From 07fe20100ff74e73b5edf724293de05186df6c1c Mon Sep 17 00:00:00 2001 From: Tania Jm Date: Wed, 24 Nov 2021 13:16:33 -0600 Subject: [PATCH] proyecto --- .ipynb_checkpoints/scrapping-checkpoint.ipynb | 2775 +++++++++++++++++ README.md | 44 +- output/los_libros+vendidos .csv | 296 ++ scrapping.ipynb | 2775 +++++++++++++++++ 4 files changed, 5855 insertions(+), 35 deletions(-) create mode 100644 .ipynb_checkpoints/scrapping-checkpoint.ipynb create mode 100644 output/los_libros+vendidos .csv create mode 100644 scrapping.ipynb diff --git a/.ipynb_checkpoints/scrapping-checkpoint.ipynb b/.ipynb_checkpoints/scrapping-checkpoint.ipynb new file mode 100644 index 0000000..4e200e6 --- /dev/null +++ b/.ipynb_checkpoints/scrapping-checkpoint.ipynb @@ -0,0 +1,2775 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 16, + "id": "868fabbb", + "metadata": {}, + "outputs": [], + "source": [ + "import requests \n", + "from bs4 import BeautifulSoup\n", + "import pandas as pd\n", + "from selenium import webdriver\n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.common.action_chains import ActionChains \n", + "import re\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "8b24d045", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=4\n", + "url_pattern= 'https://www.gandhi.com.mx/libros/los-mas-leidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links.append(scrape_url(url_pattern % i))" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "e7297119", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links)):\n", + " links[i].remove(links[i][-1])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "b5971acc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.gandhi.com.mx/despues-2',\n", + " 'https://www.gandhi.com.mx/comer-viajar-descubrir',\n", + " 'https://www.gandhi.com.mx/yolo-aventuras-la-mansion-de-las-pesadillas',\n", + " 'https://www.gandhi.com.mx/la-tierra-de-la-gran-promesa',\n", + " 'https://www.gandhi.com.mx/de-ninguna-parte',\n", + " 'https://www.gandhi.com.mx/nunca-te-rindas-2',\n", + " 'https://www.gandhi.com.mx/la-vida-no-admite-representantes',\n", + " 'https://www.gandhi.com.mx/satan-1',\n", + " 'https://www.gandhi.com.mx/la-increible-historia-del-slime-gigante',\n", + " 'https://www.gandhi.com.mx/dimelo-en-secreto',\n", + " 'https://www.gandhi.com.mx/soy-malintzin',\n", + " 'https://www.gandhi.com.mx/lazos-de-sangre-2',\n", + " 'https://www.gandhi.com.mx/el-infinito-en-un-junco-1',\n", + " 'https://www.gandhi.com.mx/te-deseo-todo-lo-mejor-1',\n", + " 'https://www.gandhi.com.mx/la-ciudad-que-ya-no-existe-td',\n", + " 'https://www.gandhi.com.mx/la-conquista-de-mexico-1',\n", + " 'https://www.gandhi.com.mx/el-codigo-de-la-mente-millonaria',\n", + " 'https://www.gandhi.com.mx/la-paciente-silenciosa',\n", + " 'https://www.gandhi.com.mx/luca-libro-de-arte-y-monstruos-marinos',\n", + " 'https://www.gandhi.com.mx/la-ciudad-que-ya-no-existe',\n", + " 'https://www.gandhi.com.mx/guillermo-del-toro-su-cine-su-vida-y-sus-monstruos',\n", + " 'https://www.gandhi.com.mx/gabo-y-mercedes-una-despedida',\n", + " 'https://www.gandhi.com.mx/radicales-libres-1',\n", + " 'https://www.gandhi.com.mx/peque-o-cerdo-capitalista-10-aniversario',\n", + " 'https://www.gandhi.com.mx/la-biblioteca-de-paris',\n", + " 'https://www.gandhi.com.mx/el-codigo-de-la-vida',\n", + " 'https://www.gandhi.com.mx/la-cancion-de-aquiles',\n", + " 'https://www.gandhi.com.mx/la-otra-isabel',\n", + " 'https://www.gandhi.com.mx/los-compas-perdidos-en-el-espacio',\n", + " 'https://www.gandhi.com.mx/persona-normal-azul',\n", + " 'https://www.gandhi.com.mx/persona-normal-rosa',\n", + " 'https://www.gandhi.com.mx/persona-normal-naranja',\n", + " 'https://www.gandhi.com.mx/el-invencible-verano-de-liliana',\n", + " 'https://www.gandhi.com.mx/la-biblioteca-de-la-medianoche',\n", + " 'https://www.gandhi.com.mx/anna-thalberg',\n", + " 'https://www.gandhi.com.mx/sira',\n", + " 'https://www.gandhi.com.mx/circe',\n", + " 'https://www.gandhi.com.mx/los-abismos',\n", + " 'https://www.gandhi.com.mx/cuentos-de-buenas-noches-para-ni-as-rebeldes-100-mexicanas-extraordinarias',\n", + " 'https://www.gandhi.com.mx/peligros-y-verdades',\n", + " 'https://www.gandhi.com.mx/orgullo-y-prejuicio-3',\n", + " 'https://www.gandhi.com.mx/el-negociador',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-la-piedra-filosofal-1',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-el-prisionero-de-azkaban-3',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-la-camara-secreta-3',\n", + " 'https://www.gandhi.com.mx/la-bailarina-de-auschwitz-td',\n", + " 'https://www.gandhi.com.mx/se-regalan-dudas',\n", + " 'https://www.gandhi.com.mx/los-compas-y-la-maldicion-de-mikecrack',\n", + " 'https://www.gandhi.com.mx/casa-de-tierra-y-sangre',\n", + " 'https://www.gandhi.com.mx/salvar-el-fuego',\n", + " 'https://www.gandhi.com.mx/el-club-de-las-5-de-la-ma-ana',\n", + " 'https://www.gandhi.com.mx/habitos-atomicos',\n", + " 'https://www.gandhi.com.mx/los-compas-y-la-camara-del-tiempo',\n", + " 'https://www.gandhi.com.mx/kiwilimon',\n", + " 'https://www.gandhi.com.mx/la-tierra-de-la-gran-promesa',\n", + " 'https://www.gandhi.com.mx/sor-juana-en-la-cocina',\n", + " 'https://www.gandhi.com.mx/lo-que-construiremos',\n", + " 'https://www.gandhi.com.mx/yo-el-gato-3',\n", + " 'https://www.gandhi.com.mx/1984-8',\n", + " 'https://www.gandhi.com.mx/el-arte-de-la-guerra-17',\n", + " 'https://www.gandhi.com.mx/diario-del-a-o-de-la-peste',\n", + " 'https://www.gandhi.com.mx/9789807909068',\n", + " 'https://www.gandhi.com.mx/cuentos-completos-3']" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "links1=[link for lista in links for link in lista ]\n", + "links1" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "3e99f34c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "titulo=[]\n", + "autor=[]\n", + "editorial=[]\n", + "precio=[]\n", + "edicion=[]\n", + "formato=[]\n", + "idioma=[]\n", + "paginas=[]\n", + "año=[]\n", + "for link in links1:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " titulo.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " autor.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editorial.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precio.append(pre[1])\n", + " else:\n", + " precio.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " edicion.append(datoslib[0])\n", + " if len(datoslib)==5:\n", + " formato.append(datoslib[1])\n", + " idioma.append(datoslib[2])\n", + " paginas.append(datoslib[3])\n", + " año.append(datoslib[4])\n", + " else: \n", + " formato.append(\"null\")\n", + " idioma.append(datoslib[1])\n", + " paginas.append(datoslib[2])\n", + " año.append(datoslib[3])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "da63f0a0", + "metadata": {}, + "outputs": [], + "source": [ + "df=pd.DataFrame()\n", + "df[\"Libreria\"]=[\"Gandhi\" for x in range(0,63)]\n", + "df[\"Tipo\"]=[\"Libro\" for x in range(0,63)]\n", + "df[\"#Topxtipo\"]=[x for x in range(1,64)]\n", + "df[\"Titulo\"]=titulo\n", + "df[\"Autor\"]=autor\n", + "df[\"Editorial\"]=editorial\n", + "df[\"Edicion\"]=edicion\n", + "df[\"Formato\"]=formato\n", + "df[\"Idioma\"]=idioma\n", + "df[\"Paginas\"]=paginas\n", + "df[\"Año\"]=año\n", + "df[\"Precio\"]=precio" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "b3727946", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiLibro1DespuésStephen KingPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol3202021$269
1GandhiLibro2Comer, viajar, descubrirAnthony BourdainPlaneta México1a EdiciónnullEspañol5282021$498
2GandhiLibro3Yolo Aventuras. La mansión de las pesadillasYoloMartínez Roca México1a EdiciónTapa blanda o BolsilloEspañol1842021$248
3GandhiLibro4La tierra de la gran promesaJuan VilloroLiteratura Random House1a EdiciónTapa blanda o BolsilloEspañol99992021$449
4GandhiLibro5De ninguna parteJulia NavarroPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol99992021$429
.......................................
58GandhiLibro591984GEORGE ORWELLEDICIONES GANDHI1a EdiciónTapa duraEspañol4082021$249
59GandhiLibro60EL ARTE DE LA GUERRASUN TZUEDICIONES GANDHI1a EdiciónTapa duraEspañol1282020$249
60GandhiLibro61DIARIO DEL AÑO DE LA PESTEDANIEL DEFOEEDICIONES GANDHI1a EdiciónTapa duraEspañol362020$299
61GandhiLibro62BoulevardFlor Guadalupe Mojarraz SalvadorEditorial Naranja1a EdiciónOTROSEspañol3162020$466
62GandhiLibro63CUENTOS COMPLETOSLEONORA CARRINGTONFONDO DE CULTURA ECONOMICA1a EdiciónTapa duraEspañol1732020$215
\n", + "

63 rows × 12 columns

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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo Titulo \\\n", + "0 Gandhi Libro 1 Después \n", + "1 Gandhi Libro 2 Comer, viajar, descubrir \n", + "2 Gandhi Libro 3 Yolo Aventuras. La mansión de las pesadillas \n", + "3 Gandhi Libro 4 La tierra de la gran promesa \n", + "4 Gandhi Libro 5 De ninguna parte \n", + ".. ... ... ... ... \n", + "58 Gandhi Libro 59 1984 \n", + "59 Gandhi Libro 60 EL ARTE DE LA GUERRA \n", + "60 Gandhi Libro 61 DIARIO DEL AÑO DE LA PESTE \n", + "61 Gandhi Libro 62 Boulevard \n", + "62 Gandhi Libro 63 CUENTOS COMPLETOS \n", + "\n", + " Autor Editorial Edicion \\\n", + "0 Stephen King Plaza Janés 1a Edición \n", + "1 Anthony Bourdain Planeta México 1a Edición \n", + "2 Yolo Martínez Roca México 1a Edición \n", + "3 Juan Villoro Literatura Random House 1a Edición \n", + "4 Julia Navarro Plaza Janés 1a Edición \n", + ".. ... ... ... \n", + "58 GEORGE ORWELL EDICIONES GANDHI 1a Edición \n", + "59 SUN TZU EDICIONES GANDHI 1a Edición \n", + "60 DANIEL DEFOE EDICIONES GANDHI 1a Edición \n", + "61 Flor Guadalupe Mojarraz Salvador Editorial Naranja 1a Edición \n", + "62 LEONORA CARRINGTON FONDO DE CULTURA ECONOMICA 1a Edición \n", + "\n", + " Formato Idioma Paginas Año Precio \n", + "0 Tapa blanda o Bolsillo Español 320 2021 $269 \n", + "1 null Español 528 2021 $498 \n", + "2 Tapa blanda o Bolsillo Español 184 2021 $248 \n", + "3 Tapa blanda o Bolsillo Español 9999 2021 $449 \n", + "4 Tapa blanda o Bolsillo Español 9999 2021 $429 \n", + ".. ... ... ... ... ... \n", + "58 Tapa dura Español 408 2021 $249 \n", + "59 Tapa dura Español 128 2020 $249 \n", + "60 Tapa dura Español 36 2020 $299 \n", + "61 OTROS Español 316 2020 $466 \n", + "62 Tapa dura Español 173 2020 $215 \n", + "\n", + "[63 rows x 12 columns]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "4bca4a7c", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=6\n", + "url_pattern= 'https://www.gandhi.com.mx/libros-electronicos/los-mas-leidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links2=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links2.append(scrape_url(url_pattern % i))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "869d5a86", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links2)):\n", + " links2[i].remove(links2[i][-1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "c23eed98", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.gandhi.com.mx/9a93f48d-21d5-3717-8530-fc1d92ab76a5',\n", + " 'https://www.gandhi.com.mx/e3a42feb-852d-3f7c-bc08-334c49b06be9',\n", + " 'https://www.gandhi.com.mx/fba90f8a-2707-30a9-b479-e3c045ff7b59',\n", + " 'https://www.gandhi.com.mx/2c5cc65c-08e2-32da-b818-a8659840e205',\n", + " 'https://www.gandhi.com.mx/4ea1ba6a-e509-38b8-ac05-bbd0fa86d1ed',\n", + " 'https://www.gandhi.com.mx/4443656d-fd99-3247-86ef-9db0fc18c03d',\n", + " 'https://www.gandhi.com.mx/c3e2d869-63b5-32dd-94f2-2f22d129c5fa',\n", + " 'https://www.gandhi.com.mx/49a59f2e-bebe-321d-8370-0ff57b3fb3d5',\n", + " 'https://www.gandhi.com.mx/7ec4a0ab-3efd-3303-884b-f3841139b593',\n", + " 'https://www.gandhi.com.mx/58356737-0f66-3ec5-bea9-5d100efcae8b',\n", + " 'https://www.gandhi.com.mx/50e7d4b9-98f6-3a54-b582-be6e45a8d3d0',\n", + " 'https://www.gandhi.com.mx/4ae1f243-b7d4-3388-867d-c5c2f326b38c',\n", + " 'https://www.gandhi.com.mx/28ccac57-ff24-31fc-9815-38de36464bff',\n", + " 'https://www.gandhi.com.mx/c31a655f-b778-3bc2-899b-b3a8f2e0691d',\n", + " 'https://www.gandhi.com.mx/6cccf9cf-1682-3abd-9608-8e72251aec60',\n", + " 'https://www.gandhi.com.mx/50ed3873-db25-3749-810e-894ae9c0c4ad',\n", + " 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"links3=[link for lista in links2 for link in lista ]\n", + "links3" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "00a58baf", + "metadata": {}, + "outputs": [], + "source": [ + "tituloe=[]\n", + "autore=[]\n", + "editoriale=[]\n", + "precioe=[]\n", + "formatoe=[]\n", + "idiomae=[]\n", + "añoe=[]\n", + "for link in links3:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " tituloe.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " if len(aut)==0:\n", + " autore.append(\"null\")\n", + " else:\n", + " autore.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editoriale.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precioe.append(pre[1])\n", + " else:\n", + " precioe.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " formatoe.append(datoslib[0])\n", + " idiomae.append(datoslib[1])\n", + " añoe.append(datoslib[2])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "277dcc31", + "metadata": {}, + "outputs": [], + "source": [ + "df1=pd.DataFrame()\n", + "df1[\"Libreria\"]=[\"Gandhi\" for x in range(0,106)]\n", + "df1[\"Tipo\"]=[\"Libro electronico\" for x in range(0,106)]\n", + "df1[\"#Topxtipo\"]=[x for x in range(1,107)]\n", + "df1[\"Titulo\"]=tituloe\n", + "df1[\"Autor\"]=autore\n", + "df1[\"Editorial\"]=editoriale\n", + "df1[\"Edicion\"]=[\"null\" for x in range(0,106)]\n", + "df1[\"Formato\"]=formatoe\n", + "df1[\"Idioma\"]=idiomae\n", + "df1[\"Paginas\"]=[\"null\"for x in range(0,106)]\n", + "df1[\"Año\"]=añoe\n", + "df1[\"Precio\"]=precioe" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "5265d807", + 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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiLibro electronico1El juego secreto de MoctezumaOmar NietoHarperCollins MexiconullEpub 3Españolnull2021$98
1GandhiLibro electronico2Malintzin, o la conquista como traducciónFederico NavarreteUNAM, Dirección General de Publicaciones y Fom...nullEpub 2Españolnull2021$45
2GandhiLibro electronico3El fiscal de hierro. MemoriasJavier Coello TrejoPlaneta MéxiconullEpub 2Españolnull2021$249
3GandhiLibro electronico4La batalla por TenochtitlanEdna LópezFondo de Cultura EconómicanullEpub 3Españolnull2021$75
4GandhiLibro electronico5El mar, una laguna, los ríos y los charcos.Mariana Hernández GonzálezMariana Hernández GonzáleznullEpub 2Españolnull2021$117
.......................................
