NYT_Scrapper.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing all nessecary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import urllib\n",
    "import requests\n",
    "from time import sleep\n",
    "import pandas as pd\n",
    "import urllib.request\n",
    "from bs4 import BeautifulSoup\n",
    "import string\n",
    "import re\n",
    "import numpy as np\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('C:\\\\Users\\\\Riya Debnath\\\\Desktop\\\\MyData')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Querying Json data for Articles for a date range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def get_url(begin_date,end_date,api_key):\n",
    "    NYT_news=[]\n",
    "    page=0\n",
    "    for i in range(100):\n",
    "        page1=str(page)\n",
    "        print(page1)\n",
    "        url=\"http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=\"+begin_date+\"&end_date=\"+end_date+\"&page=\"+page1+\"&type=article&api-key=\"+api_key   \n",
    "        print(url)\n",
    "        r = requests.get(url)\n",
    "        print(r)\n",
    "        sample=r.json()\n",
    "        NYT_news.append(sample)\n",
    "        page=page+1\n",
    "        sleep(1)\n",
    "    return NYT_news    \n",
    "     \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting info from meta-data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_repo(begin_date,end_date,api_key):\n",
    "    NYT_news=get_url(begin_date,end_date,api_key)\n",
    "\n",
    "    k=[]\n",
    "\n",
    "    for i in range(len(NYT_news)):\n",
    "        for j in range(len(NYT_news[i]['response']['docs'])):\n",
    "            p=NYT_news[i]['response']['docs'][j]\n",
    "            k.append(p)\n",
    "\n",
    "    z=pd.DataFrame(k)\n",
    "    \n",
    "    local_repo=pd.DataFrame({'headline': z.iloc[0]['headline']['main'], 'date': z.iloc[0]['pub_date'][0:10],'url': z.iloc[0]['web_url'],\n",
    "                             'page': z.iloc[0]['print_page'],'count': z.iloc[0]['word_count'],'section': z.iloc[0]['new_desk'],'id':z.iloc[0]['_id']},index=[0])\n",
    "    keywords=pd.DataFrame({'id': z.iloc[0]['_id'][0], 'key':z.iloc[0]['keywords'][0]['value'],'rank':z.iloc[0]['keywords'][0]['rank']},index=[0])\n",
    "    \n",
    "    for i in range(1,len(z)):\n",
    "        temp_repo=pd.DataFrame({'headline': z.iloc[i]['headline']['main'], 'date': z.iloc[i]['pub_date'][0:10],'url': z.iloc[i]['web_url'],'page': z.iloc[i]['print_page'],'count': z.iloc[i]['word_count'],'section': z.iloc[i]['new_desk'],'id':z.iloc[i]['_id']},index=[0])\n",
    "        local_repo = pd.concat([local_repo,temp_repo],ignore_index=True)\n",
    "        for j in range(1,len(z.iloc[i]['keywords'])):\n",
    "            temp=pd.DataFrame({'id': z.iloc[i]['_id'], 'key':z.iloc[i]['keywords'][j]['value'],'rank':z.iloc[i]['keywords'][j]['rank']},index=[0])\n",
    "            keywords = pd.concat([keywords,temp],ignore_index=True)\n",
    "        \n",
    "    return local_repo,keywords\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scrapping the page for a given URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import _pickle as pic\n",
    "def scrapper(begin_date,end_date,api_key,signature):\n",
    "    head=[]\n",
    "    desc=[]\n",
    "    q=datetime.datetime.strptime(str(begin_date), \"%Y%m%d\").date()\n",
    "    month=q.strftime('%B')\n",
    "    year=q.strftime('%Y')\n",
    "    local_repo,keywords=make_repo(begin_date,end_date,api_key)\n",
    "    file_n_l=signature+\"_\"+month+\"_\"+year+\"_localrepo.csv\"\n",
    "    print(file_n_l)\n",
    "    local_repo.to_csv(file_n_l, sep=',',encoding='utf-8')\n",
    "    file_n_k=signature+\"_\"+month+\"_\"+year+\"_keywords.csv\"\n",
    "    print(file_n_k)\n",
    "    keywords.to_csv(file_n_k, sep=',',encoding='utf-8')\n",
    "   \n",
    "    #print(local_repo)\n",
    "    for i in range(len(local_repo['url'])):\n",
    "        print(\"sequence:\"+str(i))\n",
    "        print(local_repo['url'][i])\n",
    "        head.append(local_repo['headline'][i])\n",
    "        req= urllib.request.Request(local_repo['url'][i])\n",
    "        with urllib.request.urlopen(req) as response:\n",
    "            the_page = response.read()\n",
    "        soup = BeautifulSoup(the_page,'html.parser')\n",
    "        para=[p.text for p in soup.findAll('p',{\"class\":[\"story-body-text\"]})]\n",
    "        sent_str = \"\"\n",
    "        for j in para:\n",
    "            sent_str += j\n",
    "        removeSpecial_para0= sent_str.translate ({ord(c): \"\" for c in \"—!@#$%^&*()[]{};:,/'<>?\\|`~-=_+\"})\n",
    "        splitted = removeSpecial_para0.split()\n",
    "        desc.append(splitted[:50])\n",
    "\n",
    "    file_n=signature+\"_\"+month+\"_\"+year+\".p\"\n",
    "    print(file_n)\n",
    "    aFile=open(file_n, 'wb')\n",
    "    aFile.write(pic.dumps({\"head\":head,\"desc\":desc}))\n",
    "    aFile.close()\n",
    "    return local_repo,keywords\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main function to enter parameters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def main():\n",
    "    begin_date = input(\"Please the begin_date:\")\n",
    "    end_date = input(\"Please the end_date:\")\n",
    "    api_key = input(\"Please enter your api-key:\")\n",
    "    signature = input(\"Please enter your signature(First-Letter of Name):\")\n",
    "    local_repo,keywords=scrapper(begin_date,end_date,api_key,signature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please the begin_date:20170101\n",
      "Please the end_date:20170130\n",
      "Please enter your api-key:53db95949e614107bf0b7a464e963925\n",
      "Please enter your signature(First-Letter of Name):R\n",
      "0\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=0&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "1\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=1&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "2\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=2&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "3\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=3&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "4\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=4&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "5\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=5&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "6\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=6&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "7\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=7&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "8\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=8&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "9\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=9&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "10\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=10&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "11\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=11&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "12\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=12&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "13\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=13&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "14\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=14&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "15\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=15&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "16\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=16&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "17\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=17&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "18\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=18&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "19\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=19&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "20\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=20&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "21\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=21&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "22\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=22&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "23\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=23&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "24\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=24&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "25\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=25&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "26\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=26&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "27\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=27&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "28\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=28&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "29\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=29&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "30\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=30&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "31\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=31&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "32\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=32&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "33\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=33&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "34\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=34&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "35\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=35&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "36\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=36&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "37\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=37&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "38\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=38&type=article&api-key=53db95949e614107bf0b7a464e963925\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "39\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=39&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "40\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=40&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "41\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=41&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "42\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=42&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "43\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=43&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "44\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=44&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "45\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=45&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "46\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=46&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "47\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=47&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
      "<Response [200]>\n",
      "48\n",
      "http://api.nytimes.com/svc/search/v2/articlesearch.json?fq=source:('The New York Times')&begin_date=20170101&end_date=20170130&page=48&type=article&api-key=53db95949e614107bf0b7a464e963925\n",
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     "text": [
      "R_January_2017.p\n"
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   ],
   "source": [
    "if __name__ == \"__main__\": main()\n",
    "    "
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