emoji_scrape.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Emoji Scrape\n",
    "- Sift through HTML page data as txt file to convert it to readable datasets for CSVs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To Do\n",
    "# import urllib.request\n",
    "# urllib.request.urlretrieve (\"https://new-york.bedpage.com/backpage.com/TherapeuticMassage/\", \"./sources/scrapes_test.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "URL = \"./sources/scrape_test.txt\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./sources/scrape_test.txt', encoding = 'utf-16') as myfile:\n",
    "    data = myfile.read()\n",
    "    # data is original html to string\n",
    "    # data2 is useless emojis as string\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting Emojis from HTML page\n",
    "- used emoji.UNICODE_EMOJI to extract emojis using for loop to go thru entire HTML page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'💦💦💦💦☯🌺🌺✨🌺🌺💆♂💆♀⭐⭐🎈🎈❤❤❤❤❤❤❤❤❤❤❤❤🌺🌺🔥🌺🌺🌺🔥🌺🌺🌺🌺🔥🌺🌺🌺🔥🔥🔥🔥🌺🔥❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕👙💫👙💫👝👙💫👙💫👝👙💫👙💫👝💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤🌹🌹🌹🌹💓🌹🌹💓❤❤❤❤❤❤❤🎁🎁🎁🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚💦💦👅😘💦💦👅😘💦💦👅😘🌹🌹🌹🌹💓🌹🌹💓❤❤❤❤❤❤❤❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌💦💦💦💦☯☯🌺🌺✨🌺🌺🔥🍒🍒🔥🔥🌺🌺💆♂💦🍆⭐⭐♥❤🔯✨✨💟🎀🔯💟💟✨🔯💟💟💞💞💞💞💞💞💞💞💞💞❤❤❤❤❤❤❤❤👑🍒🍓✨💎💯💎👀🍭🍬🍭💯🍒🍓💫👠💲💲😜💦👅🍌💦💦😻💦👀💋💦👙💫👙💫👝💋💦😜😜❤✈❣😉💋❤💋❤🌺🌺✨🌺🌺🔥🍒🍒🔥🔥🌺🌺🌻🍀🌻🍀🌻💋🍀✴❤🚺💛✴❤🚺💛💛💛💛✴❤❤🚺👙💋💦🍒🍒🍒❤❤❤❤❤❤❤❤💆♂💦🍆🌺✨🌺🍒✨❤✨❤✨✨❤✨✨❤💞💞💞💞💞💞💞💞💞💞💋💦😜😜❤✈❣😉😜💦👅🍌💦💦😻💦👀💋💦⭐🅾🅰🅿🔥🔯✨✨💟🎀🔯💟💟✨🔯💟💟👍👍👙💋💦❣💖💗💖💗❣💥❣💥❣💖💖💖☎👙💋💦💞💞💞💞💞💞❤❤❤💋❤❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎💆♂💆♂💆♂🤗🍒🍒❤✨❤✨✨❤✨✨❤🌹🌹💓💆♂💦🍆💞💞💞💞💞💞💞💞💞💞❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎😜💦👅🍌💦💦😻💦👀💋💦👍👙💋💦💋💦😜😜❤✈❣😉👑🍒🍓✨💎💯💎👀🍭🍬🍭💯🍒🍓💫🔯✨✨💟🎀🔯💟💟✨🔯💟💟👠💲💲❤🍀✴❤🚺💛✴❤🚺💛💛💛✴❤❤🚺🎈🎈🎁🎁🎁👍🔴❤🖤💛💚🧡🖤💆♂💦🍆😘😘💦💦💦💦👀💋💋👅💋🌻🍀🌻🍀🌻💋💆♂💦🍆🍒🍓💆♂❤✨❤✨✨❤✨✨❤💆♂💆♂💆♂🤗🍒🍒💞💞💞💞💞💞💞💞💞💞❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🔯🎀🔯✨✨💟🎀🔯💟💟✨🔯🎀🔯💟💟🔯✨✨💟🍀✴❤🚺💛✴❤🚺💛💛💛✴❤✴❤❤🚺💛💛✴👑🍒🍓✨💎💯💎👀🍭🍬🍭💯🍒🍓💫💋💦😜😜❤✈❣😉💦💦👅😘⭐🅾🅰🅿🔥🍀✴❤🚺💛✴❤🚺💛💛💛✴❤🚺💛💛✴❤❤🚺❤🚺💞💞💞💞💞💞💞💞💞💞❤✨❤✨✨❤✨✨❤🔥🔥🍒🍓💆♂💆♂💆♂🤗🍒🍒💆♂🌹🌹💓❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎👙💋💦🌺🌺🔥🌺🌺🌺🔥🌺🌺🌺🌺🔥🌺🌺🌺🔥🔥🔥🔥🌺🔥💋💦😜😜❤✈❣😉👑🍒🍓✨💎💯💎👀🍭🍬🍭💯🍒🍓💫👠💲💲❤✨❤✨✨❤✨✨❤✨✨🦄🌈🌈💦✨✨🦄☎🌺✨💓✨🌺💆♂💆♂💆♂🤗🍒🍒🦋🦋🦋🦋🦋🦋🦋🦋🦋💦💆♂🍒🍓🔥🔥💆♂❣❣❣💖💗💖💗💖💗❣💖💖💖💖☎🔯🎀🔯✨✨💟🎀🔯💟💟✨🔯🎀🔯💟💟🔯✨✨💟🍀✴❤🚺💛✴❤🚺💛💛💛✴❤🚺💛💛✴❤❤🚺❤🚺🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕💋💦😜😜❤✈❣😉👑🍒🍓✨💎💯💎👀🍭🍬🍭💯🍒🍓💫😘😘💦💦👀👅⭐🅾🅰🅿🔥🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥❤💆♂💆♂💆♂🤗🍒🍒🦋🦋🦋🦋🦋🦋🦋🦋🦋💦🍒🍓🔥🔥💆♂💞💞💞💞💞💞💞💞💞💞💆♂🍒🍓💆♂💖💗💖💗❣💥💥❣💖💖💖💥💥💥💥💖💖💖☎☎🍀✴❤🚺💛✴❤🚺💛💛💛✴❤🚺💛💛✴❤❤🚺❤🚺🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥🔥🔥💆♂🦋🦋🦋🦋🦋🦋🦋🦋🦋💦💞💞💞💞💞💞💞💞💞💞❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕👙💫👙💫👝👙💫👙💫👝👙💫👙💫👝💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤🌹🌹💓🌹🌹💓🌹🌹💓❤❤❤❤❤❤❤🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚❤🖤💛💚🧡🖤❤💛🧡💚🖤❤💛🧡💚💦💦👅😘💦💦👅😘💦💦👅😘🌹🌹💓🌹🌹💓🌹🌹💓❤❤❤❤❤❤❤❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕❌©'"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import emoji\n",
    "\n",
    "def extract_emoji(data):\n",
    "    return ''.join(c for c in data if c in emoji.UNICODE_EMOJI)\n",
    "\n",
    "extract_emoji(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting Key Emojis\n",
    "- Used \"Don't Want to Get Caught? Don't Say It: The Use of EMOJIS in Online Human Sex Trafficking Ads\" by Murray E. Jennex et. al. report to find key emojis within the HTML page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'🌹🌹🌹🌹🌹🌹💛💛💛💛💛💛💛💛💛💛💛💛🌹🌹🌹🌹🌹🌹🍒🍒👑🍒🍒✈🍒🍒💛💛💛💛💛🍒🍒🍒🍒✈💗💗🍒🍒🌹🌹✈👑🍒🍒💛💛💛💛💛🍒🍒🍒💛💛💛💛💛💛👑🍒🍒✈💛💛💛💛💛💛🍒🍒🍒🌹🌹✈👑🍒🍒🍒🍒🍒💗💗💗💛💛💛💛💛💛✈👑🍒🍒🍒🍒🍒🍒💗💗💛💛💛💛💛💛🌹🌹🌹🌹🌹🌹💛💛💛💛💛💛💛💛💛💛💛💛💛💛💛🌹🌹🌹🌹🌹🌹'"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import emoji\n",
    "emoji_list = ['🍒','🌸','✈','🛬','🌹','🏵','👑', '💛','💗']\n",
    "def extract_emoji(data):\n",
    "    return ''.join(c for c in data if c in emoji_list)\n",
    "\n",
    "extract_emoji(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_useless_emoji(data) :\n",
    "    return ''.join(c for c in data if c in emoji.UNICODE_EMOJI and c not in emoji_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "💦💦💦💦☯🌺🌺✨🌺🌺💆♂💆♀⭐⭐🎈🎈❤❤❤❤❤❤❤❤❤❤❤❤🌺🌺🔥🌺🌺🌺🔥🌺🌺🌺🌺🔥🌺🌺🌺🔥🔥🔥🔥🌺🔥❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕👙💫👙💫👝👙💫👙💫👝👙💫👙💫👝💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤💓💓❤❤❤❤❤❤❤🎁🎁🎁🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚💦💦👅😘💦💦👅😘💦💦👅😘💓💓❤❤❤❤❤❤❤❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌💦💦💦💦☯☯🌺🌺✨🌺🌺🔥🔥🔥🌺🌺💆♂💦🍆⭐⭐♥❤🔯✨✨💟🎀🔯💟💟✨🔯💟💟💞💞💞💞💞💞💞💞💞💞❤❤❤❤❤❤❤❤🍓✨💎💯💎👀🍭🍬🍭💯🍓💫👠💲💲😜💦👅🍌💦💦😻💦👀💋💦👙💫👙💫👝💋💦😜😜❤❣😉💋❤💋❤🌺🌺✨🌺🌺🔥🔥🔥🌺🌺🌻🍀🌻🍀🌻💋🍀✴❤🚺✴❤🚺✴❤❤🚺👙💋💦❤❤❤❤❤❤❤❤💆♂💦🍆🌺✨🌺✨❤✨❤✨✨❤✨✨❤💞💞💞💞💞💞💞💞💞💞💋💦😜😜❤❣😉😜💦👅🍌💦💦😻💦👀💋💦⭐🅾🅰🅿🔥🔯✨✨💟🎀🔯💟💟✨🔯💟💟👍👍👙💋💦❣💖💖❣💥❣💥❣💖💖💖☎👙💋💦💞💞💞💞💞💞❤❤❤💋❤❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎💆♂💆♂💆♂🤗❤✨❤✨✨❤✨✨❤💓💆♂💦🍆💞💞💞💞💞💞💞💞💞💞❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎😜💦👅🍌💦💦😻💦👀💋💦👍👙💋💦💋💦😜😜❤❣😉🍓✨💎💯💎👀🍭🍬🍭💯🍓💫🔯✨✨💟🎀🔯💟💟✨🔯💟💟👠💲💲❤🍀✴❤🚺✴❤🚺✴❤❤🚺🎈🎈🎁🎁🎁👍🔴❤🖤💚🧡🖤💆♂💦🍆😘😘💦💦💦💦👀💋💋👅💋🌻🍀🌻🍀🌻💋💆♂💦🍆🍓💆♂❤✨❤✨✨❤✨✨❤💆♂💆♂💆♂🤗💞💞💞💞💞💞💞💞💞💞❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🔯🎀🔯✨✨💟🎀🔯💟💟✨🔯🎀🔯💟💟🔯✨✨💟🍀✴❤🚺✴❤🚺✴❤✴❤❤🚺✴🍓✨💎💯💎👀🍭🍬🍭💯🍓💫💋💦😜😜❤❣😉💦💦👅😘⭐🅾🅰🅿🔥🍀✴❤🚺✴❤🚺✴❤🚺✴❤❤🚺❤🚺💞💞💞💞💞💞💞💞💞💞❤✨❤✨✨❤✨✨❤🔥🔥🍓💆♂💆♂💆♂🤗💆♂💓❤🍎🍎🍎♻♻🍎🍎🍎♻♻🍎🍎🍎♻♻🍎👙💋💦🌺🌺🔥🌺🌺🌺🔥🌺🌺🌺🌺🔥🌺🌺🌺🔥🔥🔥🔥🌺🔥💋💦😜😜❤❣😉🍓✨💎💯💎👀🍭🍬🍭💯🍓💫👠💲💲❤✨❤✨✨❤✨✨❤✨✨🦄🌈🌈💦✨✨🦄☎🌺✨💓✨🌺💆♂💆♂💆♂🤗🦋🦋🦋🦋🦋🦋🦋🦋🦋💦💆♂🍓🔥🔥💆♂❣❣❣💖💖💖❣💖💖💖💖☎🔯🎀🔯✨✨💟🎀🔯💟💟✨🔯🎀🔯💟💟🔯✨✨💟🍀✴❤🚺✴❤🚺✴❤🚺✴❤❤🚺❤🚺🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕💋💦😜😜❤❣😉🍓✨💎💯💎👀🍭🍬🍭💯🍓💫😘😘💦💦👀👅⭐🅾🅰🅿🔥🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥❤💆♂💆♂💆♂🤗🦋🦋🦋🦋🦋🦋🦋🦋🦋💦🍓🔥🔥💆♂💞💞💞💞💞💞💞💞💞💞💆♂🍓💆♂💖💖❣💥💥❣💖💖💖💥💥💥💥💖💖💖☎☎🍀✴❤🚺✴❤🚺✴❤🚺✴❤❤🚺❤🚺🔥🔴🔥🔥🔴🔥🔴🔥🔴🔥🔴💜💙💚❤💜💙🔥🔥🔥🔥🔥🔥💆♂🦋🦋🦋🦋🦋🦋🦋🦋🦋💦💞💞💞💞💞💞💞💞💞💞❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕👙💫👙💫👝👙💫👙💫👝👙💫👙💫👝💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤💋❤🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋🌻🍀🌻🍀🌻💋💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞💞❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤❤❤❤💋❤❤💓💓💓❤❤❤❤❤❤❤🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴🎁🎁🎁👍🔴🔴🔴🔴🔴🔴🔴🔴🔴🔴❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚❤🖤💚🧡🖤❤🧡💚🖤❤🧡💚💦💦👅😘💦💦👅😘💦💦👅😘💓💓💓❤❤❤❤❤❤❤❌⭕❌⭕❌⭕☎⭕❌⭕❌⭕❌⭕❌⭕❌⭕❌©\n"
     ]
    }
   ],
   "source": [
    "data2 = extract_useless_emoji(data)\n",
    "print(data2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Isolating Titles from rest of HTML page\n",
    "- Using BeautifulSoup, create an object from HTML txt file and store all titles into a list (Soup ResultSet object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "title = open(URL, encoding='utf-16')\n",
    "\n",
    "soup = BeautifulSoup(title)\n",
    "\n",
    "mydivs = soup.findAll(\"div\", {\"class\": lambda L:L and L.startswith('cat ad-')})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example of title data before scrubbing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "title1 = mydivs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"cat ad-6164326\">\n",
      "<a onclick=\"return displaypost(6164326)\"><img src=\"https://www.bedpage.com/assets/images/bn2.png\"/>\n",
      "</a><a href=\"https://new-york.bedpage.com/backpage.com/TherapeuticMassage/long-island-city-queens-ny-usa/6164326\" target=\"_blank\"> \n",
      "\t\t\t\t\t\t\t\t\n",
      "\t\t\t\t\t\t\t\tNew Girls - Open 24 hrs New Body Work, Best In Town! Wonderful and Relaxing from Sweet girls, Call: 646-255-5931<b> - (Long Island City, Queens, NY, USA )</b>\n",
      "</a>\n",
      "</div>\n"
     ]
    }
   ],
   "source": [
    "print(title1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Isolating ID numbers from Title\n",
    "- use mydivs object in for loop combined with string splicing to output ID number from each title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['6164326', '6314365', '6267230', '6314087', '6313982', '6309062', '6313926', '6313742', '6165063', '6267862', '6313696', '6242030', '6313654', '6297852', '6313490', '6313487', '6313475', '6313466', '6313455', '6313445', '6313432', '6313419', '6301300', '6313350', '6313274', '6313273', '6239080', '6295326', '6228894', '6313114', '6298906', '6312863', '6312703', '6312682', '6312561', '6312463', '6312372', '6312209', '6312183', '6299129', '6312169', '6312153', '6312023', '6293088', '6298918', '6305921', '6249899', '6309549', '6311942', '6234914', '6295370', '6295455', '6243933', '6311880', '6264532', '6311870', '6301088', '6311694', '6311592', '6311487', '6311440', '6311351', '6200813', '6311278', '6311054', '6311011', '6310998', '6310874', '6308385', '6249518', '6310809', '6310800', '6310757', '6310712', '6301315', '6310669', '6243970', '6309506', '6309584', '6309516', '6310601', '6310577', '6310576', '6265593', '6310488', '6310429', '6310202', '6310187', '6310166', '6310004', '6281541', '6309926', '6309841', '6309789', '6309741', '6309366', '6299534', '6309711', '6309690', '6309683', '6309676', '6237343', '6309517', '6309483', '6309470', '6309468', '6309431', '6281148', '6190261', '6309331', '6297713', '6309231', '6309114', '6309020', '6309034', '6308976', '6308957', '6308887', '6308568', '6308508', '6308462', '6241546', '6308376', '6308357', '6308326', '6308304', '6308287', '6202605', '6308187', '6307972', '6307920', '6307869', '6307721', '6307645', '6307620', '6307525', '6307358', '6307287', '6307234', '6307230', '6307229', '6307224', '6307188', '6307187', '6239173', '6307171', '6307160', '6307151', '6307014', '6243866', '6306708', '6306616', '6306506', '6306407', '6306343', '6306275', '6306244', '6306144', '6306105', '6294343', '6306069', '6306039', '6305974', '6305950', '6305922', '6305746', '6305562', '6215243', '6305276', '6305140', '6163071']\n"
     ]
    }
   ],
   "source": [
    "id_array = []\n",
    "j=0\n",
    "for i in mydivs:\n",
    "    temp = str(mydivs[j])\n",
    "    id_array.append(temp[19:26])\n",
    "    j+=1\n",
    "print(id_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting Title Heading\n",
    "- get title heading from HTML page and clean up output to prepare for machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "# holds cleaned Title heading\n",
    "title_array = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "j=0\n",
    "for i in mydivs:\n",
    "    temp = str(mydivs[j])\n",
    "    temp = temp.split('target=\"_blank\">')[1]\n",
    "    temp = temp.split('</b>\\n</a>\\n</div>')[0]\n",
    "    temp = ''.join(temp.strip()\n",
    "             .replace('<b>', ''))\n",
    "    title_array.append(temp)\n",
    "    j+=1\n",
    "title_w_all_emoji = tuple(title_array)\n",
    "print(title_w_all_emoji)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting non-factor emojis\n",
    "- use title_array to further strip down tites to exclude non-factor emojis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n"
     ]
    }
   ],
   "source": [
    "data_without_useless_emoji = \"\"\n",
    "#type(title_array) returns list\n",
    "for i in range(len(title_array)):\n",
    "    \n",
    "    string_title = ''.join(title_array[i]) + '\\n'\n",
    "    #string_title is string \n",
    "    for c in string_title:\n",
    "        if c not in data2:\n",
    "            data_without_useless_emoji += c\n",
    "        \n",
    "print (data_without_useless_emoji)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #def remove_useless_emoji(data):\n",
    "#  #   data_without_useless_emoji = []\n",
    "     \n",
    "#     for c in data :\n",
    "#         if c in emoji.UNICODE_EMOJI and c not in emoji_list :\n",
    "#             print (c)\n",
    "#             data_without_useless_emoji=data#.replace(c, \"\")\n",
    "            \n",
    "#     return data_without_useless_emoji\n",
    "    \n",
    "#     # return ''.join(c for c in data if c in emoji.UNICODE_EMOJI and c in emoji_list)\n",
    "\n",
    "# remove_useless_emoji(title_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Title with no emojis at all\n",
    "- extracting all emojis from title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n"
     ]
    }
   ],
   "source": [
    "data_without_emoji = \"\"\n",
    "#type(title_array) returns list\n",
    "for i in range(len(title_array)):\n",
    "    \n",
    "    string_title = ''.join(title_array[i]) + '\\n'\n",
    "    #string_title is string \n",
    "    for c in string_title:\n",
    "        if c not in emoji.UNICODE_EMOJI:\n",
    "            data_without_emoji += c\n",
    "        \n",
    "print (data_without_emoji)"
   ]
  },
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