101GandhiLibro electronico102El regalo del viajeroAndy AndrewsGrupo NelsonnullEpub 2Españolnull2011$25
102GandhiLibro electronico103El sutil arte de que te importe un caraj*Mark MansonHarperCollins MexiconullEpub 3Españolnull2018$99
103GandhiLibro electronico104Escuela de aprendicesMarina GarcésGalaxia GutenbergnullEpub 2Españolnull2020$199
104GandhiLibro electronico105Ansibles, perfiladores y otras máquinas de ing...Andrea ChapelaAlmadía EdicionesnullEpub 2Españolnull2020$202
105GandhiLibro electronico106La biblioteca de la medianocheHaiGrupo Editorial PatrianullEpub 2Españolnull2021$199
\n", + "

106 rows × 12 columns

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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo \\\n", + "0 Gandhi Libro electronico 1 \n", + "1 Gandhi Libro electronico 2 \n", + "2 Gandhi Libro electronico 3 \n", + "3 Gandhi Libro electronico 4 \n", + "4 Gandhi Libro electronico 5 \n", + ".. ... ... ... \n", + "101 Gandhi Libro electronico 102 \n", + "102 Gandhi Libro electronico 103 \n", + "103 Gandhi Libro electronico 104 \n", + "104 Gandhi Libro electronico 105 \n", + "105 Gandhi Libro electronico 106 \n", + "\n", + " Titulo \\\n", + "0 El juego secreto de Moctezuma \n", + "1 Malintzin, o la conquista como traducción \n", + "2 El fiscal de hierro. Memorias \n", + "3 La batalla por Tenochtitlan \n", + "4 El mar, una laguna, los ríos y los charcos. \n", + ".. ... \n", + "101 El regalo del viajero \n", + "102 El sutil arte de que te importe un caraj* \n", + "103 Escuela de aprendices \n", + "104 Ansibles, perfiladores y otras máquinas de ing... \n", + "105 La biblioteca de la medianoche \n", + "\n", + " Autor \\\n", + "0 Omar Nieto \n", + "1 Federico Navarrete \n", + "2 Javier Coello Trejo \n", + "3 Edna López \n", + "4 Mariana Hernández González \n", + ".. ... \n", + "101 Andy Andrews \n", + "102 Mark Manson \n", + "103 Marina Garcés \n", + "104 Andrea Chapela \n", + "105 Hai \n", + "\n", + " Editorial Edicion Formato \\\n", + "0 HarperCollins Mexico null Epub 3 \n", + "1 UNAM, Dirección General de Publicaciones y Fom... null Epub 2 \n", + "2 Planeta México null Epub 2 \n", + "3 Fondo de Cultura Económica null Epub 3 \n", + "4 Mariana Hernández González null Epub 2 \n", + ".. ... ... ... \n", + "101 Grupo Nelson null Epub 2 \n", + "102 HarperCollins Mexico null Epub 3 \n", + "103 Galaxia Gutenberg null Epub 2 \n", + "104 Almadía Ediciones null Epub 2 \n", + "105 Grupo Editorial Patria null Epub 2 \n", + "\n", + " Idioma Paginas Año Precio \n", + "0 Español null 2021 $98 \n", + "1 Español null 2021 $45 \n", + "2 Español null 2021 $249 \n", + "3 Español null 2021 $75 \n", + "4 Español null 2021 $117 \n", + ".. ... ... ... ... \n", + "101 Español null 2011 $25 \n", + "102 Español null 2018 $99 \n", + "103 Español null 2020 $199 \n", + "104 Español null 2020 $202 \n", + "105 Español null 2021 $199 \n", + "\n", + "[106 rows x 12 columns]" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "52563760", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=5\n", + "url_pattern= 'https://www.gandhi.com.mx/audiolibros/los-mas-vendidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links4=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links4.append(scrape_url(url_pattern % i))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "cdbce242", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links4)):\n", + " links4[i].remove(links4[i][-1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "730ed800", + "metadata": {}, + "outputs": [], + "source": [ + "links5=[link for lista in links4 for link in lista ]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "691f872c", + "metadata": {}, + "outputs": [], + "source": [ + "tituloa=[]\n", + "autora=[]\n", + "editoriala=[]\n", + "precioa=[]\n", + "formatoa=[]\n", + "idiomaa=[]\n", + "añoa=[]\n", + "for link in links5:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " tituloa.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " if len(aut)==0:\n", + " autora.append(\"null\")\n", + " else:\n", + " autora.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editoriala.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precioa.append(pre[1])\n", + " else:\n", + " precioa.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " formatoa.append(datoslib[0])\n", + " idiomaa.append(datoslib[1])\n", + " añoa.append(datoslib[2])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "e2e11648", + "metadata": {}, + "outputs": [], + "source": [ + "df2=pd.DataFrame()\n", + "df2[\"Libreria\"]=[\"Gandhi\" for x in range(0,86)]\n", + "df2[\"Tipo\"]=[\"Audio libro\" for x in range(0,86)]\n", + "df2[\"#Topxtipo\"]=[x for x in range(1,87)]\n", + "df2[\"Titulo\"]=tituloa\n", + "df2[\"Autor\"]=autora\n", + "df2[\"Editorial\"]=editoriala\n", + "df2[\"Edicion\"]=[\"null\" for x in range(0,86)]\n", + "df2[\"Formato\"]=formatoa\n", + "df2[\"Idioma\"]=idiomaa\n", + "df2[\"Paginas\"]=[\"null\"for x in range(0,86)]\n", + "df2[\"Año\"]=añoa\n", + "df2[\"Precio\"]=precioa" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "64dde70c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiAudio libro1Numerología: Descubra el Poder Secreto de los ...Mari SilvaMari SilvanullAudiolibroEspañolnull2021$297
1GandhiAudio libro2Tarot Para PrincipiantesThe CosmovisionersThe CosmovisionersnullAudiolibroEspañolnull2021$298
2GandhiAudio libro3Las 5 heridas que impiden ser uno mismoLise BourbeauPlaneta AudionullAudiolibroEspañolnull2021$429
3GandhiAudio libro4Encuentra tu persona vitaminaMarian RojasPlaneta AudionullAudiolibroEspañolnull2021$399
4GandhiAudio libro5El fiscal de hierro. MemoriasJavier Coello TrejoPlaneta AudionullAudiolibroEspañolnull2021$529
.......................................
81GandhiAudio libro82Mi historiaMichelle ObamaPenguin Random House AudionullAudiolibroEspañolnull2018$379
82GandhiAudio libro83Los amantes de PragaAlyson RichmanPlaneta AudionullAudiolibroEspañolnull2020$529
83GandhiAudio libro84El cártel de SinaloaDiego Enrique OsornoPenguin Random House AudionullAudiolibroEspañolnull2021$279
84GandhiAudio libro85El camino del encuentroJorge BucayPenguin Random House AudionullAudiolibroEspañolnull2021$249
85GandhiAudio libro86The StorytellerDave GrohlSimon & Schuster UKnullAudiolibroInglésnull2021$397
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86 rows × 12 columns

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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0El SotanoLibro1El señor de las moscasGOLDING, WILLIAMALIANZA EDITORIALnullRUSTICAnullnull2011$202.30
1El SotanoLibro2PINOCHO (LIBRO DE LECTURA INICIAL)GUTIERREZ, JUANJOSILVER DOLPHINnullRUSTICAnullnull2019$55.20
2El SotanoLibro3EJERCICIOS DE CALIGRAFIA. LETRA SCRIPT Y CURSI...EDICIONES LAROUSSEEDICIONES LAROUSSE (TEXTO)nullRUSTICAnullnull2019$39.20
3El SotanoLibro4El fiscal de hierro. MemoriasCOELLO TREJO, JAVIERPLANETAnullRUSTICAnullnull2021$348.00
4El SotanoLibro5A la mitad del caminoLOPEZ OBRADOR, ANDRES MANUELPLANETAnullRUSTICAnullnull2021$248.00
5El SotanoLibro6MARIANELAPEREZ GALDOS, BENITOLEYENDAnullnullnullnullnull$35.70
6El SotanoLibro7La biblioteca de la media noche / pd.HAIG, MATTADN EDITORESnullPASTA DURAnullnull2021$216.75
7El SotanoLibro8SEGUNDA ESTRELLA A LA DERECHAHAUTZIG, DEBORAHFONDO DE CULTURA ECONOMICA INFANTILnullRUSTICAnullnull1994$48.00
8El SotanoLibro9Lenguaje y comunicación 1 / 2 ed.VIDAL DELGADO, LEOPOLDOEDICIONES ASTERIONnullRUSTICAnullnull2020$285.00
9El SotanoLibro10HACIA LA MAGICA PRESENCIASAINT GERMAIN, CONDE DEGRUPO EDITORIAL TOMOnullRUSTICAnullnull2007$92.25
10El SotanoLibro11Fundamentos de economíaMENDEZ MORALES, JOSE SILVESTREPATRIAnullRUSTICAnullnull2020$427.50
11El SotanoLibro12Más que humanoSTURGEON, THEODOREFCE (FONDO DE CULTURA ECONOMICA)nullRUSTICAnullnull2020$99.00
12El SotanoLibro13Los hombres que dispersó la danzaHENESTROSA, ANDRESFCE (FONDO DE CULTURA ECONOMICA)nullRUSTICAnullnull2019$60.00
13El SotanoLibro14TAROT DE LAS BRUJAS, EL (ESTUCHE)DUGAN, ELLENSIRIOnullRUSTICAnullnull2013$483.00
14El SotanoLibro15El Italiano. Una historia de amor, mar y guerraPEREZ REVERTE, ARTUROALFAGUARAnullRUSTICAnullnull2021$499.00
15El SotanoLibro16Lunas de EstambulGOLDBERG, SOPHIEBOOKETnullRUSTICAnullnull2019$298.00
16El SotanoLibro17DERECHO COMO OBSTACULO AL CAMBIO SOCIAL, ELNOVOA MONREAL, EDUARDOSIGLO XXI EDITORESnullRUSTICAnullnull2007$281.25
17El SotanoLibro18Desarrollo de habilidades del pensamiento. Pen...PALACIOS LOPEZ, ALMA DELIAEXODO (TEXTO)nullRUSTICAnullnull2020$270.00
18El SotanoLibro19ARTE TOLTECA DE LA VIDA Y LA MUERTE, ELRUIZ, MIGUELHARPER COLLINS PUBLISHERSnullRUSTICAnullnull2015$224.25
19El SotanoLibro20MORTALMENTE ENCANTADOKLISE, KATEMACMILLAN CASTILLOnullRUSTICAnullnull2011$179.00
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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo \\\n", + "0 El Sotano Libro 1 \n", + "1 El Sotano Libro 2 \n", + "2 El Sotano Libro 3 \n", + "3 El Sotano Libro 4 \n", + "4 El Sotano Libro 5 \n", + "5 El Sotano Libro 6 \n", + "6 El Sotano Libro 7 \n", + "7 El Sotano Libro 8 \n", + "8 El Sotano Libro 9 \n", + "9 El Sotano Libro 10 \n", + "10 El Sotano Libro 11 \n", + "11 El Sotano Libro 12 \n", + "12 El Sotano Libro 13 \n", + "13 El Sotano Libro 14 \n", + "14 El Sotano Libro 15 \n", + "15 El Sotano Libro 16 \n", + "16 El Sotano Libro 17 \n", + "17 El Sotano Libro 18 \n", + "18 El Sotano Libro 19 \n", + "19 El Sotano Libro 20 \n", + "\n", + " Titulo \\\n", + "0 El señor de las moscas \n", + "1 PINOCHO (LIBRO DE LECTURA INICIAL) \n", + "2 EJERCICIOS DE CALIGRAFIA. LETRA SCRIPT Y CURSI... \n", + "3 El fiscal de hierro. Memorias \n", + "4 A la mitad del camino \n", + "5 MARIANELA \n", + "6 La biblioteca de la media noche / pd. \n", + "7 SEGUNDA ESTRELLA A LA DERECHA \n", + "8 Lenguaje y comunicación 1 / 2 ed. \n", + "9 HACIA LA MAGICA PRESENCIA \n", + "10 Fundamentos de economía \n", + "11 Más que humano \n", + "12 Los hombres que dispersó la danza \n", + "13 TAROT DE LAS BRUJAS, EL (ESTUCHE) \n", + "14 El Italiano. Una historia de amor, mar y guerra \n", + "15 Lunas de Estambul \n", + "16 DERECHO COMO OBSTACULO AL CAMBIO SOCIAL, EL \n", + "17 Desarrollo de habilidades del pensamiento. Pen... \n", + "18 ARTE TOLTECA DE LA VIDA Y LA MUERTE, EL \n", + "19 MORTALMENTE ENCANTADO \n", + "\n", + " Autor Editorial \\\n", + "0 GOLDING, WILLIAM ALIANZA EDITORIAL \n", + "1 GUTIERREZ, JUANJO SILVER DOLPHIN \n", + "2 EDICIONES LAROUSSE EDICIONES LAROUSSE (TEXTO) \n", + "3 COELLO TREJO, JAVIER PLANETA \n", + "4 LOPEZ OBRADOR, ANDRES MANUEL PLANETA \n", + "5 PEREZ GALDOS, BENITO LEYENDA \n", + "6 HAIG, MATT ADN EDITORES \n", + "7 HAUTZIG, DEBORAH FONDO DE CULTURA ECONOMICA INFANTIL \n", + "8 VIDAL DELGADO, LEOPOLDO EDICIONES ASTERION \n", + "9 SAINT GERMAIN, CONDE DE GRUPO EDITORIAL TOMO \n", + "10 MENDEZ MORALES, JOSE SILVESTRE PATRIA \n", + "11 STURGEON, THEODORE FCE (FONDO DE CULTURA ECONOMICA) \n", + "12 HENESTROSA, ANDRES FCE (FONDO DE CULTURA ECONOMICA) \n", + "13 DUGAN, ELLEN SIRIO \n", + "14 PEREZ REVERTE, ARTURO ALFAGUARA \n", + "15 GOLDBERG, SOPHIE BOOKET \n", + "16 NOVOA MONREAL, EDUARDO SIGLO XXI EDITORES \n", + "17 PALACIOS LOPEZ, ALMA DELIA EXODO (TEXTO) \n", + "18 RUIZ, MIGUEL HARPER COLLINS PUBLISHERS \n", + "19 KLISE, KATE MACMILLAN CASTILLO \n", + "\n", + " Edicion Formato Idioma Paginas Año Precio \n", + "0 null RUSTICA null null 2011 $202.30 \n", + "1 null RUSTICA null null 2019 $55.20 \n", + "2 null RUSTICA null null 2019 $39.20 \n", + "3 null RUSTICA null null 2021 $348.00 \n", + "4 null RUSTICA null null 2021 $248.00 \n", + "5 null null null null null $35.70 \n", + "6 null PASTA DURA null null 2021 $216.75 \n", + "7 null RUSTICA null null 1994 $48.00 \n", + "8 null RUSTICA null null 2020 $285.00 \n", + "9 null RUSTICA null null 2007 $92.25 \n", + "10 null RUSTICA null null 2020 $427.50 \n", + "11 null RUSTICA null null 2020 $99.00 \n", + "12 null RUSTICA null null 2019 $60.00 \n", + "13 null RUSTICA null null 2013 $483.00 \n", + "14 null RUSTICA null null 2021 $499.00 \n", + "15 null RUSTICA null null 2019 $298.00 \n", + "16 null RUSTICA null null 2007 $281.25 \n", + "17 null RUSTICA null null 2020 $270.00 \n", + "18 null RUSTICA null null 2015 $224.25 \n", + "19 null RUSTICA null null 2011 $179.00 " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paginas[4]=\"null\"\n", + "paginas[-1]=\"null\"\n", + "df3=pd.DataFrame()\n", + "df3[\"Libreria\"]=[\"El Sotano\" for x in range(0,20)]\n", + "df3[\"Tipo\"]=[\"Libro\" for x in range(0,20)]\n", + "df3[\"#Topxtipo\"]=[x for x in range(1,21)]\n", + "df3[\"Titulo\"]=titulos\n", + "df3[\"Autor\"]=autors\n", + "df3[\"Editorial\"]=editorials\n", + "df3[\"Edicion\"]=[\"null\" for x in range(0,20)]\n", + "df3[\"Formato\"]=formatos\n", + "df3[\"Idioma\"]=idiomas\n", + "df3[\"Paginas\"]=[\"null\"for x in range(0,20)]\n", + "df3[\"Año\"]=años\n", + "df3[\"Precio\"]=precios\n", + "df3" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "b614af1e", + "metadata": {}, + "outputs": [], + "source": [ + "titulose=[]\n", + "autorse=[]\n", + "editorialse=[]\n", + "preciose=[]\n", + "formatose=[]\n", + "idiomase=[]\n", + "añose=[]\n", + "paginase=[]\n", + "edicionse=[]\n", + "for link in linkse1:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"#titulo\")]\n", + " titulose.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"span.so-bookwriter\")]\n", + " autorse.append(aut[3])\n", + " pre= [element.text for element in result.select(\"span.so-bookprice>ins\")]\n", + " preciose.append(pre[3])\n", + " edicionse.append(\"null\")\n", + " idiomase.append(\"null\")\n", + " datoslib= [element.text for element in result.select(\"ul.so-productinfo>li>span\")]\n", + " if len(datoslib)==10:\n", + " formatose.append(datoslib[7])\n", + " añose.append(datoslib[3])\n", + " paginase.append(\"null\")\n", + " editorialse.append(datoslib[1])\n", + " elif len(datoslib)==12:\n", + " formatose.append(datoslib[9])\n", + " añose.append(datoslib[3])\n", + " paginase.append(\"null\")\n", + " editorialse.append(datoslib[1])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "117d119e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0El SotanoLibro electronico1SI LO CREES, LO CREAS (ebook)BRIAN TRACYAGUILARnullEPUBnullnull2018$199.00
1El SotanoLibro electronico2EL FISCAL DE HIERRO. MEMORIAS (ebook)JAVIER COELLO TREJOPlaneta MéxiconullEPUBnullnull2021$249.00
2El SotanoLibro electronico3DE LA IDEA A LA PRÁCTICA (ebook)SALOMÓN CHERTORIVSKICONECTAnullEPUBnullnull2013$65.00
3El SotanoLibro electronico4CHECK: GUÍA DE ESTUDIO PARA EL EXAMEN DE CERTI...ALEJANDRO, ESPINOSA CABREROIBUKKUnullEPUBnullnull2018$459.00
4El SotanoLibro electronico5LA ERA MICROGLOBAL 2.0 (ebook)SIMÓN LEVYCALIGRAMAnullEPUBnullnull2021$79.00
5El SotanoLibro electronico6LA PERLA Y OTROS CUENTOS (ebook)YUKIO MISHIMA;MAGDALENA RUIZ GUIÑAZÚ;ANTONIO C...SIRUELAnullEPUBnullnull2015$159.00
6El SotanoLibro electronico7TAL COMO ERES. LA SORPRENDENTE NUEVA CIENCIA Q...EMILY NAGOSKINEO PERSONnullEPUBnullnull2021$257.00
7El SotanoLibro electronico8MI DESEO ES LA LEY (ebook)GRÉGOR PUPPINCK;FERNANDO MONTESINOS;MIGUEL MONTESEDICIONES ENCUENTROnullEPUBnullnull2020$249.00
8El SotanoLibro electronico9DISCIPLINA SIN LÁGRIMAS (ebook)DANIEL J. SIEGEL;TINA PAYNE BRYSONB DE BOOKSnullEPUBnullnull2015$65.00
9El SotanoLibro electronico10LOS PERGAMINOS DE LA ABUNDANCIA (ebook)CRYSTAL POMEROYEDITORIAL INKnullEPUBnullnullnull$59.00
10El SotanoLibro electronico11CONTROL INTERNO Y FRAUDES (ebook)RODRIGO, ESTUPIÑAN GAITÁNECOE EDICIONESnullEPUBnullnull2016$337.00
11El SotanoLibro electronico12FANTASMAS DEL ORIENTE (ebook)IMANOL CANEYADAPlaneta MéxiconullEPUBnullnull2021$229.00
12El SotanoLibro electronico13EL SANTUARIO DE LOS ELEFANTES (ebook)NATIVEL PRECIADOEDITORIAL PLANETAnullEPUBnullnull2021$169.00
13El SotanoLibro electronico14LAS DEUDAS DEL CUERPO (DOS AMIGAS 3) (ebook)ELENA FERRANTE;CELIA FILIPETTO ISICATOLUMENnullEPUBnullnull2014$149.00
14El SotanoLibro electronico15LAS ALMAS DE BRANDON (ebook)CÉSAR BRANDON NDJOCUESPASAnullEPUBnullnull2018$159.00
15El SotanoLibro electronico16CUENTOS COMPLETOS 1 (ebook)JULIO CORTÁZARALFAGUARAnullEPUBnullnull2018$129.00
16El SotanoLibro electronico17EL CUERPO NO ES UNA DISCULPA (ebook)SONYA RENEE TAYLORMELUSINAnullEPUBnullnull2020$75.00
17El SotanoLibro electronico18ZORRAS (ebook)NOEMÍ CASQUETEDICIONES BnullEPUBnullnull2020$99.00
18El SotanoLibro electronico19VÍCTIMA DE UNA PROGENITORA TÓXICA (ebook)PRINCESA DE EBANOGRUPO EDITORIAL CíRCULO ROJO SLnullPDFnullnull2021$71.00
19El SotanoLibro electronico20LAS CRÓNICAS DEL BIEN Y DEL MAL. JUGANDO CON F...J MARIÑOBUBOK PUBLISHING S.LnullEPUBnullnull2012$55.00
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level_0indexLibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
000GandhiLibro1DespuésStephen KingPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol3202021$269
111GandhiLibro2Comer, viajar, descubrirAnthony BourdainPlaneta México1a EdiciónnullEspañol5282021$498
222GandhiLibro3Yolo Aventuras. La mansión de las pesadillasYoloMartínez Roca México1a EdiciónTapa blanda o BolsilloEspañol1842021$248
333GandhiLibro4La tierra de la gran promesaJuan VilloroLiteratura Random House1a EdiciónTapa blanda o BolsilloEspañol99992021$449
444GandhiLibro5De ninguna parteJulia NavarroPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol99992021$429
.............................................
