "## SETUP" ] }, { "cell_type": "code", "execution_count": 1, "id": "8f1c7b32", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "from IPython import display\n", "import sqlalchemy as sa\n", "from sqlalchemy import inspect\n", "import folium\n", "\n", "\n", "#Automcompletar rápido\n", "%config IPCompleter.greedy=True" ] }, { "cell_type": "markdown", "id": "bbcd2f34", "metadata": {}, "source": [ "## ENTENDER LOS FICHEROS" ] }, { "cell_type": "markdown", "id": "88b26858", "metadata": {}, "source": [ "En la web de AirBnB podemos ver la descripción de las tablas:" ] }, { "cell_type": "code", "execution_count": 2, "id": "b099897c", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "display.Image(\"../../../99_Media/airbnb_ficheros.jpg\")" ] }, { "cell_type": "markdown", "id": "18c4cf69", "metadata": {}, "source": [ "### Cargamos y entendemos listings agregados" ] }, { "cell_type": "code", "execution_count": 3, "id": "9074063f", "metadata": {}, "outputs": [], "source": [ "listings = pd.read_csv('../Datos/listings.csv')" ] }, { "cell_type": "code", "execution_count": 4, "id": "966928c2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idnamehost_idhost_nameneighbourhood_groupneighbourhoodlatitudelongituderoom_typepriceminimum_nightsnumber_of_reviewslast_reviewreviews_per_monthcalculated_host_listings_countavailability_365number_of_reviews_ltmlicense
06369Rooftop terrace room , ensuite bathroom13660SimonChamartínHispanoamérica40.45724-3.67688Private room601802019-05-141.2121804NaN
121853Bright and airy room83531AbdelLatinaCármenes40.40381-3.74130Private room314332018-05-290.3923640NaN
223001Apartmento Arganzuela- Madrid Rio82175JesusArganzuelaLegazpi40.38840-3.69511Entire home/apt50150NaNNaN52220NaN
324805Gran Via Studio Madrid346366726ACentroUniversidad40.42183-3.70529Entire home/apt925122020-03-010.5111152NaN
426825Single Room whith private Bathroom114340AgustinaArganzuelaLegazpi40.38975-3.69018Private room2621492018-05-151.6513490NaN
\n", "
" ], "text/plain": [ " id name host_id host_name \\\n", "0 6369 Rooftop terrace room , ensuite bathroom 13660 Simon \n", "1 21853 Bright and airy room 83531 Abdel \n", "2 23001 Apartmento Arganzuela- Madrid Rio 82175 Jesus \n", "3 24805 Gran Via Studio Madrid 346366726 A \n", "4 26825 Single Room whith private Bathroom 114340 Agustina \n", "\n", " neighbourhood_group neighbourhood latitude longitude room_type \\\n", "0 Chamartín Hispanoamérica 40.45724 -3.67688 Private room \n", "1 Latina Cármenes 40.40381 -3.74130 Private room \n", "2 Arganzuela Legazpi 40.38840 -3.69511 Entire home/apt \n", "3 Centro Universidad 40.42183 -3.70529 Entire home/apt \n", "4 Arganzuela Legazpi 40.38975 -3.69018 Private room \n", "\n", " price minimum_nights number_of_reviews last_review reviews_per_month \\\n", "0 60 1 80 2019-05-14 1.21 \n", "1 31 4 33 2018-05-29 0.39 \n", "2 50 15 0 NaN NaN \n", "3 92 5 12 2020-03-01 0.51 \n", "4 26 2 149 2018-05-15 1.65 \n", "\n", " calculated_host_listings_count availability_365 number_of_reviews_ltm \\\n", "0 2 180 4 \n", "1 2 364 0 \n", "2 5 222 0 \n", "3 1 115 2 \n", "4 1 349 0 \n", "\n", " license \n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "34d16a84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 18909 entries, 0 to 18908\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 18909 non-null int64 \n", " 1 name 18906 non-null object \n", " 2 host_id 18909 non-null int64 \n", " 3 host_name 18883 non-null object \n", " 4 neighbourhood_group 18909 non-null object \n", " 5 neighbourhood 18909 non-null object \n", " 6 latitude 18909 non-null float64\n", " 7 longitude 18909 non-null float64\n", " 8 room_type 18909 non-null object \n", " 9 price 18909 non-null int64 \n", " 10 minimum_nights 18909 non-null int64 \n", " 11 number_of_reviews 18909 non-null int64 \n", " 12 last_review 13877 non-null object \n", " 13 reviews_per_month 13877 non-null float64\n", " 14 calculated_host_listings_count 18909 non-null int64 \n", " 15 availability_365 18909 non-null int64 \n", " 16 number_of_reviews_ltm 18909 non-null int64 \n", " 17 license 2828 non-null object \n", "dtypes: float64(3), int64(8), object(7)\n", "memory usage: 2.6+ MB\n" ] } ], "source": [ "listings.info()" ] }, { "cell_type": "markdown", "id": "1b82ab94", "metadata": {}, "source": [ "### Cargamos y entendemos listings detalle" ] }, { "cell_type": "code", "execution_count": 6, "id": "39297027", "metadata": {}, "outputs": [], "source": [ "listings_det = pd.read_csv('../Datos/listings.csv.gz',compression='gzip')" ] }, { "cell_type": "code", "execution_count": 7, "id": "1d02b054", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idlisting_urlscrape_idlast_scrapednamedescriptionneighborhood_overviewpicture_urlhost_idhost_url...review_scores_communicationreview_scores_locationreview_scores_valuelicenseinstant_bookablecalculated_host_listings_countcalculated_host_listings_count_entire_homescalculated_host_listings_count_private_roomscalculated_host_listings_count_shared_roomsreviews_per_month
