diff --git a/your-code/API_Project.ipynb b/your-code/API_Project.ipynb new file mode 100644 index 0000000..c6a784c --- /dev/null +++ b/your-code/API_Project.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1e21fb03", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import time\n", + "\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "5cb82d4d", + "metadata": {}, + "source": [ + "### Petición para obtener ID de la película" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9c799c6e", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"@meta\":{\"operation\":\"Search\",\"requestId\":\"e28f0f01-2fd7-4514-8e25-a9f4f4b12d91\",\"serviceTimeMs\":50.884487},\"@type\":\"imdb.api.find.response\",\"query\":\"lord of the 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Hamoudi\",\"characterId\":\"/character/ch0219738/\"}]}]},{\"episode\":5,\"id\":\"/title/tt2274370/\",\"image\":{\"height\":375,\"id\":\"/title/tt2274370/images/rm4221290240\",\"url\":\"https://m.media-amazon.com/images/M/MV5BMjI2Nzg4OTIzNF5BMl5BanBnXkFtZTgwNDAwMzU2MjE@._V1_.jpg\",\"width\":500},\"runningTimeInMinutes\":22,\"season\":7,\"nextEpisode\":\"/title/tt2347752/\",\"parentTitle\":{\"id\":\"/title/tt1492088/\",\"image\":{\"height\":1500,\"id\":\"/title/tt1492088/images/rm3691578880\",\"url\":\"https://m.media-amazon.com/images/M/MV5BMTQ3OTkxMDEwMV5BMl5BanBnXkFtZTgwMjAyMDI2MDI@._V1_.jpg\",\"width\":1012},\"title\":\"Pawn Stars\",\"titleType\":\"tvSeries\",\"year\":2009},\"previousEpisode\":\"/title/tt2274326/\",\"seriesStartYear\":2009,\"title\":\"Lord of the Ring\",\"titleType\":\"tvEpisode\",\"year\":2012,\"principals\":[{\"id\":\"/name/nm4955521/\",\"legacyNameText\":\"Gottlieb, Craig\",\"name\":\"Craig Gottlieb\",\"category\":\"self\",\"characters\":[\"Self\"],\"roles\":[{\"character\":\"Self\"}]},{\"disambiguation\":\"IV\",\"id\":\"/name/nm3623485/\",\"legacyNameText\":\"Harrison, Rick (IV)\",\"name\":\"Rick Harrison\",\"category\":\"self\",\"characters\":[\"Self\"],\"roles\":[{\"character\":\"Self\"}]}]},{\"id\":\"/title/tt3882488/\",\"nextEpisode\":\"/title/tt11752832/\",\"parentTitle\":{\"id\":\"/title/tt1033805/\",\"image\":{\"height\":1444,\"id\":\"/title/tt1033805/images/rm370870272\",\"url\":\"https://m.media-amazon.com/images/M/MV5BZDQxOTZjNjctNjg3YS00MDM5LWFhMjYtN2JmZmJkYTc0OGQ4XkEyXkFqcGdeQXVyNjc0NTU1Mw@@._V1_.jpg\",\"width\":964},\"title\":\"E:60\",\"titleType\":\"tvSeries\",\"year\":2007},\"previousEpisode\":\"/title/tt4190608/\",\"seriesStartYear\":2007,\"title\":\"Lord of the Ring\",\"titleType\":\"tvEpisode\",\"year\":2009,\"principals\":[{\"id\":\"/name/nm1078479/\",\"legacyNameText\":\"Cena, John\",\"name\":\"John Cena\",\"category\":\"self\",\"characters\":[\"Self\"],\"roles\":[{\"character\":\"Self\"}]},{\"id\":\"/name/nm0366170/\",\"legacyNameText\":\"Hart, Bret\",\"name\":\"Bret Hart\",\"as\":\"Bret 'Hitman' Hart\",\"category\":\"self\",\"characters\":[\"Self\"],\"roles\":[{\"character\":\"Self\"}]},{\"id\":\"/name/nm0001356/\",\"legacyNameText\":\"Hogan, Hulk\",\"name\":\"Hulk Hogan\",\"category\":\"self\",\"characters\":[\"Self\"],\"roles\":[{\"character\":\"Self\"}]}]}],\"types\":[\"title\",\"name\"]}\n" + ] + } + ], + "source": [ + "url = \"https://imdb8.p.rapidapi.com/title/find\"\n", + "\n", + "querystring = {\"q\":\"lord of the rings\"}\n", + "\n", + "\n", + "response = requests.request(\"GET\", url, headers=headers, params=querystring)\n", + "\n", + "print(response.text)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "39a130e3", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "res_json = response.json()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f0e9fd72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['@meta', '@type', 'query', 'results', 'types'])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res_json.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "46c8b6bb", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'/title/tt0167260/'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res_json['results'][10]['id']" + ] + }, + { + "cell_type": "markdown", + "id": "ac5fbd29", + "metadata": {}, + "source": [ + "### Petición para obtención de la ganancia de la película por país" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8cd93e91", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"@meta\":{\"operation\":\"TitleBusinessV2\",\"requestId\":\"82e53e46-9a4a-47f8-ac80-f42bd7db0e00\",\"serviceTimeMs\":2.941013},\"resource\":{\"@type\":\"imdb.api.title.v2.business\",\"id\":\"/title/tt0167260/\",\"title\":\"The Lord of the Rings: The Return of the King\",\"titleType\":\"movie\",\"year\":2003,\"budget\":{\"amount\":94000000,\"currency\":\"USD\"},\"gross\":{\"aggregations\":[{\"area\":\"XWW\",\"areaName\":\"World-wide\",\"total\":{\"amount\":1146030912,\"currency\":\"USD\"}},{\"area\":\"XNDOM\",\"areaName\":\"International\",\"total\":{\"amount\":768185007,\"currency\":\"USD\"}},{\"area\":\"XR2\",\"areaName\":\"Russia and Commonwealth of Independent States\",\"total\":{\"amount\":14080000,\"currency\":\"USD\"}},{\"area\":\"XC3\",\"areaName\":\"Czech Republic and Slovakia\",\"total\":{\"amount\":3575890,\"currency\":\"USD\"}},{\"area\":\"XCN\",\"areaName\":\"Central America+\",\"total\":{\"amount\":2289571,\"currency\":\"USD\"}},{\"area\":\"XL3\",\"areaName\":\"Lebanon and United Arab Emirates\",\"total\":{\"amount\":1533229,\"currency\":\"USD\"}},{\"area\":\"XB2\",\"areaName\":\"Baltic States\",\"total\":{\"amount\":937415,\"currency\":\"USD\"}},{\"area\":\"XW2\",\"areaName\":\"West Indies\",\"total\":{\"amount\":540013,\"currency\":\"USD\"}}],\"regional\":[{\"region\":\"XDOM\",\"regionName\":\"Domestic\",\"total\":{\"amount\":377845905,\"currency\":\"USD\"}},{\"region\":\"GB\",\"regionName\":\"United Kingdom\",\"total\":{\"amount\":106689784,\"currency\":\"USD\"}},{\"region\":\"JP\",\"regionName\":\"Japan\",\"total\":{\"amount\":95377501,\"currency\":\"USD\"}},{\"region\":\"DE\",\"regionName\":\"Germany\",\"total\":{\"amount\":87207000,\"currency\":\"USD\"}},{\"region\":\"FR\",\"regionName\":\"France\",\"total\":{\"amount\":48409847,\"currency\":\"USD\"}},{\"region\":\"ES\",\"regionName\":\"Spain\",\"total\":{\"amount\":39834538,\"currency\":\"USD\"}},{\"region\":\"AU\",\"regionName\":\"Australia\",\"total\":{\"amount\":36645596,\"currency\":\"USD\"}},{\"region\":\"IT\",\"regionName\":\"Italy\",\"total\":{\"amount\":35837796,\"currency\":\"USD\"}},{\"region\":\"KR\",\"regionName\":\"South Korea\",\"total\":{\"amount\":28770329,\"currency\":\"USD\"}},{\"region\":\"SE\",\"regionName\":\"Sweden\",\"total\":{\"amount\":24123767,\"currency\":\"USD\"}},{\"region\":\"NL\",\"regionName\":\"Netherlands\",\"total\":{\"amount\":19348313,\"currency\":\"USD\"}},{\"region\":\"DK\",\"regionName\":\"Denmark\",\"total\":{\"amount\":16188249,\"currency\":\"USD\"}},{\"region\":\"MX\",\"regionName\":\"Mexico\",\"total\":{\"amount\":15685944,\"currency\":\"USD\"}},{\"region\":\"CN\",\"regionName\":\"China\",\"total\":{\"amount\":13827541,\"currency\":\"USD\"}},{\"region\":\"NO\",\"regionName\":\"Norway\",\"total\":{\"amount\":12460370,\"currency\":\"USD\"}},{\"region\":\"RU\",\"regionName\":\"Russia\",\"total\":{\"amount\":12122431,\"currency\":\"USD\"}},{\"region\":\"TW\",\"regionName\":\"Taiwan\",\"total\":{\"amount\":11756953,\"currency\":\"USD\"}},{\"region\":\"CH\",\"regionName\":\"Switzerland\",\"total\":{\"amount\":10991061,\"currency\":\"USD\"}},{\"region\":\"BE\",\"regionName\":\"Belgium\",\"total\":{\"amount\":9902589,\"currency\":\"USD\"}},{\"region\":\"BR\",\"regionName\":\"Brazil\",\"total\":{\"amount\":9902206,\"currency\":\"USD\"}},{\"region\":\"AT\",\"regionName\":\"Austria\",\"total\":{\"amount\":9867822,\"currency\":\"USD\"}},{\"region\":\"NZ\",\"regionName\":\"New