29029015El SotanoLibro electronico16CUENTOS COMPLETOS 1 (ebook)JULIO CORTÁZARALFAGUARAnullEPUBnullnull2018$129.00
29129116El SotanoLibro electronico17EL CUERPO NO ES UNA DISCULPA (ebook)SONYA RENEE TAYLORMELUSINAnullEPUBnullnull2020$75.00
29229217El SotanoLibro electronico18ZORRAS (ebook)NOEMÍ CASQUETEDICIONES BnullEPUBnullnull2020$99.00
29329318El SotanoLibro electronico19VÍCTIMA DE UNA PROGENITORA TÓXICA (ebook)PRINCESA DE EBANOGRUPO EDITORIAL CíRCULO ROJO SLnullPDFnullnull2021$71.00
29429419El SotanoLibro electronico20LAS CRÓNICAS DEL BIEN Y DEL MAL. JUGANDO CON F...J MARIÑOBUBOK PUBLISHING S.LnullEPUBnullnull2012$55.00
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" + ], + "text/plain": [ + " level_0 index Libreria Tipo #Topxtipo \\\n", + "0 0 0 Gandhi Libro 1 \n", + "1 1 1 Gandhi Libro 2 \n", + "2 2 2 Gandhi Libro 3 \n", + "3 3 3 Gandhi Libro 4 \n", + "4 4 4 Gandhi Libro 5 \n", + ".. ... ... ... ... ... \n", + "290 290 15 El Sotano Libro electronico 16 \n", + "291 291 16 El Sotano Libro electronico 17 \n", + "292 292 17 El Sotano Libro electronico 18 \n", + "293 293 18 El Sotano Libro electronico 19 \n", + "294 294 19 El Sotano Libro electronico 20 \n", + "\n", + " Titulo Autor \\\n", + "0 Después Stephen King \n", + "1 Comer, viajar, descubrir Anthony Bourdain \n", + "2 Yolo Aventuras. La mansión de las pesadillas Yolo \n", + "3 La tierra de la gran promesa Juan Villoro \n", + "4 De ninguna parte Julia Navarro \n", + ".. ... ... \n", + "290 CUENTOS COMPLETOS 1 (ebook) JULIO CORTÁZAR \n", + "291 EL CUERPO NO ES UNA DISCULPA (ebook) SONYA RENEE TAYLOR \n", + "292 ZORRAS (ebook) NOEMÍ CASQUET \n", + "293 VÍCTIMA DE UNA PROGENITORA TÓXICA (ebook) PRINCESA DE EBANO \n", + "294 LAS CRÓNICAS DEL BIEN Y DEL MAL. JUGANDO CON F... J MARIÑO \n", + "\n", + " Editorial Edicion Formato \\\n", + "0 Plaza Janés 1a Edición Tapa blanda o Bolsillo \n", + "1 Planeta México 1a Edición null \n", + "2 Martínez Roca México 1a Edición Tapa blanda o Bolsillo \n", + "3 Literatura Random House 1a Edición Tapa blanda o Bolsillo \n", + "4 Plaza Janés 1a Edición Tapa blanda o Bolsillo \n", + ".. ... ... ... \n", + "290 ALFAGUARA null EPUB \n", + "291 MELUSINA null EPUB \n", + "292 EDICIONES B null EPUB \n", + "293 GRUPO EDITORIAL CíRCULO ROJO SL null PDF \n", + "294 BUBOK PUBLISHING S.L null EPUB \n", + "\n", + " Idioma Paginas Año Precio \n", + "0 Español 320 2021 $269 \n", + "1 Español 528 2021 $498 \n", + "2 Español 184 2021 $248 \n", + "3 Español 9999 2021 $449 \n", + "4 Español 9999 2021 $429 \n", + ".. ... ... ... ... \n", + "290 null null 2018 $129.00 \n", + "291 null null 2020 $75.00 \n", + "292 null null 2020 $99.00 \n", + "293 null null 2021 $71.00 \n", + "294 null null 2012 $55.00 \n", + "\n", + "[295 rows x 14 columns]" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfc" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "b1459e90", + "metadata": {}, + "outputs": [], + "source": [ + "data=dfc.to_csv(\"output/los_libros+vendidos .csv\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index dc8bae8..3ba6358 100644 --- a/README.md +++ b/README.md @@ -1,46 +1,20 @@ ![IronHack Logo](https://s3-eu-west-1.amazonaws.com/ih-materials/uploads/upload_d5c5793015fec3be28a63c4fa3dd4d55.png) -# Project: API and Web Data Scraping +# Project: Web Data Scraping -## Overview +In this project I obtained information from the best-selling books in the month of November 2021 for two of the most popular bookselleries in Mexico; Gandhi booksellery and El Sotano bookseller. The information are from the best-selling books in the categories of physical book, electronic book and audio book. -The goal of this project is for you to practice what you have learned in the APIs and Web Scraping chapter of this program. For this project, you will choose both an API to obtain data from and a web page to scrape. For the API portion of the project will need to make calls to your chosen API, successfully obtain a response, request data, convert it into a Pandas data frame, and export it as a CSV file. For the web scraping portion of the project, you will need to scrape the HTML from your chosen page, parse the HTML to extract the necessary information, and either save the results to a text (txt) file if it is text or into a CSV file if it is tabular data. +The data obtained is stored in a csv file called **los_libros + vendidos.csv** which is located in the *output* folder with the following information collected from each book: book, type( physical book, electronic, audiobook), #Topxtipo ( the number occupied by the book in the best sellers by type) , title, author, publisher, edition, format, language, pages, year and price. About 4000 records were obtained in the csv file. -**You will be working individually for this project**, but we'll be guiding you along the process and helping you as you go. Show us what you've got! ---- +## Steps: -## Technical Requirements +* I got the url of the page of the best-selling books by category of the booksellers. In the case of the Gandhi booksellery there were several pages that kept the best-selling books. -The technical requirements for this project are as follows: +* Through requests and scrapping I got the links of each book using a for loop. -* You must obtain data from an API using Python. -* You must scrape and clean HTML from a web page using Python. -* The results should be two files - one containing the tabular results of your API request and the other containing the results of your web page scrape. -* Your code should be saved in a Jupyter Notebook and your results should be saved in a folder named output. -* You should include a README.md file that describes the steps you took and your thought process for obtaining data from the API and web page. +* Through other for loops and scrapping I obtained lists that saved the information of what each column would be in a data frame. I had to adapt the lists and data frames to the information that each page threw on the books and find the patterns that those pages followed. -## Necessary Deliverables +* I created the data frames by bookseller and type of book. -The following deliverables should be pushed to your Github repo for this chapter. - -* **A Jupyter Notebook (.ipynb) file** that contains the code used to work with your API and scrape your web page. -* **An output folder** containing the outputs of your API and scraping efforts. -* **A ``README.md`` file** containing a detailed explanation of your approach and code for retrieving data from the API and scraping the web page as well as your results, obstacles encountered, and lessons learned. - -## Suggested Ways to Get Started - -* **Find an API to work with** - a great place to start looking would be [API List](https://apilist.fun/) and [Public APIs](https://github.com/toddmotto/public-apis). If you need authorization for your chosen API, make sure to give yourself enough time for the service to review and accept your application. Have a couple back-up APIs chosen just in case! -* **Find a web page to scrape** and determine the content you would like to scrape from it - blogs and news sites are typically good candidates for scraping text content, and [Wikipedia](https://www.wikipedia.org/) is usually a good source for HTML tables (search for "list of..."). -* **Break the project down into different steps** - note the steps covered in the API and web scraping lessons, try to follow them, and make adjustments as you encounter the obstacles that are inevitable due to all APIs and web pages being different. -* **Use the tools in your tool kit** - your knowledge of intermediate Python as well as some of the things you've learned in previous chapters. This is a great way to start tying everything you've learned together! -* **Work through the lessons in class** & ask questions when you need to! Think about adding relevant code to your project each night, instead of, you know... _procrastinating_. -* **Commit early, commit often**, don’t be afraid of doing something incorrectly because you can always roll back to a previous version. -* **Consult documentation and resources provided** to better understand the tools you are using and how to accomplish what you want. - -## Useful Resources - -* [Requests Library Documentation: Quickstart](http://docs.python-requests.org/en/master/user/quickstart/) -* [BeautifulSoup Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) -* [Stack Overflow Python Requests Questions](https://stackoverflow.com/questions/tagged/python-requests) -* [StackOverflow BeautifulSoup Questions](https://stackoverflow.com/questions/tagged/beautifulsoup) +* I put all the data frames together in one data frame and save it to the output folder as a csv file. \ No newline at end of file diff --git a/output/los_libros+vendidos .csv b/output/los_libros+vendidos .csv new file mode 100644 index 0000000..fabb54b --- /dev/null +++ b/output/los_libros+vendidos .csv @@ -0,0 +1,296 @@ +,level_0,index,Libreria,Tipo,#Topxtipo,Titulo,Autor,Editorial,Edicion,Formato,Idioma,Paginas,Año,Precio +0,0,0,Gandhi,Libro,1,Después,Stephen King,Plaza Janés,1a Edición,Tapa blanda o Bolsillo,Español,320,2021,$269 +1,1,1,Gandhi,Libro,2,"Comer, viajar, descubrir",Anthony Bourdain,Planeta México,1a Edición,null,Español,528,2021,$498 +2,2,2,Gandhi,Libro,3,Yolo Aventuras. La mansión de las pesadillas,Yolo,Martínez Roca México,1a Edición,Tapa blanda o Bolsillo,Español,184,2021,$248 +3,3,3,Gandhi,Libro,4,La tierra de la gran promesa,Juan Villoro,Literatura Random House,1a Edición,Tapa blanda o Bolsillo,Español,9999,2021,$449 +4,4,4,Gandhi,Libro,5,De ninguna parte,Julia Navarro,Plaza Janés,1a Edición,Tapa blanda o Bolsillo,Español,9999,2021,$429 +5,5,5,Gandhi,Libro,6,Nunca te rindas,Jorge Cantero López,Urano,1a Edición,RUSTICO,Español,264,2021,$250 +6,6,6,Gandhi,Libro,7,La Vida no admite representantes,Jorge Bucay,Océano,1a Edición,RUSTICO,Español,168,2021,$345 +7,7,7,Gandhi,Libro,8,SATÁN,"Berg, Rav",Kabbalah Publishing,100a Edición,Libro,Español,246,2020,$470 +8,8,8,Gandhi,Libro,9,La increíble historia del slime gigante,David Walliams,Montena,1a Edición,null,Español,320,2021,$319 +9,9,9,Gandhi,Libro,10,Dímelo en secreto,Mercedes Ron,Montena,1a Edición,Tapa blanda o Bolsillo,Español,416,2021,$299 +10,10,10,Gandhi,Libro,11,Soy Malintzin,Pedro J. Fernández,Grijalbo,1a Edición,Tapa blanda o Bolsillo,Español,400,2021,$349 +11,11,11,Gandhi,Libro,12,Lazos de sangre,Karen M. McManus,Alfaguara Juvenil,1a Edición,Tapa blanda o Bolsillo,Español,256,2021,$339 +12,12,12,Gandhi,Libro,13,El infinito en un junco,Irene Vallejo,Debolsillo,1a Edición,Tapa blanda o Bolsillo,Español,456,2021,$399 +13,13,13,Gandhi,Libro,14,Te deseo todo lo mejor,Mason Deaver,Destino Infantil & Juvenil México,1a Edición,Tapa blanda o Bolsillo,Español,392,2021,$398 +14,14,14,Gandhi,Libro,15,La ciudad que ya no existe TD,Carlos Villasana,Planeta México,1a Edición,null,Español,216,2021,$348 +15,15,15,Gandhi,Libro,16,La conquista de México,Hugh Thomas,Crítica México,1a Edición,null,Español,912,2021,$649 +16,16,16,Gandhi,Libro,17,El código de la mente millonaria,Carlos Master Muñoz,Planeta México,1a Edición,null,Español,200,2021,$248 +17,17,17,Gandhi,Libro,18,La paciente silenciosa,Alex Michaelides,Alfaguara,1a Edición,Tapa blanda o Bolsillo,Español,384,2021,$399 +18,18,18,Gandhi,Libro,19,Luca. Libro de arte y monstruos marinos,Disney,Planeta Infantil México,1a Edición,null,Español,96,2021,$188 +19,19,19,Gandhi,Libro,20,La ciudad que ya no existe,Carlos Villasana,Planeta México,1a Edición,null,Español,216,2021,$298 +20,20,20,Gandhi,Libro,21,"Guillermo del Toro: Su cine, su vida y sus monstruos",Leonardo García Tsao,Grijalbo,1a Edición,Tapa blanda o Bolsillo,Español,320,2021,$249 +21,21,21,Gandhi,Libro,22,Gabo y Mercedes. Una despedida,Rodrigo García,Literatura Random House,1a Edición,null,Español,9999,2021,$269 +22,22,22,Gandhi,Libro,23,Radicales libres,Rosa Beltrán,Alfaguara,1a Edición,Tapa blanda o Bolsillo,Español,296,2021,$349 +23,23,23,Gandhi,Libro,24,Pequeño Cerdo Capitalista (10° aniversario,Sofía Macías,Aguilar,1a Edición,null,Español,228,2021,$329 +24,24,24,Gandhi,Libro,25,La biblioteca de París,Janet Skeslien Charles,Salamandra,1a Edición,Tapa blanda o Bolsillo,Español,432,2021,$369 +25,25,25,Gandhi,Libro,26,El código de la vida,Walter Isaacson,Debate,1a Edición,RUSTICO,Español,624,2021,$449 +26,26,26,Gandhi,Libro,27,La canción de Aquiles,Madeline Miller,Alianza de Novela,1a Edición,Tapa dura,Español,392,2021,$274 +27,27,27,Gandhi,Libro,28,La otra Isabel,Laura Martínez-Belli,Planeta México,1a Edición,null,Español,512,2021,$398 +28,28,28,Gandhi,Libro,29,Los Compas perdidos en el espacio,"Mikecrack, El Trollino y Timba Vk",Martínez Roca México,1a Edición,null,Español,224,2021,$248 +29,29,29,Gandhi,Libro,30,Persona normal (Azul),Benito Taibo,Destino México,1a Edición,null,Español,280,2021,$268 +30,30,30,Gandhi,Libro,31,Persona normal (Rosa),Benito Taibo,Destino México,1a Edición,null,Español,280,2021,$268 +31,31,31,Gandhi,Libro,32,Persona normal (Naranja),Benito Taibo,Destino México,1a Edición,null,Español,280,2021,$268 +32,32,32,Gandhi,Libro,33,El invencible verano de Liliana,Cristina Rivera Garza,Literatura Random House,1a Edición,Tapa blanda o Bolsillo,Español,304,2021,$329 +33,33,33,Gandhi,Libro,34,La biblioteca de la medianoche,Matt Haig,Alianza de Novela,1a Edición,null,Español,360,2021,$251 +34,34,34,Gandhi,Libro,35,Anna Thalberg,Eduardo Sangarcía,Literatura Random House,1a Edición,null,Español,9999,2021,$229 +35,35,35,Gandhi,Libro,36,Sira,María Dueñas,Planeta México,1a Edición,null,Español,648,2021,$448 +36,36,36,Gandhi,Libro,37,Circe,Madeline Miller,Alianza de Novela,1a Edición,Tapa blanda o Bolsillo,Español,448,2019,$274 +37,37,37,Gandhi,Libro,38,Los abismos,Pilar Quintana,ALFAGUARA,1a Edición,RUSTICO,Español,256,2021,$299 +38,38,38,Gandhi,Libro,39,Cuentos de buenas noches para niñas rebeldes. 100 mexicanas extraordinarias,Niñas Rebeldes,Planeta México,1a Edición,null,Español,224,2021,$298 +39,39,39,Gandhi,Libro,40,Peligros y verdades,Alex Mirez,Montena,1a Edición,Tapa blanda o Bolsillo,Español,336,2021,$309 +40,40,40,Gandhi,Libro,41,Orgullo y prejuicio,Jane Austen,ALFAGUARA INFANTIL,1a Edición,Tapa blanda o Bolsillo,Español,358,2021,$299 +41,41,41,Gandhi,Libro,42,El negociador,Arturo Elias Ayub,Grijalbo,1a Edición,Tapa blanda o Bolsillo,Español,200,2021,$249 +42,42,42,Gandhi,Libro,43,Harry Potter y la piedra filosofal,J.K. Rowling,Salamandra Infantil y juvenil,1a Edición,Tapa dura,Español,368,2020,"$1,100" +43,43,43,Gandhi,Libro,44,Harry Potter y el prisionero de Azkaban,J.K. Rowling,Salamandra bolsillo,1a Edición,null,Español,384,2020,$329 +44,44,44,Gandhi,Libro,45,Harry Potter y la cámara secreta,Robert Galbraith,Salamandra bolsillo,1a Edición,Tapa blanda o Bolsillo,Español,320,2020,$299 +45,45,45,Gandhi,Libro,46,La bailarina de Auschwitz TD,Edith Eger,Planeta México,1a Edición,null,Español,416,2020,$398 +46,46,46,Gandhi,Libro,47,Se regalan dudas,Lety Sahagún,Grijalbo,1a Edición,Tapa blanda o Bolsillo,Español,312,2020,$349 +47,47,47,Gandhi,Libro,48,Los Compas y la maldición de Mikecrack,"Mikecrack, El Trollino y Timba Vk",Martínez Roca México,1a Edición,null,Español,224,2020,$248 +48,48,48,Gandhi,Libro,49,Casa de tierra y sangre,Sarah J. Maas,Alfaguara Juvenil,1a Edición,null,Español,976,2020,$499 +49,49,49,Gandhi,Libro,50,Salvar el fuego,Guillermo Arriaga,Alfaguara,1a Edición,null,Español,664,2020,$429 +50,50,50,Gandhi,Libro,51,El club de las 5 de la mañana,Robin Sharma,Grijalbo,1a Edición,Tapa blanda o Bolsillo,Español,400,2019,$389 +51,51,51,Gandhi,Libro,52,Hábitos atómicos,James Clear,Paidos México,1a Edición,null,Español,328,2019,$349 +52,52,52,Gandhi,Libro,53,Los Compas y la cámara del tiempo,"Mikecrack, El Trollino y Timba Vk",Martínez Roca México,1a Edición,null,Español,224,2020,$248 +53,53,53,Gandhi,Libro,54,Kiwilimón,Kiwilimón,Aguilar,1a Edición,null,Español,256,2020,$399 +54,54,54,Gandhi,Libro,55,La tierra de la gran promesa,Juan Villoro,Literatura Random House,1a Edición,Tapa blanda o Bolsillo,Español,9999,2021,$449 +55,55,55,Gandhi,Libro,56,Sor Juana en la cocina,Mónica Lavín,Planeta México,1a Edición,null,Español,160,2021,$228 +56,56,56,Gandhi,Libro,57,LO QUE CONSTRUIREMOS,OLIVER JEFFERS,FONDO DE CULTURA ECONOMICA,1a Edición,Tapa dura,Español,48,2020,$252 +57,57,57,Gandhi,Libro,58,"YO, EL GATO",NATSUME SOSEKI,EDICIONES GANDHI,1a Edición,Tapa dura,Español,68,2021,$299 +58,58,58,Gandhi,Libro,59,1984,GEORGE ORWELL,EDICIONES GANDHI,1a Edición,Tapa dura,Español,408,2021,$249 +59,59,59,Gandhi,Libro,60,EL ARTE DE LA GUERRA,SUN TZU,EDICIONES GANDHI,1a Edición,Tapa dura,Español,128,2020,$249 +60,60,60,Gandhi,Libro,61,DIARIO DEL AÑO DE LA PESTE,DANIEL DEFOE,EDICIONES GANDHI,1a Edición,Tapa dura,Español,36,2020,$299 +61,61,61,Gandhi,Libro,62,Boulevard,Flor Guadalupe Mojarraz Salvador,Editorial Naranja,1a Edición,OTROS,Español,316,2020,$466 +62,62,62,Gandhi,Libro,63,CUENTOS COMPLETOS,LEONORA CARRINGTON,FONDO DE CULTURA ECONOMICA,1a Edición,Tapa dura,Español,173,2020,$215 +63,63,0,Gandhi,Libro electronico,1,El juego secreto de Moctezuma,Omar Nieto,HarperCollins Mexico,null,Epub 3,Español,null,2021,$98 +64,64,1,Gandhi,Libro electronico,2,"Malintzin, o la conquista como traducción",Federico Navarrete,"UNAM, Dirección General de Publicaciones y Fomento Editorial",null,Epub 2,Español,null,2021,$45 +65,65,2,Gandhi,Libro electronico,3,El fiscal de hierro. Memorias,Javier Coello Trejo,Planeta México,null,Epub 2,Español,null,2021,$249 +66,66,3,Gandhi,Libro electronico,4,La batalla por Tenochtitlan,Edna López,Fondo de Cultura Económica,null,Epub 3,Español,null,2021,$75 +67,67,4,Gandhi,Libro electronico,5,"El mar, una laguna, los ríos y los charcos.",Mariana Hernández González,Mariana Hernández González,null,Epub 2,Español,null,2021,$117 +68,68,5,Gandhi,Libro electronico,6,No-cosas,Byung-Chul Han,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$129 +69,69,6,Gandhi,Libro electronico,7,Fragilidades,Sara Búho,Lunwerg Editores,null,Epub 2,Español,null,2021,$169 +70,70,7,Gandhi,Libro electronico,8,Depredadores sagrados,Bernardo Barranco,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$229 +71,71,8,Gandhi,Libro electronico,9,Estaba preparado para todo menos para ti,Albert Espinosa,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$119 +72,72,9,Gandhi,Libro electronico,10,Mis «primos»,J. J.,Editorial Planeta,null,Epub 2,Español,null,2021,$169 +73,73,10,Gandhi,Libro electronico,11,La bailarina de Auschwitz,Edith Eger,Editorial Planeta,null,Epub 2,Español,null,2018,$159 +74,74,11,Gandhi,Libro electronico,12,Desfibrilador,Gilraen Eärfalas,Venado Real,null,Epub 2,Español,null,2021,$85 +75,75,12,Gandhi,Libro electronico,13,La tierra de la gran promesa,Juan Villoro,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$299 +76,76,13,Gandhi,Libro electronico,14,Las 5 heridas que impiden ser uno mismo,Lise Bourbeau,Diana México,null,Epub 2,Español,null,2021,$169 +77,77,14,Gandhi,Libro electronico,15,Encuentra tu persona vitamina,Marian Rojas,Espasa,null,Epub 2,Español,null,2021,$169 +78,78,15,Gandhi,Libro electronico,16,Gestión del cambio y de la incertidumbre,Accerto .,Accerto,null,Epub 3,Español,null,2014,$129 +79,79,16,Gandhi,Libro electronico,17,Cómo ser un estoico,Massimo Pigliucci,Editorial Ariel,null,Epub 2,Español,null,2018,$159 +80,80,17,Gandhi,Libro electronico,18,Cómo hacer que te pasen cosas buenas,Marian Rojas,Espasa,null,Epub 2,Español,null,2018,$169 +81,81,18,Gandhi,Libro electronico,19,Resiliencia,null,Reverte-Management,null,Epub 2,Español,null,2018,$99 +82,82,19,Gandhi,Libro electronico,20,Dune (Nueva edición) (Las crónicas de Dune 1),Frank Herbert,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2017,$89 +83,83,20,Gandhi,Libro electronico,21,Transforma las heridas de tu infancia,Anamar Orihuela,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2016,$89 +84,84,21,Gandhi,Libro electronico,22,La psiquiatra,Wulf Dorn,Duomo ediciones,null,Epub 2,Español,null,2013,$99 +85,85,22,Gandhi,Libro electronico,23,Enamórate de ti (Edición mexicana),Walter Riso,Planeta México,null,Epub 2,Español,null,2018,$169 +86,86,23,Gandhi,Libro electronico,24,Arregla tu desmadre,Sarah Knight,Diana México,null,Epub 2,Español,null,2019,$199 +87,87,24,Gandhi,Libro electronico,25,Una botella al mar de Gaza,Valérie Zenatti,Fondo de Cultura Económica,null,Epub 3,Español,null,2014,$55 +88,88,25,Gandhi,Libro electronico,26,Historia de la arquitectura,Héctor Velarde,Fondo de Cultura Económica,null,Epub 3,Español,null,2019,$57 +89,89,26,Gandhi,Libro electronico,27,Yacimientos minerales,Antoni Camprubí,Fondo de Cultura Económica,null,Epub 2,Español,null,2013,$63 +90,90,27,Gandhi,Libro electronico,28,A través de mi ventana (Trilogía Hermanos Hidalgo 1),Ariana Godoy,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2019,$109 +91,91,28,Gandhi,Libro electronico,29,El líder que no tenía cargo,Robin Sharma,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2010,$119 +92,92,29,Gandhi,Libro electronico,30,Inquebrantables,Daniel Habif,HarperCollins Mexico,null,Epub 3,Español,null,2019,$75 +93,93,30,Gandhi,Libro electronico,31,Un cuento perfecto,Elísabet Benavent,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2020,$109 +94,94,31,Gandhi,Libro electronico,32,No decir adiós a la esperanza,Andrés Manuel López Obrador,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2012,$75 +95,95,32,Gandhi,Libro electronico,33,La otra Isabel,Laura Martínez-Belli,Grupo Planeta - México,null,Epub 2,Español,null,2021,$279 +96,96,33,Gandhi,Libro electronico,34,Maneras de amar,Rachel Heller,Urano,null,Epub 2,Español,null,2021,$134 +97,97,34,Gandhi,Libro electronico,35,El invencible verano de Liliana,Cristina Rivera,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$199 +98,98,35,Gandhi,Libro electronico,36,Más allá del sobrepeso,Anamar Orihuela,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$109 +99,99,36,Gandhi,Libro electronico,37,Indomable,Glennon Doyle,Urano,null,Epub 2,Español,null,2021,$243 +100,100,37,Gandhi,Libro electronico,38,Radicales libres,Rosa Beltrán,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$249 +101,101,38,Gandhi,Libro electronico,39,Cómo piensan los ricos,Morgan Housel,Editorial Planeta,null,Epub 2,Español,null,2021,$189 +102,102,39,Gandhi,Libro electronico,40,Pequeño Cerdo Capitalista (10° aniversario,Sofía Macías,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$249 +103,103,40,Gandhi,Libro electronico,41,Marketing 4.0 (versión México),Iwan Setiawan,LID Editorial,null,Epub 2,Español,null,2019,$161 +104,104,41,Gandhi,Libro electronico,42,El italiano,Arturo Pérez-Reverte,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$169 +105,105,42,Gandhi,Libro electronico,43,Salvajes,Antonio Ramos,Fondo de Cultura Económica,null,Epub 3,Español,null,2021,$65 +106,106,43,Gandhi,Libro electronico,44,Las trampas del miedo,Daniel Habif,HarperCollins Mexico,null,Epub 3,Español,null,2021,$123 +107,107,44,Gandhi,Libro electronico,45,El ocaso de la democracia,Anne Applebaum,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$139 +108,108,45,Gandhi,Libro electronico,46,El Pequeño Libro de la Psicología del Color: Descubre el Significado de los Colores y Cómo Influyen en las Personas,Amarna Crespo,Omar Elshami,null,Epub 2,Español,null,2021,$62 +109,109,46,Gandhi,Libro electronico,47,Sobre el duelo,Chimamanda Ngozi,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$49 +110,110,47,Gandhi,Libro electronico,48,La austeridad fiscal: causas y consecuencias,Arturo Huerta,"UNAM, Dirección General de Publicaciones y Fomento Editorial",null,Epub 3,Español,null,2021,$59 +111,111,48,Gandhi,Libro electronico,49,Diario emprendedor,Joshua Aguilar,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2014,$35 +112,112,49,Gandhi,Libro electronico,50,Fantasmas del oriente,Imanol Caneyada,Planeta México,null,Epub 2,Español,null,2021,$229 +113,113,50,Gandhi,Libro electronico,51,Los cuatro acuerdos,Miguel Ruiz,Urano,null,Epub 2,Español,null,2014,$133 +114,114,51,Gandhi,Libro electronico,52,El movimiento estudiantil mexicano 1958-1968,Cuauhtémoc Domínguez,"UNAM, Dirección General de Publicaciones y Fomento Editorial",null,Epub 3,Español,null,2021,$79 +115,115,52,Gandhi,Libro electronico,53,Los abismos (Premio Alfaguara de novela 2021),Pilar Quintana,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$159 +116,116,53,Gandhi,Libro electronico,54,Introducción al estudio del derecho,Eduardo García,Editorial Porrúa México,null,Epub 2,Español,null,2013,$249 +117,117,54,Gandhi,Libro electronico,55,Neuroeducación,Francisco Mora,Alianza Editorial,null,Epub 2,Español,null,2017,$273 +118,118,55,Gandhi,Libro electronico,56,Amar lo que es,Stephen Mitchell,Urano,null,Epub 2,Español,null,2012,$78 +119,119,56,Gandhi,Libro electronico,57,Volver la vista atrás,Juan Gabriel Vásquez,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$129 +120,120,57,Gandhi,Libro electronico,58,"Yo, el pueblo",Nadia Urbinati,Grano de Sal,null,Epub 2,Español,null,2021,$216 +121,121,58,Gandhi,Libro electronico,59,El negociador,Arturo Elías,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2021,$179 +122,122,59,Gandhi,Libro electronico,60,Las mujeres que aman demasiado,Robin Norwood,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2014,$35 +123,123,60,Gandhi,Libro electronico,61,La sociedad del cansancio,Byung-Chul Han,Herder Editorial,null,Epub 2,Español,null,2017,$143 +124,124,61,Gandhi,Libro electronico,62,Tomás Nevinson,Javier Marías,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2021,$169 +125,125,62,Gandhi,Libro electronico,63,El ángel de Nicolás,Verónica Murguía,Ediciones Era S.A. de C.V.,null,Epub 2,Español,null,2014,$99 +126,126,63,Gandhi,Libro electronico,64,El secreto del peregrino,Peter Harris,HarperCollins Ibérica S.A.,null,Epub 2,Español,null,2021,$65 +127,127,64,Gandhi,Libro electronico,65,Las mejores alas,Toño Malpica,Ediciones Castillo,null,Epub 3,Español,null,2019,$107 +128,128,65,Gandhi,Libro electronico,66,Afterlives,Abdulrazak Gurnah,Bloomsbury Publishing,null,Epub 3,Inglés,null,2020,$186 +129,129,66,Gandhi,Libro electronico,67,El metro universal,Luis Benitez,eBook Argentino,null,Epub 2,Inglés,null,2009,$4 +130,130,67,Gandhi,Libro electronico,68,Alfabeto del racismo mexicano,Federico Navarrete,MALPASO,null,Epub 2,Español,null,2017,$107 +131,131,68,Gandhi,Libro electronico,69,Ruslán y Liudmila,Aleksandr Pushkin,Moai Ediciones,null,Epub 2,Español,null,2018,$69 +132,132,69,Gandhi,Libro electronico,70,Deja de ser tú,Joe Dispenza,Urano,null,Epub 2,Español,null,2012,$138 +133,133,70,Gandhi,Libro electronico,71,El Yunque La ultraderecha en el poder (Spanish Edition),Álvaro Delgado,Julio Garcia,null,Epub 2,Español,null,2020,$80 +134,134,71,Gandhi,Libro electronico,72,Reinventarse,Dr. Mario,Plataforma,null,Epub 2,Español,null,2012,$152 +135,135,72,Gandhi,Libro electronico,73,Derecho deportivo,David Hernández González,BOSCH México,null,Epub 2,Español,null,2020,$126 +136,136,73,Gandhi,Libro electronico,74,El talento humano en las organizaciones: claves para potenciar su desarrollo,Vanessa Cravero,Editorial Universidad Católica de Córdoba,null,Epub 2,Español,null,2019,$116 +137,137,74,Gandhi,Libro electronico,75,Empieza con el porqué,Simon Sinek,Empresa Activa,null,Epub 2,Español,null,2018,$133 +138,138,75,Gandhi,Libro electronico,76,Guía esencial para aprender a redactar,Sandro Cohen,Planeta México,null,Epub 2,Español,null,2013,$49 +139,139,76,Gandhi,Libro electronico,77,Cómo evitar a los vampiros energéticos,Christiane Northrup,Urano,null,Epub 2,Español,null,2018,$133 +140,140,77,Gandhi,Libro electronico,78,El amante de Janis Joplin,Élmer Mendoza,Tusquets México,null,Epub 2,Español,null,2013,$65 +141,141,78,Gandhi,Libro electronico,79,El Club de las 5 de la mañana,Robin Sharma,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2018,$119 +142,142,79,Gandhi,Libro electronico,80,Dejar ir. El camino a la liberación,David R. Hawkins,el grano de mosraza ediciones,null,Epub 2,Español,null,2014,$129 +143,143,80,Gandhi,Libro electronico,81,Los siete maridos de Evelyn Hugo,Taylor Jenkins Reid,Umbriel,null,Epub 2,Español,null,2020,$142 +144,144,81,Gandhi,Libro electronico,82,"Kim Ji-young, nacida en 1982",Cho Nam-joo,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2019,$119 +145,145,82,Gandhi,Libro electronico,83,"Ya te dije adiós, ahora cómo te olvido",Walter Riso,Océano,null,Epub 2,Español,null,2017,$143 +146,146,83,Gandhi,Libro electronico,84,Cuentos completos 1,Julio Cortázar,Penguin Random House Grupo Editorial Argentina,null,Epub 2,Español,null,2018,$129 +147,147,84,Gandhi,Libro electronico,85,Perfect QRQC - The Basics,Quintin Testa,Maxima,null,Epub 2,Inglés,null,2012,$479 +148,148,85,Gandhi,Libro electronico,86,El placebo eres tú- Epub,Joe Dispenza,Urano,null,Epub 2,Español,null,2015,$140 +149,149,86,Gandhi,Libro electronico,87,Las 48 leyes del poder,Robert Greene,Océano,null,Epub 2,Español,null,2018,$254 +150,150,87,Gandhi,Libro electronico,88,El hombre en busca de sentido,Viktor Frankl,Herder Editorial,null,Epub 2,Español,null,2015,$170 +151,151,88,Gandhi,Libro electronico,89,Inteligencia emocional para la vida cotidiana,Justin Bariso,Editorial Sirio,null,Epub 2,Español,null,2020,$179 +152,152,89,Gandhi,Libro electronico,90,Encuentro con la sombra,null,Editorial Kairós,null,Epub 2,Español,null,2020,$179 +153,153,90,Gandhi,Libro electronico,91,La sanación de las 5 heridas,Lise Bourbeau,Editorial Sirio,null,Epub 2,Español,null,2017,$152 +154,154,91,Gandhi,Libro electronico,92,Arregla tu vida con grafología,Maryfer Centeno,Penguin Random House Grupo Editorial México,null,Epub 2,Español,null,2019,$149 +155,155,92,Gandhi,Libro electronico,93,Boulevard,Flor M. Salvador,Editorial Naranja,null,Epub 2,Español,null,2020,$106 +156,156,93,Gandhi,Libro electronico,94,Atrapados en la escuela segunda generación,Beatriz María Escalante Cisneros,SELECTOR,null,Epub 2,Español,null,2009,$116 +157,157,94,Gandhi,Libro electronico,95,El monstruo pentápodo,Liliana Blum,Booket México,null,Epub 2,Español,null,2019,$65 +158,158,95,Gandhi,Libro electronico,96,Todos los nombres,José Saramago,Penguin Random House Grupo Editorial España,null,Epub 2,Español,null,2010,$9 +159,159,96,Gandhi,Libro electronico,97,Sopa,Jon Gordon,Empresa Activa,null,Epub 2,Español,null,2012,$140 +160,160,97,Gandhi,Libro electronico,98,El metro universal,Luis Benitez,Pampia Grupo Editor,null,Epub 2,Español,null,2012,$116 +161,161,98,Gandhi,Libro electronico,99,Los amos de México. (Edición actualizada),Jorge Zepeda,Temas de Hoy México,null,Epub 2,Español,null,2016,$65 +162,162,99,Gandhi,Libro electronico,100,Convénceme de vivir,Gaby Pérez,Diana México,null,Epub 2,Español,null,2019,$189 +163,163,100,Gandhi,Libro electronico,101,El cerebro del niño explicado a los padres,Álvaro Bilbao,Plataforma,null,Epub 2,Español,null,2015,$179 +164,164,101,Gandhi,Libro electronico,102,El regalo del viajero,Andy Andrews,Grupo Nelson,null,Epub 2,Español,null,2011,$25 +165,165,102,Gandhi,Libro electronico,103,El sutil arte de que te importe un caraj*,Mark Manson,HarperCollins Mexico,null,Epub 3,Español,null,2018,$99 +166,166,103,Gandhi,Libro electronico,104,Escuela de aprendices,Marina Garcés,Galaxia Gutenberg,null,Epub 2,Español,null,2020,$199 +167,167,104,Gandhi,Libro electronico,105,"Ansibles, perfiladores y otras máquinas de ingenio",Andrea Chapela,Almadía Ediciones,null,Epub 2,Español,null,2020,$202 +168,168,105,Gandhi,Libro electronico,106,La biblioteca de la medianoche,Hai,Grupo Editorial Patria,null,Epub 2,Español,null,2021,$199 +169,169,0,Gandhi,Audio libro,1,"Numerología: Descubra el Poder Secreto de los Números y su Conexión con la Astrología, el Tarot y la Medicina Ayurveda",Mari Silva,Mari Silva,null,Audiolibro,Español,null,2021,$297 +170,170,1,Gandhi,Audio libro,2,Tarot Para Principiantes,The Cosmovisioners,The Cosmovisioners,null,Audiolibro,Español,null,2021,$298 +171,171,2,Gandhi,Audio libro,3,Las 5 heridas que impiden ser uno mismo,Lise Bourbeau,Planeta Audio,null,Audiolibro,Español,null,2021,$429 +172,172,3,Gandhi,Audio libro,4,Encuentra tu persona vitamina,Marian Rojas,Planeta Audio,null,Audiolibro,Español,null,2021,$399 +173,173,4,Gandhi,Audio libro,5,El fiscal de hierro. Memorias,Javier Coello Trejo,Planeta Audio,null,Audiolibro,Español,null,2021,$529 +174,174,5,Gandhi,Audio libro,6,Ruido,Daniel Kahneman,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$329 +175,175,6,Gandhi,Audio libro,7,Soy Malintzin,Pedro J.,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$299 +176,176,7,Gandhi,Audio libro,8,"Secretos de Expertos - Habilidades de Comunicación, Pensamiento Crítico y PNL: La Guía de Programación Neurolingüística Definitiva Para Mejorar el Lenguaje Corporal, el Carisma, la Toma de Decisiones, la Resolución de Problemas y la Autodisciplina",Maxwell Jensen,Self Help for Beginners Spanish Audio,null,Audiolibro,Español,null,2021,$343 +177,177,8,Gandhi,Audio libro,9,Rompe la barrera del no,Chris Voss,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$299 +178,178,9,Gandhi,Audio libro,10,El Primer Clon Humano,Martin Lundqvist,Martin Lundqvist,null,Audiolibro,Español,null,2009,$2 +179,179,10,Gandhi,Audio libro,11,La Senda De Los Héroes (Libro #1 de El Anillo del Hechicero),Morgan Rice,Morgan Rice,null,Audiolibro,Español,null,2019,$0 +180,180,11,Gandhi,Audio libro,12,Ágilmente,Estanislao Bachrach,Penguin Random House Audio,null,Audiolibro,Español,null,2015,$229 +181,181,12,Gandhi,Audio libro,13,Manson’s Minions,J.-M. Kuczynski,Author's Republic,null,Audiolibro,Inglés,null,2017,$5 +182,182,13,Gandhi,Audio libro,14,"Cure Su Fatiga Suprarrenal: Guía Del Síndrome De Fatiga Crónica Para Principiantes - Restablecer Naturalmente Las Hormonas, El Estrés Y La Energía (Libro En Español / Adrenal Reset Spanish Book)",Louise Jiannes,HMW Publishing,null,Audiolibro,Español,null,2009,$109 +183,183,14,Gandhi,Audio libro,15,Da Vinci in Love,Maysam Yabandeh,Author's Republic,null,Audiolibro,Inglés,null,2019,$0 +184,184,15,Gandhi,Audio libro,16,Pimsleur English for Spanish Speakers Level 1 Lesson 1,Pimsleu,Pimsleur,null,Audiolibro,Español,null,2010,$0 +185,185,16,Gandhi,Audio libro,17,"Tu hijo, tu espejo",Martha Alicia,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$249 +186,186,17,Gandhi,Audio libro,18,Eva (Serie Falcó),Arturo Pérez-Reverte,Penguin Random House Audio,null,Audiolibro,Español,null,2017,$249 +187,187,18,Gandhi,Audio libro,19,"Padre Rico, Padre Pobre (Bestseller)",Robert T.,Penguin Random House Audio,null,Audiolibro,Español,null,2016,$279 +188,188,19,Gandhi,Audio libro,20,Einstein,Walter Isaacson,Penguin Random House Audio,null,Audiolibro,Español,null,2019,$329 +189,189,20,Gandhi,Audio libro,21,Feral,Brian Rathbone,"White Wolf Press, LLC",null,Audiolibro,Inglés,null,2014,$437 +190,190,21,Gandhi,Audio libro,22,En el país de la nube blanca (Trilogía de la Nube Blanca 1),Sarah Lark,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$329 +191,191,22,Gandhi,Audio libro,23,El bosque sabe tu nombre,Alaitz Leceaga,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$349 +192,192,23,Gandhi,Audio libro,24,Un líder en vos,Isela Costantini,Penguin Random House Audio,null,Audiolibro,Español,null,2019,$129 +193,193,24,Gandhi,Audio libro,25,El Arte de la Guerra,Sun Tzu,AMA AUDIOLIBROS,null,Audiolibro,Español,null,2020,$249 +194,194,25,Gandhi,Audio libro,26,El niño emocional que habita en ti,Marie Lise,Planeta Audio,null,Audiolibro,Español,null,2020,$299 +195,195,26,Gandhi,Audio libro,27,The Autobiography of Eleanor Roosevelt,Eleanor Roosevelt,HighBridge,null,Audiolibro,Inglés,null,2014,$605 +196,196,27,Gandhi,Audio libro,28,Actitud Emprendedora,ALLVOICES.ES .,All Voices,null,Audiolibro,Español,null,2019,$329 +197,197,28,Gandhi,Audio libro,29,El infinito en un junco,Irene Vallejo,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$379 +198,198,29,Gandhi,Audio libro,30,Cuentos Árabes,Anónim,Libro Móvil,null,Audiolibro,Español,null,2009,$48 +199,199,30,Gandhi,Audio libro,31,El Club de las 5 de la mañana,Robin Sharma,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$279 +200,200,31,Gandhi,Audio libro,32,As You Think (As a Man Thinketh),James Allen,Vidya Publications,null,Audiolibro,Inglés,null,2009,$0 +201,201,32,Gandhi,Audio libro,33,"Habla menos, actúa más",Brian Tracy,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$149 +202,202,33,Gandhi,Audio libro,34,Conservative vs. Right Wing,J.-M. Kuczynski,Author's Republic,null,Audiolibro,Inglés,null,2017,$5 +203,203,34,Gandhi,Audio libro,35,Inversión En El Mercado De Valores Para Principiantes Y Dummies,Giovanni Rigters,Giovanni Rigters,null,Audiolibro,Español,null,2009,$20 +204,204,35,Gandhi,Audio libro,36,La ganancia es primero,Mike Michalowicz,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$229 +205,205,36,Gandhi,Audio libro,37,Mitología Griega para Niños,Libro Móvil,Libro Móvil,null,Audiolibro,Español,null,2009,$97 +206,206,37,Gandhi,Audio libro,38,El Poder de la Oración,Santo Tomás de Aquino,Libro Móvil,null,Audiolibro,Español,null,2009,$121 +207,207,38,Gandhi,Audio libro,39,It,Stephen King,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$479 +208,208,39,Gandhi,Audio libro,40,La regla de oro de los negocios,Timothy Grant,Penguin Random House Audio,null,Audiolibro,Español,null,2017,$229 +209,209,40,Gandhi,Audio libro,41,Volver la vista atrás,Juan Gabriel,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$299 +210,210,41,Gandhi,Audio libro,42,Billy Summers,Stephen King,Hodder & Stoughton,null,Audiolibro,Inglés,null,2021,$636 +211,211,42,Gandhi,Audio libro,43,"Registros akáshicos: Liberando el secreto conocimiento universal y la naturaleza del akasha, con la oración, la meditación guiada y la lectura del tarot akáshico",Mari Silva,Mari Silva,null,Audiolibro,Español,null,2009,$297 +212,212,43,Gandhi,Audio libro,44,Las Cinco Semillas de Naranja - Una Aventura de Sherlock Holmes (Versión íntegra),Sir Arthur Conan Doyle,Bookstream Audiolibros,null,Audiolibro,Español,null,2009,$71 +213,213,44,Gandhi,Audio libro,45,Soy una mujer holística,Maria José Flaqué,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$159 +214,214,45,Gandhi,Audio libro,46,100 rebanadas de sabiduría empresarial,Silvia Cherem,Penguin Random House Audio,null,Audiolibro,Español,null,2019,$179 +215,215,46,Gandhi,Audio libro,47,El Poder de la Disciplina,Raimon Samsó,Ediciones Instituto Expertos,null,Audiolibro,Español,null,2020,$229 +216,216,47,Gandhi,Audio libro,48,One Benefit of Believing in God,J.-M. Kuczynski,Author's Republic,null,Audiolibro,Inglés,null,2017,$5 +217,217,48,Gandhi,Audio libro,49,It's Always Summer Somewhere,Felix White,Octopus,null,Audiolibro,Inglés,null,2021,$497 +218,218,49,Gandhi,Audio libro,50,Pequeño cerdo capitalista. Gastos hormiga,Sofía Macías,Penguin Random House Audio,null,Audiolibro,Español,null,2017,$0 +219,219,50,Gandhi,Audio libro,51,Las hijas del Capitán,María Dueñas,Planeta Audio,null,Audiolibro,Español,null,2019,$399 +220,220,51,Gandhi,Audio libro,52,Cómo hacer que te pasen cosas buenas,Marian Rojas,Planeta Audio,null,Audiolibro,Español,null,2019,$299 +221,221,52,Gandhi,Audio libro,53,La isla bajo el mar,Isabel Allende,Penguin Random House Audio,null,Audiolibro,Español,null,2016,$329 +222,222,53,Gandhi,Audio libro,54,Cuentos para niños que se atreven a ser diferentes,Ben Brooks,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$249 +223,223,54,Gandhi,Audio libro,55,Harry Potter and the Goblet of Fire,J.K. Rowling,Pottermore Publishing,null,Audiolibro,Inglés,null,2015,$894 +224,224,55,Gandhi,Audio libro,56,La bailarina de Auschwitz,Edith Eger,Planeta Audio,null,Audiolibro,Español,null,2018,$299 +225,225,56,Gandhi,Audio libro,57,¿Me quedo o me voy?,Manuel Turrent,Penguin Random House Audio,null,Audiolibro,Español,null,2019,$199 +226,226,57,Gandhi,Audio libro,58,Confía en ti mismo,Ralph Waldo Emerson,Saga Egmont Spanish,null,Audiolibro,Español,null,2020,$65 +227,227,58,Gandhi,Audio libro,59,En Auschwitz no había Prozac,Edith Eger,Planeta Audio,null,Audiolibro,Español,null,2020,$299 +228,228,59,Gandhi,Audio libro,60,Catedrales,Claudia Piñeiro,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$199 +229,229,60,Gandhi,Audio libro,61,Chakras,Fred Taylors,Efalon Acies,null,Audiolibro,Inglés,null,2009,$99 +230,230,61,Gandhi,Audio libro,62,Chakras,Fred Taylors,Efalon Acies,null,Audiolibro,Inglés,null,2020,$79 +231,231,62,Gandhi,Audio libro,63,100 preguntas clave para todo emprendedor,Carlos Muñoz,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$249 +232,232,63,Gandhi,Audio libro,64,Un Curso De Milagros Fácil Y Rápido,Alan Cohen,Cuantica Activa,null,Audiolibro,Español,null,2009,$477 +233,233,64,Gandhi,Audio libro,65,Manipulación y Psicología Oscura: Cómo aprender y defenderse para dejar de ser manipulado y proteger su mente.Mejora Tu Inteligencia Emocional en el Trabajo y la Vida,Hector Mendez,Author's Republic,null,Audiolibro,Español,null,2020,$181 +234,234,65,Gandhi,Audio libro,66,The Shell Collector,Anthony Doerr,HarperCollins Publishers,null,Audiolibro,Inglés,null,2017,$198 +235,235,66,Gandhi,Audio libro,67,La sospecha de Sofía,Paloma Sánchez-Garnica,Planeta Audio,null,Audiolibro,Español,null,2019,$399 +236,236,67,Gandhi,Audio libro,68,Mero Cristianismo,C. S. Lewis,HarperCollins Espanol,null,Audiolibro,Español,null,2017,$423 +237,237,68,Gandhi,Audio libro,69,Cheesus Christ,Etgar Keret,Macmillan Audio,null,Audiolibro,Inglés,null,2012,$20 +238,238,69,Gandhi,Audio libro,70,Libro agenda Una vida con ángeles 2020,Tania Karam,Penguin Random House Audio,null,Audiolibro,Español,null,2019,$0 +239,239,70,Gandhi,Audio libro,71,Economía feminista,Mercedes D'Alessandro,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$149 +240,240,71,Gandhi,Audio libro,72,Cuentos para pensar,Jorge Bucay,Penguin Random House Audio,null,Audiolibro,Español,null,2020,$159 +241,241,72,Gandhi,Audio libro,73,Libro Agenda Una vida con Ángeles 2019,Tania Karam,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$0 +242,242,73,Gandhi,Audio libro,74,Aquí no hay reglas,Erin Meyer,Penguin Random House Audio,null,Audiolibro,Inglés,null,2021,$279 +243,243,74,Gandhi,Audio libro,75,Tarot Rider Waite,Xabier Grandio,Borealis,null,Audiolibro,Español,null,2021,$399 +244,244,75,Gandhi,Audio libro,76,Cartas del Diablo a Su Sobrino,C. S. Lewis,HarperCollins Espanol,null,Audiolibro,Español,null,2017,$322 +245,245,76,Gandhi,Audio libro,77,"Sanación Avanzada con Reiki: Mejore sus Habilidades de Sanación con Reiki, Activaciones de Símbolos, Sanación a Distancia, Reiki Angelical, Sanación con Cristales y Más",Mari Silva,Mari Silva,null,Audiolibro,Español,null,2021,$297 +246,246,77,Gandhi,Audio libro,78,El paciente inglés,Michael Ondaatje,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$249 +247,247,78,Gandhi,Audio libro,79,Tu Primer Emprendimiento,Wayne Walker,Wayne Walker,null,Audiolibro,Español,null,2020,$85 +248,248,79,Gandhi,Audio libro,80,"Autodisciplina: Los Pasos Y Hábitos Prácticos Que Necesitará Para Controlar Su Mente, Aumentar Su Fuerza De Voluntad, Detener La (Por Qué Los Navy Seals Tienen Una Propiedad Y Disciplina Extremas en Su Vida Y Liderazgo)",Melin Blanco,Melin Blanco,null,Audiolibro,Español,null,2009,$189 +249,249,80,Gandhi,Audio libro,81,La Ley de la Atracción,William Walker,AMA AUDIOLIBROS,null,Audiolibro,Español,null,2021,$119 +250,250,81,Gandhi,Audio libro,82,Mi historia,Michelle Obama,Penguin Random House Audio,null,Audiolibro,Español,null,2018,$379 +251,251,82,Gandhi,Audio libro,83,Los amantes de Praga,Alyson Richman,Planeta Audio,null,Audiolibro,Español,null,2020,$529 +252,252,83,Gandhi,Audio libro,84,El cártel de Sinaloa,Diego Enrique Osorno,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$279 +253,253,84,Gandhi,Audio libro,85,El camino del encuentro,Jorge Bucay,Penguin Random House Audio,null,Audiolibro,Español,null,2021,$249 +254,254,85,Gandhi,Audio libro,86,The Storyteller,Dave Grohl,Simon & Schuster UK,null,Audiolibro,Inglés,null,2021,$397 +255,255,0,El Sotano,Libro,1,El señor de las moscas,"GOLDING, WILLIAM",ALIANZA EDITORIAL,null,RUSTICA,null,null,2011,$202.30 +256,256,1,El Sotano,Libro,2,PINOCHO (LIBRO DE LECTURA INICIAL),"GUTIERREZ, JUANJO",SILVER DOLPHIN,null,RUSTICA,null,null,2019,$55.20 +257,257,2,El Sotano,Libro,3,EJERCICIOS DE CALIGRAFIA. LETRA SCRIPT Y CURSIVA. PRIMARIA 4,EDICIONES LAROUSSE,EDICIONES LAROUSSE (TEXTO),null,RUSTICA,null,null,2019,$39.20 +258,258,3,El Sotano,Libro,4,El fiscal de hierro. Memorias,"COELLO TREJO, JAVIER",PLANETA,null,RUSTICA,null,null,2021,$348.00 +259,259,4,El Sotano,Libro,5,A la mitad del camino,"LOPEZ OBRADOR, ANDRES MANUEL",PLANETA,null,RUSTICA,null,null,2021,$248.00 +260,260,5,El Sotano,Libro,6,MARIANELA,"PEREZ GALDOS, BENITO",LEYENDA,null,null,null,null,null,$35.70 +261,261,6,El Sotano,Libro,7,La biblioteca de la media noche / pd.,"HAIG, MATT",ADN EDITORES,null,PASTA DURA,null,null,2021,$216.75 +262,262,7,El Sotano,Libro,8,SEGUNDA ESTRELLA A LA DERECHA,"HAUTZIG, DEBORAH",FONDO DE CULTURA ECONOMICA INFANTIL,null,RUSTICA,null,null,1994,$48.00 +263,263,8,El Sotano,Libro,9,Lenguaje y comunicación 1 / 2 ed.,"VIDAL DELGADO, LEOPOLDO",EDICIONES ASTERION,null,RUSTICA,null,null,2020,$285.00 +264,264,9,El Sotano,Libro,10,HACIA LA MAGICA PRESENCIA,"SAINT GERMAIN, CONDE DE",GRUPO EDITORIAL TOMO,null,RUSTICA,null,null,2007,$92.25 +265,265,10,El Sotano,Libro,11,Fundamentos de economía,"MENDEZ MORALES, JOSE SILVESTRE",PATRIA,null,RUSTICA,null,null,2020,$427.50 +266,266,11,El Sotano,Libro,12,Más que humano,"STURGEON, THEODORE",FCE (FONDO DE CULTURA ECONOMICA),null,RUSTICA,null,null,2020,$99.00 +267,267,12,El Sotano,Libro,13,Los hombres que dispersó la danza,"HENESTROSA, ANDRES",FCE (FONDO DE CULTURA ECONOMICA),null,RUSTICA,null,null,2019,$60.00 +268,268,13,El Sotano,Libro,14,"TAROT DE LAS BRUJAS, EL (ESTUCHE)","DUGAN, ELLEN",SIRIO,null,RUSTICA,null,null,2013,$483.00 +269,269,14,El Sotano,Libro,15,"El Italiano. Una historia de amor, mar y guerra","PEREZ REVERTE, ARTURO",ALFAGUARA,null,RUSTICA,null,null,2021,$499.00 +270,270,15,El Sotano,Libro,16,Lunas de Estambul,"GOLDBERG, SOPHIE",BOOKET,null,RUSTICA,null,null,2019,$298.00 +271,271,16,El Sotano,Libro,17,"DERECHO COMO OBSTACULO AL CAMBIO SOCIAL, EL","NOVOA MONREAL, EDUARDO",SIGLO XXI EDITORES,null,RUSTICA,null,null,2007,$281.25 +272,272,17,El Sotano,Libro,18,Desarrollo de habilidades del pensamiento. Pensar crear innovar,"PALACIOS LOPEZ, ALMA DELIA",EXODO (TEXTO),null,RUSTICA,null,null,2020,$270.00 +273,273,18,El Sotano,Libro,19,"ARTE TOLTECA DE LA VIDA Y LA MUERTE, EL","RUIZ, MIGUEL",HARPER COLLINS PUBLISHERS,null,RUSTICA,null,null,2015,$224.25 +274,274,19,El Sotano,Libro,20,MORTALMENTE ENCANTADO,"KLISE, KATE",MACMILLAN CASTILLO,null,RUSTICA,null,null,2011,$179.00 +275,275,0,El Sotano,Libro electronico,1,"SI LO CREES, LO CREAS (ebook)",BRIAN TRACY,AGUILAR,null,EPUB,null,null,2018,$199.00 +276,276,1,El Sotano,Libro electronico,2,EL FISCAL DE HIERRO. MEMORIAS (ebook),JAVIER COELLO TREJO,Planeta México,null,EPUB,null,null,2021,$249.00 +277,277,2,El Sotano,Libro electronico,3,DE LA IDEA A LA PRÁCTICA (ebook),SALOMÓN CHERTORIVSKI,CONECTA,null,EPUB,null,null,2013,$65.00 +278,278,3,El Sotano,Libro electronico,4,CHECK: GUÍA DE ESTUDIO PARA EL EXAMEN DE CERTIFICACIÓN EN PLD-FT 2ND (ebook),"ALEJANDRO, ESPINOSA CABRERO",IBUKKU,null,EPUB,null,null,2018,$459.00 +279,279,4,El Sotano,Libro electronico,5,LA ERA MICROGLOBAL 2.0 (ebook),SIMÓN LEVY,CALIGRAMA,null,EPUB,null,null,2021,$79.00 +280,280,5,El Sotano,Libro electronico,6,LA PERLA Y OTROS CUENTOS (ebook),YUKIO MISHIMA;MAGDALENA RUIZ GUIÑAZÚ;ANTONIO CABEZAS,SIRUELA,null,EPUB,null,null,2015,$159.00 +281,281,6,El Sotano,Libro electronico,7,TAL COMO ERES. 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JUGANDO CON FUEGO (ebook),J MARIÑO,BUBOK PUBLISHING S.L,null,EPUB,null,null,2012,$55.00 diff --git a/scrapping.ipynb b/scrapping.ipynb new file mode 100644 index 0000000..4e200e6 --- /dev/null +++ b/scrapping.ipynb @@ -0,0 +1,2775 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 16, + "id": "868fabbb", + "metadata": {}, + "outputs": [], + "source": [ + "import requests \n", + "from bs4 import BeautifulSoup\n", + "import pandas as pd\n", + "from selenium import webdriver\n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.common.action_chains import ActionChains \n", + "import re\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "8b24d045", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=4\n", + "url_pattern= 'https://www.gandhi.com.mx/libros/los-mas-leidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links.append(scrape_url(url_pattern % i))" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "e7297119", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links)):\n", + " links[i].remove(links[i][-1])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "b5971acc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.gandhi.com.mx/despues-2',\n", + " 'https://www.gandhi.com.mx/comer-viajar-descubrir',\n", + " 'https://www.gandhi.com.mx/yolo-aventuras-la-mansion-de-las-pesadillas',\n", + " 'https://www.gandhi.com.mx/la-tierra-de-la-gran-promesa',\n", + " 'https://www.gandhi.com.mx/de-ninguna-parte',\n", + " 'https://www.gandhi.com.mx/nunca-te-rindas-2',\n", + " 'https://www.gandhi.com.mx/la-vida-no-admite-representantes',\n", + " 'https://www.gandhi.com.mx/satan-1',\n", + " 'https://www.gandhi.com.mx/la-increible-historia-del-slime-gigante',\n", + " 'https://www.gandhi.com.mx/dimelo-en-secreto',\n", + " 'https://www.gandhi.com.mx/soy-malintzin',\n", + " 'https://www.gandhi.com.mx/lazos-de-sangre-2',\n", + " 'https://www.gandhi.com.mx/el-infinito-en-un-junco-1',\n", + " 'https://www.gandhi.com.mx/te-deseo-todo-lo-mejor-1',\n", + " 'https://www.gandhi.com.mx/la-ciudad-que-ya-no-existe-td',\n", + " 'https://www.gandhi.com.mx/la-conquista-de-mexico-1',\n", + " 'https://www.gandhi.com.mx/el-codigo-de-la-mente-millonaria',\n", + " 'https://www.gandhi.com.mx/la-paciente-silenciosa',\n", + " 'https://www.gandhi.com.mx/luca-libro-de-arte-y-monstruos-marinos',\n", + " 'https://www.gandhi.com.mx/la-ciudad-que-ya-no-existe',\n", + " 'https://www.gandhi.com.mx/guillermo-del-toro-su-cine-su-vida-y-sus-monstruos',\n", + " 'https://www.gandhi.com.mx/gabo-y-mercedes-una-despedida',\n", + " 'https://www.gandhi.com.mx/radicales-libres-1',\n", + " 'https://www.gandhi.com.mx/peque-o-cerdo-capitalista-10-aniversario',\n", + " 'https://www.gandhi.com.mx/la-biblioteca-de-paris',\n", + " 'https://www.gandhi.com.mx/el-codigo-de-la-vida',\n", + " 'https://www.gandhi.com.mx/la-cancion-de-aquiles',\n", + " 'https://www.gandhi.com.mx/la-otra-isabel',\n", + " 'https://www.gandhi.com.mx/los-compas-perdidos-en-el-espacio',\n", + " 'https://www.gandhi.com.mx/persona-normal-azul',\n", + " 'https://www.gandhi.com.mx/persona-normal-rosa',\n", + " 'https://www.gandhi.com.mx/persona-normal-naranja',\n", + " 'https://www.gandhi.com.mx/el-invencible-verano-de-liliana',\n", + " 'https://www.gandhi.com.mx/la-biblioteca-de-la-medianoche',\n", + " 'https://www.gandhi.com.mx/anna-thalberg',\n", + " 'https://www.gandhi.com.mx/sira',\n", + " 'https://www.gandhi.com.mx/circe',\n", + " 'https://www.gandhi.com.mx/los-abismos',\n", + " 'https://www.gandhi.com.mx/cuentos-de-buenas-noches-para-ni-as-rebeldes-100-mexicanas-extraordinarias',\n", + " 'https://www.gandhi.com.mx/peligros-y-verdades',\n", + " 'https://www.gandhi.com.mx/orgullo-y-prejuicio-3',\n", + " 'https://www.gandhi.com.mx/el-negociador',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-la-piedra-filosofal-1',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-el-prisionero-de-azkaban-3',\n", + " 'https://www.gandhi.com.mx/harry-potter-y-la-camara-secreta-3',\n", + " 'https://www.gandhi.com.mx/la-bailarina-de-auschwitz-td',\n", + " 'https://www.gandhi.com.mx/se-regalan-dudas',\n", + " 'https://www.gandhi.com.mx/los-compas-y-la-maldicion-de-mikecrack',\n", + " 'https://www.gandhi.com.mx/casa-de-tierra-y-sangre',\n", + " 'https://www.gandhi.com.mx/salvar-el-fuego',\n", + " 'https://www.gandhi.com.mx/el-club-de-las-5-de-la-ma-ana',\n", + " 'https://www.gandhi.com.mx/habitos-atomicos',\n", + " 'https://www.gandhi.com.mx/los-compas-y-la-camara-del-tiempo',\n", + " 'https://www.gandhi.com.mx/kiwilimon',\n", + " 'https://www.gandhi.com.mx/la-tierra-de-la-gran-promesa',\n", + " 'https://www.gandhi.com.mx/sor-juana-en-la-cocina',\n", + " 'https://www.gandhi.com.mx/lo-que-construiremos',\n", + " 'https://www.gandhi.com.mx/yo-el-gato-3',\n", + " 'https://www.gandhi.com.mx/1984-8',\n", + " 'https://www.gandhi.com.mx/el-arte-de-la-guerra-17',\n", + " 'https://www.gandhi.com.mx/diario-del-a-o-de-la-peste',\n", + " 'https://www.gandhi.com.mx/9789807909068',\n", + " 'https://www.gandhi.com.mx/cuentos-completos-3']" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "links1=[link for lista in links for link in lista ]\n", + "links1" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "3e99f34c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "titulo=[]\n", + "autor=[]\n", + "editorial=[]\n", + "precio=[]\n", + "edicion=[]\n", + "formato=[]\n", + "idioma=[]\n", + "paginas=[]\n", + "año=[]\n", + "for link in links1:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " titulo.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " autor.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editorial.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precio.append(pre[1])\n", + " else:\n", + " precio.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " edicion.append(datoslib[0])\n", + " if len(datoslib)==5:\n", + " formato.append(datoslib[1])\n", + " idioma.append(datoslib[2])\n", + " paginas.append(datoslib[3])\n", + " año.append(datoslib[4])\n", + " else: \n", + " formato.append(\"null\")\n", + " idioma.append(datoslib[1])\n", + " paginas.append(datoslib[2])\n", + " año.append(datoslib[3])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "da63f0a0", + "metadata": {}, + "outputs": [], + "source": [ + "df=pd.DataFrame()\n", + "df[\"Libreria\"]=[\"Gandhi\" for x in range(0,63)]\n", + "df[\"Tipo\"]=[\"Libro\" for x in range(0,63)]\n", + "df[\"#Topxtipo\"]=[x for x in range(1,64)]\n", + "df[\"Titulo\"]=titulo\n", + "df[\"Autor\"]=autor\n", + "df[\"Editorial\"]=editorial\n", + "df[\"Edicion\"]=edicion\n", + "df[\"Formato\"]=formato\n", + "df[\"Idioma\"]=idioma\n", + "df[\"Paginas\"]=paginas\n", + "df[\"Año\"]=año\n", + "df[\"Precio\"]=precio" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "b3727946", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiLibro1DespuésStephen KingPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol3202021$269
1GandhiLibro2Comer, viajar, descubrirAnthony BourdainPlaneta México1a EdiciónnullEspañol5282021$498
2GandhiLibro3Yolo Aventuras. La mansión de las pesadillasYoloMartínez Roca México1a EdiciónTapa blanda o BolsilloEspañol1842021$248
3GandhiLibro4La tierra de la gran promesaJuan VilloroLiteratura Random House1a EdiciónTapa blanda o BolsilloEspañol99992021$449
4GandhiLibro5De ninguna parteJulia NavarroPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol99992021$429
.......................................
58GandhiLibro591984GEORGE ORWELLEDICIONES GANDHI1a EdiciónTapa duraEspañol4082021$249
59GandhiLibro60EL ARTE DE LA GUERRASUN TZUEDICIONES GANDHI1a EdiciónTapa duraEspañol1282020$249
60GandhiLibro61DIARIO DEL AÑO DE LA PESTEDANIEL DEFOEEDICIONES GANDHI1a EdiciónTapa duraEspañol362020$299
61GandhiLibro62BoulevardFlor Guadalupe Mojarraz SalvadorEditorial Naranja1a EdiciónOTROSEspañol3162020$466
62GandhiLibro63CUENTOS COMPLETOSLEONORA CARRINGTONFONDO DE CULTURA ECONOMICA1a EdiciónTapa duraEspañol1732020$215
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63 rows × 12 columns

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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo Titulo \\\n", + "0 Gandhi Libro 1 Después \n", + "1 Gandhi Libro 2 Comer, viajar, descubrir \n", + "2 Gandhi Libro 3 Yolo Aventuras. La mansión de las pesadillas \n", + "3 Gandhi Libro 4 La tierra de la gran promesa \n", + "4 Gandhi Libro 5 De ninguna parte \n", + ".. ... ... ... ... \n", + "58 Gandhi Libro 59 1984 \n", + "59 Gandhi Libro 60 EL ARTE DE LA GUERRA \n", + "60 Gandhi Libro 61 DIARIO DEL AÑO DE LA PESTE \n", + "61 Gandhi Libro 62 Boulevard \n", + "62 Gandhi Libro 63 CUENTOS COMPLETOS \n", + "\n", + " Autor Editorial Edicion \\\n", + "0 Stephen King Plaza Janés 1a Edición \n", + "1 Anthony Bourdain Planeta México 1a Edición \n", + "2 Yolo Martínez Roca México 1a Edición \n", + "3 Juan Villoro Literatura Random House 1a Edición \n", + "4 Julia Navarro Plaza Janés 1a Edición \n", + ".. ... ... ... \n", + "58 GEORGE ORWELL EDICIONES GANDHI 1a Edición \n", + "59 SUN TZU EDICIONES GANDHI 1a Edición \n", + "60 DANIEL DEFOE EDICIONES GANDHI 1a Edición \n", + "61 Flor Guadalupe Mojarraz Salvador Editorial Naranja 1a Edición \n", + "62 LEONORA CARRINGTON FONDO DE CULTURA ECONOMICA 1a Edición \n", + "\n", + " Formato Idioma Paginas Año Precio \n", + "0 Tapa blanda o Bolsillo Español 320 2021 $269 \n", + "1 null Español 528 2021 $498 \n", + "2 Tapa blanda o Bolsillo Español 184 2021 $248 \n", + "3 Tapa blanda o Bolsillo Español 9999 2021 $449 \n", + "4 Tapa blanda o Bolsillo Español 9999 2021 $429 \n", + ".. ... ... ... ... ... \n", + "58 Tapa dura Español 408 2021 $249 \n", + "59 Tapa dura Español 128 2020 $249 \n", + "60 Tapa dura Español 36 2020 $299 \n", + "61 OTROS Español 316 2020 $466 \n", + "62 Tapa dura Español 173 2020 $215 \n", + "\n", + "[63 rows x 12 columns]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "4bca4a7c", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=6\n", + "url_pattern= 'https://www.gandhi.com.mx/libros-electronicos/los-mas-leidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links2=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links2.append(scrape_url(url_pattern % i))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "869d5a86", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links2)):\n", + " links2[i].remove(links2[i][-1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "c23eed98", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.gandhi.com.mx/9a93f48d-21d5-3717-8530-fc1d92ab76a5',\n", + " 'https://www.gandhi.com.mx/e3a42feb-852d-3f7c-bc08-334c49b06be9',\n", + " 'https://www.gandhi.com.mx/fba90f8a-2707-30a9-b479-e3c045ff7b59',\n", + " 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"links3=[link for lista in links2 for link in lista ]\n", + "links3" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "00a58baf", + "metadata": {}, + "outputs": [], + "source": [ + "tituloe=[]\n", + "autore=[]\n", + "editoriale=[]\n", + "precioe=[]\n", + "formatoe=[]\n", + "idiomae=[]\n", + "añoe=[]\n", + "for link in links3:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " tituloe.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " if len(aut)==0:\n", + " autore.append(\"null\")\n", + " else:\n", + " autore.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editoriale.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precioe.append(pre[1])\n", + " else:\n", + " precioe.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " formatoe.append(datoslib[0])\n", + " idiomae.append(datoslib[1])\n", + " añoe.append(datoslib[2])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "277dcc31", + "metadata": {}, + "outputs": [], + "source": [ + "df1=pd.DataFrame()\n", + "df1[\"Libreria\"]=[\"Gandhi\" for x in range(0,106)]\n", + "df1[\"Tipo\"]=[\"Libro electronico\" for x in range(0,106)]\n", + "df1[\"#Topxtipo\"]=[x for x in range(1,107)]\n", + "df1[\"Titulo\"]=tituloe\n", + "df1[\"Autor\"]=autore\n", + "df1[\"Editorial\"]=editoriale\n", + "df1[\"Edicion\"]=[\"null\" for x in range(0,106)]\n", + "df1[\"Formato\"]=formatoe\n", + "df1[\"Idioma\"]=idiomae\n", + "df1[\"Paginas\"]=[\"null\"for x in range(0,106)]\n", + "df1[\"Año\"]=añoe\n", + "df1[\"Precio\"]=precioe" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "5265d807", + 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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiLibro electronico1El juego secreto de MoctezumaOmar NietoHarperCollins MexiconullEpub 3Españolnull2021$98
1GandhiLibro electronico2Malintzin, o la conquista como traducciónFederico NavarreteUNAM, Dirección General de Publicaciones y Fom...nullEpub 2Españolnull2021$45
2GandhiLibro electronico3El fiscal de hierro. MemoriasJavier Coello TrejoPlaneta MéxiconullEpub 2Españolnull2021$249
3GandhiLibro electronico4La batalla por TenochtitlanEdna LópezFondo de Cultura EconómicanullEpub 3Españolnull2021$75
4GandhiLibro electronico5El mar, una laguna, los ríos y los charcos.Mariana Hernández GonzálezMariana Hernández GonzáleznullEpub 2Españolnull2021$117
.......................................
101GandhiLibro electronico102El regalo del viajeroAndy AndrewsGrupo NelsonnullEpub 2Españolnull2011$25
102GandhiLibro electronico103El sutil arte de que te importe un caraj*Mark MansonHarperCollins MexiconullEpub 3Españolnull2018$99
103GandhiLibro electronico104Escuela de aprendicesMarina GarcésGalaxia GutenbergnullEpub 2Españolnull2020$199
104GandhiLibro electronico105Ansibles, perfiladores y otras máquinas de ing...Andrea ChapelaAlmadía EdicionesnullEpub 2Españolnull2020$202
105GandhiLibro electronico106La biblioteca de la medianocheHaiGrupo Editorial PatrianullEpub 2Españolnull2021$199
\n", + "

106 rows × 12 columns

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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo \\\n", + "0 Gandhi Libro electronico 1 \n", + "1 Gandhi Libro electronico 2 \n", + "2 Gandhi Libro electronico 3 \n", + "3 Gandhi Libro electronico 4 \n", + "4 Gandhi Libro electronico 5 \n", + ".. ... ... ... \n", + "101 Gandhi Libro electronico 102 \n", + "102 Gandhi Libro electronico 103 \n", + "103 Gandhi Libro electronico 104 \n", + "104 Gandhi Libro electronico 105 \n", + "105 Gandhi Libro electronico 106 \n", + "\n", + " Titulo \\\n", + "0 El juego secreto de Moctezuma \n", + "1 Malintzin, o la conquista como traducción \n", + "2 El fiscal de hierro. Memorias \n", + "3 La batalla por Tenochtitlan \n", + "4 El mar, una laguna, los ríos y los charcos. \n", + ".. ... \n", + "101 El regalo del viajero \n", + "102 El sutil arte de que te importe un caraj* \n", + "103 Escuela de aprendices \n", + "104 Ansibles, perfiladores y otras máquinas de ing... \n", + "105 La biblioteca de la medianoche \n", + "\n", + " Autor \\\n", + "0 Omar Nieto \n", + "1 Federico Navarrete \n", + "2 Javier Coello Trejo \n", + "3 Edna López \n", + "4 Mariana Hernández González \n", + ".. ... \n", + "101 Andy Andrews \n", + "102 Mark Manson \n", + "103 Marina Garcés \n", + "104 Andrea Chapela \n", + "105 Hai \n", + "\n", + " Editorial Edicion Formato \\\n", + "0 HarperCollins Mexico null Epub 3 \n", + "1 UNAM, Dirección General de Publicaciones y Fom... null Epub 2 \n", + "2 Planeta México null Epub 2 \n", + "3 Fondo de Cultura Económica null Epub 3 \n", + "4 Mariana Hernández González null Epub 2 \n", + ".. ... ... ... \n", + "101 Grupo Nelson null Epub 2 \n", + "102 HarperCollins Mexico null Epub 3 \n", + "103 Galaxia Gutenberg null Epub 2 \n", + "104 Almadía Ediciones null Epub 2 \n", + "105 Grupo Editorial Patria null Epub 2 \n", + "\n", + " Idioma Paginas Año Precio \n", + "0 Español null 2021 $98 \n", + "1 Español null 2021 $45 \n", + "2 Español null 2021 $249 \n", + "3 Español null 2021 $75 \n", + "4 Español null 2021 $117 \n", + ".. ... ... ... ... \n", + "101 Español null 2011 $25 \n", + "102 Español null 2018 $99 \n", + "103 Español null 2020 $199 \n", + "104 Español null 2020 $202 \n", + "105 Español null 2021 $199 \n", + "\n", + "[106 rows x 12 columns]" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "52563760", + "metadata": {}, + "outputs": [], + "source": [ + "pages_to_scrape=5\n", + "url_pattern= 'https://www.gandhi.com.mx/audiolibros/los-mas-vendidos?p=%s'\n", + "def libros_links(content):\n", + " soup=BeautifulSoup(content,\"lxml\")\n", + " text = [element.get(\"href\") for element in soup.select(\"a.product-item-link\")]\n", + " return text\n", + "\n", + "def scrape_url(url):\n", + " response = requests.get(url)\n", + " result = libros_links(response.content)\n", + " return result\n", + " \n", + "links4=[]\n", + "for i in range(1, pages_to_scrape+1):\n", + " links4.append(scrape_url(url_pattern % i))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "cdbce242", + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(links4)):\n", + " links4[i].remove(links4[i][-1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "730ed800", + "metadata": {}, + "outputs": [], + "source": [ + "links5=[link for lista in links4 for link in lista ]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "691f872c", + "metadata": {}, + "outputs": [], + "source": [ + "tituloa=[]\n", + "autora=[]\n", + "editoriala=[]\n", + "precioa=[]\n", + "formatoa=[]\n", + "idiomaa=[]\n", + "añoa=[]\n", + "for link in links5:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"h1.page-title>span\")]\n", + " tituloa.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"div.autor>a\")]\n", + " if len(aut)==0:\n", + " autora.append(\"null\")\n", + " else:\n", + " autora.append(aut[0])\n", + " edit=[element.text.strip() for element in result.select(\"div.editoriales>a\")]\n", + " editoriala.append(edit[0])\n", + " pre= [element.text for element in result.select(\"span.price\")]\n", + " if len(pre)==2:\n", + " precioa.append(pre[1])\n", + " else:\n", + " precioa.append(pre[0])\n", + " \n", + " datoslib= [element.text for element in result.select(\"span.attr-data\")]\n", + " formatoa.append(datoslib[0])\n", + " idiomaa.append(datoslib[1])\n", + " añoa.append(datoslib[2])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "e2e11648", + "metadata": {}, + "outputs": [], + "source": [ + "df2=pd.DataFrame()\n", + "df2[\"Libreria\"]=[\"Gandhi\" for x in range(0,86)]\n", + "df2[\"Tipo\"]=[\"Audio libro\" for x in range(0,86)]\n", + "df2[\"#Topxtipo\"]=[x for x in range(1,87)]\n", + "df2[\"Titulo\"]=tituloa\n", + "df2[\"Autor\"]=autora\n", + "df2[\"Editorial\"]=editoriala\n", + "df2[\"Edicion\"]=[\"null\" for x in range(0,86)]\n", + "df2[\"Formato\"]=formatoa\n", + "df2[\"Idioma\"]=idiomaa\n", + "df2[\"Paginas\"]=[\"null\"for x in range(0,86)]\n", + "df2[\"Año\"]=añoa\n", + "df2[\"Precio\"]=precioa" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "64dde70c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0GandhiAudio libro1Numerología: Descubra el Poder Secreto de los ...Mari SilvaMari SilvanullAudiolibroEspañolnull2021$297
1GandhiAudio libro2Tarot Para PrincipiantesThe CosmovisionersThe CosmovisionersnullAudiolibroEspañolnull2021$298
2GandhiAudio libro3Las 5 heridas que impiden ser uno mismoLise BourbeauPlaneta AudionullAudiolibroEspañolnull2021$429
3GandhiAudio libro4Encuentra tu persona vitaminaMarian RojasPlaneta AudionullAudiolibroEspañolnull2021$399
4GandhiAudio libro5El fiscal de hierro. MemoriasJavier Coello TrejoPlaneta AudionullAudiolibroEspañolnull2021$529
.......................................
81GandhiAudio libro82Mi historiaMichelle ObamaPenguin Random House AudionullAudiolibroEspañolnull2018$379
82GandhiAudio libro83Los amantes de PragaAlyson RichmanPlaneta AudionullAudiolibroEspañolnull2020$529
83GandhiAudio libro84El cártel de SinaloaDiego Enrique OsornoPenguin Random House AudionullAudiolibroEspañolnull2021$279
84GandhiAudio libro85El camino del encuentroJorge BucayPenguin Random House AudionullAudiolibroEspañolnull2021$249
85GandhiAudio libro86The StorytellerDave GrohlSimon & Schuster UKnullAudiolibroInglésnull2021$397
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86 rows × 12 columns

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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0El SotanoLibro1El señor de las moscasGOLDING, WILLIAMALIANZA EDITORIALnullRUSTICAnullnull2011$202.30
1El SotanoLibro2PINOCHO (LIBRO DE LECTURA INICIAL)GUTIERREZ, JUANJOSILVER DOLPHINnullRUSTICAnullnull2019$55.20
2El SotanoLibro3EJERCICIOS DE CALIGRAFIA. LETRA SCRIPT Y CURSI...EDICIONES LAROUSSEEDICIONES LAROUSSE (TEXTO)nullRUSTICAnullnull2019$39.20
3El SotanoLibro4El fiscal de hierro. MemoriasCOELLO TREJO, JAVIERPLANETAnullRUSTICAnullnull2021$348.00
4El SotanoLibro5A la mitad del caminoLOPEZ OBRADOR, ANDRES MANUELPLANETAnullRUSTICAnullnull2021$248.00
5El SotanoLibro6MARIANELAPEREZ GALDOS, BENITOLEYENDAnullnullnullnullnull$35.70
6El SotanoLibro7La biblioteca de la media noche / pd.HAIG, MATTADN EDITORESnullPASTA DURAnullnull2021$216.75
7El SotanoLibro8SEGUNDA ESTRELLA A LA DERECHAHAUTZIG, DEBORAHFONDO DE CULTURA ECONOMICA INFANTILnullRUSTICAnullnull1994$48.00
8El SotanoLibro9Lenguaje y comunicación 1 / 2 ed.VIDAL DELGADO, LEOPOLDOEDICIONES ASTERIONnullRUSTICAnullnull2020$285.00
9El SotanoLibro10HACIA LA MAGICA PRESENCIASAINT GERMAIN, CONDE DEGRUPO EDITORIAL TOMOnullRUSTICAnullnull2007$92.25
10El SotanoLibro11Fundamentos de economíaMENDEZ MORALES, JOSE SILVESTREPATRIAnullRUSTICAnullnull2020$427.50
11El SotanoLibro12Más que humanoSTURGEON, THEODOREFCE (FONDO DE CULTURA ECONOMICA)nullRUSTICAnullnull2020$99.00
12El SotanoLibro13Los hombres que dispersó la danzaHENESTROSA, ANDRESFCE (FONDO DE CULTURA ECONOMICA)nullRUSTICAnullnull2019$60.00
13El SotanoLibro14TAROT DE LAS BRUJAS, EL (ESTUCHE)DUGAN, ELLENSIRIOnullRUSTICAnullnull2013$483.00
14El SotanoLibro15El Italiano. Una historia de amor, mar y guerraPEREZ REVERTE, ARTUROALFAGUARAnullRUSTICAnullnull2021$499.00
15El SotanoLibro16Lunas de EstambulGOLDBERG, SOPHIEBOOKETnullRUSTICAnullnull2019$298.00
16El SotanoLibro17DERECHO COMO OBSTACULO AL CAMBIO SOCIAL, ELNOVOA MONREAL, EDUARDOSIGLO XXI EDITORESnullRUSTICAnullnull2007$281.25
17El SotanoLibro18Desarrollo de habilidades del pensamiento. Pen...PALACIOS LOPEZ, ALMA DELIAEXODO (TEXTO)nullRUSTICAnullnull2020$270.00
18El SotanoLibro19ARTE TOLTECA DE LA VIDA Y LA MUERTE, ELRUIZ, MIGUELHARPER COLLINS PUBLISHERSnullRUSTICAnullnull2015$224.25
19El SotanoLibro20MORTALMENTE ENCANTADOKLISE, KATEMACMILLAN CASTILLOnullRUSTICAnullnull2011$179.00
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" + ], + "text/plain": [ + " Libreria Tipo #Topxtipo \\\n", + "0 El Sotano Libro 1 \n", + "1 El Sotano Libro 2 \n", + "2 El Sotano Libro 3 \n", + "3 El Sotano Libro 4 \n", + "4 El Sotano Libro 5 \n", + "5 El Sotano Libro 6 \n", + "6 El Sotano Libro 7 \n", + "7 El Sotano Libro 8 \n", + "8 El Sotano Libro 9 \n", + "9 El Sotano Libro 10 \n", + "10 El Sotano Libro 11 \n", + "11 El Sotano Libro 12 \n", + "12 El Sotano Libro 13 \n", + "13 El Sotano Libro 14 \n", + "14 El Sotano Libro 15 \n", + "15 El Sotano Libro 16 \n", + "16 El Sotano Libro 17 \n", + "17 El Sotano Libro 18 \n", + "18 El Sotano Libro 19 \n", + "19 El Sotano Libro 20 \n", + "\n", + " Titulo \\\n", + "0 El señor de las moscas \n", + "1 PINOCHO (LIBRO DE LECTURA INICIAL) \n", + "2 EJERCICIOS DE CALIGRAFIA. LETRA SCRIPT Y CURSI... \n", + "3 El fiscal de hierro. Memorias \n", + "4 A la mitad del camino \n", + "5 MARIANELA \n", + "6 La biblioteca de la media noche / pd. \n", + "7 SEGUNDA ESTRELLA A LA DERECHA \n", + "8 Lenguaje y comunicación 1 / 2 ed. \n", + "9 HACIA LA MAGICA PRESENCIA \n", + "10 Fundamentos de economía \n", + "11 Más que humano \n", + "12 Los hombres que dispersó la danza \n", + "13 TAROT DE LAS BRUJAS, EL (ESTUCHE) \n", + "14 El Italiano. Una historia de amor, mar y guerra \n", + "15 Lunas de Estambul \n", + "16 DERECHO COMO OBSTACULO AL CAMBIO SOCIAL, EL \n", + "17 Desarrollo de habilidades del pensamiento. Pen... \n", + "18 ARTE TOLTECA DE LA VIDA Y LA MUERTE, EL \n", + "19 MORTALMENTE ENCANTADO \n", + "\n", + " Autor Editorial \\\n", + "0 GOLDING, WILLIAM ALIANZA EDITORIAL \n", + "1 GUTIERREZ, JUANJO SILVER DOLPHIN \n", + "2 EDICIONES LAROUSSE EDICIONES LAROUSSE (TEXTO) \n", + "3 COELLO TREJO, JAVIER PLANETA \n", + "4 LOPEZ OBRADOR, ANDRES MANUEL PLANETA \n", + "5 PEREZ GALDOS, BENITO LEYENDA \n", + "6 HAIG, MATT ADN EDITORES \n", + "7 HAUTZIG, DEBORAH FONDO DE CULTURA ECONOMICA INFANTIL \n", + "8 VIDAL DELGADO, LEOPOLDO EDICIONES ASTERION \n", + "9 SAINT GERMAIN, CONDE DE GRUPO EDITORIAL TOMO \n", + "10 MENDEZ MORALES, JOSE SILVESTRE PATRIA \n", + "11 STURGEON, THEODORE FCE (FONDO DE CULTURA ECONOMICA) \n", + "12 HENESTROSA, ANDRES FCE (FONDO DE CULTURA ECONOMICA) \n", + "13 DUGAN, ELLEN SIRIO \n", + "14 PEREZ REVERTE, ARTURO ALFAGUARA \n", + "15 GOLDBERG, SOPHIE BOOKET \n", + "16 NOVOA MONREAL, EDUARDO SIGLO XXI EDITORES \n", + "17 PALACIOS LOPEZ, ALMA DELIA EXODO (TEXTO) \n", + "18 RUIZ, MIGUEL HARPER COLLINS PUBLISHERS \n", + "19 KLISE, KATE MACMILLAN CASTILLO \n", + "\n", + " Edicion Formato Idioma Paginas Año Precio \n", + "0 null RUSTICA null null 2011 $202.30 \n", + "1 null RUSTICA null null 2019 $55.20 \n", + "2 null RUSTICA null null 2019 $39.20 \n", + "3 null RUSTICA null null 2021 $348.00 \n", + "4 null RUSTICA null null 2021 $248.00 \n", + "5 null null null null null $35.70 \n", + "6 null PASTA DURA null null 2021 $216.75 \n", + "7 null RUSTICA null null 1994 $48.00 \n", + "8 null RUSTICA null null 2020 $285.00 \n", + "9 null RUSTICA null null 2007 $92.25 \n", + "10 null RUSTICA null null 2020 $427.50 \n", + "11 null RUSTICA null null 2020 $99.00 \n", + "12 null RUSTICA null null 2019 $60.00 \n", + "13 null RUSTICA null null 2013 $483.00 \n", + "14 null RUSTICA null null 2021 $499.00 \n", + "15 null RUSTICA null null 2019 $298.00 \n", + "16 null RUSTICA null null 2007 $281.25 \n", + "17 null RUSTICA null null 2020 $270.00 \n", + "18 null RUSTICA null null 2015 $224.25 \n", + "19 null RUSTICA null null 2011 $179.00 " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paginas[4]=\"null\"\n", + "paginas[-1]=\"null\"\n", + "df3=pd.DataFrame()\n", + "df3[\"Libreria\"]=[\"El Sotano\" for x in range(0,20)]\n", + "df3[\"Tipo\"]=[\"Libro\" for x in range(0,20)]\n", + "df3[\"#Topxtipo\"]=[x for x in range(1,21)]\n", + "df3[\"Titulo\"]=titulos\n", + "df3[\"Autor\"]=autors\n", + "df3[\"Editorial\"]=editorials\n", + "df3[\"Edicion\"]=[\"null\" for x in range(0,20)]\n", + "df3[\"Formato\"]=formatos\n", + "df3[\"Idioma\"]=idiomas\n", + "df3[\"Paginas\"]=[\"null\"for x in range(0,20)]\n", + "df3[\"Año\"]=años\n", + "df3[\"Precio\"]=precios\n", + "df3" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "b614af1e", + "metadata": {}, + "outputs": [], + "source": [ + "titulose=[]\n", + "autorse=[]\n", + "editorialse=[]\n", + "preciose=[]\n", + "formatose=[]\n", + "idiomase=[]\n", + "añose=[]\n", + "paginase=[]\n", + "edicionse=[]\n", + "for link in linkse1:\n", + " response = requests.get(link)\n", + " result =BeautifulSoup(response.content,\"lxml\")\n", + " tit= [element.text for element in result.select(\"#titulo\")]\n", + " titulose.append(tit[0])\n", + " aut=[element.text.strip() for element in result.select(\"span.so-bookwriter\")]\n", + " autorse.append(aut[3])\n", + " pre= [element.text for element in result.select(\"span.so-bookprice>ins\")]\n", + " preciose.append(pre[3])\n", + " edicionse.append(\"null\")\n", + " idiomase.append(\"null\")\n", + " datoslib= [element.text for element in result.select(\"ul.so-productinfo>li>span\")]\n", + " if len(datoslib)==10:\n", + " formatose.append(datoslib[7])\n", + " añose.append(datoslib[3])\n", + " paginase.append(\"null\")\n", + " editorialse.append(datoslib[1])\n", + " elif len(datoslib)==12:\n", + " formatose.append(datoslib[9])\n", + " añose.append(datoslib[3])\n", + " paginase.append(\"null\")\n", + " editorialse.append(datoslib[1])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "117d119e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
0El SotanoLibro electronico1SI LO CREES, LO CREAS (ebook)BRIAN TRACYAGUILARnullEPUBnullnull2018$199.00
1El SotanoLibro electronico2EL FISCAL DE HIERRO. MEMORIAS (ebook)JAVIER COELLO TREJOPlaneta MéxiconullEPUBnullnull2021$249.00
2El SotanoLibro electronico3DE LA IDEA A LA PRÁCTICA (ebook)SALOMÓN CHERTORIVSKICONECTAnullEPUBnullnull2013$65.00
3El SotanoLibro electronico4CHECK: GUÍA DE ESTUDIO PARA EL EXAMEN DE CERTI...ALEJANDRO, ESPINOSA CABREROIBUKKUnullEPUBnullnull2018$459.00
4El SotanoLibro electronico5LA ERA MICROGLOBAL 2.0 (ebook)SIMÓN LEVYCALIGRAMAnullEPUBnullnull2021$79.00
5El SotanoLibro electronico6LA PERLA Y OTROS CUENTOS (ebook)YUKIO MISHIMA;MAGDALENA RUIZ GUIÑAZÚ;ANTONIO C...SIRUELAnullEPUBnullnull2015$159.00
6El SotanoLibro electronico7TAL COMO ERES. LA SORPRENDENTE NUEVA CIENCIA Q...EMILY NAGOSKINEO PERSONnullEPUBnullnull2021$257.00
7El SotanoLibro electronico8MI DESEO ES LA LEY (ebook)GRÉGOR PUPPINCK;FERNANDO MONTESINOS;MIGUEL MONTESEDICIONES ENCUENTROnullEPUBnullnull2020$249.00
8El SotanoLibro electronico9DISCIPLINA SIN LÁGRIMAS (ebook)DANIEL J. SIEGEL;TINA PAYNE BRYSONB DE BOOKSnullEPUBnullnull2015$65.00
9El SotanoLibro electronico10LOS PERGAMINOS DE LA ABUNDANCIA (ebook)CRYSTAL POMEROYEDITORIAL INKnullEPUBnullnullnull$59.00
10El SotanoLibro electronico11CONTROL INTERNO Y FRAUDES (ebook)RODRIGO, ESTUPIÑAN GAITÁNECOE EDICIONESnullEPUBnullnull2016$337.00
11El SotanoLibro electronico12FANTASMAS DEL ORIENTE (ebook)IMANOL CANEYADAPlaneta MéxiconullEPUBnullnull2021$229.00
12El SotanoLibro electronico13EL SANTUARIO DE LOS ELEFANTES (ebook)NATIVEL PRECIADOEDITORIAL PLANETAnullEPUBnullnull2021$169.00
13El SotanoLibro electronico14LAS DEUDAS DEL CUERPO (DOS AMIGAS 3) (ebook)ELENA FERRANTE;CELIA FILIPETTO ISICATOLUMENnullEPUBnullnull2014$149.00
14El SotanoLibro electronico15LAS ALMAS DE BRANDON (ebook)CÉSAR BRANDON NDJOCUESPASAnullEPUBnullnull2018$159.00
15El SotanoLibro electronico16CUENTOS COMPLETOS 1 (ebook)JULIO CORTÁZARALFAGUARAnullEPUBnullnull2018$129.00
16El SotanoLibro electronico17EL CUERPO NO ES UNA DISCULPA (ebook)SONYA RENEE TAYLORMELUSINAnullEPUBnullnull2020$75.00
17El SotanoLibro electronico18ZORRAS (ebook)NOEMÍ CASQUETEDICIONES BnullEPUBnullnull2020$99.00
18El SotanoLibro electronico19VÍCTIMA DE UNA PROGENITORA TÓXICA (ebook)PRINCESA DE EBANOGRUPO EDITORIAL CíRCULO ROJO SLnullPDFnullnull2021$71.00
19El SotanoLibro electronico20LAS CRÓNICAS DEL BIEN Y DEL MAL. JUGANDO CON F...J MARIÑOBUBOK PUBLISHING S.LnullEPUBnullnull2012$55.00
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level_0indexLibreriaTipo#TopxtipoTituloAutorEditorialEdicionFormatoIdiomaPaginasAñoPrecio
000GandhiLibro1DespuésStephen KingPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol3202021$269
111GandhiLibro2Comer, viajar, descubrirAnthony BourdainPlaneta México1a EdiciónnullEspañol5282021$498
222GandhiLibro3Yolo Aventuras. La mansión de las pesadillasYoloMartínez Roca México1a EdiciónTapa blanda o BolsilloEspañol1842021$248
333GandhiLibro4La tierra de la gran promesaJuan VilloroLiteratura Random House1a EdiciónTapa blanda o BolsilloEspañol99992021$449
444GandhiLibro5De ninguna parteJulia NavarroPlaza Janés1a EdiciónTapa blanda o BolsilloEspañol99992021$429
.............................................
29029015El SotanoLibro electronico16CUENTOS COMPLETOS 1 (ebook)JULIO CORTÁZARALFAGUARAnullEPUBnullnull2018$129.00
29129116El SotanoLibro electronico17EL CUERPO NO ES UNA DISCULPA (ebook)SONYA RENEE TAYLORMELUSINAnullEPUBnullnull2020$75.00
29229217El SotanoLibro electronico18ZORRAS (ebook)NOEMÍ CASQUETEDICIONES BnullEPUBnullnull2020$99.00
29329318El SotanoLibro electronico19VÍCTIMA DE UNA PROGENITORA TÓXICA (ebook)PRINCESA DE EBANOGRUPO EDITORIAL CíRCULO ROJO SLnullPDFnullnull2021$71.00
29429419El SotanoLibro electronico20LAS CRÓNICAS DEL BIEN Y DEL MAL. JUGANDO CON F...J MARIÑOBUBOK PUBLISHING S.LnullEPUBnullnull2012$55.00
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295 rows × 14 columns

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