06369https://www.airbnb.com/rooms/6369202109101935312021-09-11Rooftop terrace room , ensuite bathroomExcellent connection with the AIRPORT and EXHI...NaNhttps://a0.muscache.com/pictures/683224/4cc318...13660https://www.airbnb.com/users/show/13660...4.894.774.85NaNf20201.21
121853https://www.airbnb.com/rooms/21853202109101935312021-09-11Bright and airy roomWe have a quiet and sunny room with a good vie...We live in a leafy neighbourhood with plenty o...https://a0.muscache.com/pictures/68483181/87bc...83531https://www.airbnb.com/users/show/83531...4.824.214.67NaNf20200.39
223001https://www.airbnb.com/rooms/23001202109101935312021-09-11Apartmento Arganzuela- Madrid RioApartamento de tres dormitorios dobles, gran s...Barrio Arganzuela, junto a Madrid Rio, zonas c...https://a0.muscache.com/pictures/58e6a770-509c...82175https://www.airbnb.com/users/show/82175...NaNNaNNaNNaNf5410NaN
324805https://www.airbnb.com/rooms/24805202109101935312021-09-11Gran Via Studio MadridStudio located 50 meters from Gran Via, next t...The area is next to the Gran Via, so people li...https://a0.muscache.com/pictures/miso/Hosting-...346366726https://www.airbnb.com/users/show/346366726...5.005.004.83NaNf11000.51
426825https://www.airbnb.com/rooms/26825202109101935312021-09-11Single Room whith private BathroomNice and cozy roon for one person with a priva...Es un barrio muy tranquilo, en una zona de Mad...https://a0.muscache.com/pictures/149358/218d5b...114340https://www.airbnb.com/users/show/114340...4.714.704.72NaNf10101.65
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5 rows × 74 columns

\n", "
" ], "text/plain": [ " id listing_url scrape_id last_scraped \\\n", "0 6369 https://www.airbnb.com/rooms/6369 20210910193531 2021-09-11 \n", "1 21853 https://www.airbnb.com/rooms/21853 20210910193531 2021-09-11 \n", "2 23001 https://www.airbnb.com/rooms/23001 20210910193531 2021-09-11 \n", "3 24805 https://www.airbnb.com/rooms/24805 20210910193531 2021-09-11 \n", "4 26825 https://www.airbnb.com/rooms/26825 20210910193531 2021-09-11 \n", "\n", " name \\\n", "0 Rooftop terrace room , ensuite bathroom \n", "1 Bright and airy room \n", "2 Apartmento Arganzuela- Madrid Rio \n", "3 Gran Via Studio Madrid \n", "4 Single Room whith private Bathroom \n", "\n", " description \\\n", "0 Excellent connection with the AIRPORT and EXHI... \n", "1 We have a quiet and sunny room with a good vie... \n", "2 Apartamento de tres dormitorios dobles, gran s... \n", "3 Studio located 50 meters from Gran Via, next t... \n", "4 Nice and cozy roon for one person with a priva... \n", "\n", " neighborhood_overview \\\n", "0 NaN \n", "1 We live in a leafy neighbourhood with plenty o... \n", "2 Barrio Arganzuela, junto a Madrid Rio, zonas c... \n", "3 The area is next to the Gran Via, so people li... \n", "4 Es un barrio muy tranquilo, en una zona de Mad... \n", "\n", " picture_url host_id \\\n", "0 https://a0.muscache.com/pictures/683224/4cc318... 13660 \n", "1 https://a0.muscache.com/pictures/68483181/87bc... 83531 \n", "2 https://a0.muscache.com/pictures/58e6a770-509c... 82175 \n", "3 https://a0.muscache.com/pictures/miso/Hosting-... 346366726 \n", "4 https://a0.muscache.com/pictures/149358/218d5b... 114340 \n", "\n", " host_url ... \\\n", "0 https://www.airbnb.com/users/show/13660 ... \n", "1 https://www.airbnb.com/users/show/83531 ... \n", "2 https://www.airbnb.com/users/show/82175 ... \n", "3 https://www.airbnb.com/users/show/346366726 ... \n", "4 https://www.airbnb.com/users/show/114340 ... \n", "\n", " review_scores_communication review_scores_location review_scores_value \\\n", "0 4.89 4.77 4.85 \n", "1 4.82 4.21 4.67 \n", "2 NaN NaN NaN \n", "3 5.00 5.00 4.83 \n", "4 4.71 4.70 4.72 \n", "\n", " license instant_bookable calculated_host_listings_count \\\n", "0 NaN f 2 \n", "1 NaN f 2 \n", "2 NaN f 5 \n", "3 NaN f 1 \n", "4 NaN f 1 \n", "\n", " calculated_host_listings_count_entire_homes \\\n", "0 0 \n", "1 0 \n", "2 4 \n", "3 1 \n", "4 0 \n", "\n", " calculated_host_listings_count_private_rooms \\\n", "0 2 \n", "1 2 \n", "2 1 \n", "3 0 \n", "4 1 \n", "\n", " calculated_host_listings_count_shared_rooms reviews_per_month \n", "0 0 1.21 \n", "1 0 0.39 \n", "2 0 NaN \n", "3 0 0.51 \n", "4 0 1.65 \n", "\n", "[5 rows x 74 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings_det.