Zealand\",\"total\":{\"amount\":8986984,\"currency\":\"USD\"}},{\"region\":\"GR\",\"regionName\":\"Greece\",\"total\":{\"amount\":8037200,\"currency\":\"USD\"}},{\"region\":\"PL\",\"regionName\":\"Poland\",\"total\":{\"amount\":7968195,\"currency\":\"USD\"}},{\"region\":\"FI\",\"regionName\":\"Finland\",\"total\":{\"amount\":7096209,\"currency\":\"USD\"}},{\"region\":\"TR\",\"regionName\":\"Turkey\",\"total\":{\"amount\":5244164,\"currency\":\"USD\"}},{\"region\":\"HK\",\"regionName\":\"Hong Kong\",\"total\":{\"amount\":4983077,\"currency\":\"USD\"}},{\"region\":\"PT\",\"regionName\":\"Portugal\",\"total\":{\"amount\":4702013,\"currency\":\"USD\"}},{\"region\":\"AR\",\"regionName\":\"Argentina\",\"total\":{\"amount\":4698147,\"currency\":\"USD\"}},{\"region\":\"TH\",\"regionName\":\"Thailand\",\"total\":{\"amount\":4630752,\"currency\":\"USD\"}},{\"region\":\"ZA\",\"regionName\":\"South Africa\",\"total\":{\"amount\":3840418,\"currency\":\"USD\"}},{\"region\":\"CZ\",\"regionName\":\"Czech Republic\",\"total\":{\"amount\":3694173,\"currency\":\"USD\"}},{\"region\":\"SG\",\"regionName\":\"Singapore\",\"total\":{\"amount\":3143349,\"currency\":\"USD\"}},{\"region\":\"CL\",\"regionName\":\"Chile\",\"total\":{\"amount\":3113642,\"currency\":\"USD\"}},{\"region\":\"HU\",\"regionName\":\"Hungary\",\"total\":{\"amount\":2943624,\"currency\":\"USD\"}},{\"region\":\"IL\",\"regionName\":\"Israel\",\"total\":{\"amount\":2890082,\"currency\":\"USD\"}},{\"region\":\"CO\",\"regionName\":\"Colombia\",\"total\":{\"amount\":2592113,\"currency\":\"USD\"}},{\"region\":\"PS\",\"regionName\":\"Occupied Palestinian Territory\",\"total\":{\"amount\":2197356,\"currency\":\"USD\"}},{\"region\":\"MY\",\"regionName\":\"Malaysia\",\"total\":{\"amount\":1903364,\"currency\":\"USD\"}},{\"region\":\"PR\",\"regionName\":\"Puerto Rico\",\"total\":{\"amount\":1871308,\"currency\":\"USD\"}},{\"region\":\"UA\",\"regionName\":\"Ukraine\",\"total\":{\"amount\":1623212,\"currency\":\"USD\"}},{\"region\":\"PH\",\"regionName\":\"Philippines\",\"total\":{\"amount\":1605882,\"currency\":\"USD\"}},{\"region\":\"PE\",\"regionName\":\"Peru\",\"total\":{\"amount\":1390557,\"currency\":\"USD\"}},{\"region\":\"ID\",\"regionName\":\"Indonesia\",\"total\":{\"amount\":1323144,\"currency\":\"USD\"}},{\"region\":\"HR\",\"regionName\":\"Croatia\",\"total\":{\"amount\":1245950,\"currency\":\"USD\"}},{\"region\":\"VE\",\"regionName\":\"Venezuela\",\"total\":{\"amount\":1196154,\"currency\":\"USD\"}},{\"region\":\"IS\",\"regionName\":\"Iceland\",\"total\":{\"amount\":1006014,\"currency\":\"USD\"}},{\"region\":\"IN\",\"regionName\":\"India\",\"total\":{\"amount\":944651,\"currency\":\"USD\"}},{\"region\":\"CSXX\",\"regionName\":\"Serbia and Montenegro\",\"total\":{\"amount\":680354,\"currency\":\"USD\"}},{\"region\":\"EC\",\"regionName\":\"Ecuador\",\"total\":{\"amount\":643687,\"currency\":\"USD\"}},{\"region\":\"SI\",\"regionName\":\"Slovenia\",\"total\":{\"amount\":620872,\"currency\":\"USD\"}},{\"region\":\"BG\",\"regionName\":\"Bulgaria\",\"total\":{\"amount\":609501,\"currency\":\"USD\"}},{\"region\":\"SK\",\"regionName\":\"Slovakia\",\"total\":{\"amount\":532439,\"currency\":\"USD\"}},{\"region\":\"RO\",\"regionName\":\"Romania\",\"total\":{\"amount\":414102,\"currency\":\"USD\"}},{\"region\":\"EE\",\"regionName\":\"Estonia\",\"total\":{\"amount\":402859,\"currency\":\"USD\"}},{\"region\":\"BO\",\"regionName\":\"Bolivia\",\"total\":{\"amount\":291146,\"currency\":\"USD\"}},{\"region\":\"UY\",\"regionName\":\"Uruguay\",\"total\":{\"amount\":288591,\"currency\":\"USD\"}},{\"region\":\"LT\",\"regionName\":\"Lithuania\",\"total\":{\"amount\":275877,\"currency\":\"USD\"}},{\"region\":\"LV\",\"regionName\":\"Latvia\",\"total\":{\"amount\":258679,\"currency\":\"USD\"}},{\"region\":\"EG\",\"regionName\":\"Egypt\",\"total\":{\"amount\":219683,\"currency\":\"USD\"}},{\"region\":\"LB\",\"regionName\":\"Lebanon\",\"total\":{\"amount\":150000,\"currency\":\"USD\"}},{\"region\":\"AE\",\"regionName\":\"United Arab Emirates\",\"total\":{\"amount\":19728,\"currency\":\"USD\"}}]},\"openingWeekendGross\":{\"aggregations\":[{\"area\":\"XNDOM\",\"areaName\":\"International\",\"total\":{\"amount\":125900000,\"currency\":\"USD\"}},{\"area\":\"XWW\",\"areaName\":\"World-wide\",\"total\":{\"amount\":72629713,\"currency\":\"USD\"}},{\"area\":\"XR2\",\"areaName\":\"Russia and Commonwealth of Independent States\",\"total\":{\"amount\":4179458,\"currency\":\"USD\"}}],\"regional\":[{\"region\":\"XDOM\",\"regionName\":\"Domestic\",\"total\":{\"amount\":72629713,\"currency\":\"USD\"}},{\"region\":\"GB\",\"regionName\":\"United Kingdom\",\"total\":{\"amount\":26521471,\"currency\":\"USD\"}},{\"region\":\"JP\",\"regionName\":\"Japan\",\"total\":{\"amount\":14676989,\"currency\":\"USD\"}},{\"region\":\"IT\",\"regionName\":\"Italy\",\"total\":{\"amount\":8281016,\"currency\":\"USD\"}},{\"region\":\"CN\",\"regionName\":\"China\",\"total\":{\"amount\":3400000,\"currency\":\"USD\"}},{\"region\":\"PL\",\"regionName\":\"Poland\",\"total\":{\"amount\":1813534,\"currency\":\"USD\"}},{\"region\":\"NO\",\"regionName\":\"Norway\",\"total\":{\"amount\":1771045,\"currency\":\"USD\"}},{\"region\":\"TR\",\"regionName\":\"Turkey\",\"total\":{\"amount\":1497090,\"currency\":\"USD\"}},{\"region\":\"TH\",\"regionName\":\"Thailand\",\"total\":{\"amount\":1407400,\"currency\":\"USD\"}},{\"region\":\"CZ\",\"regionName\":\"Czech Republic\",\"total\":{\"amount\":680147,\"currency\":\"USD\"}},{\"region\":\"NL\",\"regionName\":\"Netherlands\",\"total\":{\"amount\":119785,\"currency\":\"USD\"}},{\"region\":\"KR\",\"regionName\":\"South Korea\",\"total\":{\"amount\":93356,\"currency\":\"USD\"}},{\"region\":\"AU\",\"regionName\":\"Australia\",\"total\":{\"amount\":92488,\"currency\":\"USD\"}},{\"region\":\"MX\",\"regionName\":\"Mexico\",\"total\":{\"amount\":59520,\"currency\":\"USD\"}},{\"region\":\"AE\",\"regionName\":\"United Arab Emirates\",\"total\":{\"amount\":12276,\"currency\":\"USD\"}},{\"region\":\"NZ\",\"regionName\":\"New Zealand\",\"total\":{\"amount\":674,\"currency\":\"USD\"}}]}}}\n" + ] + } + ], + "source": [ + "url = \"https://imdb8.p.rapidapi.com/title/get-business\"\n", + "\n", + "query = {\"tconst\":\"tt0167260\"}\n", + "\n", + "\n", + "response = requests.request(\"GET\", url, headers=headers, params=query)\n", + "\n", + "print(response.text)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "32d2205f", + "metadata": {}, + "outputs": [], + "source": [ + "res_json = response.json()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "888cb4e0", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " region regionName total.amount total.currency\n", + "0 XDOM Domestic 377845905 USD\n", + "1 GB United Kingdom 106689784 USD\n", + "2 JP Japan 95377501 USD\n", + "3 DE Germany 87207000 USD\n", + "4 FR France 48409847 USD" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_gross = pd.json_normalize(res_json['resource']['gross']['regional'])\n", + "df = pd.DataFrame(df_gross)\n", + "\n", + "df.to_csv('Return_of_the_king_gross_income.csv', index=False)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f887017a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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/your-code/README.md b/your-code/README.md new file mode 100644 index 0000000..bbce88a --- /dev/null +++ b/your-code/README.md @@ -0,0 +1,35 @@ +# Web Scraping Project + +Para este proyecto, extraje la información de la pagina de bookmarks.review en el apartado de best rewiewed con el fin de obtener la siguiente información: +- Título del libro +- Autor +- Editorial +- Fecha de publicacion +- Calificación universal del libro +- Numero de reseñas +- Categoria +- Ligas para el total de reseñas + +Para extraer las ligas de los libros del apartado best reviews use selenium, ya que, al tratarse de una página dinámica, solicite qué bajara la pagina +en un número aleatorio entre 3 y 5 veces con selenium. +Posteriormente, hice uso de BeautifulSoup para extraer el contenido html de las paginas de los libros y después definí una función para seleccionar los +datos descritos en el listado anterior. Finalmente, use pandas para guardarlos en una base de datos. + +En cuanto a obstaculos del proyecto, me fue complicado hacer la función, ya que obtenia los datos que pedía, pero me los regresaba en forma de lista, debido +a que usaba una list comprehension para poder limpiar el texto. Lo solucioné, al pedir que me regresara el primer elemento de la lista- que a fin de cuentas +era el único elemento-, y así pudiera regresarlo como el objeto que yo quería + +# API Project + +Para este proyecto seleccioné RapidAPI para explorar la página International Movie Database (IMDb). La documentación para el API indica varios endpoints +para expoloración de películas, series de TV, etc. con base a actores o con base a los títutlos de las películas. + +En particular quise explorar las ganancias generadas por la pelicula del "Señor de los Anillos: El Retorno del Rey" y que las ganancias las describiera +por país. Para lograr este objetivo tuve que buscar primero el ID del título, generando un query para el nombre de la pelicula con ayuda de un diccionario. +Posteriormente explore las llaves de la información obtenida por la petición y escogi aquellas que me dieran como resultado las ganancias. +Finalmente, use pandas para almacenarlso en una base de datos. + +Los obstaculos que me encontré con este proyecto fue entender que es lo que queria buscar con la información que me estaban dando, ya que todo estaba almacenado +en diccionarios. Asi que basicamente fue ir expolorando la llave, para ver que era lo que necesitaba y asi hacer la limpieza de la información. +Por otro lado, batalle para generar la base de datos con pandas, ya que me salía la columna con la información que queria pero comprimida en un diccionario, +asi que tuve que razonar como hacer uso del método json_normalize para que me regresara lo que requería. diff --git a/your-code/Return_of_the_king_gross_income.csv b/your-code/Return_of_the_king_gross_income.csv new file mode 100644 index 0000000..4188f8a --- /dev/null +++ b/your-code/Return_of_the_king_gross_income.csv @@ -0,0 +1,63 @@ +region,regionName,total.amount,total.currency +XDOM,Domestic,377845905,USD +GB,United Kingdom,106689784,USD +JP,Japan,95377501,USD +DE,Germany,87207000,USD +FR,France,48409847,USD +ES,Spain,39834538,USD +AU,Australia,36645596,USD +IT,Italy,35837796,USD +KR,South Korea,28770329,USD +SE,Sweden,24123767,USD +NL,Netherlands,19348313,USD +DK,Denmark,16188249,USD +MX,Mexico,15685944,USD +CN,China,13827541,USD +NO,Norway,12460370,USD +RU,Russia,12122431,USD +TW,Taiwan,11756953,USD +CH,Switzerland,10991061,USD +BE,Belgium,9902589,USD +BR,Brazil,9902206,USD +AT,Austria,9867822,USD +NZ,New Zealand,8986984,USD +GR,Greece,8037200,USD +PL,Poland,7968195,USD +FI,Finland,7096209,USD +TR,Turkey,5244164,USD +HK,Hong Kong,4983077,USD +PT,Portugal,4702013,USD +AR,Argentina,4698147,USD +TH,Thailand,4630752,USD +ZA,South Africa,3840418,USD +CZ,Czech Republic,3694173,USD +SG,Singapore,3143349,USD +CL,Chile,3113642,USD +HU,Hungary,2943624,USD +IL,Israel,2890082,USD +CO,Colombia,2592113,USD +PS,Occupied Palestinian Territory,2197356,USD +MY,Malaysia,1903364,USD +PR,Puerto Rico,1871308,USD +UA,Ukraine,1623212,USD +PH,Philippines,1605882,USD +PE,Peru,1390557,USD +ID,Indonesia,1323144,USD +HR,Croatia,1245950,USD +VE,Venezuela,1196154,USD +IS,Iceland,1006014,USD +IN,India,944651,USD +CSXX,Serbia and Montenegro,680354,USD +EC,Ecuador,643687,USD +SI,Slovenia,620872,USD +BG,Bulgaria,609501,USD +SK,Slovakia,532439,USD +RO,Romania,414102,USD +EE,Estonia,402859,USD +BO,Bolivia,291146,USD +UY,Uruguay,288591,USD +LT,Lithuania,275877,USD +LV,Latvia,258679,USD +EG,Egypt,219683,USD +LB,Lebanon,150000,USD +AE,United Arab Emirates,19728,USD diff --git a/your-code/Web_Scrapping_Project.ipynb b/your-code/Web_Scrapping_Project.ipynb new file mode 100644 index 0000000..951dba9 --- /dev/null +++ b/your-code/Web_Scrapping_Project.ipynb @@ -0,0 +1,866 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "babba723", + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "import requests\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from bs4 import BeautifulSoup\n", + "\n", + "from selenium import webdriver \n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.common.action_chains import ActionChains\n", + "\n", + "import time" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a48f1e83", + "metadata": {}, + "outputs": [], + "source": [ + "path = r'C:\\Program Files\\ChromeDriver\\chromedriver.exe'" + ] + }, + { + "cell_type": "markdown", + "id": "a7cddf32", + "metadata": {}, + "source": [ + "### Extraccion de los links de la pagina" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4a4fa7e2", + "metadata": {}, + "outputs": [], + "source": [ + "url = 'https://bookmarks.reviews/best-reviewed/'" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "51036c37", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":3: DeprecationWarning: executable_path has been deprecated, please pass in a Service object\n", + " driver = webdriver.Chrome(path)\n" + ] + } + ], + "source": [ + "randint = np.random.randint\n", + "\n", + "driver = webdriver.Chrome(path)\n", + "driver.get(url)\n", + "time.sleep(5)\n", + "for ran in range(randint(5)):\n", + " ActionChains(driver).send_keys(Keys.END).perform()\n", + " time.sleep(randint(3, high=5))\n", + "# ActionChains(driver).send_keys(Keys.END).perform()\n", + "#time.sleep(3)\n", + "#ActionChains(driver).send_keys(Keys.END).perform()\n", + " \n", + "page_source = driver.page_source\n", + "driver.quit()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c58cb4a2", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['/reviews/weather/',\n", + " '/reviews/the-nickel-boys/',\n", + " '/reviews/normal-people/',\n", + " '/reviews/cleanness/',\n", + " '/reviews/in-the-dream-house-a-memoir/',\n", + " '/reviews/the-mirror-the-light/',\n", + " '/reviews/inland/',\n", + " '/reviews/a-little-life/',\n", + " '/reviews/the-glass-hotel/',\n", + " '/reviews/the-largesse-of-the-sea-maiden-stories/',\n", + " '/reviews/crossroads/',\n", + " '/reviews/transcendent-kingdom/',\n", + " '/reviews/lincoln-in-the-bardo/',\n", + " '/reviews/a-burning/',\n", + " '/reviews/the-vanishing-half/',\n", + " '/reviews/klara-and-the-sun/',\n", + " '/reviews/the-lying-life-of-adults/',\n", + " '/reviews/her-body-and-other-parties/',\n", + " '/reviews/piranesi/',\n", + " '/reviews/underland/',\n", + " '/reviews/kudos/',\n", + " '/reviews/feel-free/',\n", + " '/reviews/black-leopard-red-wolf/',\n", + " '/reviews/my-year-of-rest-and-relaxation/',\n", + " '/reviews/sing-unburied-sing/',\n", + " '/reviews/the-underground-railroad/',\n", + " '/reviews/no-one-is-talking-about-this/',\n", + " '/reviews/homeland-elegies/',\n", + " '/reviews/hurricane-season/',\n", + " '/reviews/deacon-king-kong/',\n", + " '/reviews/on-earth-were-briefly-gorgeous/',\n", + " '/reviews/orange-world-and-other-stories/',\n", + " '/reviews/anything-is-possible/',\n", + " '/reviews/trick-mirror-reflections-on-self-delusion/',\n", + " '/reviews/exhalation-stories/',\n", + " '/reviews/women-talking/',\n", + " '/reviews/leave-the-world-behind/',\n", + " '/reviews/matrix/',\n", + " '/reviews/writers-lovers/',\n", + " '/reviews/the-man-who-saw-everything/',\n", + " '/reviews/the-topeka-school/',\n", + " '/reviews/asymmetry/',\n", + " '/reviews/beautiful-world-where-are-you/',\n", + " '/reviews/the-yellow-house/',\n", + " '/reviews/frederick-douglass-prophet-of-freedom/',\n", + " '/reviews/the-mars-room/',\n", + " '/reviews/moonglow/',\n", + " '/reviews/harlem-shuffle/',\n", + " '/reviews/afterparties-stories/',\n", + " '/reviews/second-place/',\n", + " '/reviews/vesper-flights/',\n", + " '/reviews/florida/',\n", + " '/reviews/grant/',\n", + " '/reviews/the-prophets/',\n", + " '/reviews/memorial-drive-a-daughters-memoir/',\n", + " '/reviews/how-much-of-these-hills-is-gold/',\n", + " '/reviews/there-there/',\n", + " '/reviews/exit-west/',\n", + " '/reviews/real-estate-a-living-autobiography/',\n", + " '/reviews/olive-again/',\n", + " '/reviews/red-at-the-bone/',\n", + " '/reviews/manhattan-beach/',\n", + " '/reviews/swing-time/',\n", + " '/reviews/the-copenhagen-trilogy-childhood-youth-dependency/',\n", + " '/reviews/to-be-a-man-stories/',\n", + " '/reviews/luster/',\n", + " '/reviews/real-life/',\n", + " '/reviews/the-water-dancer/',\n", + " '/reviews/your-duck-is-my-duck/',\n", + " '/reviews/h-is-for-hawk/',\n", + " '/reviews/the-committed/',\n", + " '/reviews/the-night-watchman/',\n", + " '/reviews/the-testaments-the-sequel-to-the-handmaids-tale/',\n", + " '/reviews/commonwealth/',\n", + " '/reviews/pulphead-essays/',\n", + " '/reviews/oh-william/',\n", + " '/reviews/crying-in-h-mart/',\n", + " '/reviews/a-swim-in-a-pond-in-the-rain-in-which-four-russians-give-a-master-class-on-writing-reading-and-life/',\n", + " '/reviews/summer-2/',\n", + " '/reviews/actress/',\n", + " '/reviews/ghost-wall/',\n", + " '/reviews/the-incendiaries/',\n", + " '/reviews/how-to-write-an-autobiographical-novel-essays/',\n", + " '/reviews/the-other-black-girl/',\n", + " '/reviews/the-office-of-historical-corrections-a-novella-and-stories/',\n", + " '/reviews/the-city-we-became/',\n", + " '/reviews/shuggie-bain/',\n", + " '/reviews/grand-union-stories/',\n", + " '/reviews/the-dutch-house/',\n", + " '/reviews/where-reasons-end/',\n", + " '/reviews/a-promised-land/',\n", + " '/reviews/hamnet/',\n", + " '/reviews/fleishman-is-in-trouble/',\n", + " '/reviews/killers-of-the-flower-moon-the-osage-murders-and-the-birth-of-the-fbi/',\n", + " '/reviews/born-to-run/',\n", + " '/reviews/great-circle/',\n", + " '/reviews/the-friend/',\n", + " '/reviews/notes-from-an-apocalypse-a-personal-journey-to-the-end-of-the-world-and-back/',\n", + " '/reviews/such-a-fun-age/',\n", + " '/reviews/the-undying-pain-vulnerability-mortality-medicine-art-time-dreams-data-exhaustion-cancer-and-care/',\n", + " '/reviews/lanny/',\n", + " '/reviews/freshwater/',\n", + " '/reviews/all-my-puny-sorrows/',\n", + " '/reviews/memorial/',\n", + " '/reviews/the-only-good-indians/',\n", + " '/reviews/entangled-life-how-fungi-make-our-worlds-change-our-minds-shape-our-futures/',\n", + " '/reviews/postcolonial-love-poem-poems/',\n", + " '/reviews/the-man-in-the-red-coat/',\n", + " '/reviews/drive-your-plow-over-the-bones-of-the-dead/',\n", + " '/reviews/disappearing-earth/',\n", + " '/reviews/lost-children-archive/',\n", + " '/reviews/the-collected-schizophrenias-essays/',\n", + " '/reviews/milkman/',\n", + " '/reviews/the-library-book/',\n", + " '/reviews/calypso/',\n", + " '/reviews/dear-life/',\n", + " '/reviews/the-magician/',\n", + " '/reviews/filthy-animals/',\n", + " '/reviews/trio/',\n", + " '/reviews/what-are-you-going-through/']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bookmarks_cont = BeautifulSoup(page_source, 'html')\n", + "links_to_book = bookmarks_cont.select('div.latest_book a[href]')\n", + "links = [links_to_book[i]['href'] for i in range(len(links_to_book))]\n", + "links" + ] + }, + { + "cell_type": "markdown", + "id": "25123ebc", + "metadata": {}, + "source": [ + "### Extraccion de informacion del libro" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5e6ec509", + "metadata": {}, + "outputs": [], + "source": [ + "url_base = 'https://bookmarks.reviews'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e5a9899f", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://bookmarks.reviews/reviews/weather/',\n", + " 'https://bookmarks.reviews/reviews/the-nickel-boys/',\n", + " 'https://bookmarks.reviews/reviews/normal-people/',\n", + " 'https://bookmarks.reviews/reviews/cleanness/',\n", + " 'https://bookmarks.reviews/reviews/in-the-dream-house-a-memoir/',\n", + " 'https://bookmarks.reviews/reviews/the-mirror-the-light/',\n", + " 'https://bookmarks.reviews/reviews/inland/',\n", + " 'https://bookmarks.reviews/reviews/a-little-life/',\n", + " 'https://bookmarks.reviews/reviews/the-glass-hotel/',\n", + " 'https://bookmarks.reviews/reviews/the-largesse-of-the-sea-maiden-stories/',\n", + " 'https://bookmarks.reviews/reviews/crossroads/',\n", + " 'https://bookmarks.reviews/reviews/transcendent-kingdom/',\n", + " 'https://bookmarks.reviews/reviews/lincoln-in-the-bardo/',\n", + " 'https://bookmarks.reviews/reviews/a-burning/',\n", + " 'https://bookmarks.reviews/reviews/the-vanishing-half/',\n", + " 'https://bookmarks.reviews/reviews/klara-and-the-sun/',\n", + " 'https://bookmarks.reviews/reviews/the-lying-life-of-adults/',\n", + " 'https://bookmarks.reviews/reviews/her-body-and-other-parties/',\n", + " 'https://bookmarks.reviews/reviews/piranesi/',\n", + " 'https://bookmarks.reviews/reviews/underland/',\n", + " 'https://bookmarks.reviews/reviews/kudos/',\n", + " 'https://bookmarks.reviews/reviews/feel-free/',\n", + " 'https://bookmarks.reviews/reviews/black-leopard-red-wolf/',\n", + " 'https://bookmarks.reviews/reviews/my-year-of-rest-and-relaxation/',\n", + " 'https://bookmarks.reviews/reviews/sing-unburied-sing/',\n", + " 'https://bookmarks.reviews/reviews/the-underground-railroad/',\n", + " 'https://bookmarks.reviews/reviews/no-one-is-talking-about-this/',\n", + " 'https://bookmarks.reviews/reviews/homeland-elegies/',\n", + " 'https://bookmarks.reviews/reviews/hurricane-season/',\n", + " 'https://bookmarks.reviews/reviews/deacon-king-kong/',\n", + " 'https://bookmarks.reviews/reviews/on-earth-were-briefly-gorgeous/',\n", + " 'https://bookmarks.reviews/reviews/orange-world-and-other-stories/',\n", + " 'https://bookmarks.reviews/reviews/anything-is-possible/',\n", + " 'https://bookmarks.reviews/reviews/trick-mirror-reflections-on-self-delusion/',\n", + " 'https://bookmarks.reviews/reviews/exhalation-stories/',\n", + " 'https://bookmarks.reviews/reviews/women-talking/',\n", + " 'https://bookmarks.reviews/reviews/leave-the-world-behind/',\n", + " 'https://bookmarks.reviews/reviews/matrix/',\n", + " 'https://bookmarks.reviews/reviews/writers-lovers/',\n", + " 'https://bookmarks.reviews/reviews/the-man-who-saw-everything/',\n", + " 'https://bookmarks.reviews/reviews/the-topeka-school/',\n", + " 'https://bookmarks.reviews/reviews/asymmetry/',\n", + " 'https://bookmarks.reviews/reviews/beautiful-world-where-are-you/',\n", + " 'https://bookmarks.reviews/reviews/the-yellow-house/',\n", + " 'https://bookmarks.reviews/reviews/frederick-douglass-prophet-of-freedom/',\n", + " 'https://bookmarks.reviews/reviews/the-mars-room/',\n", + " 'https://bookmarks.reviews/reviews/moonglow/',\n", + " 'https://bookmarks.reviews/reviews/harlem-shuffle/',\n", + " 'https://bookmarks.reviews/reviews/afterparties-stories/',\n", + " 'https://bookmarks.reviews/reviews/second-place/',\n", + " 'https://bookmarks.reviews/reviews/vesper-flights/',\n", + " 'https://bookmarks.reviews/reviews/florida/',\n", + " 'https://bookmarks.reviews/reviews/grant/',\n", + " 'https://bookmarks.reviews/reviews/the-prophets/',\n", + " 'https://bookmarks.reviews/reviews/memorial-drive-a-daughters-memoir/',\n", + " 'https://bookmarks.reviews/reviews/how-much-of-these-hills-is-gold/',\n", + " 'https://bookmarks.reviews/reviews/there-there/',\n", + " 'https://bookmarks.reviews/reviews/exit-west/',\n", + " 'https://bookmarks.reviews/reviews/real-estate-a-living-autobiography/',\n", + " 'https://bookmarks.reviews/reviews/olive-again/',\n", + " 'https://bookmarks.reviews/reviews/red-at-the-bone/',\n", + " 'https://bookmarks.reviews/reviews/manhattan-beach/',\n", + " 'https://bookmarks.reviews/reviews/swing-time/',\n", + " 'https://bookmarks.reviews/reviews/the-copenhagen-trilogy-childhood-youth-dependency/',\n", + " 'https://bookmarks.reviews/reviews/to-be-a-man-stories/',\n", + " 'https://bookmarks.reviews/reviews/luster/',\n", + " 'https://bookmarks.reviews/reviews/real-life/',\n", + " 'https://bookmarks.reviews/reviews/the-water-dancer/',\n", + " 'https://bookmarks.reviews/reviews/your-duck-is-my-duck/',\n", + " 'https://bookmarks.reviews/reviews/h-is-for-hawk/',\n", + " 'https://bookmarks.reviews/reviews/the-committed/',\n", + " 'https://bookmarks.reviews/reviews/the-night-watchman/',\n", + " 'https://bookmarks.reviews/reviews/the-testaments-the-sequel-to-the-handmaids-tale/',\n", + " 'https://bookmarks.reviews/reviews/commonwealth/',\n", + " 'https://bookmarks.reviews/reviews/pulphead-essays/',\n", + " 'https://bookmarks.reviews/reviews/oh-william/',\n", + " 'https://bookmarks.reviews/reviews/crying-in-h-mart/',\n", + " 'https://bookmarks.reviews/reviews/a-swim-in-a-pond-in-the-rain-in-which-four-russians-give-a-master-class-on-writing-reading-and-life/',\n", + " 'https://bookmarks.reviews/reviews/summer-2/',\n", + " 'https://bookmarks.reviews/reviews/actress/',\n", + " 'https://bookmarks.reviews/reviews/ghost-wall/',\n", + " 'https://bookmarks.reviews/reviews/the-incendiaries/',\n", + " 'https://bookmarks.reviews/reviews/how-to-write-an-autobiographical-novel-essays/',\n", + " 'https://bookmarks.reviews/reviews/the-other-black-girl/',\n", + " 'https://bookmarks.reviews/reviews/the-office-of-historical-corrections-a-novella-and-stories/',\n", + " 'https://bookmarks.reviews/reviews/the-city-we-became/',\n", + " 'https://bookmarks.reviews/reviews/shuggie-bain/',\n", + " 'https://bookmarks.reviews/reviews/grand-union-stories/',\n", + " 'https://bookmarks.reviews/reviews/the-dutch-house/',\n", + " 'https://bookmarks.reviews/reviews/where-reasons-end/',\n", + " 'https://bookmarks.reviews/reviews/a-promised-land/',\n", + " 'https://bookmarks.reviews/reviews/hamnet/',\n", + " 'https://bookmarks.reviews/reviews/fleishman-is-in-trouble/',\n", + " 'https://bookmarks.reviews/reviews/killers-of-the-flower-moon-the-osage-murders-and-the-birth-of-the-fbi/',\n", + " 'https://bookmarks.reviews/reviews/born-to-run/',\n", + " 'https://bookmarks.reviews/reviews/great-circle/',\n", + " 'https://bookmarks.reviews/reviews/the-friend/',\n", + " 'https://bookmarks.reviews/reviews/notes-from-an-apocalypse-a-personal-journey-to-the-end-of-the-world-and-back/',\n", + " 'https://bookmarks.reviews/reviews/such-a-fun-age/',\n", + " 'https://bookmarks.reviews/reviews/the-undying-pain-vulnerability-mortality-medicine-art-time-dreams-data-exhaustion-cancer-and-care/',\n", + " 'https://bookmarks.reviews/reviews/lanny/',\n", + " 'https://bookmarks.reviews/reviews/freshwater/',\n", + " 'https://bookmarks.reviews/reviews/all-my-puny-sorrows/',\n", + " 'https://bookmarks.reviews/reviews/memorial/',\n", + " 'https://bookmarks.reviews/reviews/the-only-good-indians/',\n", + " 'https://bookmarks.reviews/reviews/entangled-life-how-fungi-make-our-worlds-change-our-minds-shape-our-futures/',\n", + " 'https://bookmarks.reviews/reviews/postcolonial-love-poem-poems/',\n", + " 'https://bookmarks.reviews/reviews/the-man-in-the-red-coat/',\n", + " 'https://bookmarks.reviews/reviews/drive-your-plow-over-the-bones-of-the-dead/',\n", + " 'https://bookmarks.reviews/reviews/disappearing-earth/',\n", + " 'https://bookmarks.reviews/reviews/lost-children-archive/',\n", + " 'https://bookmarks.reviews/reviews/the-collected-schizophrenias-essays/',\n", + " 'https://bookmarks.reviews/reviews/milkman/',\n", + " 'https://bookmarks.reviews/reviews/the-library-book/',\n", + " 'https://bookmarks.reviews/reviews/calypso/',\n", + " 'https://bookmarks.reviews/reviews/dear-life/',\n", + " 'https://bookmarks.reviews/reviews/the-magician/',\n", + " 'https://bookmarks.reviews/reviews/filthy-animals/',\n", + " 'https://bookmarks.reviews/reviews/trio/',\n", + " 'https://bookmarks.reviews/reviews/what-are-you-going-through/']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "book_link_list = [url_base+links[i] for i in range(len(links))]\n", + "book_link_list" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "07496986", + "metadata": {}, + "outputs": [], + "source": [ + "def book_info(link):\n", + " res = requests.get(link)\n", + " book_info = BeautifulSoup(res.content, 'html')\n", + "\n", + " print(f'accesing {link} information')\n", + " title = book_info.select('div h1')\n", + " title_clean = [ti.text for ti in title]\n", + "\n", + " author = book_info.select('div.book_detail_author span')\n", + " author_clean = [au.text for au in author]\n", + "\n", + " rate_info = book_info.select('div.book_review_stats div')\n", + " rate_clean = [rate.text for rate in rate_info]\n", + "\n", + " num_reviews = book_info.select('a span[itemprop=\"ratingCount\"]')\n", + " num_reviews_clean = [review.text for review in num_reviews]\n", + "\n", + " publisher = book_info.select('div.detail_container_right span')\n", + " publisher_clean = [publ.text for publ in publisher]\n", + "\n", + " release_date = book_info.select('div[content]')\n", + " release_date_clean = release_date[0]['content']\n", + "\n", + " category_info = book_info.select('a span[itemprop=\"genre\"]')\n", + " category_clean = [categ.text for categ in category_info]\n", + "\n", + " reviews = book_info.select('div a.bookmarks_detail_see_all_reviews')\n", + " reviews_clean = url_base+reviews[0]['href'] \n", + " print(f'ending')\n", + " return title_clean[0], author_clean[0], rate_clean[0], num_reviews_clean[0], publisher_clean[0], release_date_clean, category_clean[0], reviews_clean" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "91912c72", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accesing https://bookmarks.reviews/reviews/weather/ information\n", + "ending\n", + "accesing https://bookmarks.reviews/reviews/the-nickel-boys/ information\n", + "ending\n", + "accesing https://bookmarks.reviews/reviews/normal-people/ information\n", + "ending\n", + "accesing 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Book_TitleAuhtorOverall_ReviewNum_reviewsPublisherRelease_dateCategoryLink_all_reviews
0WeatherJenny OffillRave62Knopf2020-02-11Fictionhttps://bookmarks.reviews/reviews/all/weather/
1The Nickel BoysColson WhiteheadRave53Doubleday2019-07-16Fictionhttps://bookmarks.reviews/reviews/all/the-nick...
2Normal PeopleSally RooneyPositive61Hogarth2019-04-16Fictionhttps://bookmarks.reviews/reviews/all/normal-p...
3CleannessGarth GreenwellRave53Farrar, Straus and Giroux2020-01-14Fictionhttps://bookmarks.reviews/reviews/all/cleanness/
4In The Dream House: A MemoirCarmen Maria MachadoRave44Graywolf2019-11-05Hottest Books of the Seasonhttps://bookmarks.reviews/reviews/all/in-the-d...
\n", + "
" + ], + "text/plain": [ + " Book_Title Auhtor Overall_Review \\\n", + "0 Weather Jenny Offill Rave \n", + "1 The Nickel Boys Colson Whitehead Rave \n", + "2 Normal People Sally Rooney Positive \n", + "3 Cleanness Garth Greenwell Rave \n", + "4 In The Dream House: A Memoir Carmen Maria Machado Rave \n", + "\n", + " Num_reviews Publisher Release_date \\\n", + "0 62 Knopf 2020-02-11 \n", + "1 53 Doubleday 2019-07-16 \n", + "2 61 Hogarth 2019-04-16 \n", + "3 53 Farrar, Straus and Giroux 2020-01-14 \n", + "4 44 Graywolf 2019-11-05 \n", + "\n", + " Category \\\n", + "0 Fiction \n", + "1 Fiction \n", + "2 Fiction \n", + "3 Fiction \n", + "4 Hottest Books of the Season \n", + "\n", + " Link_all_reviews \n", + "0 https://bookmarks.reviews/reviews/all/weather/ \n", + "1 https://bookmarks.reviews/reviews/all/the-nick... \n", + "2 https://bookmarks.reviews/reviews/all/normal-p... \n", + "3 https://bookmarks.reviews/reviews/all/cleanness/ \n", + "4 https://bookmarks.reviews/reviews/all/in-the-d... " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.DataFrame(link_info, columns=['Book_Title', 'Auhtor', 'Overall_Review', 'Num_reviews',\n", + " 'Publisher', 'Release_date', 'Category', 'Link_all_reviews'])\n", + "df.to_csv('bookmark_best_reviewed.csv', index=False)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1247601b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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/your-code/bookmark_best_reviewed.csv b/your-code/bookmark_best_reviewed.csv new file mode 100644 index 0000000..a6b2686 --- /dev/null +++ b/your-code/bookmark_best_reviewed.csv @@ -0,0 +1,121 @@ +Book_Title,Auhtor,Overall_Review,Num_reviews,Publisher,Release_date,Category,Link_all_reviews +Weather,Jenny Offill,Rave,62,Knopf,2020-02-11,Fiction,https://bookmarks.reviews/reviews/all/weather/ +The Nickel Boys,Colson Whitehead,Rave,53,Doubleday,2019-07-16,Fiction,https://bookmarks.reviews/reviews/all/the-nickel-boys/ +Normal People,Sally Rooney,Positive,61,Hogarth,2019-04-16,Fiction,https://bookmarks.reviews/reviews/all/normal-people/ +Cleanness,Garth Greenwell,Rave,53,"Farrar, Straus and Giroux",2020-01-14,Fiction,https://bookmarks.reviews/reviews/all/cleanness/ +In The Dream House: A Memoir,Carmen Maria Machado,Rave,44,Graywolf,2019-11-05,Hottest Books of the Season,https://bookmarks.reviews/reviews/all/in-the-dream-house-a-memoir/ +The Mirror & the Light,Hilary Mantel,Positive,53,Henry Holt,2020-03-10,Fiction,https://bookmarks.reviews/reviews/all/the-mirror-the-light/ +Inland,Téa Obreht,Rave,47,Random House,2019-08-13,Fiction,https://bookmarks.reviews/reviews/all/inland/ +A Little Life,Hanya Yanagihara,Positive,49,Doubleday,2015-03-10,Fiction,https://bookmarks.reviews/reviews/all/a-little-life/ +The Glass Hotel,Emily St. John Mandel,Positive,49,Knopf,2020-03-24,Fiction,https://bookmarks.reviews/reviews/all/the-glass-hotel/ +The Largesse of the Sea Maiden: Stories,Denis Johnson,Rave,38,Random House,2018-01-16,Fiction,https://bookmarks.reviews/reviews/all/the-largesse-of-the-sea-maiden-stories/ +Crossroads,Jonathan Franzen,Positive,48,"Farrar, Straus and Giroux",2021-10-05,Fiction,https://bookmarks.reviews/reviews/all/crossroads/ +Transcendent Kingdom,Yaa Gyasi,Rave,36,Knopf,2020-09-01,Fiction,https://bookmarks.reviews/reviews/all/transcendent-kingdom/ +Lincoln in the Bardo,George Saunders,Rave,42,Random House,2017-02-14,Fiction,https://bookmarks.reviews/reviews/all/lincoln-in-the-bardo/ +A Burning,Megha Majumdar,Rave,36,Knopf,2020-06-02,Fiction,https://bookmarks.reviews/reviews/all/a-burning/ +The Vanishing Half,Brit Bennett,Rave,38,Riverhead,2020-06-02,Fiction,https://bookmarks.reviews/reviews/all/the-vanishing-half/ +Klara and the Sun,Kazuo Ishiguro,Positive,43,Knopf,2021-03-02,Fiction,https://bookmarks.reviews/reviews/all/klara-and-the-sun/ +The Lying Life of Adults,Elena Ferrante,Positive,51,Europa Editions,2020-09-01,Fiction,https://bookmarks.reviews/reviews/all/the-lying-life-of-adults/ +Her Body and Other Parties,Carmen Maria Machado,Rave,32,Graywolf,2017-10-03,Fiction,https://bookmarks.reviews/reviews/all/her-body-and-other-parties/ +Piranesi,Susanna Clarke,Rave,32,Bloomsbury Publishing,2020-09-15,Fantasy,https://bookmarks.reviews/reviews/all/piranesi/ +Underland: A Deep Time Journey,Robert Macfarlane,Rave,35,W.W. Norton,2019-06-04,Hottest Books of the Season,https://bookmarks.reviews/reviews/all/underland/ +Kudos,Rachel Cusk,Rave,33,Farrar Straus and Giroux,2018-06-05,Fiction,https://bookmarks.reviews/reviews/all/kudos/ +Feel Free,Zadie Smith,Rave,37,Penguin Press,2018-02-06,Award Winners,https://bookmarks.reviews/reviews/all/feel-free/ +"Black Leopard, Red Wolf",Marlon James,Positive,43,Riverhead Books,2019-02-05,Fantasy,https://bookmarks.reviews/reviews/all/black-leopard-red-wolf/ +My Year of Rest and Relaxation,Ottessa Moshfegh,Positive,45,Penguin Press,2018-07-10,Fiction,https://bookmarks.reviews/reviews/all/my-year-of-rest-and-relaxation/ +"Sing, Unburied, Sing",Jesmyn Ward,Rave,34,Scribner,2017-09-05,Fiction,https://bookmarks.reviews/reviews/all/sing-unburied-sing/ +The Underground Railroad,Colson Whitehead,Rave,32,Doubleday,2016-09-13,Fiction,https://bookmarks.reviews/reviews/all/the-underground-railroad/ +No One Is Talking About This,Patricia Lockwood,Positive,43,Riverhead Books,2021-02-16,Fiction,https://bookmarks.reviews/reviews/all/no-one-is-talking-about-this/ +Homeland Elegies,Ayad Akhtar,Rave,31,Little Brown,2020-09-15,Fiction,https://bookmarks.reviews/reviews/all/homeland-elegies/ +Hurricane Season,"Fernanda Melchor, Trans. by Sophie Hughes",Rave,34,New Directions,2020-03-31,Fiction,https://bookmarks.reviews/reviews/all/hurricane-season/ +Deacon King Kong,James McBride,Rave,32,Riverhead,2020-03-03,Fiction,https://bookmarks.reviews/reviews/all/deacon-king-kong/ +On Earth We're Briefly Gorgeous,Ocean Vuong,Positive,41,Penguin Press,2019-06-04,Fiction,https://bookmarks.reviews/reviews/all/on-earth-were-briefly-gorgeous/ +Orange World and Other Stories,Karen Russell,Rave,30,Knopf,2019-05-14,Fiction,https://bookmarks.reviews/reviews/all/orange-world-and-other-stories/ +Anything is Possible,Elizabeth Strout,Rave,28,Random House,2017-04-25,Fiction,https://bookmarks.reviews/reviews/all/anything-is-possible/ +Trick Mirror: Reflections on Self-Delusion,Jia Tolentino,Positive,36,Random House,2019-08-06,Criticism,https://bookmarks.reviews/reviews/all/trick-mirror-reflections-on-self-delusion/ +Exhalation: Stories,Ted Chiang,Rave,30,Knopf,2019-05-07,Fiction,https://bookmarks.reviews/reviews/all/exhalation-stories/ +Women Talking,Miriam Toews,Rave,32,Bloomsbury Publishing,2019-04-02,Fiction,https://bookmarks.reviews/reviews/all/women-talking/ +Leave the World Behind,Rumaan Alam,Positive,40,Ecco Press,2020-10-06,Fiction,https://bookmarks.reviews/reviews/all/leave-the-world-behind/ +Matrix,Lauren Groff,Rave,31,Riverhead,2021-09-07,Fiction,https://bookmarks.reviews/reviews/all/matrix/ +Writers & Lovers,Lily King,Positive,38,Grove Press,2020-03-03,Fiction,https://bookmarks.reviews/reviews/all/writers-lovers/ +The Man Who Saw Everything,Deborah Levy,Rave,32,Bloomsbury,2019-10-15,Fiction,https://bookmarks.reviews/reviews/all/the-man-who-saw-everything/ +The Topeka School,Ben Lerner,Positive,52,"Farrar, Straus and Giroux",2019-10-01,Fiction,https://bookmarks.reviews/reviews/all/the-topeka-school/ +Asymmetry,Lisa Halliday,Rave,31,Simon & Schuster,2018-02-06,Fiction,https://bookmarks.reviews/reviews/all/asymmetry/ +"Beautiful World, Where Are You",Sally Rooney,Positive,74,"Farrar, Straus and Giroux",2021-09-07,Fiction,https://bookmarks.reviews/reviews/all/beautiful-world-where-are-you/ +The Yellow House,Sarah M. Broom,Rave,30,Grove Press,2019-08-13,Award Winners,https://bookmarks.reviews/reviews/all/the-yellow-house/ +Frederick Douglass: Prophet of Freedom,David W. Blight,Rave,27,Simon & Schuster,2018-10-16,Biography,https://bookmarks.reviews/reviews/all/frederick-douglass-prophet-of-freedom/ +The Mars Room,Rachel Kushner,Positive,35,Scribner,2018-05-01,Fiction,https://bookmarks.reviews/reviews/all/the-mars-room/ +Moonglow,Michael Chabon,Positive,37,Harper,2016-11-22,Fiction,https://bookmarks.reviews/reviews/all/moonglow/ +Harlem Shuffle,Colson Whitehead,Rave,31,Doubleday,2021-09-14,Fiction,https://bookmarks.reviews/reviews/all/harlem-shuffle/ +Afterparties: Stories,Anthony Veasna So,Rave,27,Ecco,2021-08-03,Fiction,https://bookmarks.reviews/reviews/all/afterparties-stories/ +Second Place,Rachel Cusk,Positive,40,"Farrar, Straus and Giroux",2021-05-04,Fiction,https://bookmarks.reviews/reviews/all/second-place/ +Vesper Flights,Helen MacDonald,Rave,26,Grove Press,2020-08-25,Essays,https://bookmarks.reviews/reviews/all/vesper-flights/ +Florida,Lauren Groff,Positive,33,Riverhead Books,2018-06-05,Fiction,https://bookmarks.reviews/reviews/all/florida/ +Grant,Ron Chernow,Rave,28,Penguin Press,2017-10-10,Biography,https://bookmarks.reviews/reviews/all/grant/ +The Prophets,Robert Jones Jr,Rave,24,G.P. Putnam's Sons,2021-01-05,Fiction,https://bookmarks.reviews/reviews/all/the-prophets/ +Memorial Drive: A Daughter's Memoir,Natasha Trethewey,Rave,24,Ecco Press,2020-07-28,Memoir,https://bookmarks.reviews/reviews/all/memorial-drive-a-daughters-memoir/ +How Much of These Hills Is Gold,C Pam Zhang,Rave,31,Riverhead,2020-04-07,Fiction,https://bookmarks.reviews/reviews/all/how-much-of-these-hills-is-gold/ +There There,Tommy Orange,Rave,24,Knopf,2018-06-05,Award Winners,https://bookmarks.reviews/reviews/all/there-there/ +Exit West,Mohsin Hamid,Rave,31,Riverhead Books,2017-03-07,Fiction,https://bookmarks.reviews/reviews/all/exit-west/ +Real Estate: A Living Autobiography,Deborah Levy,Rave,26,Bloomsbury,2021-08-24,Essays,https://bookmarks.reviews/reviews/all/real-estate-a-living-autobiography/ +"Olive, Again",Elizabeth Strout,Rave,30,Random House,2019-10-15,Fiction,https://bookmarks.reviews/reviews/all/olive-again/ +Red at the Bone,Jacqueline Woodson,Rave,24,Riverhead Books,2019-09-17,Fiction,https://bookmarks.reviews/reviews/all/red-at-the-bone/ +Manhattan Beach,Jennifer Egan,Positive,38,Scribner,2017-10-03,Fiction,https://bookmarks.reviews/reviews/all/manhattan-beach/ +Swing Time,Zadie Smith,Positive,46,Penguin Press,2016-11-15,Fiction,https://bookmarks.reviews/reviews/all/swing-time/ +The Copenhagen Trilogy: Childhood; Youth; Dependency,"Tove Ditlevsen, trans. by Tiina Nunnally and Michael Favala Goldman",Rave,23,"Farrar, Straus and Giroux",2021-01-26,Literature in Translation,https://bookmarks.reviews/reviews/all/the-copenhagen-trilogy-childhood-youth-dependency/ +To Be a Man: Stories,Nicole Krauss,Rave,28,Harper,2020-11-03,Fiction,https://bookmarks.reviews/reviews/all/to-be-a-man-stories/ +Luster,Raven Leilani,Positive,31,"Farrar, Straus and Giroux",2020-08-04,Fiction,https://bookmarks.reviews/reviews/all/luster/ +Real Life,Brandon Taylor,Positive,31,Riverhead Books,2020-02-18,Fiction,https://bookmarks.reviews/reviews/all/real-life/ +The Water Dancer,Ta-Nehisi Coates,Positive,42,One World,2019-09-24,Fiction,https://bookmarks.reviews/reviews/all/the-water-dancer/ +Your Duck Is My Duck,Deborah Eisenberg,Rave,24,Ecco Press,2018-09-25,Fiction,https://bookmarks.reviews/reviews/all/your-duck-is-my-duck/ +H Is for Hawk,Helen Macdonald,Rave,23,Grove Press,2015-03-03,Biography,https://bookmarks.reviews/reviews/all/h-is-for-hawk/ +The Committed,Viet Thanh Nguyen,Positive,33,Grove Press,2021-03-02,Fiction,https://bookmarks.reviews/reviews/all/the-committed/ +The Night Watchman,Louise Erdrich,Rave,26,Harper,2020-03-03,Fiction,https://bookmarks.reviews/reviews/all/the-night-watchman/ +The Testaments,Margaret Atwood,Positive,57,Nan A. Talese,2019-09-10,Award Winners,https://bookmarks.reviews/reviews/all/the-testaments-the-sequel-to-the-handmaids-tale/ +Commonwealth,Ann Patchett,Rave,27,Harper,2016-09-13,Fiction,https://bookmarks.reviews/reviews/all/commonwealth/ +Pulphead: Essays,John Jeremiah Sullivan,Rave,22,Fsg Originals,2011-10-25,Essays,https://bookmarks.reviews/reviews/all/pulphead-essays/ +Oh William!,Elizabeth Strout,Rave,24,Random House,2021-10-19,Fiction,https://bookmarks.reviews/reviews/all/oh-william/ +Crying in H Mart,Michelle Zauner,Rave,23,Knopf,2021-04-20,Memoir,https://bookmarks.reviews/reviews/all/crying-in-h-mart/ +"A Swim in a Pond in the Rain: In Which Four Russians Give a Master Class on Writing, Reading, and Life",George Saunders,Positive,30,Random House,2021-01-12,Criticism,https://bookmarks.reviews/reviews/all/a-swim-in-a-pond-in-the-rain-in-which-four-russians-give-a-master-class-on-writing-reading-and-life/ +Summer,Ali Smith,Rave,29,Pantheon,2020-08-25,Fiction,https://bookmarks.reviews/reviews/all/summer-2/ +Actress,Anne Enright,Rave,29,W. W. Norton,2020-03-03,Fiction,https://bookmarks.reviews/reviews/all/actress/ +Ghost Wall,Sarah Moss,Rave,26,"Farrar, Straus and Giroux",2019-01-08,Fiction,https://bookmarks.reviews/reviews/all/ghost-wall/ +The Incendiaries,R O Kwon,Positive,33,Riverhead Books,2018-07-31,Fiction,https://bookmarks.reviews/reviews/all/the-incendiaries/ +How to Write an Autobiographical Novel: Essays,Alexander Chee,Rave,22,Mariner Books,2018-04-17,Essays,https://bookmarks.reviews/reviews/all/how-to-write-an-autobiographical-novel-essays/ +The Other Black Girl,Zakiya Dalila Harris,Rave,27,Atria Books,2021-06-01,Fiction,https://bookmarks.reviews/reviews/all/the-other-black-girl/ +The Office of Historical Corrections: A Novella and Stories,Danielle Evans,Rave,22,Riverhead,2020-11-10,Fiction,https://bookmarks.reviews/reviews/all/the-office-of-historical-corrections-a-novella-and-stories/ +The City We Became,N. K. Jemisin,Rave,24,Orbit,2020-03-24,Fantasy,https://bookmarks.reviews/reviews/all/the-city-we-became/ +Shuggie Bain,Douglas Stuart,Positive,31,Grove Press,2020-02-11,Fiction,https://bookmarks.reviews/reviews/all/shuggie-bain/ +Grand Union: Stories,Zadie Smith,Positive,44,Penguin Press,2019-10-08,Fiction,https://bookmarks.reviews/reviews/all/grand-union-stories/ +The Dutch House,Ann Patchett,Positive,31,Harper,2019-09-24,Fiction,https://bookmarks.reviews/reviews/all/the-dutch-house/ +Where Reasons End,Yiyun Li,Positive,29,Random House,2019-02-05,Fiction,https://bookmarks.reviews/reviews/all/where-reasons-end/ +A Promised Land,Barack Obama,Positive,38,Crown,2020-11-17,Hottest Books of the Season,https://bookmarks.reviews/reviews/all/a-promised-land/ +Hamnet,Maggie O'Farrell,Rave,24,Knopf,2020-07-21,Award Winners,https://bookmarks.reviews/reviews/all/hamnet/ +Fleishman Is in Trouble,Taffy Brodesser-Akner,Rave,25,Random House,2019-06-18,Fiction,https://bookmarks.reviews/reviews/all/fleishman-is-in-trouble/ +Killers of the Flower Moon: The Osage Murders and the Birth of the FBI,David Grann,Rave,23,Doubleday,2017-04-18,Biography,https://bookmarks.reviews/reviews/all/killers-of-the-flower-moon-the-osage-murders-and-the-birth-of-the-fbi/ +Born to Run,Bruce Springsteen,Positive,27,Simon & Schuster,2016-09-27,Hottest Books of the Season,https://bookmarks.reviews/reviews/all/born-to-run/ +Great Circle,Maggie Shipstead,Rave,23,Knopf,2021-05-04,Fiction,https://bookmarks.reviews/reviews/all/great-circle/ +The Friend,Sigrid Nunez,Rave,21,Riverhead Books,2018-02-06,Award Winners,https://bookmarks.reviews/reviews/all/the-friend/ +Notes from an Apocalypse: A Personal Journey to the End of the World and Back,Mark O'Connell,Positive,31,Doubleday,2020-04-14,Investigative Journalism,https://bookmarks.reviews/reviews/all/notes-from-an-apocalypse-a-personal-journey-to-the-end-of-the-world-and-back/ +Such a Fun Age,Kiley Reid,Rave,25,G.P. Putnam's Sons,2019-12-31,Fiction,https://bookmarks.reviews/reviews/all/such-a-fun-age/ +"The Undying: Pain, Vulnerability, Mortality, Medicine, Art, Time, Dreams, Data, Exhaustion, Cancer, and Care",Anne Boyer,Rave,20,"Farrar, Straus and Giroux",2019-09-17,Criticism,https://bookmarks.reviews/reviews/all/the-undying-pain-vulnerability-mortality-medicine-art-time-dreams-data-exhaustion-cancer-and-care/ +Lanny,Max Porter,Positive,29,Graywolf Press,2019-05-14,Fiction,https://bookmarks.reviews/reviews/all/lanny/ +Freshwater,Akwaeke Emezi,Rave,21,Grove Press,2018-02-13,Fiction,https://bookmarks.reviews/reviews/all/freshwater/ +All My Puny Sorrows,Miriam Toews,Rave,20,McSweeney's,2015-07-28,Fiction,https://bookmarks.reviews/reviews/all/all-my-puny-sorrows/ +Memorial,Bryan Washington,Rave,21,Riverhead,2020-10-27,Fiction,https://bookmarks.reviews/reviews/all/memorial/ +The Only Good Indians,Stephen Graham Jones,Rave,23,Gallery / Saga Press,2020-07-14,Fiction,https://bookmarks.reviews/reviews/all/the-only-good-indians/ +"Entangled Life: How Fungi Make Our Worlds, Change Our Minds & Shape Our Futures",Merlin Sheldrake,Rave,22,Random House,2020-05-12,Non-Fiction,https://bookmarks.reviews/reviews/all/entangled-life-how-fungi-make-our-worlds-change-our-minds-shape-our-futures/ +Postcolonial Love Poem: Poems,Natalie Diaz,Rave,19,Graywolf Press,2020-03-03,Poetry,https://bookmarks.reviews/reviews/all/postcolonial-love-poem-poems/ +The Man in the Red Coat,Julian Barnes,Positive,28,Knopf,2020-02-18,Biography,https://bookmarks.reviews/reviews/all/the-man-in-the-red-coat/ +Drive Your Plow Over the Bones of the Dead,"Olga Tokarczuk, Trans. by Antonia Lloyd-Jones",Rave,21,Riverhead Books,2019-08-13,Fiction,https://bookmarks.reviews/reviews/all/drive-your-plow-over-the-bones-of-the-dead/ +Disappearing Earth,Julia Phillips,Rave,20,Knopf,2019-05-14,Fiction,https://bookmarks.reviews/reviews/all/disappearing-earth/ +Lost Children Archive,Valeria Luiselli,Positive,39,Knopf,2019-02-12,Fiction,https://bookmarks.reviews/reviews/all/lost-children-archive/ +The Collected Schizophrenias: Essays,Esme Weijun Wang,Positive,26,Graywolf Press,2019-02-05,Essays,https://bookmarks.reviews/reviews/all/the-collected-schizophrenias-essays/ +Milkman,Anna Burns,Positive,28,Graywolf Press,2018-12-11,Award Winners,https://bookmarks.reviews/reviews/all/milkman/ +The Library Book,Susan Orlean,Positive,26,Simon & Schuster,2018-10-16,History,https://bookmarks.reviews/reviews/all/the-library-book/ +Calypso,David Sedaris,Rave,23,Little Brown and Company,2018-05-29,Essays,https://bookmarks.reviews/reviews/all/calypso/ +Dear Life,Alice Munro,Rave,18,Knopf Publishing Group,2012-11-13,Fiction,https://bookmarks.reviews/reviews/all/dear-life/ +The Magician,Colm Tóibín,Positive,25,Scribner,2021-09-07,Fiction,https://bookmarks.reviews/reviews/all/the-magician/ +Filthy Animals,Brandon Taylor,Rave,22,Riverhead,2021-06-22,Fiction,https://bookmarks.reviews/reviews/all/filthy-animals/ +Trio,William Boyd,Rave,22,Knopf,2021-01-19,Fiction,https://bookmarks.reviews/reviews/all/trio/ +What Are You Going Through,Sigrid Nunez,Rave,22,Riverhead Books,2020-09-08,Fiction,https://bookmarks.reviews/reviews/all/what-are-you-going-through/