nombres_anime_planet.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Obtención del dataframe de AnimePlanet, con los tags de cada anime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El siguiente código fue obtenido en parte gracias a ChatGPT, después un tiempo considerable de\n",
    "peticiones y errores, a modo de obtener el dataframe deseado. Ciertamente costó bastante, pero el\n",
    "resultado fue satisfactorio. \n",
    "\n",
    "Nótese que, AnimePlanet, al contrario de MAL, no cuenta con una API propia. Ello dificultó\n",
    "excesivamente su recolección de información, y de formas que un comienzo no se sospechaban. Pues,\n",
    "debido al diseño interno y características de la página, cualquier petición que se haga a la misma\n",
    "con requests, será rechazada. \n",
    "\n",
    "Solventar ese problema tomó considerable tiempo, y se barajaron distintas opciones, la mayoría de\n",
    "ella inútiles o mal documentadas. Finalmente, tras una investigación más profunda, y gracias al\n",
    "siguiente [sitio web](https://www.zenrows.com/blog/403-web-scraping), se logró dar cuenta que lo\n",
    "necesario era configurar un falso perfil de usuario, y ello se lograba colocando parámetros extras\n",
    "a los headers, en específico, el User-Agent, entre otros varios. Ello rindió frutos. \n",
    "\n",
    "Objetivo: Obtiene exitosamente el dataframe de AnimePlanet, con los tags de cada\n",
    "anime. Se guardó en un archivo .csv para su posterior uso."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import time\n",
    "from random import randint\n",
    "import os\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataframe inicial con los anime y sus url de AnimePlanet, para luego obtener los tags de cada anime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "# Función para recopilar los animes y su url.\n",
    "def scrape_anime_data(url):\n",
    "    headers = {\n",
    "        \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/94.0.4606.81 Safari/537.36 Edg/94.0.992.50\",\n",
    "        \"Accept-Language\": \"en-US,en;q=0.5\",\n",
    "        \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "        \"Connection\": \"keep-alive\",\n",
    "        \"Upgrade-Insecure-Requests\": \"1\",\n",
    "        \"TE\": \"Trailers\",\n",
    "    }\n",
    "\n",
    "    response = requests.get(url, headers=headers)\n",
    "    soup = BeautifulSoup(response.content, \"html.parser\")\n",
    "    \n",
    "    # ¿La solicitud fue exitosa?\n",
    "    \n",
    "    print(response.status_code)\n",
    "    \n",
    "    # Encontrar los animes.\n",
    "    anime_cards = soup.find_all(\"li\", class_=\"card\")\n",
    "\n",
    "    # Inicializar listas. \n",
    "    anime_names = []\n",
    "    anime_urls = []\n",
    "\n",
    "    # Extracción.\n",
    "    for card in anime_cards:\n",
    "        name_element = card.find(\"h3\", class_=\"cardName\")\n",
    "        if name_element:\n",
    "            anime_names.append(name_element.get_text(strip=True))\n",
    "\n",
    "            url_element = card.find(\"a\", class_=\"tooltip\")\n",
    "            if url_element:\n",
    "                anime_urls.append(\"https://www.anime-planet.com\" + url_element[\"href\"])\n",
    "\n",
    "    # Crear un DataFrame con los datos.\n",
    "    anime_df = pd.DataFrame({\"Anime\": anime_names, \"URL\": anime_urls})\n",
    "    print(\"Scraped anime data from page \" + url)\n",
    "    return anime_df\n",
    "\n",
    "\n",
    "# Página base.\n",
    "base_url = \"https://www.anime-planet.com/anime/all?page=\"\n",
    "# Páginas: son 667 a día de hoy; esto debe modificarlo el usuario según lo que estime conveniente.\n",
    "total_pages = 667\n",
    "\n",
    "# Inicializar el DataFrame.\n",
    "all_anime_df = pd.DataFrame()\n",
    "\n",
    "# Revisar cada página e ir concatenando los datos.\n",
    "for page_number in range(1, total_pages + 1):\n",
    "    page_url = base_url + str(page_number)\n",
    "    anime_data = scrape_anime_data(page_url)\n",
    "    all_anime_df = pd.concat([all_anime_df, anime_data], ignore_index=True)\n",
    "    # Tiempo de espera aleatorio entre 1 y 3 segundos.\n",
    "    time.sleep(randint(1, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Revisión de que todo esté correcto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 23334 entries, 0 to 23333\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   Anime   23334 non-null  object\n",
      " 1   URL     23334 non-null  object\n",
      "dtypes: object(2)\n",
      "memory usage: 364.7+ KB\n"
     ]
    }
   ],
   "source": [
    "all_anime_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PERFECTO."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Guardar dataframe recopilado temporalmente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mientras, guardar el DataFrame en un archivo csv, por si acaso, en la carpeta data.\n",
    "\n",
    "all_anime_df.to_csv(os.path.join(\"data\", \"nombres_planet.csv\"), index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------------------------------------------------------------------------------------------------"
   ]
  }
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