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "4f9e4efa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 18909 entries, 0 to 18908\n", "Data columns (total 74 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 18909 non-null int64 \n", " 1 listing_url 18909 non-null object \n", " 2 scrape_id 18909 non-null int64 \n", " 3 last_scraped 18909 non-null object \n", " 4 name 18906 non-null object \n", " 5 description 17854 non-null object \n", " 6 neighborhood_overview 10997 non-null object \n", " 7 picture_url 18908 non-null object \n", " 8 host_id 18909 non-null int64 \n", " 9 host_url 18909 non-null object \n", " 10 host_name 18883 non-null object \n", " 11 host_since 18883 non-null object \n", " 12 host_location 18841 non-null object \n", " 13 host_about 9427 non-null object \n", " 14 host_response_time 11972 non-null object \n", " 15 host_response_rate 11972 non-null object \n", " 16 host_acceptance_rate 11531 non-null object \n", " 17 host_is_superhost 18883 non-null object \n", " 18 host_thumbnail_url 18883 non-null object \n", " 19 host_picture_url 18883 non-null object \n", " 20 host_neighbourhood 12034 non-null object \n", " 21 host_listings_count 18883 non-null float64\n", " 22 host_total_listings_count 18883 non-null float64\n", " 23 host_verifications 18909 non-null object \n", " 24 host_has_profile_pic 18883 non-null object \n", " 25 host_identity_verified 18883 non-null object \n", " 26 neighbourhood 10997 non-null object \n", " 27 neighbourhood_cleansed 18909 non-null object \n", " 28 neighbourhood_group_cleansed 18909 non-null object \n", " 29 latitude 18909 non-null float64\n", " 30 longitude 18909 non-null float64\n", " 31 property_type 18909 non-null object \n", " 32 room_type 18909 non-null object \n", " 33 accommodates 18909 non-null int64 \n", " 34 bathrooms 0 non-null float64\n", " 35 bathrooms_text 18884 non-null object \n", " 36 bedrooms 17475 non-null float64\n", " 37 beds 18568 non-null float64\n", " 38 amenities 18909 non-null object \n", " 39 price 18909 non-null object \n", " 40 minimum_nights 18909 non-null int64 \n", " 41 maximum_nights 18909 non-null int64 \n", " 42 minimum_minimum_nights 18908 non-null float64\n", " 43 maximum_minimum_nights 18908 non-null float64\n", " 44 minimum_maximum_nights 18908 non-null float64\n", " 45 maximum_maximum_nights 18908 non-null float64\n", " 46 minimum_nights_avg_ntm 18908 non-null float64\n", " 47 maximum_nights_avg_ntm 18908 non-null float64\n", " 48 calendar_updated 0 non-null float64\n", " 49 has_availability 18909 non-null object \n", " 50 availability_30 18909 non-null int64 \n", " 51 availability_60 18909 non-null int64 \n", " 52 availability_90 18909 non-null int64 \n", " 53 availability_365 18909 non-null int64 \n", " 54 calendar_last_scraped 18909 non-null object \n", " 55 number_of_reviews 18909 non-null int64 \n", " 56 number_of_reviews_ltm 18909 non-null int64 \n", " 57 number_of_reviews_l30d 18909 non-null int64 \n", " 58 first_review 13877 non-null object \n", " 59 last_review 13877 non-null object \n", " 60 review_scores_rating 13877 non-null float64\n", " 61 review_scores_accuracy 13638 non-null float64\n", " 62 review_scores_cleanliness 13640 non-null float64\n", " 63 review_scores_checkin 13640 non-null float64\n", " 64 review_scores_communication 13640 non-null float64\n", " 65 review_scores_location 13637 non-null float64\n", " 66 review_scores_value 13636 non-null float64\n", " 67 license 2828 non-null object \n", " 68 instant_bookable 18909 non-null object \n", " 69 calculated_host_listings_count 18909 non-null int64 \n", " 70 calculated_host_listings_count_entire_homes 18909 non-null int64 \n", " 71 calculated_host_listings_count_private_rooms 18909 non-null int64 \n", " 72 calculated_host_listings_count_shared_rooms 18909 non-null int64 \n", " 73 reviews_per_month 13877 non-null float64\n", "dtypes: float64(22), int64(17), object(35)\n", "memory usage: 10.7+ MB\n" ] } ], "source": [ "listings_det.info()" ] }, { "cell_type": "markdown", "id": "21aaa5ee", "metadata": {}, "source": [ "Conclusiones: \n", "\n", "* Son los mismos registros pero el fichero de detalle tiene más columnas.\n", "* Podríamos unirlas mediante el campo id" ] }, { "cell_type": "markdown", "id": "cea0e45e", "metadata": {}, "source": [ "### Conclusiones del análisis de ficheros\n", "\n", "* Tablas principales que usaremos:\n", " * listings.csv\n", " * listings.csv.gz" ] }, { "cell_type": "markdown", "id": "7ecb297a", "metadata": {}, "source": [ "## CREACIÓN DE UNA BASE DE DATOS" ] }, { "cell_type": "markdown", "id": "6b41daab", "metadata": {}, "source": [ "Creamos la conexión:" ] }, { "cell_type": "code", "execution_count": 9, "id": "5e523333", "metadata": {}, "outputs": [], "source": [ "con = sa.create_engine('sqlite:///../Datos/datos_2/airbnb.db')" ] }, { "cell_type": "markdown", "id": "817f9969", "metadata": {}, "source": [ "Creamos las tablas y cargamos los datos" ] }, { "cell_type": "code", "execution_count": 10, "id": "5bf7c2a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18909" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings.to_sql('listings_2', con = con, if_exists = 'replace')\n", "listings_det.to_sql('listings_det_2', con = con, if_exists = 'replace')" ] }, { "cell_type": "markdown", "id": "314ea5a0", "metadata": {}, "source": [ "\"JPierre-DATA" ] }, { "cell_type": "markdown", "id": "8e9c486f", "metadata": {}, "source": [ "# CREACIÓN DEL DATAMART ANALÍTICO" ] }, { "cell_type": "code", "execution_count": 11, "id": "b45ad2aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['df',\n", " 'df_preparado',\n", " 'listings',\n", " 'listings_2',\n", " 'listings_det',\n", " 'listings_det_2']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "insp = inspect(con)\n", "tablas = insp.get_table_names()\n", "tablas" ] }, { "cell_type": "code", "execution_count": 12, "id": "588d7c40", "metadata": {}, "outputs": [], "source": [ "#carga de las tablas que vamos a usar\n", "listings = pd.read_sql('listings_2', con)\n", "listings_det = pd.read_sql('listings_det_2', con)" ] }, { "cell_type": "markdown", "id": "ae2bc9e7", "metadata": {}, "source": [ "### Datos Externos" ] }, { "cell_type": "markdown", "id": "cba3f3f5", "metadata": {}, "source": [ "En esta página tenemos justo la info que necesitamos para crear la tabla de precios de venta: https://www.idealista.com/sala-de-prensa/informes-precio-vivienda/venta/madrid-comunidad/madrid-provincia/madrid/" ] }, { "cell_type": "code", "execution_count": 13, "id": "f2279b39", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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precio_m2distrito
14.085 €/m2Arganzuela
23.409 €/m2Barajas
32.123 €/m2Carabanchel
44.827 €/m2Centro
55.098 €/m2Chamartín
65.381 €/m2Chamberí
72.940 €/m2Ciudad Lineal
83.568 €/m2Fuencarral
93.871 €/m2Hortaleza
102.267 €/m2Latina
114.033 €/m2Moncloa
122.500 €/m2Moratalaz
131.918 €/m2Puente de Vallecas
144.788 €/m2Retiro
156.114 €/m2Salamanca
162.591 €/m2San Blas
173.678 €/m2Tetuán
181.995 €/m2Usera
192.403 €/m2Vicálvaro
202.354 €/m2Villa de Vallecas
211.693 €/m2Villaverde
\n", "
" ], "text/plain": [ " precio_m2 distrito\n", "1 4.085 €/m2 Arganzuela\n", "2 3.409 €/m2 Barajas\n", "3 2.123 €/m2 Carabanchel\n", "4 4.827 €/m2 Centro\n", "5 5.098 €/m2 Chamartín\n", "6 5.381 €/m2 Chamberí\n", "7 2.940 €/m2 Ciudad Lineal\n", "8 3.568 €/m2 Fuencarral\n", "9 3.871 €/m2 Hortaleza\n", "10 2.267 €/m2 Latina\n", "11 4.033 €/m2 Moncloa\n", "12 2.500 €/m2 Moratalaz\n", "13 1.918 €/m2 Puente de Vallecas\n", "14 4.788 €/m2 Retiro\n", "15 6.114 €/m2 Salamanca\n", "16 2.591 €/m2 San Blas\n", "17 3.678 €/m2 Tetuán\n", "18 1.995 €/m2 Usera\n", "19 2.403 €/m2 Vicálvaro\n", "20 2.354 €/m2 Villa de Vallecas\n", "21 1.693 €/m2 Villaverde" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Cargamos los datos, quitamos el primer registro y seleccionamos solo las columnas de precio y distrito\n", "\n", "precio_m2 = pd.read_csv('../Datos/idealista.csv') \\\n", " .loc[1:,['table__cell','icon-elbow']] \\\n", " .rename(columns = {'table__cell':'precio_m2','icon-elbow':'distrito'})\n", "precio_m2" ] }, { "cell_type": "markdown", "id": "18e223ee", "metadata": {}, "source": [ "Limpiamos el precio:\n", " \n", "1. quitando la unidad\n", "2. quitando los puntos de separador de miles\n", "3. cambiando el tipo a entero" ] }, { "cell_type": "code", "execution_count": 14, "id": "3ac8e543", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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precio_m2distrito
14085Arganzuela
23409Barajas
32123Carabanchel
44827Centro
55098Chamartín
65381Chamberí
72940Ciudad Lineal
83568Fuencarral
93871Hortaleza
102267Latina
114033Moncloa
122500Moratalaz
131918Puente de Vallecas
144788Retiro
156114Salamanca
162591San Blas
173678Tetuán
181995Usera
192403Vicálvaro
202354Villa de Vallecas
211693Villaverde
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" ], "text/plain": [ " precio_m2 distrito\n", "1 4085 Arganzuela\n", "2 3409 Barajas\n", "3 2123 Carabanchel\n", "4 4827 Centro\n", "5 5098 Chamartín\n", "6 5381 Chamberí\n", "7 2940 Ciudad Lineal\n", "8 3568 Fuencarral\n", "9 3871 Hortaleza\n", "10 2267 Latina\n", "11 4033 Moncloa\n", "12 2500 Moratalaz\n", "13 1918 Puente de Vallecas\n", "14 4788 Retiro\n", "15 6114 Salamanca\n", "16 2591 San Blas\n", "17 3678 Tetuán\n", "18 1995 Usera\n", "19 2403 Vicálvaro\n", "20 2354 Villa de Vallecas\n", "21 1693 Villaverde" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "precio_m2['precio_m2'] = precio_m2.precio_m2.str.split(expand = True)[0].str.replace('.','',regex=False).astype('int')\n", "precio_m2" ] }, { "cell_type": "markdown", "id": "db1bc6ac", "metadata": {}, "source": [ "En esta sección se crea el datamart luego de un proceso de limpieza de datos. Se unifica todo en una tabla de a base de datos para mayor eficiencia." ] }, { "cell_type": "code", "execution_count": 15, "id": "95ad779a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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level_0indexidnamehost_idneighbourhood_groupneighbourhoodlatitudelongituderoom_type...distritoprecio_totalocupacionbedrooms_discaccommodates_discbeds_discnumber_of_reviews_discm2precio_comprapdi_sol
0006369Rooftop terrace room , ensuite bathroom13660ChamartínHispanoamérica40.45724-3.67688Private room...Chamartín60.05001_Una0-3149-74450178430.05.032039
11121853Bright and airy room83531LatinaCármenes40.40381-3.74130Private room...Latina31.0001_Una0-315-485079345.03.521406
22223001Apartmento Arganzuela- Madrid Rio82175ArganzuelaLegazpi40.38840-3.69511Entire home/apt...Arganzuela50.03903_Tres5-163-230-490257355.03.226963
33324805Gran Via Studio Madrid346366726CentroUniversidad40.42183-3.70529Entire home/apt...Centro92.06801_Una0-315-4850168945.00.591065
44426825Single Room whith private Bathroom114340ArganzuelaLegazpi40.38975-3.69018Private room...Arganzuela26.0401_Una0-3149-74450142975.03.200942
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5 rows × 35 columns

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" ], "text/plain": [ " level_0 index id name host_id \\\n", "0 0 0 6369 Rooftop terrace room , ensuite bathroom 13660 \n", "1 1 1 21853 Bright and airy room 83531 \n", "2 2 2 23001 Apartmento Arganzuela- Madrid Rio 82175 \n", "3 3 3 24805 Gran Via Studio Madrid 346366726 \n", "4 4 4 26825 Single Room whith private Bathroom 114340 \n", "\n", " neighbourhood_group neighbourhood latitude longitude room_type \\\n", "0 Chamartín Hispanoamérica 40.45724 -3.67688 Private room \n", "1 Latina Cármenes 40.40381 -3.74130 Private room \n", "2 Arganzuela Legazpi 40.38840 -3.69511 Entire home/apt \n", "3 Centro Universidad 40.42183 -3.70529 Entire home/apt \n", "4 Arganzuela Legazpi 40.38975 -3.69018 Private room \n", "\n", " ... distrito precio_total ocupacion bedrooms_disc accommodates_disc \\\n", "0 ... Chamartín 60.0 50 01_Una 0-3 \n", "1 ... Latina 31.0 0 01_Una 0-3 \n", "2 ... Arganzuela 50.0 39 03_Tres 5-16 \n", "3 ... Centro 92.0 68 01_Una 0-3 \n", "4 ... Arganzuela 26.0 4 01_Una 0-3 \n", "\n", " beds_disc number_of_reviews_disc m2 precio_compra pdi_sol \n", "0 1 49-744 50 178430.0 5.032039 \n", "1 1 5-48 50 79345.0 3.521406 \n", "2 3-23 0-4 90 257355.0 3.226963 \n", "3 1 5-48 50 168945.0 0.591065 \n", "4 1 49-744 50 142975.0 3.200942 \n", "\n", "[5 rows x 35 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#creacion de conexion y carga de la tabla df\n", "\n", "con = sa.create_engine('sqlite:///../Datos/datos_2/airbnb.db')\n", "\n", "df = pd.read_sql('df_preparado', con = con)\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 16, "id": "185151d3", "metadata": {}, "outputs": [], "source": [ "#Generacion de un minicubo para nuestros analisis." ] }, { "cell_type": "code", "execution_count": 17, "id": "ffc1e238", "metadata": {}, "outputs": [], "source": [ "\n", "#Minicubo:\n", "\n", "metricas = ['precio_total','precio_compra']\n", "dimensiones = ['bedrooms_disc','accommodates_disc','beds_disc','number_of_reviews_disc']\n", "\n", "minicubo_precio = df[dimensiones + metricas]\n", "\n", "minicubo_precio = minicubo_precio.melt(id_vars=['precio_total','precio_compra'])\n", "\n", "minicubo_precio = minicubo_precio.groupby(['variable','value'])[['precio_total','precio_compra']].agg('median')" ] }, { "cell_type": "markdown", "id": "34e466d3", "metadata": {}, "source": [ "\"JPierre-DATA" ] }, { "cell_type": "markdown", "id": "2fa4a968", "metadata": {}, "source": [ "# CONCLUSIONES EJECUTIVAS" ] }, { "cell_type": "markdown", "id": "138676ef", "metadata": {}, "source": [ "* Se han localizado 10 barrios en los que centrar la búsqueda\n", "* Se recomienda buscar inmuebles con un habitación que permitan alojar 3 huéspedes\n", "* Se recomienda buscar inmuebles que estando en uno de los barrios identificados no estén necesariamente cerca de puntos de interés\n", "* Se recomienda evaluar el desarrollo de un nuevo producto basado en el alquier para momentos concretos de alto interés deportivo, especialmente en el barrio de San Blas" ] }, { "cell_type": "markdown", "id": "3c486247", "metadata": {}, "source": [ "## DETALLE DE LOS PRINCIPALES RESULTADOS" ] }, { "cell_type": "markdown", "id": "fcde57c4", "metadata": {}, "source": [ "### Existen 10 barrios con alto potencial de inversión" ] }, { "cell_type": "markdown", "id": "65d0c737", "metadata": {}, "source": [ "* Se han localizado 10 barrios que apriori pueden maximizar la relación coste-ingresos\n", "* Además podemos segmentarlos por el tipo calidad del inmueble en el que nos interes invertir en 4 grandes grupos\n", "* Estos son los 10 barrios donde comenzar a buscar oportunidades concretas:\n", " * Inversión baja: Simancas, Ambroz, Marroquina, San Juan Bautista\n", " * Inversión media: El Plantio, Valdemarín, Valdefuentes\n", " * Inversión media-alta: Jerónimos, Fuentela reina\n", " * Inversión alta: Recoletos" ] }, { "cell_type": "markdown", "id": "8a272637", "metadata": 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7IsN2bDab+vXrqeLFS2j16k0aMvRTZYn+4+8KSRfl+t1UpRZ4WpXfm6JPR41TePgSrVixTKVLl9X8+Wm3jc2fv+imIzavN3PmVO3YsV2hoVO1fPlalSv3lHr16q6UlBRnnU2bNmjy5JkKD4+Qu7uHpkwJlSQtWJA2L9iYMaFq2/Z1HT78pwYM6K127Tpq586dGjAgRBMnjtXOnWmjZMaNG6nnnntea9du0ezZX+rw4UNauTL8zk82Mh273a4BA/rIZDJp4cJlmjdvoaKjozVy5HBnnaioSEVHR+vrr8M1a9Zc7dv3u5YtW6ICBQpqzJi0a27jxu0qX76Cli1brIULv9TQoSO1evUmNWoUoKCgd284XcCIEUPl6mrR/PmLtGHDt3rllVc1fvyodA97OnPmtJYuXaMPPvg43XW8Zs1m9e+f/jr+p23bvlHlyi9ozZrNCg4epLCwtLbf7r6Bx5GXq1nVSt34KdrVSvnJy5U/YQHgUcRvdwAAHoAmTZorLi5We/ak3YZ66dJFbdmySa++2lqjRk1Qp06dZbfbFRl5Vl5e2RUdfT7DNn7//VedOxelbt16yt3dXaWKFtebnd6QuyVtzj+XU7vlyJZHVes314iWz6hkkWJq06a9cz6rO+FwOLR8+RK980535c9fQO7u7urY8S3ZbFb98MN3znqBga3k6+unbNmy6eWX6970YSUrViyTv38N1az5slxcXPTUU08rIKCFli5Na5ubm7t+/HGHvvlms8xmkz7//Cu1bt3ujtsNY40dO0INGtRM9y8pKemW6xw8+IcOHTqgPn0GKEuWrMqRw1vduwdp8+YNunjxgrPeG2+8JXd3DxUsWEjPPvucTp3664bbCw9frPbt31DJkqVksVjUpEkzFS1aTOvXr81Qt3//99WnzwBZLBadOxelLFmyKiUlRZcuXXLWqVu3gTw8POTl5eW8jmvUuPF1/E+FChVWw4ZN5OLioipV/OXr6+ds9+3sG3gcWewODW9WLkNIWa2Unz5pVl4W+yN0fyQAwMnw8fFxcXFq1aqVhg0bphdeeEGS9Ouvv2rYsGE6cuSIfHx81LVrV7366qvOdcLDwzV16lRFR0erePHi+uCDD1SxYkWjDgEAgBuymU1KsNqVkGyTl2dW1W3QSCtXhqtSpcpavXqlSpcuoyeeKKdt277RgAG9FRcXqyJFisnb21s3miI6Ojpa3t7ecnf3cC4rmr+gfLK4amlQNYWO/k5bD53R/qnvqvnUtHK73SGz+c6/j7xwIV5JSUn64IMBMptNzuVWq1WRkZHOn3Pm9HW+tlgscjjsN9xeVNRZ7dmzS/Xr15TJZJLD4VBqql0FChSUJH388aeaM2eGZs6coiFDzuipp55Wnz4DVLx4iTtuOx6MdNe3h0UOpT3w4U7ndoyMjJTdblfLlo3SLXdzc9PZs2ecP18/f2vatXbjkCIy8qymTJmg6dMn/d1Wm+2Gt3ifPXtGU6aE6tSpkypUqLAKFUqbvuD669jPL5fz9bXruEGDms5l11/H/3R9//hnu29n38DjytPh0Kjm5dL9jvFyNctip38AwKPK0IBy9+7dGjBggE6e/Hu0xcWLF9W5c2e99957atWqlX7++Wd169ZNZcqUUYUKFbRz504NHTpUs2bNUoUKFRQWFqauXbvqm2++kaenp4FHAwDA35JMJoWE70v3JNLnfJ7TwTWDdfHiBa1cGa633npHMTHR+vDDARo+fLT8/atLkrZu3axt277JsM08efLowoULunLlirJkySJJio4+J5MkHxeTiufPq0vPVta4cX8HMxcvXrjpLaMuLi6y2WzOn+12u3P0Vo4c3nJzc9e4cZNVvvxTzjonT56Qn1/uOz4fuXLlUcOGTRQcPMg5SXh0dIwkh+x2u/7886A6dXpH773XR+fORWnSpPH65JOP9Nln8+54X7j/bnR9e12x6upN6v/zWrt+ZGTu3Lnl7u6uNWs2O58AfvXqVUVGnlWBAgX122+/3FHbcuXKo7feekd16tR3Ljtz5rSyZ8+Rrp7NZlNwcJA6d+6mli1flclk0sGDB2440vL6bTds2CTdU7pjYtKu4ztxN/sGHjcWu0M+Lib5XHsgDiMnAeCRZtgt3uHh4erbt6969eqVbvmGDRvk7e2ttm3bymKxqEqVKgoICFBYWJgkafHixWrcuLEqVaokV1dXdezYUT4+PoqIiDDiMAAAyMBmNilkefrwRpJ2xbvLM19JTZw8XikpyapZs7auXElUamqq80u248eP6fPPP5OUNlrxeuXLV1ChQkU0YcJoJScn6/TpU1qw4Etneb16DbV//2/asGGtbDabYmJiFBzcS5Mmjb9hO4sUKaqjRw/r2LGjstlsCgubp6SktDDTbDarSZOmmj59ks6fPye73a61a1erfftWOn36xrdx/5Obm5sSEy9Lkpo0aaaNG9dr584fZbfbderUSXXv/rYWLJgvs9msCRNGa9asqUpJSZG3t4/c3d2UI4f3be0HD9bNru8UW6qW7j0r23Ujbq8pUqSodu7coYSEBF2+fFlffjnXWfbEE+VUsGBhTZ48QVeuXFFKSrImThynnj27KjU19V/b4+bmLkm6fDntWmvatIXmzp2tv/46IUnaufMHtW//mn79dU+69axWq5KTk+Xh4SGTyaSoqChNmzbRWXYj167jn37KeB3fibvZNwAAwKPMsBGU/v7+CggIkMViSRdSHj58WKVLl05Xt2TJklqyZIkk6ciRI3rllVcylB88ePCO9m/K+Nn5X+veyToAHiz6KR4mCVZ7hvDmmti8L2r92jnq3LmrXF0tKlKkqLp166mPP35fycnJypUrj5o1a6EpU0J17NgR5ciRNurLZJIsFheNHRuqUaM+UUBAXeXM6atq1Wpo69YtMpmkfPnyady4SZo6dZLGjx8tFxcXVa3qr549+8hkSt9PTCapevWa2rXrJwUFvSu73a6GDRurQoVnnHW6dw/SnDkz1a3b27p48aLy5y+g4cNHqkyZss7juX671y+TpGbNWmrIkBC1avU/vfNON3300XDNnDlFH344QB4eHqpTp766dOkuk0kaNmykxo0bpebNG8hut+uZZ55V//6D6NMPoVtd33+eS1CC1a6clvT/4zp06KQRI4bqtdeaKls2L7311jvaunWzTCbJ1dWi0aPHa/LkCWrduoWuXk3RE0+U04QJU+Th4X7L3+8mU9rnwAoVnlHz5g00dOgItW79P0kODRjQWzExMcqVK5d69QpWtWo10q2bJYunQkIGa9as6ZowYYx8fHzUtGkLHT9+TMeOHVGRIkWc+7i27/Lly+ujj4Zrxowp+uCD/vLw8FTdun9fx9e36/p//3S7+zYK76lA5kBfBTKH+91XY2JilDVr1gd+V/G9Ph6T42YT+DxAZcqU0bx58/TCCy8oJCREVqtVo0aNcpYvXrxYM2fO1MaNG1W3bl298847CgwMdJb369dPbm5uGj58+I02DwDAA7X3ZLxaTN1x0/Ll776kZwr7PMAWAfcO1/ethYWF6eOPP9bAgQPVsWNH5/KXX35Z3bt3V8uWLY1rHAAAMMTx48c1ffp0/fDDD0pISJCvr68aNGigrl27KmvWrHe93ZiYGNWtW1erVq1SwYI3nhP7eu3bt9fzzz+vHj16aMCAAZKkESNG3PX+7yXDH5LzT56enkpISEi3LDk52fk/zNPTU8nJyRnKfXzu7INwbGyCbjeaNZkkX1+vO1oHwINFP8XDJKubyy3Ls7i5KCYm4ZZ1HlX01cyP6/vW5s2brxYtAvX551+oQYNmsljSPm6nptqVkJCcKc4N/RTIHOirQOawb9+vCgrqrjZt2mn27C/l4+Ojkyf/0qhRw9W+/euaNu0z5zzcdyoyMlZXrlxRfHyiPDz+/TOG1WrTlSspiolJUHJy2rQyd/vZ5NrvoHvloQsoS5cure+//z7dsiNHjqhUqVKSpFKlSunw4cMZyqtXr35H+3E4dMe/xO9mHQAPFv0UDwMvV7OqlfLT9sMxGcqqlfKTl6tZjsd8sn/6aubF9X1zu3b9pPj4OHXvHqTvv9+ub77ZnO5hPVLadd+9e2dVrFhJu3b9pMOHD6lAgULq3z9Eixcv1Pffb1f27NnVu3d/vfSSvyRp9eoVWrZssaKiImW1WlWx4rMaOHCw8wv6xYsXauHCL5WUlKTKlZ+XzWZT8eIl9eab76h7987Kly+/9uzZJYfDoS+/XKTIyEhNmzZR+/fvk4eHh6pWra4uXborW7ZsGdpKPwUefvRV4OE2YsRwNW/eXG+++Y6zvxYqVEQfffSpRo/+RGfOnNGFC/GaNWua/vrrhBISLqlYsRLq1StY5cs/JZvNpgkTxujbb79RaqpNRYoUU5cu3VWu3FNq1+41SVK7dq9p4MAPVbt2PW3atF7z53+uqKhIFShQSF26dNfzz78o6e/fF9f/znA40ubAnjlzqnbs2K7z58/L3d1dtWvXVVBQP5lMJnXv3lnly1fQ77//qj//PKjcufPozTffUatWaXeG7NmzRxMmTNCxY8d08eJFlSpVSh9++KGeeeaZ2z5Phj0k52bq1q2rmJgYffHFF7Jarfrxxx+1atUq57yTgYGBWrVqlX788UdZrVZ98cUXio2NVd26dQ1uOQAAaSx2h4Y3K6dqpfzSLa9Wyk+fNCsvy2Ma3uDRwPV9c0uXfq2AgBZyd/dQixavauHCsJvWXbFimYKDQxQRsUVeXl569923VKtWHUVEbFbNmrU1fvxoSdIff+zThAmj1bfvAEVEbFZY2GKdOnVSS5YslCRt2rRec+bM1JAhw7Vy5Xo9/fSz2rbtm3T72rXrJ02fPkdz5y6U1WpVjx7vqGjR4lq+PEKffTZPp079pWHDPrx/JwYAgMfUmTOndfz4MTVp0iRDWc6cvvr007HKnTu3+vfvrRo1XlZ4eITWrNmsAgUKaurUUEnS+vUR2rfvN4WFLdHKlRv09NMVNXbsSLm4uGj+/EWSpPnzF6l27Xr64YfvNGbMp+rVK1gREVv05pvvKCQkWMeOHb1lOxct+ko//vi9QkOna+PGbzVixFgtX75Uu3f/7KyzcmW4evbso4iILapR42WNGjVcKSkpSk5OVteuXVW/fn19++232rlzpwoXLpxu6sbb8dCNoPTx8dGcOXM0fPhwTZw4UTlz5tT777+vF19MS3urVKmiwYMHa8iQITp37pxKliypWbNmydvb29iGAwBwHU+HQ6Oal1OC1a6EZJu8PCzycjXLYrcb3TTgP+P6Tnua+fXHnxhzTjt3/qBevYIlSc2atdAXX8zS3r27VbFipQzr16z5sooVKy5JevrpikpISFD16jUlSVWqVNXXX6eFmyVKlNT8+YuUL19+Xbp0STEx0fL29lF09HlJaaMrmzVrqaeeelqS1LLlq1q7dlW6fb344kvKlSu3s76rq0Vdu/aQi4uL3N09FBTUT+3bv6bY2Bj5+qYPngEAwJ279jnhYGS0JMk9a46b1rVYXDVjxucqWLCQrl5NUWTkWWXPnkMHDvyRtq67uyIjz2j16hV68cWX9PbbXfXOO91uuK2lSxepefNAPfPMs5KkqlWrqWrValqxYqnzM8qNBAS0UMOGTeTjk1MxMTFKSUlRlixZnZ83JKlWrdoqXTrtYZkNGzbRvHlzFBsbqzx58ujrr79WkSJFlJKSojNnzsjb21u///77HZ2zhyKgPHToULqfn3rqKS1cuPCm9Zs1a6ZmzZrd72YBAPCfWOwO+biY5JPVNW3BYzyyDI+ex/n6TjKZFBK+L93TzIue2SybzaY33vifc5nNZtOCBV/eMKDMkcPb+dpsNsvL6+85nEwmk649x9JsdtHixQu0YcM6eXpmUcmSJXXlSqKz/Pz5c6pZs3a6befPXyDdz35+uZyv4+PjlCdPvnRzXeXPn1+SFBkZSUAJAMB/lO5zwpU4uUv64OsdmtT9FXko/eeluLhY5czpqz17dqlv3/eUlJSkYsWKy8XFIocj7YvfOnXqy2q1avXqFZo5c4p8fHKqQ4c31Lx5YIZ9R0VFau/e3Vq+fIlzWWpqqipVqnzLNicnJ2n8+FHau3ePcufOrdKly8rhcOj652rnzOnrfH1tjm273S4XFxft3LlTb7/9tq5cuaKSJUvKYrHoTp/J/VAElAAAAEBmYDNnDCeVatXZX7aqeP03NfKdFs7b3I8dO6p+/Xrqr79O3PX+vv46TD/9tFPz5i10/mEQHNzLWZ43bz6dOxeVbp2oqCgVLlz0httLqx+p1NRUZ0h55sxpSZKfH+EkAAD/RYbPCVlyyp49n/b9uE2DCpXVqOblnJ8T4uPjFBgYoHbtOmr+/M81bdoclS37hCRpwYIvdfLkCUnSyZN/qUyZJ9SwYROlpCRry5ZNGj58iCpUqChPT890+8+VK7fq12+s9u07OpdFRUXJ3d39lu0eOXK4smfPrhUr1snd3V12u10NG9a6rWP+9ddfNXToUC1cuFDly5eXJM2ZM0fHjx+/rfWveejmoAQAAAAeVglWe/pwUpL51B5J0kG30vL0yaXcufMod+48evHFl1S8eMlbzkX5bxITE2WxWGSxuMpms2n9+gjt3LlDVmvakzebNm2hVavCdeDAftlsNq1Zs1L799/8lqoqVfwlmTRt2iSlpCQrNjZGoaFjValSZeXNm++u2wkAAG78OcH2dAuZ/9qpHavCdCYmTg6HQ4cPH1JwcC+VLl1W5co9JZPJ7AwR9+37XYsXL3C+13///XYNGtRPkZFn5e7uoRw5vOXi4qJs2bLJzc1NknT58mVJaZ8LlixZqAMH9kuSDh78Q2+91U6bNq2/ZbsTEy/Lzc1NLi4uunIlUVOmhCoxMdHZhlsec0KCzGazPDw8JEm//PKL5s2bp6tXr97BmWMEJQAAAHDbEpJtGZa5HP9eqYWelcwuSki2/X3bu9L+UJgyJVQm093tr02bdjp69IgCAwPk5uam0qXLqmXL17R790+SpJo1a+vMmdMaMKCPrl69qipVqqps2Sfl6up6w+1ly5ZN48dP0eTJE9SiRWOZTJK/fw1169bz7hoIAACcbvQ5weFXUtbq3eVyaJO6dnhN1pRk5czpq1q16qhDhzfk6ZlFLVoEqnv3t5Waalf+/PkVGNhaM2ZMVlxcrF59tbViYs6rS5dOSky8rLx58+vjjz9V7tx55HA4VL16LXXp8oZ69Oil5s0DlZSUpE8++Ujnzp1T9uzZ9dpr/1NgYKtbtjsoqJ9GjRquhg1rKUuWrHrpJX+98MJLOnbsyL8ec9WqVfW///1Pbdu2ld1uV8GCBdW+fXuNHTtWMTExt32HhslxpzeFPyJiYhJ0u0duMkl+fl53tA6AB4t+CmQO9FVkdvGpDtWbsP2m5RuCqsnH5S7TyLtw+PCf8vLySjf6sVOndmre/BU1bdrirrZJPwUyB/oq8PB52D4n3E/XfgfdK9ziDQAAANwmL1ezqpW68UiAaqX85OX6YD9e79nzs/r376XY2Bg5HA5t3rxBJ04c13PPPf9A2wEAAB6+zwmZCWcGAAAAuE0Wu0PDm5XL8MdHtVJ++qRZeefE9w/KK6+00rPPVlanTm1Vr14NLVjwpUaOHJvhSd4AAOD+u9nnhOql/PRJ8wf/OSEz4Rbv28DQeeDhRz8FMgf6Kh4VNrNJCVa7EpJt8vKwyMvV/Mj80UE/BTIH+irw8Prn54Q82T1kvZLySPXVe32LNw/JAQAAAO6Qxe6Qj4vp7wfiPCLhJAAA+O+u/5xgMkk5srgp5kqK0c16qHGLNwAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMAwBJQAAAAAAAADDEFACAAAAAAAAMIzF6AYAAAAAwMMuKipKX375uXbu/EHx8XFydXXTE0+UU5s2bVW58otGNw8AgEyNEZQAAAAAcAvHjh1Rx46tdfXqVY0ZM1Hr12/T11+Hq379hho4sK9++OF7o5sIAECmxghKAAAAALiF0aM/UeXKL2rQoMHOZdmz51D9+o1kt9tltVolSd9+u1VffPGZTp8+JV9fX7VoEajAwNaKi4vVK6800eTJM/XUU09LkuLiYtWiRSN99dVSeXt7a/LkCdq7d7diYqKVLZuXWrZ8VR06dDLkeAEAeNAIKAEAAADgJs6fP6fff/9NoaHTbljesGETSdKePbv04YcD9MEHQ1WjRi0dPXpEAwf2kcPhUKtWbVW58gtavz7CGVCuX79WTz31tAoUKKgxY0bo7NmzmjVrnrJly6Zt27bo/ff76+WX66pgwUIP7FgBADAKASUAAAAA3MT58+clSbly5XYu27XrJ73/frAkKTXVLj8/Pz35ZHlVq1ZTtWvXlSSVKVNW7dp11JIlC9WqVVs1btxUo0d/qp49+8rV1VXr1q1W69btJElvvtlZLi4uypo1q86fPyc3N3dJUkxMNAElAOCxQEAJAAAAANexmU1KsNqVkGyTq4+vpLSwsHDhIpKk5557XuvWbZUkRUSs0pw5MxUfH6dSpcqk206+fPkVFRUpSfL3r6ExYz7Vjh3fKW/efIqMjFTNmrUlSfHxcQoNHatDhw4qf/78KlPmSUmS3W5/EIcLAIDhCCgBAAAA4P8lmUwKCd+n7Udincty5i2u5auW69lnn7vpennz5tOZM6fTLTt79rR8ff0kSa6urqpbt6E2b96gvHnz6uWX68jT01OS9MEHA1S1anWNHTtJFotFFy9e0KpV4ffh6AAAeDjxFG8AAAAAUNrIyZDl6cNJSYov94q2bd+uEaOG6+TJv+RwOHTlSqLWrVuj2bNnyM8vlxo3bqbvvtumLVs2KTU1VX/+eVBhYfPUuHFT53YaN26qnTt3aNu2b9SoUYBz+eXLl+Xu7i4XFxfFx8dr/PjRae2x2R7MgQMAYDBGUAIAAACApASrPUM4KUmO7Pl0pVY/md0OKji4l+LiYmUySSVKlFLbtq+rSZNmcnNz07BhIzVnzix9+unHypEjh5o3f0Vt277u3E6pUqVVoEBBJSUlqUKFZ5zLBw0arIkTx2rhwjB5eXmpTp16Kl26jI4ePaLnn3/xQRw6AACGIqAEAAAAAEkJybcYseiRXa3f7qngoL43reLvX0P+/jVuuY+8efPrySfLpVv2wgtVFBa25I7aCgDAo4RbvAEAAABAkpfHrcdv/Fv5rZw9e0bbtn2jXbt+Snd7NwAAYAQlAAAAAEiSvFzNqlbKT9sPx2Qoq1bKT16uZsnuuKttz5kzU999t03vvddbOXP6/temAgDwSCGgBAAAAABJFrtDw5uVU8iK/elCymql/PRJs/Ky2O13ve333//oXjQRAIBHEgElAAAAAPw/T4dDo5qXU4LVroRkm7w8LPJyNf+ncBIAANwaASUAAAAAXMdid8jHxSSfrK5pC+7ytm4AAHB7eEgOAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMMQUAIAAAAAAAAwDAElAAAAAAAAAMM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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "no_incluir = ['Rosas','Arcos','Canillejas','Hellín']\n", "\n", "temp = df.groupby('neighbourhood')[['precio_total','precio_compra']].median()\n", "\n", "temp = temp[~temp.index.isin(no_incluir)]\n", "\n", "plt.figure(figsize = (16,12))\n", "sns.set_style('darkgrid')\n", "sns.scatterplot(data = temp, x = 'precio_compra', y = 'precio_total')\n", "#Ponemos las etiquetas\n", "for cada in range(0,temp.shape[0]):\n", " plt.text(temp.precio_compra[cada], temp.precio_total[cada], temp.index[cada])" ] }, { "cell_type": "markdown", "id": "57fc9cdc", "metadata": {}, "source": [ "### Buscar inmuebles de una habitación que permitan 3 huéspedes" ] }, { "cell_type": "markdown", "id": "4a3dda78", "metadata": {}, "source": [ "* El número de huéspedes que maximiza el precio de compra pagado es de 3" ] }, { "cell_type": "markdown", "id": "30aa7a7b", "metadata": {}, "source": [ "Exhibit 1.4.2" ] }, { "cell_type": "code", "execution_count": 19, "id": "e4188ad0", "metadata": { "hide_input": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "ax.plot(minicubo_precio.loc['accommodates_disc'].precio_total)\n", "ax2 = ax.twinx()\n", "ax2.plot(minicubo_precio.loc['accommodates_disc'].precio_compra,color = 'green');" ] }, { "cell_type": "markdown", "id": "9da007d2", "metadata": {}, "source": [ "### Buscar inmuebles que estando en uno de los barrios identificados no estén necesariamente cerca de puntos de interés" ] }, { "cell_type": "markdown", "id": "b4e2d753", "metadata": {}, "source": [ "* Previsiblemente tendrán menor precio de compra\n", "* Parece que la cercanía a puntos de interés no tiene un especial impacto sobre el precio del alquiler" ] }, { "cell_type": "markdown", "id": "21c21bcd", "metadata": {}, "source": [ "Exhibit 1.4.3" ] }, { "cell_type": "code", "execution_count": 20, "id": "e58e31b5", "metadata": { "hide_input": true, "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seleccion = df.groupby('distrito').pdi_sol.median().sort_values()[0:7].index.to_list()\n", "\n", "plt.figure(figsize = (16,12))\n", "sns.scatterplot(data = df.loc[df.distrito.isin(seleccion)], x = 'pdi_sol', y = 'precio_total');" ] }, { "cell_type": "markdown", "id": "1d8bed74", "metadata": {}, "source": [ "### Evaluar el desarrollo de un nuevo producto basado en el alquier para momentos concretos de alto interés deportivo" ] }, { "cell_type": "markdown", "id": "0156f43b", "metadata": {}, "source": [ "* Buscar oportunidades en el barrio de San Blas\n", "* Todavía existen muchos alquileres que no están explotando este potencial" ] }, { "cell_type": "markdown", "id": "39e3a449", "metadata": {}, "source": [ "Exhibit 1.4.4" ] }, { "cell_type": "code", "execution_count": 21, "id": "2a9ff410", "metadata": { "hide_input": true, "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "temp = df.groupby('distrito')[['precio_total','precio_compra']].median()\n", "\n", "plt.figure(figsize = (16,8))\n", "sns.scatterplot(data = temp, x = 'precio_compra', y = 'precio_total')\n", "#Ponemos las etiquetas\n", "for cada in range(0,temp.shape[0]):\n", " plt.text(temp.precio_compra[cada], temp.precio_total[cada], temp.index[cada])" ] }, { "cell_type": "markdown", "id": "bf301c1e", "metadata": { "hide_input": false }, "source": [ "Exhibit 1.4.5" ] }, { "cell_type": "code", "execution_count": 22, "id": "5e5e7ee1", "metadata": { "hide_input": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datos = df[df.distrito == 'San Blas - Canillejas'].copy()\n", "\n", "datos['precio_total_disc'] = pd.qcut(datos['precio_total'], q = [0, .25, .5, .75, 1.], \n", " labels=['yellow', 'orange', 'blue', 'red'])\n", "\n", "mapa = folium.Map(location=[datos.iloc[0,7], datos.iloc[0,8]],zoom_start=14)\n", "\n", "for piso in range(0,len(datos)):\n", " folium.CircleMarker(\n", " location = [datos.iloc[piso]['latitude'], datos.iloc[piso]['longitude']],\n", " popup = datos.iloc[piso]['precio_total'],\n", " fill=True,\n", " color = datos.iloc[piso]['precio_total_disc'],\n", " fill_opacity=1,\n", " radius = 5\n", " ).add_to(mapa)\n", "\n", "mapa" ] }, { "cell_type": "markdown", "id": "42797927", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "2c8a3f8b", "metadata": {}, "source": [ "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "267px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "position": { "height": "331.85px", "left": "1390px", "right": "20px", "top": "120px", "width": "350px" }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }