instabot_part_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "from selenium.webdriver.support.ui import WebDriverWait  \n",
    "from selenium.webdriver.support import expected_conditions as EC\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.common.action_chains import ActionChains\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from selenium.common.exceptions import NoSuchElementException\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<selenium.webdriver.chrome.webdriver.WebDriver (session=\"4199d3359e4bed9bf9689d9a63e0fcf9\")>"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "chromedriver = \"C:\\\\Users\\\\guppr\\\\Documents\\\\DataScience\\\\chromedriver.exe\"\n",
    "driver = webdriver.Chrome(executable_path=chromedriver)\n",
    "wait = WebDriverWait(driver, 10)         \n",
    "driver.get('https://www.instagram.com/accounts/login/')\n",
    "driver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "def login(user,password):\n",
    "    usern=driver.find_element_by_name('username')\n",
    "    usern.send_keys(user)\n",
    "    passw=driver.find_element_by_name('password')\n",
    "    passw.send_keys(password)\n",
    "    log=driver.find_element_by_tag_name('button')\n",
    "    log.submit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "login('username','password')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 : Now your friend has followed a lot of different food bloggers, he needs to analyse the habits of these bloggers.\n",
    "#### 1. From the list of instagram handles you obtained when you searched ‘food’ in previous project. Open the first 10 handles and find the top 5 which have the highest number of followers\n",
    "#### 2. Now Find the number of posts these handles have done in the previous 3 days.\n",
    "#### 3. Depict this information using a suitable graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_top(followers,count):\n",
    "    \n",
    "    from collections import Counter\n",
    "    \n",
    "    k=Counter(followers)\n",
    "    highest=k.most_common(count)\n",
    "    \n",
    "    #returning the required no of handles with maximum followers\n",
    "    return highest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_followers(open_count,top_count,accounts):\n",
    "\n",
    "    followers={}\n",
    "    \n",
    "    for i in range(open_count):\n",
    "        \n",
    "        #opening the instagram account of the required handle\n",
    "        driver.get('https://www.instagram.com/'+ accounts[i])\n",
    "        \n",
    "        #getting the no of followers of the handle\n",
    "        no_of_followers=driver.find_elements_by_xpath('//span[@class=\"g47SY \"]')[1].get_attribute('title')\n",
    "        \n",
    "        #storing the account and its followers in a dictionary as a key,value pair\n",
    "        followers[accounts[i]]=no_of_followers\n",
    "    \n",
    "    top=get_top(followers,top_count)\n",
    "    \n",
    "    return top       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_handles(string):\n",
    "    food_acc=[]\n",
    "    food=[]\n",
    "    #the search textbox\n",
    "    search=driver.find_element_by_xpath('//input[contains(@class,\"XTCLo\")]')  \n",
    "    \n",
    "    #typing into the search box\n",
    "    search.send_keys(string)   \n",
    "    time.sleep(3)\n",
    "    \n",
    "    #getting the handle names\n",
    "    food_acc=driver.find_elements_by_class_name('Ap253')\n",
    "    \n",
    "    #getting only the handles and ignoring the hashtags\n",
    "    for i in range(len(food_acc)):\n",
    "        if food_acc[i].text[0]!='#':\n",
    "            food.append(food_acc[i].text)\n",
    "            \n",
    "    return food"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dilsefoodie',\n",
       " '__foodiesisters__',\n",
       " 'yourfoodlab',\n",
       " '__joey_doesnt_share_food_',\n",
       " 'foodys',\n",
       " 'bookheengineers',\n",
       " 'food',\n",
       " 'foodinsider',\n",
       " 'food.darzee',\n",
       " 'foodgod',\n",
       " 'buzzfeedfood',\n",
       " 'foodrush.recipe',\n",
       " 'foodtalkindia',\n",
       " 'delhifoodtwist',\n",
       " 'foodchitra',\n",
       " 'foodssoul',\n",
       " 'thisisdelhi',\n",
       " 'foodstoriesbypranavkalra',\n",
       " 'food_maddd',\n",
       " 'foodjoan',\n",
       " 'foodie_hangover_girl',\n",
       " 'food.dmg',\n",
       " 'foody_bliss',\n",
       " 'foodzzlove',\n",
       " '_food_p.o.r.n_',\n",
       " 'foodgator',\n",
       " 'foodiesince96',\n",
       " 'my.food.epiphany',\n",
       " 'foodkeliyelove',\n",
       " 'food_bird17',\n",
       " 'kha_bc',\n",
       " 'chandafood26',\n",
       " 'bhukkhad_hai_hum',\n",
       " 'aesthetics.food',\n",
       " 'foodstories21',\n",
       " 'noidafooddiaries',\n",
       " 'foodie_in_town_0',\n",
       " 'foodish_fun',\n",
       " 'aayushikapila',\n",
       " 'foodie.in.you',\n",
       " 'thatbigfoodieguy',\n",
       " 'foodinsane_',\n",
       " 'foodmapdelhi',\n",
       " 'food.hangover_',\n",
       " 'foodastic_foreverr',\n",
       " 'food_treasuree',\n",
       " 'foodndyou',\n",
       " 'foodyypreneur',\n",
       " 'food.makes.sanes',\n",
       " 'foodolicious7',\n",
       " 'mumbaifoodie',\n",
       " 'foodgasm98',\n",
       " 'food_gasm.delhi']"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "food_accs=get_handles('food')\n",
    "food_accs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opening the top 10 handles and getting the top 5 handles with max number of followers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('foodys', '9,537,688'),\n",
       " ('food.darzee', '68,643'),\n",
       " ('__joey_doesnt_share_food_', '5,122'),\n",
       " ('__foodiesisters__', '469'),\n",
       " ('bookheengineers', '4,038')]"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_count=5\n",
    "handles=10\n",
    "top=get_followers(handles,top_count,food_accs)\n",
    "top"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### function to get the no of posts of the required accounts since the given no of days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_no_of_posts(days,accounts):\n",
    "    \n",
    "    post_count={}\n",
    "    \n",
    "    for i in range(len(accounts)):\n",
    "        \n",
    "        #opening the instagram account of the required handle\n",
    "        driver.get('https://www.instagram.com/'+ accounts[i])\n",
    "        \n",
    "        #getting all the posts of the current handle\n",
    "        posts=driver.execute_script('return document.getElementsByClassName(\"v1Nh3 kIKUG  _bz0w\")')\n",
    "        for post in posts:\n",
    "            \n",
    "            #clicking every post\n",
    "            post.click()\n",
    "            time.sleep(5)\n",
    "            \n",
    "            #getting the duration of the post\n",
    "            duration=driver.execute_script('return document.getElementsByClassName(\"_1o9PC Nzb55\")[0]').text\n",
    "            \n",
    "            dur=duration.split(' ')\n",
    "            \n",
    "            #conditions to check if the post is under the required duration\n",
    "\n",
    "            #for previous days\n",
    "            if((dur[1]==\"DAYS\") or (dur[1]==\"DAY\")):\n",
    "                if(int(dur[0])<=days):\n",
    "                    if accounts[i] in post_count:\n",
    "                        post_count[accounts[i]]+=1\n",
    "                    else:\n",
    "                        post_count[accounts[i]]=1\n",
    "                else:\n",
    "                    break\n",
    "            \n",
    "            #for today\n",
    "            elif((dur[1]==\"HOURS\") or (dur[1]==\"MINUTES\") or (dur[1]==\"SECONDS\") or (dur[1]==\"HOUR\") or (dur[1]==\"MINUTE\") or (dur[1]==\"SECOND\")):\n",
    "                if accounts[i] in post_count:\n",
    "                    post_count[accounts[i]]+=1\n",
    "                else:\n",
    "                    post_count[accounts[i]]=1\n",
    "            \n",
    "            else:\n",
    "                if accounts[i] in post_count:\n",
    "                    post_count[accounts[i]]+=0\n",
    "                else:\n",
    "                    post_count[accounts[i]]=0\n",
    "                \n",
    "                break\n",
    "            \n",
    "            #clicking the cross button to exit the post and go back to the account\n",
    "            l=driver.find_elements_by_class_name(\"wpO6b \")\n",
    "            l[len(l)-1].click()\n",
    "        \n",
    "    return post_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the no of posts by the yop 5 handles in the past 3 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'foodys': 8,\n",
       " 'food.darzee': 4,\n",
       " '__joey_doesnt_share_food_': 1,\n",
       " '__foodiesisters__': 2,\n",
       " 'bookheengineers': 1}"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_accounts=[]\n",
    "for i in top:\n",
    "    top_accounts.append(i[0])\n",
    "max_days=3\n",
    "no_of_posts=get_no_of_posts(max_days,top_accounts)\n",
    "no_of_posts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Depicting the information by a graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_bar(d):\n",
    "    \n",
    "    plt.figure(figsize=(10,8))\n",
    "    plt.bar(list(d.keys()),list(d.values()))\n",
    "    plt.xticks(rotation=30)\n",
    "    plt.xlabel(\"USERNAME\")\n",
    "    plt.ylabel(\"COUNT OF POSTS IN LAST 3 DAYS\")\n",
    "    plt.title(\"NUMBER OF POSTS IN LAST 3 DAYS BY THE OBTAINED HANDELS\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar(no_of_posts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 : Your friend also needs a list of hashtags that he should use in his posts.\n",
    "#### 1. Open the 5 handles you obtained in the last question, and scrape the content of the first 10 posts of each handle.\n",
    "#### 2. Prepare a list of all words used in all the scraped posts and calculate the frequency of each word.\n",
    "#### 3. Create a csv file with two columns : the word and its frequency\n",
    "#### 4.Now, find the hashtags that were most popular among these bloggers\n",
    "#### 5.Plot a Pie Chart of the top 5 hashtags obtained and the number of times they were used by these bloggers in the scraped posts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_content(accounts,num):\n",
    "    \n",
    "    captions=[]\n",
    "    \n",
    "    for i in range(len(accounts)):\n",
    "                \n",
    "        #opening the instagram account of the required handle\n",
    "        driver.get('https://www.instagram.com/'+ accounts[i])\n",
    "        \n",
    "        #getting all the posts of the current handle\n",
    "        posts=driver.execute_script('return document.getElementsByClassName(\"v1Nh3 kIKUG  _bz0w\")')\n",
    "        posts=posts[:num]\n",
    "        \n",
    "        for post in posts:\n",
    "            \n",
    "            #clicking every post\n",
    "            post.click()\n",
    "            time.sleep(5)\n",
    "            \n",
    "            #getting the content of every post\n",
    "            try:\n",
    "                cont=driver.find_element_by_class_name(\"C4VMK\").text\n",
    "                cont=cont.replace(\"\\n\",\" \")\n",
    "                captions.append(cont)\n",
    "            except NoSuchElementException:\n",
    "                pass\n",
    "               \n",
    "            #clicking the cross button to exit the post and go back to the account\n",
    "            l=driver.find_elements_by_class_name(\"wpO6b \")\n",
    "            l[len(l)-1].click()\n",
    "            \n",
    "    return captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['foodys',\n",
       " 'food.darzee',\n",
       " '__joey_doesnt_share_food_',\n",
       " '__foodiesisters__',\n",
       " 'bookheengineers']"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_accounts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Captions for the top 5 handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['foodys Is it wrong to hit the drive through and grab Fries & a Milkshake for breakfast? 🤔🍟🍦 Well.. that’s how my day started 🙃 it was soooooooo good. What’d you guys have for breakfast? 5/5 drools 🤤🤤🤤🤤🤤 @goodeatzco 34m',\n",
       " 'foodys Holy Jala’s! Triple Jalapeño Burger 🍔🌶 this gets 5/5 drools 🤤🤤🤤🤤🤤 I am actually drooling on my phone 😅 tag someone that needs to see this! @issac_eatsalot @burgerpointofficial 15h',\n",
       " 'foodys Fresh Donuts from scratch 🍩🙌🤤  I gotta give this 4/5 drools 🤤🤤🤤🤤 how many would you give it? @foodyfetish 20h',\n",
       " \"foodys Cookie Monster Fudge 🤯🍫 Back to back 5/5 drools! 🤤🤤🤤🤤🤤 That's never happened before! How many drools would you give this? @candyandcocoa 1d\",\n",
       " \"foodys Hot Chicken Goals 🔥🐔Gotta give this 5/5 drools because this is everything i'm craving right now 🤤🤤🤤🤤🤤@theirregularlens 1d\",\n",
       " 'foodys Ferrero Rocher Ice Cream 😍🍦I gotta give this 4/5 drools 🤤🤤🤤🤤 How many would you give it? @nonstopeats 2d',\n",
       " 'foodys Deep fried Ice Cream Sandwich 🍦🍪  This is everything I need right now 🥰 I gotta give this 4/5 drools 🤤🤤🤤🤤 what would you give it? @foodyfetish 2d',\n",
       " \"foodys Garlic Knot Meatball Pizza 😍Lately all I've wanted to do is order in pizza 🍕What have you guys been eating during this quarantine? I gotta give this 4/5 drools 🤤🤤🤤🤤@unlokt @metropizzalv 3d\",\n",
       " 'foodys Meat Free Lasagna Dome 🍝🤯 @twisted  What kinds of meat free recipes do you guys make or are interested in? Let us know! We give this 4/5 drools 🤤🤤🤤🤤 3d',\n",
       " 'foodys Burger Overload 🤯🍔 How many drools are you guys giving this? Is it too much? I give it 4/5 drools 🤤🤤🤤🤤@issac_eatsalot @burgerpointofficial 4d',\n",
       " 'food.darzee Our Happy Customer Here\\'s Insha Biran\\'s transformation journey - \" I’m so happy with the results of food darze believe me I have always been a fat kid and I could never loose weight earlier. But I’m so happy with your guidance and food that you recommend. I have lost 20 kgs I started at 79 and now I am 59. Thanks a ton 💕💕\" . . . . . #transformationtuesday #fooddarzee #weightlossjourney #weightloss #healthylifestyle #healthyeating #healthydiet #ketomeals #lowcarb #weightlosstransformation #weightlosstips #loseweightnow #eathealthy #instagood #motivating #weightlossmotivation #healthyfood 5h',\n",
       " 'food.darzee ☝🏼All of us after lockdown ends.  Comment below what would you eat after the lockdown ends and let us know your wishlist ;) . . . . #coronamemes #lockdown #covid #covi̇d19 #lockdownmemes #homecooking #quarantinelife #quarantineandchill #memesdaily #memeoftheday #foodstagram #instafood #yummy #wishlist #qurentinedays #homequarantine #qurantinedays #quarantime #corantine #quarantinetimes #instagood #social 1d',\n",
       " 'food.darzee Now get healthy and tasty bakery products like cookies, chocolates, brownies, breads and many more items delivered all across Delhi NCR . Order now from Bakeddarzee.com . . . . #fooddarzee #bakeddarzee #ketocookies #ketobrownies #breads #cakes #healthydesserts #healthybakery #healthybread #glutenfree #sugarfree #sugarfreedessert #delhincr #delhifoodie #healthypopcorn #homedelivery #stayhome #staysafe 1d',\n",
       " 'food.darzee Keto Chocolate Coated Almond Cookies (Ingredients) 15 gms Almonds 5 gms Butter 0.5 gms Cocoa Butter 5 gms Erythrytol 3 gms Dark Chocolate . (Method) Melt the chocolate and cocoa butter on double boil Make a mixture with the rest of the ingredients Shape it like a cookie and bake in the oven at 200 degrees for 15 mins Dip the cookie in the chocolate and then refrigerate . . #fooddarzee #bakeddarzee #recipes #bakerylovers #bakeryrecipes #cookierecipe #cookies #recipeoftheday #easyrecipes #healthyrecipes #bakery #dessertporn #healthydesserts #healthyfood #cookiesofinstagram #ketocookies #instaart#keto#ketorecipes#ketobakery#glutenfree 2d',\n",
       " \"food.darzee Food Darzee ensures safety of it's employees and believes in safe cooking practices.  With every step of cooking food & packing meals for you, we take utmost care and precaution so that any kind of contamination is prevented.  We follow all the guidelines by Health Ministry and WHO and make sure the meals deliveried to you are safe.  #fooddarzee #stayhome #staysafe #eathealthy #healthylifestyle #healthyfood #coronavairus #healthyliving #safecooking #corona #covid #covi̇d19 #coronavid19 #contactlessdelivery #healthyeating #healthiswealth 3d\",\n",
       " 'food.darzee Namma Bengaluru! The healthiest bakery in town has arrived Craving for cookies and brownies, but not sure if you should have so much sugar?  Order from Baked Darzee and satisfy your sweet cravings with gluten free & sugar free bakery products.  Delicious bakery products you can munch on without consuming those extra carbs  Order now from https://Bakeddarzee.com . . . #bakeddarzee #fooddarzee #bangalore #bakerylife #bakeryshop #cook #foodie #foodpornography #sweet #yummyfood #yummyinmytummy #chocolate #bake #keto #glutenfree #healthy 4d',\n",
       " 'food.darzee Catch @dr.siddhant.bhargava & @drrashmishettyra Live today at 7pm talking about eating healthy, skin care & nutrition . . . . . #instalive #fooddarzee #dermatologistrecommended #healthyeating #healthylifestyle #skincare #skincareroutine #instadaily #staytuned 5d',\n",
       " 'food.darzee The healthiest bakery is now open in Bengaluru  Baked Darzee offers Sugar-free, Gluten free & Keto-friendly alternatives to your favourite desserts. Cookies, Brownies, cheesecakes and chocolates, all made to satisfy your cravings and still designed to help you stay fit . Order now from Bakeddarzee.com . . . #desserts #dessertsofinstagram #fooddarzee #bakeddarzee #bakeryshop #sugarfree #glutenfree #bangalorefoodies #bangalorefoodblogger #cookies #yummy #healthiestbakeryintown #ketocookies #ketobrownies #ketodessert #sugarfreedessert #foodiesofinstagram #chocolates #brownies #popcorn #cake 6d',\n",
       " \"food.darzee Today's Recipe - Mushroom Cheese Risotto  Mushroom cheese sauce ingredients* White button mushroom 50 gram Cheese 65 gram Butter 4 gram Spinach 10 gram Fresh Cream 10 gram Oregano Chilly Flakes  Cauli Rice Ingredients* Red and yellow capsicum 10 gram Olive Oil 4 gram Cauliflower 80 gram Garlic Mushroom Cheese Sauce  Garnish* Parsley Olives . Method Add the butter to the pan Add the oreganoe and chilli flakes Add the mushrooms Add the cheese and let it melt Add the spinach Add the cream Do not grind it Cauli Rice Clean, Trim and Grate Cauliflower for cauli rice. Blanch in boiling water with bay leaves till al dente. Drain the cauliflower and remove the bayleaves. The cauli rice should not be mushy. Add oil to a pan Add chopped garlic and let it cook Add oreganoes and chilli flakes Add bell pepper and saute Then mix it with the cauli rice Add olives to top it off Garnish with chopped parsley . . . #recipe #Mushroomcheeserisotto #foodporn #recipes #home #recipes #food #foodie #yummy #healthyfood #delicious #homemade #foodphotography #tasty #foodblogger #healthy #foodstagram #vegan #dinner #foodlover #homecooking #healthylifestyle #healthyrecipes #chef #easyrecipes #cook #instagood #lunch #foodies #bhfyp 1w\",\n",
       " 'food.darzee Lockdown extended . . . . #fooddarzee #lockdown #trending #modispeech #3rdmay #coronago #memes #dankmemes #memesdaily #memepage #dankmemesdaily #memedaily #edgymemes #comedy #fun #funny #lol #hahah #india #qurantinelife #quartine #quratine #qurentinedays #homequarantine #qurantinedays #quarantime #corantine #quarantinetimes #instagood #social 1w',\n",
       " '__joey_doesnt_share_food_ innocent?🙊 ... .. . . . . . . . #tiktok #sidnaaz #love #bestfriends #best #memes #me #mine #imissu #forever #joey #friends #food #foodie #pizza #burger #chocolate #joeytribbiani #prettygirls #cute #sweet #iphone6s #shotoniphone #tiktokindia #red#makeup #hottoys 1d',\n",
       " '__joey_doesnt_share_food_ Are u ready?🙊😂 . . . . . . . . #cute #sweet #beautiful #avni #memes #me #girl #mine #joey #joeytribbiani #bitch #boyfriend #sidnaaz #tiktok #tiktokindia #friends #pizza #burger #food #foodie #chocolate #red #cocacola #love #forever #imissu #shotoniphone #iphone6s 5d',\n",
       " '__joey_doesnt_share_food_ “I think i have a boyfriend maybe......”🙊🤣 ... . . . . . . . . . . . #cute #foodie #beautiful #silly #food #pizza #joey #joeytribbiani #joeybirlem #friends #love #forever #memes #me #mine #imissu #goals #shotoniphone #avni #girl #crazy #hotsprings #sweet #bitch#smile #drama #laugh#sidnaaz 2w',\n",
       " '__joey_doesnt_share_food_ Overacting😌🙊 .. . . . . . . . . . . . . #hotyoga #hotyoga #cute #prettygirls #pretty #smile #beautiful #girl #avni #shotoniphone #joey #joeytribbiani #joeybadass #food #foodie #pizza #chocolate #strawberry #memes #me #mine #imissu #love #forever #stayhome #stay #darkbrownhair #crazy #bitch#smile #laugh #drama 2w',\n",
       " '__joey_doesnt_share_food_ My dill ain’t for this generation 🙊😌 .. . . . . . . . . . . . #cute #hotyoga #sweet #pretty #prettygirls #red #joey #joeytribbiani #food #foodie #pizza #drama #darkbrownhair #hazeleyes #beauty #beautiful #avni #memes #me #mine #imissu #love #forever#shotoniphone #heart#live #friends #drama #smile #strawberry 3w',\n",
       " '__joey_doesnt_share_food_ Bring me Coca Cola 🥤 .... .... ... #chocolate #avni #girl #hottoys #cute #sweet #cutest #red #strawberry #joey #food #foodie #joeytribbiani #badass #maroon #friends #pizza #cake #velvet #shotoniphone #memes #me #mine #imissu #love #live #forever #music #instagram #blogger 3w',\n",
       " '__joey_doesnt_share_food_ Kyaa yaar ab khaana kaise khaongi🥺😁🙊.......dont forget to swipe & swipe ..... ... .... #cute #flowers #avni #darkbrownhaircolor #shotoniphone #memes #me #mine #love #sweet #imissyou #girl #joey #joeytribbiani #hotyoga #best #food #foodie #pizza #beautiful#sweet #baby #darling 5w',\n",
       " '__joey_doesnt_share_food_ “Thodi si characterless hoon but in a good way”🙊🤦🏻\\u200d♀️💁🏻\\u200d♀️😂 ... #rose #wiltoncakes #darkbrownhaircolor #cute #sweet #hotyoga #beautiful #love #forever #live #imissu #mine #memes #me #food #foodie #pizza #joey #joeytribbiani #friends #shotoniphone #girl #avni 6w',\n",
       " '__joey_doesnt_share_food_ Not a sushi but a golgappa kinda chic🙊💁🏻\\u200d♀️ .... .... #rose #wiltoncakes #darkbrownhaircolor #cute #sweet #hotyoga #beautiful #love #forever #live #imissu #mine #memes #me #food #foodie #pizza #joey #joeytribbiani #friends #shotoniphone #girl #avni 7w',\n",
       " '__joey_doesnt_share_food_ Jihde Utte Mardi Mandeer Mundeya, Mar Gayi Aa Oh Kudi Teri Look Te🙊🤦🏻\\u200d♀️😂🤷🏻\\u200d♀️😌 .... .... .... #rose #wiltoncakes #darkbrownhaircolor #cute #sweet #hotyoga #beautiful #love #forever #live #imissu #mine #memes #me #food #foodie #pizza #joey #joeytribbiani #friends #shotoniphone #girl #avni 8w',\n",
       " '__foodiesisters__ \"Worries go down with good noodles🍜\" . QUARANTINE DAY:-26 . Try my hands to make spicy noodles . Ingredients 📍Noodles 📍Spices 📍 Veggies . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update : @__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates : @__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #foodblogger #foodiesofinstagram #foodpost #foodpic #noodles #instagram #instadaily #insta #instafood #instafoodie #instamood #foodaholic #foodblog #foodoftheday #corona #quarantine #home #delhi #delhifood #foodiesofinstagram #foodiesisters #follow #likes #cornavirus #foodgasm #blog 2d',\n",
       " '__foodiesisters__ \"When there is rain💦 there is ramladdo\" . QUARANTINE DAY-25 . Ingredients 📍Dal 📍Curd 📍Besan . Try my hands to make ram laddoo . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates : @__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #foodblogger #foodlover #foodtruck #foodgraphy #foodoftheday #foodblog #foodbeast #gocornago😷 #quarantine #sharingfoodrecipes #follow #followers #liketime #delhi #delhifood #instagood #instagram #insta #instafood #instablogger #blogger #blog #delhblogger #delhifoodie #homemade @big.shout 3d',\n",
       " '__foodiesisters__ \"You don\\'t need silver fork to eat good food\" . QUARANTINE DAY:19 . Ingredients 📍Veggies 📍Mayo 📍All purpose flour (maida) 📍Cottage cheese 📍Cheese . Try my hands to make veggies burst . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update:-@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates :-@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #foodblogger #foodpics #foodheaven #foodiesofinstagram #foodaholic #foodbeast #foodography #instagram #instagood #insta #blogger #blog #foodoftheday #quarantine #gocorona #delhifood #instablog #likes #follow #followers #foodtruck #foodnetwork #veggies #healthyfood #homemade @big.shout 1w',\n",
       " '__foodiesisters__ \" I like rice , rice is great if you are hungry and want 2000 of something\" . QUARANTINE DAY: 18 . Try my hands to make fried rice 🍚 with soya sauce . Best for mid night hunger . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update:@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #foodblogger #foodlover #foodpics #foodofinstagram #foodography #foodforfoodies #foodbeast #delhi #delhifood #delhi_gram #insta #instadaily #instagram #instablogger #instafood #followers #likes #instalove #foodheals #friedrice #midnight #snacks #foodoptimising #delhiblogger #foodoftheday @big.shout 1w',\n",
       " '__foodiesisters__ \"Eat the spaghetti🍝 to forgetti your regretti\" . QUARANTINE DAY:-17 . Try my hands to make white suace spaghetti 🍝 . Ingredients 📍1 Teaspoon Butter 📍1 Teaspoon All purpose Flour (maida) 📍1 Cup Milk 📍 Cheese 📍Oregano 📍 Spaghetti . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update:@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates : @__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodie #foodstagram #foodpics #foodiesofinstagram #foodaholic #foodforfoodies #foodies #foodblogger #blog #blogger #instagram #instadaily #insta #instablogger #delhi #spaghetti #whitesauce #delhifood #bloggeroffood #delhiblogger #follome #follow #likes #likeforlikes #homemade #gocorona #quarantine @big.shout 1w',\n",
       " '__foodiesisters__ \"Eat, as nobody is watching , Enjoy food like that\\'s the only thing left in your world\" . QUARANTINE DAY:-17 . IN FRAME 📍Dal Makhni 📍Butter Naan 📍Raita 📍Salad . Try my hands to make dal Makhni and Butter naan . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update:@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodie #foodstagram #foodblogger #foodiesofinstagram #foodlover #foodforfoodies #dalmakhani #butternaan #salad #raita #homemade #delhi #instagood #insta #instagram #instadaily #instafood #instablog #blogger #blog #bloggerfoodie #picoftheday #foodoftheday #foodaholic #gocorona #coronagoaway #delhifood @big.shout 1w',\n",
       " '__foodiesisters__ \"I love all the different ways to eat Potatoes . .\" . QUARANTINE DAY :16 . IN FRAME 📍 Potatoes bites 📍French fries 📍Cheese dip 📍Tomato sauce . Tried my hands to make 2 different ways of Potatoes . Which dip you like most 📍Chesse dip or 📍Tomato suace 👇 Comment below👇 . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update:@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #foodporn #food #foodphotography #foodie #foodstagram #foodphotos #photooftheday #foodoftheday #foodofinstagram #foodheaven #foodholic #foodography #foodforfoodies #frenchfries #potatobites #cheese #ketchup #likelike #followers #folowme #likes #instagood #insta #instagram #instadaily #instafood #instblog #blogger #blog #quarantine @big.shout 1w',\n",
       " '__foodiesisters__ \"It\\'s been long since my tongue has relished gulab jamun \" . QUARANTINE DAY:- 14 . Try my hands to make gulab jamun . Ingredients 📍Milk Powder 📍Ghee 📍Milk . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update :-@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ For more updates follow :-@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #gulabjamun #sweet #deliciousfood #tasty #foodiesofinstagram #foodaholic #foodography #foodtrucks #foodforfoodies #foodoftheday #picoftheday #instagood #instagram #insta #instadaily #instacool #delhi #stayhome #stayhealthy #quarantine #supportquarantaine #blogger #blog #delhifood #delhiriots 2w',\n",
       " '__foodiesisters__ \" Rescue to midnight hunger, you can eat maggi any time via maggi makes you smile , more than your lover😜\" . CHEESE MAGGI . QUARANTINE DAY:-13 . Ingredients 📍Cheese 📍Maggi packet . ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Update :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow for more updates :@__foodiesisters__ ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ . #food #foodporn #foodphotography #foodstagram #foodie #foodstylist #foodaholic #foodiesofinstagram #foodiesisters #maggie #cheesy #foodography #foodlover #foodblogger #blogger #blog #delhi #delhifood #delhifoodie #delhiblogger #followforlike #liketime #followers #instagram #insta #instablogger #instamood #delhiriots #quarantine #quarantinelife 2w',\n",
       " \"bookheengineers 𝗪𝗵𝗮𝘁'𝘀 𝗮 𝗺𝗮𝘀𝗮𝗹𝗮 𝗱𝗼𝘀𝗮 ? 𝗜𝘁'𝘀 𝗮 𝗽𝗼𝘁𝗮𝘁𝗼 𝘄r𝗮𝗽𝗽𝗲𝗱 𝗶𝗻 𝗹𝗼𝘃𝗲 🍙❤️ •••••••••••••••••• 𝗧𝗮𝗴 𝗮 𝗳𝗿𝗶𝗲𝗻𝗱 𝘄𝗵𝗼 𝗹𝗼𝘃𝗲𝘀 डोसा🐒 ••••••••••••••••• 👩\\u200d🍳: @manisha.aggarwal20 _____________________________________________ #dosa #southindianfood #kerela #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #masaladosa #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #sodelhi #foodstyling #bookheengineers #chocolate #northindianfood #quarantine #corona #foodie #sodelhi #southindia #dosasambhar 1d\",\n",
       " \"bookheengineers 𝗗𝗿𝗼𝗼𝗹𝗶𝗻𝗴 ! 𝗜𝘀𝗻'𝘁 𝗶𝘁 ? ❤️🌈 𝗙𝘁. 𝗠𝗼𝗱𝗶𝗝𝗶 𝟱𝟲 𝗜𝗻𝗰𝗵 𝗧𝗵𝗮𝗹i @ardor2.1 , CP • • • • 💸 : INR 2655 • • • • Tag your squad ❤️ • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________  #punjabi #modi #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood #quarantine #corona #foodie #sodelhi 3w\",\n",
       " \"bookheengineers 𝗠𝗮𝗷𝗼𝗿 𝗠𝗶𝘀𝘀𝗶𝗻𝗴 😭🍝 𝗕𝗮𝗸𝗲𝗱 𝗖𝗵𝗲𝗲𝘀𝗲 𝗣𝗮𝘀𝘁𝗮 • • • • 🕹️ : Billu's Hut , NSP • • • • Tag a friend who loves pasta ❤️ • • • • Follow @bookheengineers for drooling content ❤️ ______________________________________________ #pasta #drooling #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood #cheese 3w\",\n",
       " 'bookheengineers Qᴜᴀʀᴀɴᴛɪɴᴇ ᴀɴᴅ ᴘᴏᴘᴄᴏʀɴ 🍿🤷🏻\\u200d♂️ 𝗳𝘁. ʏᴜᴍᴍʏ ᴀꜰ ɢᴏᴜʀᴍᴇᴛ ᴘᴏᴘᴄᴏʀɴ ꜰʀᴏᴍ @4700bcpopcorn • • • • Tag a friend who loves popcorn ❤️ • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________  #popcorn #pvr #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood #quarantine #corona #foodie #gourmetpopcorn 3w',\n",
       " 'bookheengineers 𝗥𝗲𝗮𝗹𝗶𝘁𝘆 𝗶𝘀 𝗮𝗻 𝗶𝗹𝗹𝘂𝘀𝗶𝗼𝗻 𝗰𝗮𝘂𝘀𝗲𝗱 𝗱𝘂𝗲 𝘁𝗼 𝗱𝗲𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆 𝗼𝗳 𝗮𝗹𝗰𝗼𝗵𝗼𝗹 𝗶𝗻 𝗯𝗹𝗼𝗼𝗱 🍻🍺🥂❤️ 𝗳𝘁.@kingfisherultra et @magicmomentsvodka • • • • Tag a friend who loves beer & vodka 🍻 • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________  #beer #vodka #love #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood #quarantine #corona 3w',\n",
       " 'bookheengineers \" 𝕴 𝖍𝖆𝖛𝖊 𝖙𝖍𝖊 𝖘𝖊𝖝𝖎𝖊𝖘𝖙 𝖑𝖊𝖌𝖘 𝖊𝖛𝖊𝖗 \" -- 𝕮𝖍𝖎𝖈𝖐𝖊𝖓 🍗 • • • • 🕹️ : 𝕿𝖍𝖊 𝕱𝖊𝖆𝖘𝖙 𝕳𝖔𝖚𝖘𝖊 , 𝕶𝖆𝖗𝖔𝖑 𝕭𝖆𝖌𝖍 • • • • 𝕿𝖆𝖌 𝖆 𝖋𝖗𝖎𝖊𝖓𝖉 𝖜𝖍𝖔 𝖑𝖔𝖔𝖐𝖘 𝖑𝖎𝖐𝖊 𝖈𝖍𝖎𝖈𝖐𝖊𝖓 🍗 🍻 • • • • 𝕱𝖔𝖑𝖑𝖔𝖜 @bookheengineers 𝖋𝖔𝖗 𝖉𝖗𝖔𝖔𝖑𝖎𝖓𝖌 𝖈𝖔𝖓𝖙𝖊𝖓𝖙 🚬🌈 _________________________________________________  #chicken #love #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood 4w',\n",
       " 'bookheengineers The secret ingredient is always love ❤️💚 • • • • Tag a friend who loves पूरी 🐒 • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________ #homemade #puri #dalmakhani #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #quarantine #northindianfood 4w',\n",
       " \"bookheengineers 𝗘𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴 𝘁𝗵𝗮𝘁 𝗹𝗼𝗼𝗸𝘀 𝗱𝗲𝗹𝗶𝗰𝗶𝗼𝘂𝘀 𝗱𝗼𝗲𝘀𝗻'𝘁 𝗻𝗲𝗰𝗲𝘀𝘀𝗮𝗿𝗶𝗹𝘆 𝘁𝗮𝘀𝘁𝗲 𝘁𝗵𝗮𝘁 𝗴𝗼𝗼𝗱 🍔🤢 𝗳𝘁. 𝗩𝗲𝗴. 𝗠𝗼𝗯𝘂𝗿𝗴 𝗳𝗿𝗼𝗺 @wowmomos • • • • Tag an enemy to whom you'd love to give this burger 😈 • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________ #burger #fries #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood 4w\",\n",
       " \"bookheengineers Alcohol doesn't solve problems , but then again neither does milk 🍻🍺🥂❤️ ft. @kingfisherultra • • • • 🕹️ : Flamess Café , Hudson Lane • • • • Tag a friend who loves beer 🍻 • • • • Follow @bookheengineers for drooling content 🚬🌈 _________________________________________________  #beer #whisky #love #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood 4w\",\n",
       " \"bookheengineers Dare to be a waffle in a world full of pancakes \\U0001f9c7🍫💫🌎 • • • • Tag a friend with whom you'd love to have waffles 🐼 • • • • Follow @bookheengineers for drooling food content ❤️🚬 ______________________________________________________ #waffles #waffle #kitkat #newdelhi #foodphotography #foodporn #food #foodie #instafood #foodstagram #foodblogger #foodgasm #foodlover #yummy #dessert #cholebhature #delicious #foodies #instagood #healthyfood #foodpics #tasty #foods #punjab #sodelhi #foodstyling #entrepreneur #bookheengineers #sodelhi #chocolate #northindianfood 4w\"]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_of_posts=10\n",
    "captions=get_content(top_accounts,no_of_posts)\n",
    "captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_word_frequency(words,stop):\n",
    "    \n",
    "    word_freq={}\n",
    "    \n",
    "    #removing all the stop words\n",
    "    for tok in words:\n",
    "        if(tok in stop):\n",
    "            words.remove(tok)\n",
    "            \n",
    "    #getting frequency of all the words\n",
    "    for ele in words:\n",
    "        if ele not in word_freq:\n",
    "            word_freq[ele]=1\n",
    "        else:\n",
    "            word_freq[ele]+=1\n",
    "            \n",
    "    w=[]\n",
    "    freq=[]\n",
    "    for ele in word_freq:\n",
    "        w.append(ele)\n",
    "        freq.append(word_freq[ele])\n",
    "    \n",
    "    return word_freq,w,freq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stop words excluding '#'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'!',\n",
       " '\"',\n",
       " '$',\n",
       " '%',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '<',\n",
       " '=',\n",
       " '>',\n",
       " '?',\n",
       " '@',\n",
       " '[',\n",
       " '\\\\',\n",
       " ']',\n",
       " '^',\n",
       " '_',\n",
       " '`',\n",
       " 'a',\n",
       " 'about',\n",
       " 'above',\n",
       " 'after',\n",
       " 'again',\n",
       " 'against',\n",
       " 'ain',\n",
       " 'all',\n",
       " 'am',\n",
       " 'an',\n",
       " 'and',\n",
       " 'any',\n",
       " 'are',\n",
       " 'aren',\n",
       " \"aren't\",\n",
       " 'as',\n",
       " 'at',\n",
       " 'be',\n",
       " 'because',\n",
       " 'been',\n",
       " 'before',\n",
       " 'being',\n",
       " 'below',\n",
       " 'between',\n",
       " 'both',\n",
       " 'but',\n",
       " 'by',\n",
       " 'can',\n",
       " 'couldn',\n",
       " \"couldn't\",\n",
       " 'd',\n",
       " 'did',\n",
       " 'didn',\n",
       " \"didn't\",\n",
       " 'do',\n",
       " 'does',\n",
       " 'doesn',\n",
       " \"doesn't\",\n",
       " 'doing',\n",
       " 'don',\n",
       " \"don't\",\n",
       " 'down',\n",
       " 'during',\n",
       " 'each',\n",
       " 'few',\n",
       " 'for',\n",
       " 'from',\n",
       " 'further',\n",
       " 'had',\n",
       " 'hadn',\n",
       " \"hadn't\",\n",
       " 'has',\n",
       " 'hasn',\n",
       " \"hasn't\",\n",
       " 'have',\n",
       " 'haven',\n",
       " \"haven't\",\n",
       " 'having',\n",
       " 'he',\n",
       " 'her',\n",
       " 'here',\n",
       " 'hers',\n",
       " 'herself',\n",
       " 'him',\n",
       " 'himself',\n",
       " 'his',\n",
       " 'how',\n",
       " 'i',\n",
       " 'if',\n",
       " 'in',\n",
       " 'into',\n",
       " 'is',\n",
       " 'isn',\n",
       " \"isn't\",\n",
       " 'it',\n",
       " \"it's\",\n",
       " 'its',\n",
       " 'itself',\n",
       " 'just',\n",
       " 'll',\n",
       " 'm',\n",
       " 'ma',\n",
       " 'me',\n",
       " 'mightn',\n",
       " \"mightn't\",\n",
       " 'more',\n",
       " 'most',\n",
       " 'mustn',\n",
       " \"mustn't\",\n",
       " 'my',\n",
       " 'myself',\n",
       " 'needn',\n",
       " \"needn't\",\n",
       " 'no',\n",
       " 'nor',\n",
       " 'not',\n",
       " 'now',\n",
       " 'o',\n",
       " 'of',\n",
       " 'off',\n",
       " 'on',\n",
       " 'once',\n",
       " 'only',\n",
       " 'or',\n",
       " 'other',\n",
       " 'our',\n",
       " 'ours',\n",
       " 'ourselves',\n",
       " 'out',\n",
       " 'over',\n",
       " 'own',\n",
       " 're',\n",
       " 's',\n",
       " 'same',\n",
       " 'shan',\n",
       " \"shan't\",\n",
       " 'she',\n",
       " \"she's\",\n",
       " 'should',\n",
       " \"should've\",\n",
       " 'shouldn',\n",
       " \"shouldn't\",\n",
       " 'so',\n",
       " 'some',\n",
       " 'such',\n",
       " 't',\n",
       " 'than',\n",
       " 'that',\n",
       " \"that'll\",\n",
       " 'the',\n",
       " 'their',\n",
       " 'theirs',\n",
       " 'them',\n",
       " 'themselves',\n",
       " 'then',\n",
       " 'there',\n",
       " 'these',\n",
       " 'they',\n",
       " 'this',\n",
       " 'those',\n",
       " 'through',\n",
       " 'to',\n",
       " 'too',\n",
       " 'under',\n",
       " 'until',\n",
       " 'up',\n",
       " 've',\n",
       " 'very',\n",
       " 'was',\n",
       " 'wasn',\n",
       " \"wasn't\",\n",
       " 'we',\n",
       " 'were',\n",
       " 'weren',\n",
       " \"weren't\",\n",
       " 'what',\n",
       " 'when',\n",
       " 'where',\n",
       " 'which',\n",
       " 'while',\n",
       " 'who',\n",
       " 'whom',\n",
       " 'why',\n",
       " 'will',\n",
       " 'with',\n",
       " 'won',\n",
       " \"won't\",\n",
       " 'wouldn',\n",
       " \"wouldn't\",\n",
       " 'y',\n",
       " 'you',\n",
       " \"you'd\",\n",
       " \"you'll\",\n",
       " \"you're\",\n",
       " \"you've\",\n",
       " 'your',\n",
       " 'yours',\n",
       " 'yourself',\n",
       " 'yourselves',\n",
       " '{',\n",
       " '|',\n",
       " '}',\n",
       " '~'}"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "import string\n",
    "\n",
    "stop=stopwords.words(\"english\")\n",
    "stops=set(stop)\n",
    "punctuations=list(string.punctuation)\n",
    "punctuations.remove('#')\n",
    "stops.update(punctuations)\n",
    "stops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List of words from the scraped posts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['foodys',\n",
       " 'Is',\n",
       " 'it',\n",
       " 'wrong',\n",
       " 'to',\n",
       " 'hit',\n",
       " 'the',\n",
       " 'drive',\n",
       " 'through',\n",
       " 'and',\n",
       " 'grab',\n",
       " 'Fries',\n",
       " '&',\n",
       " 'a',\n",
       " 'Milkshake',\n",
       " 'for',\n",
       " 'breakfast?',\n",
       " '🤔🍟🍦',\n",
       " 'Well..',\n",
       " 'that’s',\n",
       " 'how',\n",
       " 'my',\n",
       " 'day',\n",
       " 'started',\n",
       " '🙃',\n",
       " 'it',\n",
       " 'was',\n",
       " 'soooooooo',\n",
       " 'good.',\n",
       " 'What’d',\n",
       " 'you',\n",
       " 'guys',\n",
       " 'have',\n",
       " 'for',\n",
       " 'breakfast?',\n",
       " '5/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤🤤',\n",
       " '@goodeatzco',\n",
       " '34m',\n",
       " 'foodys',\n",
       " 'Holy',\n",
       " 'Jala’s!',\n",
       " 'Triple',\n",
       " 'Jalapeño',\n",
       " 'Burger',\n",
       " '🍔🌶',\n",
       " 'this',\n",
       " 'gets',\n",
       " '5/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤🤤',\n",
       " 'I',\n",
       " 'am',\n",
       " 'actually',\n",
       " 'drooling',\n",
       " 'on',\n",
       " 'my',\n",
       " 'phone',\n",
       " '😅',\n",
       " 'tag',\n",
       " 'someone',\n",
       " 'that',\n",
       " 'needs',\n",
       " 'to',\n",
       " 'see',\n",
       " 'this!',\n",
       " '@issac_eatsalot',\n",
       " '@burgerpointofficial',\n",
       " '15h',\n",
       " 'foodys',\n",
       " 'Fresh',\n",
       " 'Donuts',\n",
       " 'from',\n",
       " 'scratch',\n",
       " '🍩🙌🤤',\n",
       " '',\n",
       " 'I',\n",
       " 'gotta',\n",
       " 'give',\n",
       " 'this',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤',\n",
       " 'how',\n",
       " 'many',\n",
       " 'would',\n",
       " 'you',\n",
       " 'give',\n",
       " 'it?',\n",
       " '@foodyfetish',\n",
       " '20h',\n",
       " 'foodys',\n",
       " 'Cookie',\n",
       " 'Monster',\n",
       " 'Fudge',\n",
       " '🤯🍫',\n",
       " 'Back',\n",
       " 'to',\n",
       " 'back',\n",
       " '5/5',\n",
       " 'drools!',\n",
       " '🤤🤤🤤🤤🤤',\n",
       " \"That's\",\n",
       " 'never',\n",
       " 'happened',\n",
       " 'before!',\n",
       " 'How',\n",
       " 'many',\n",
       " 'drools',\n",
       " 'would',\n",
       " 'you',\n",
       " 'give',\n",
       " 'this?',\n",
       " '@candyandcocoa',\n",
       " '1d',\n",
       " 'foodys',\n",
       " 'Hot',\n",
       " 'Chicken',\n",
       " 'Goals',\n",
       " '🔥🐔Gotta',\n",
       " 'give',\n",
       " 'this',\n",
       " '5/5',\n",
       " 'drools',\n",
       " 'because',\n",
       " 'this',\n",
       " 'is',\n",
       " 'everything',\n",
       " \"i'm\",\n",
       " 'craving',\n",
       " 'right',\n",
       " 'now',\n",
       " '🤤🤤🤤🤤🤤@theirregularlens',\n",
       " '1d',\n",
       " 'foodys',\n",
       " 'Ferrero',\n",
       " 'Rocher',\n",
       " 'Ice',\n",
       " 'Cream',\n",
       " '😍🍦I',\n",
       " 'gotta',\n",
       " 'give',\n",
       " 'this',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤',\n",
       " 'How',\n",
       " 'many',\n",
       " 'would',\n",
       " 'you',\n",
       " 'give',\n",
       " 'it?',\n",
       " '@nonstopeats',\n",
       " '2d',\n",
       " 'foodys',\n",
       " 'Deep',\n",
       " 'fried',\n",
       " 'Ice',\n",
       " 'Cream',\n",
       " 'Sandwich',\n",
       " '🍦🍪',\n",
       " '',\n",
       " 'This',\n",
       " 'is',\n",
       " 'everything',\n",
       " 'I',\n",
       " 'need',\n",
       " 'right',\n",
       " 'now',\n",
       " '🥰',\n",
       " 'I',\n",
       " 'gotta',\n",
       " 'give',\n",
       " 'this',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤',\n",
       " 'what',\n",
       " 'would',\n",
       " 'you',\n",
       " 'give',\n",
       " 'it?',\n",
       " '@foodyfetish',\n",
       " '2d',\n",
       " 'foodys',\n",
       " 'Garlic',\n",
       " 'Knot',\n",
       " 'Meatball',\n",
       " 'Pizza',\n",
       " '😍Lately',\n",
       " 'all',\n",
       " \"I've\",\n",
       " 'wanted',\n",
       " 'to',\n",
       " 'do',\n",
       " 'is',\n",
       " 'order',\n",
       " 'in',\n",
       " 'pizza',\n",
       " '🍕What',\n",
       " 'have',\n",
       " 'you',\n",
       " 'guys',\n",
       " 'been',\n",
       " 'eating',\n",
       " 'during',\n",
       " 'this',\n",
       " 'quarantine?',\n",
       " 'I',\n",
       " 'gotta',\n",
       " 'give',\n",
       " 'this',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤@unlokt',\n",
       " '@metropizzalv',\n",
       " '3d',\n",
       " 'foodys',\n",
       " 'Meat',\n",
       " 'Free',\n",
       " 'Lasagna',\n",
       " 'Dome',\n",
       " '🍝🤯',\n",
       " '@twisted',\n",
       " '',\n",
       " 'What',\n",
       " 'kinds',\n",
       " 'of',\n",
       " 'meat',\n",
       " 'free',\n",
       " 'recipes',\n",
       " 'do',\n",
       " 'you',\n",
       " 'guys',\n",
       " 'make',\n",
       " 'or',\n",
       " 'are',\n",
       " 'interested',\n",
       " 'in?',\n",
       " 'Let',\n",
       " 'us',\n",
       " 'know!',\n",
       " 'We',\n",
       " 'give',\n",
       " 'this',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤',\n",
       " '3d',\n",
       " 'foodys',\n",
       " 'Burger',\n",
       " 'Overload',\n",
       " '🤯🍔',\n",
       " 'How',\n",
       " 'many',\n",
       " 'drools',\n",
       " 'are',\n",
       " 'you',\n",
       " 'guys',\n",
       " 'giving',\n",
       " 'this?',\n",
       " 'Is',\n",
       " 'it',\n",
       " 'too',\n",
       " 'much?',\n",
       " 'I',\n",
       " 'give',\n",
       " 'it',\n",
       " '4/5',\n",
       " 'drools',\n",
       " '🤤🤤🤤🤤@issac_eatsalot',\n",
       " '@burgerpointofficial',\n",
       " '4d',\n",
       " 'food.darzee',\n",
       " 'Our',\n",
       " 'Happy',\n",
       " 'Customer',\n",
       " \"Here's\",\n",
       " 'Insha',\n",
       " \"Biran's\",\n",
       " 'transformation',\n",
       " 'journey',\n",
       " '-',\n",
       " '\"',\n",
       " 'I’m',\n",
       " 'so',\n",
       " 'happy',\n",
       " 'with',\n",
       " 'the',\n",
       " 'results',\n",
       " 'of',\n",
       " 'food',\n",
       " 'darze',\n",
       " 'believe',\n",
       " 'me',\n",
       " 'I',\n",
       " 'have',\n",
       " 'always',\n",
       " 'been',\n",
       " 'a',\n",
       " 'fat',\n",
       " 'kid',\n",
       " 'and',\n",
       " 'I',\n",
       " 'could',\n",
       " 'never',\n",
       " 'loose',\n",
       " 'weight',\n",
       " 'earlier.',\n",
       " 'But',\n",
       " 'I’m',\n",
       " 'so',\n",
       " 'happy',\n",
       " 'with',\n",
       " 'your',\n",
       " 'guidance',\n",
       " 'and',\n",
       " 'food',\n",
       " 'that',\n",
       " 'you',\n",
       " 'recommend.',\n",
       " 'I',\n",
       " 'have',\n",
       " 'lost',\n",
       " '20',\n",
       " 'kgs',\n",
       " 'I',\n",
       " 'started',\n",
       " 'at',\n",
       " '79',\n",
       " 'and',\n",
       " 'now',\n",
       " 'I',\n",
       " 'am',\n",
       " '59.',\n",
       " 'Thanks',\n",
       " 'a',\n",
       " 'ton',\n",
       " '💕💕\"',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#transformationtuesday',\n",
       " '#fooddarzee',\n",
       " '#weightlossjourney',\n",
       " '#weightloss',\n",
       " '#healthylifestyle',\n",
       " '#healthyeating',\n",
       " '#healthydiet',\n",
       " '#ketomeals',\n",
       " '#lowcarb',\n",
       " '#weightlosstransformation',\n",
       " '#weightlosstips',\n",
       " '#loseweightnow',\n",
       " '#eathealthy',\n",
       " '#instagood',\n",
       " '#motivating',\n",
       " '#weightlossmotivation',\n",
       " '#healthyfood',\n",
       " '5h',\n",
       " 'food.darzee',\n",
       " '☝🏼All',\n",
       " 'of',\n",
       " 'us',\n",
       " 'after',\n",
       " 'lockdown',\n",
       " 'ends.',\n",
       " '',\n",
       " 'Comment',\n",
       " 'below',\n",
       " 'what',\n",
       " 'would',\n",
       " 'you',\n",
       " 'eat',\n",
       " 'after',\n",
       " 'the',\n",
       " 'lockdown',\n",
       " 'ends',\n",
       " 'and',\n",
       " 'let',\n",
       " 'us',\n",
       " 'know',\n",
       " 'your',\n",
       " 'wishlist',\n",
       " ';)',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#coronamemes',\n",
       " '#lockdown',\n",
       " '#covid',\n",
       " '#covi̇d19',\n",
       " '#lockdownmemes',\n",
       " '#homecooking',\n",
       " '#quarantinelife',\n",
       " '#quarantineandchill',\n",
       " '#memesdaily',\n",
       " '#memeoftheday',\n",
       " '#foodstagram',\n",
       " '#instafood',\n",
       " '#yummy',\n",
       " '#wishlist',\n",
       " '#qurentinedays',\n",
       " '#homequarantine',\n",
       " '#qurantinedays',\n",
       " '#quarantime',\n",
       " '#corantine',\n",
       " '#quarantinetimes',\n",
       " '#instagood',\n",
       " '#social',\n",
       " '1d',\n",
       " 'food.darzee',\n",
       " 'Now',\n",
       " 'get',\n",
       " 'healthy',\n",
       " 'and',\n",
       " 'tasty',\n",
       " 'bakery',\n",
       " 'products',\n",
       " 'like',\n",
       " 'cookies,',\n",
       " 'chocolates,',\n",
       " 'brownies,',\n",
       " 'breads',\n",
       " 'and',\n",
       " 'many',\n",
       " 'more',\n",
       " 'items',\n",
       " 'delivered',\n",
       " 'all',\n",
       " 'across',\n",
       " 'Delhi',\n",
       " 'NCR',\n",
       " '.',\n",
       " 'Order',\n",
       " 'now',\n",
       " 'from',\n",
       " 'Bakeddarzee.com',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#fooddarzee',\n",
       " '#bakeddarzee',\n",
       " '#ketocookies',\n",
       " '#ketobrownies',\n",
       " '#breads',\n",
       " '#cakes',\n",
       " '#healthydesserts',\n",
       " '#healthybakery',\n",
       " '#healthybread',\n",
       " '#glutenfree',\n",
       " '#sugarfree',\n",
       " '#sugarfreedessert',\n",
       " '#delhincr',\n",
       " '#delhifoodie',\n",
       " '#healthypopcorn',\n",
       " '#homedelivery',\n",
       " '#stayhome',\n",
       " '#staysafe',\n",
       " '1d',\n",
       " 'food.darzee',\n",
       " 'Keto',\n",
       " 'Chocolate',\n",
       " 'Coated',\n",
       " 'Almond',\n",
       " 'Cookies',\n",
       " '(Ingredients)',\n",
       " '15',\n",
       " 'gms',\n",
       " 'Almonds',\n",
       " '5',\n",
       " 'gms',\n",
       " 'Butter',\n",
       " '0.5',\n",
       " 'gms',\n",
       " 'Cocoa',\n",
       " 'Butter',\n",
       " '5',\n",
       " 'gms',\n",
       " 'Erythrytol',\n",
       " '3',\n",
       " 'gms',\n",
       " 'Dark',\n",
       " 'Chocolate',\n",
       " '.',\n",
       " '(Method)',\n",
       " 'Melt',\n",
       " 'the',\n",
       " 'chocolate',\n",
       " 'and',\n",
       " 'cocoa',\n",
       " 'butter',\n",
       " 'on',\n",
       " 'double',\n",
       " 'boil',\n",
       " 'Make',\n",
       " 'a',\n",
       " 'mixture',\n",
       " 'with',\n",
       " 'the',\n",
       " 'rest',\n",
       " 'of',\n",
       " 'the',\n",
       " 'ingredients',\n",
       " 'Shape',\n",
       " 'it',\n",
       " 'like',\n",
       " 'a',\n",
       " 'cookie',\n",
       " 'and',\n",
       " 'bake',\n",
       " 'in',\n",
       " 'the',\n",
       " 'oven',\n",
       " 'at',\n",
       " '200',\n",
       " 'degrees',\n",
       " 'for',\n",
       " '15',\n",
       " 'mins',\n",
       " 'Dip',\n",
       " 'the',\n",
       " 'cookie',\n",
       " 'in',\n",
       " 'the',\n",
       " 'chocolate',\n",
       " 'and',\n",
       " 'then',\n",
       " 'refrigerate',\n",
       " '.',\n",
       " '.',\n",
       " '#fooddarzee',\n",
       " '#bakeddarzee',\n",
       " '#recipes',\n",
       " '#bakerylovers',\n",
       " '#bakeryrecipes',\n",
       " '#cookierecipe',\n",
       " '#cookies',\n",
       " '#recipeoftheday',\n",
       " '#easyrecipes',\n",
       " '#healthyrecipes',\n",
       " '#bakery',\n",
       " '#dessertporn',\n",
       " '#healthydesserts',\n",
       " '#healthyfood',\n",
       " '#cookiesofinstagram',\n",
       " '#ketocookies',\n",
       " '#instaart#keto#ketorecipes#ketobakery#glutenfree',\n",
       " '2d',\n",
       " 'food.darzee',\n",
       " 'Food',\n",
       " 'Darzee',\n",
       " 'ensures',\n",
       " 'safety',\n",
       " 'of',\n",
       " \"it's\",\n",
       " 'employees',\n",
       " 'and',\n",
       " 'believes',\n",
       " 'in',\n",
       " 'safe',\n",
       " 'cooking',\n",
       " 'practices.',\n",
       " '',\n",
       " 'With',\n",
       " 'every',\n",
       " 'step',\n",
       " 'of',\n",
       " 'cooking',\n",
       " 'food',\n",
       " '&',\n",
       " 'packing',\n",
       " 'meals',\n",
       " 'for',\n",
       " 'you,',\n",
       " 'we',\n",
       " 'take',\n",
       " 'utmost',\n",
       " 'care',\n",
       " 'and',\n",
       " 'precaution',\n",
       " 'so',\n",
       " 'that',\n",
       " 'any',\n",
       " 'kind',\n",
       " 'of',\n",
       " 'contamination',\n",
       " 'is',\n",
       " 'prevented.',\n",
       " '',\n",
       " 'We',\n",
       " 'follow',\n",
       " 'all',\n",
       " 'the',\n",
       " 'guidelines',\n",
       " 'by',\n",
       " 'Health',\n",
       " 'Ministry',\n",
       " 'and',\n",
       " 'WHO',\n",
       " 'and',\n",
       " 'make',\n",
       " 'sure',\n",
       " 'the',\n",
       " 'meals',\n",
       " 'deliveried',\n",
       " 'to',\n",
       " 'you',\n",
       " 'are',\n",
       " 'safe.',\n",
       " '',\n",
       " '#fooddarzee',\n",
       " '#stayhome',\n",
       " '#staysafe',\n",
       " '#eathealthy',\n",
       " '#healthylifestyle',\n",
       " '#healthyfood',\n",
       " '#coronavairus',\n",
       " '#healthyliving',\n",
       " '#safecooking',\n",
       " '#corona',\n",
       " '#covid',\n",
       " '#covi̇d19',\n",
       " '#coronavid19',\n",
       " '#contactlessdelivery',\n",
       " '#healthyeating',\n",
       " '#healthiswealth',\n",
       " '3d',\n",
       " 'food.darzee',\n",
       " 'Namma',\n",
       " 'Bengaluru!',\n",
       " 'The',\n",
       " 'healthiest',\n",
       " 'bakery',\n",
       " 'in',\n",
       " 'town',\n",
       " 'has',\n",
       " 'arrived',\n",
       " 'Craving',\n",
       " 'for',\n",
       " 'cookies',\n",
       " 'and',\n",
       " 'brownies,',\n",
       " 'but',\n",
       " 'not',\n",
       " 'sure',\n",
       " 'if',\n",
       " 'you',\n",
       " 'should',\n",
       " 'have',\n",
       " 'so',\n",
       " 'much',\n",
       " 'sugar?',\n",
       " '',\n",
       " 'Order',\n",
       " 'from',\n",
       " 'Baked',\n",
       " 'Darzee',\n",
       " 'and',\n",
       " 'satisfy',\n",
       " 'your',\n",
       " 'sweet',\n",
       " 'cravings',\n",
       " 'with',\n",
       " 'gluten',\n",
       " 'free',\n",
       " '&',\n",
       " 'sugar',\n",
       " 'free',\n",
       " 'bakery',\n",
       " 'products.',\n",
       " '',\n",
       " 'Delicious',\n",
       " 'bakery',\n",
       " 'products',\n",
       " 'you',\n",
       " 'can',\n",
       " 'munch',\n",
       " 'on',\n",
       " 'without',\n",
       " 'consuming',\n",
       " 'those',\n",
       " 'extra',\n",
       " 'carbs',\n",
       " '',\n",
       " 'Order',\n",
       " 'now',\n",
       " 'from',\n",
       " 'https://Bakeddarzee.com',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#bakeddarzee',\n",
       " '#fooddarzee',\n",
       " '#bangalore',\n",
       " '#bakerylife',\n",
       " '#bakeryshop',\n",
       " '#cook',\n",
       " '#foodie',\n",
       " '#foodpornography',\n",
       " '#sweet',\n",
       " '#yummyfood',\n",
       " '#yummyinmytummy',\n",
       " '#chocolate',\n",
       " '#bake',\n",
       " '#keto',\n",
       " '#glutenfree',\n",
       " '#healthy',\n",
       " '4d',\n",
       " 'food.darzee',\n",
       " 'Catch',\n",
       " '@dr.siddhant.bhargava',\n",
       " '&',\n",
       " '@drrashmishettyra',\n",
       " 'Live',\n",
       " 'today',\n",
       " 'at',\n",
       " '7pm',\n",
       " 'talking',\n",
       " 'about',\n",
       " 'eating',\n",
       " 'healthy,',\n",
       " 'skin',\n",
       " 'care',\n",
       " '&',\n",
       " 'nutrition',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#instalive',\n",
       " '#fooddarzee',\n",
       " '#dermatologistrecommended',\n",
       " '#healthyeating',\n",
       " '#healthylifestyle',\n",
       " '#skincare',\n",
       " '#skincareroutine',\n",
       " '#instadaily',\n",
       " '#staytuned',\n",
       " '5d',\n",
       " 'food.darzee',\n",
       " 'The',\n",
       " 'healthiest',\n",
       " 'bakery',\n",
       " 'is',\n",
       " 'now',\n",
       " 'open',\n",
       " 'in',\n",
       " 'Bengaluru',\n",
       " '',\n",
       " 'Baked',\n",
       " 'Darzee',\n",
       " 'offers',\n",
       " 'Sugar-free,',\n",
       " 'Gluten',\n",
       " 'free',\n",
       " '&',\n",
       " 'Keto-friendly',\n",
       " 'alternatives',\n",
       " 'to',\n",
       " 'your',\n",
       " 'favourite',\n",
       " 'desserts.',\n",
       " 'Cookies,',\n",
       " 'Brownies,',\n",
       " 'cheesecakes',\n",
       " 'and',\n",
       " 'chocolates,',\n",
       " 'all',\n",
       " 'made',\n",
       " 'to',\n",
       " 'satisfy',\n",
       " 'your',\n",
       " 'cravings',\n",
       " 'and',\n",
       " 'still',\n",
       " 'designed',\n",
       " 'to',\n",
       " 'help',\n",
       " 'you',\n",
       " 'stay',\n",
       " 'fit',\n",
       " '.',\n",
       " 'Order',\n",
       " 'now',\n",
       " 'from',\n",
       " 'Bakeddarzee.com',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#desserts',\n",
       " '#dessertsofinstagram',\n",
       " '#fooddarzee',\n",
       " '#bakeddarzee',\n",
       " '#bakeryshop',\n",
       " '#sugarfree',\n",
       " '#glutenfree',\n",
       " '#bangalorefoodies',\n",
       " '#bangalorefoodblogger',\n",
       " '#cookies',\n",
       " '#yummy',\n",
       " '#healthiestbakeryintown',\n",
       " '#ketocookies',\n",
       " '#ketobrownies',\n",
       " '#ketodessert',\n",
       " '#sugarfreedessert',\n",
       " '#foodiesofinstagram',\n",
       " '#chocolates',\n",
       " '#brownies',\n",
       " '#popcorn',\n",
       " '#cake',\n",
       " '6d',\n",
       " 'food.darzee',\n",
       " \"Today's\",\n",
       " 'Recipe',\n",
       " '-',\n",
       " 'Mushroom',\n",
       " 'Cheese',\n",
       " 'Risotto',\n",
       " '',\n",
       " 'Mushroom',\n",
       " 'cheese',\n",
       " 'sauce',\n",
       " 'ingredients*',\n",
       " 'White',\n",
       " 'button',\n",
       " 'mushroom',\n",
       " '50',\n",
       " 'gram',\n",
       " 'Cheese',\n",
       " '65',\n",
       " 'gram',\n",
       " 'Butter',\n",
       " '4',\n",
       " 'gram',\n",
       " 'Spinach',\n",
       " '10',\n",
       " 'gram',\n",
       " 'Fresh',\n",
       " 'Cream',\n",
       " '10',\n",
       " 'gram',\n",
       " 'Oregano',\n",
       " 'Chilly',\n",
       " 'Flakes',\n",
       " '',\n",
       " 'Cauli',\n",
       " 'Rice',\n",
       " 'Ingredients*',\n",
       " 'Red',\n",
       " 'and',\n",
       " 'yellow',\n",
       " 'capsicum',\n",
       " '10',\n",
       " 'gram',\n",
       " 'Olive',\n",
       " 'Oil',\n",
       " '4',\n",
       " 'gram',\n",
       " 'Cauliflower',\n",
       " '80',\n",
       " 'gram',\n",
       " 'Garlic',\n",
       " 'Mushroom',\n",
       " 'Cheese',\n",
       " 'Sauce',\n",
       " '',\n",
       " 'Garnish*',\n",
       " 'Parsley',\n",
       " 'Olives',\n",
       " '.',\n",
       " 'Method',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'butter',\n",
       " 'to',\n",
       " 'the',\n",
       " 'pan',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'oreganoe',\n",
       " 'and',\n",
       " 'chilli',\n",
       " 'flakes',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'mushrooms',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'cheese',\n",
       " 'and',\n",
       " 'let',\n",
       " 'it',\n",
       " 'melt',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'spinach',\n",
       " 'Add',\n",
       " 'the',\n",
       " 'cream',\n",
       " 'Do',\n",
       " 'not',\n",
       " 'grind',\n",
       " 'it',\n",
       " 'Cauli',\n",
       " 'Rice',\n",
       " 'Clean,',\n",
       " 'Trim',\n",
       " 'and',\n",
       " 'Grate',\n",
       " 'Cauliflower',\n",
       " 'for',\n",
       " 'cauli',\n",
       " 'rice.',\n",
       " 'Blanch',\n",
       " 'in',\n",
       " 'boiling',\n",
       " 'water',\n",
       " 'with',\n",
       " 'bay',\n",
       " 'leaves',\n",
       " 'till',\n",
       " 'al',\n",
       " 'dente.',\n",
       " 'Drain',\n",
       " 'the',\n",
       " 'cauliflower',\n",
       " 'and',\n",
       " 'remove',\n",
       " 'the',\n",
       " 'bayleaves.',\n",
       " 'The',\n",
       " 'cauli',\n",
       " 'rice',\n",
       " 'should',\n",
       " 'not',\n",
       " 'be',\n",
       " 'mushy.',\n",
       " 'Add',\n",
       " 'oil',\n",
       " 'to',\n",
       " 'a',\n",
       " 'pan',\n",
       " 'Add',\n",
       " 'chopped',\n",
       " 'garlic',\n",
       " 'and',\n",
       " 'let',\n",
       " 'it',\n",
       " 'cook',\n",
       " 'Add',\n",
       " 'oreganoes',\n",
       " 'and',\n",
       " 'chilli',\n",
       " 'flakes',\n",
       " 'Add',\n",
       " 'bell',\n",
       " 'pepper',\n",
       " 'and',\n",
       " 'saute',\n",
       " 'Then',\n",
       " 'mix',\n",
       " 'it',\n",
       " 'with',\n",
       " 'the',\n",
       " 'cauli',\n",
       " 'rice',\n",
       " 'Add',\n",
       " 'olives',\n",
       " 'to',\n",
       " 'top',\n",
       " 'it',\n",
       " 'off',\n",
       " 'Garnish',\n",
       " 'with',\n",
       " 'chopped',\n",
       " 'parsley',\n",
       " '.',\n",
       " '.',\n",
       " '.',\n",
       " '#recipe',\n",
       " '#Mushroomcheeserisotto',\n",
       " '#foodporn',\n",
       " '#recipes',\n",
       " '#home',\n",
       " '#recipes',\n",
       " '#food',\n",
       " '#foodie',\n",
       " '#yummy',\n",
       " '#healthyfood',\n",
       " '#delicious',\n",
       " '#homemade',\n",
       " '#foodphotography',\n",
       " '#tasty',\n",
       " ...]"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words=[]\n",
    "for cap in captions:\n",
    "    l=cap.split(' ')\n",
    "    for a in l:\n",
    "        words.append(a)\n",
    "words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequency of the scraped words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'foodys': 10,\n",
       " 'Is': 2,\n",
       " 'wrong': 1,\n",
       " 'hit': 1,\n",
       " 'drive': 1,\n",
       " 'grab': 1,\n",
       " 'Fries': 1,\n",
       " 'Milkshake': 1,\n",
       " 'breakfast?': 2,\n",
       " '🤔🍟🍦': 1,\n",
       " 'Well..': 1,\n",
       " 'that’s': 1,\n",
       " 'day': 1,\n",
       " 'started': 2,\n",
       " '🙃': 1,\n",
       " 'soooooooo': 1,\n",
       " 'good.': 1,\n",
       " 'What’d': 1,\n",
       " 'guys': 4,\n",
       " '5/5': 4,\n",
       " 'drools': 11,\n",
       " '🤤🤤🤤🤤🤤': 3,\n",
       " '@goodeatzco': 1,\n",
       " '34m': 1,\n",
       " 'Holy': 1,\n",
       " 'Jala’s!': 1,\n",
       " 'Triple': 1,\n",
       " 'Jalapeño': 1,\n",
       " 'Burger': 2,\n",
       " '🍔🌶': 1,\n",
       " 'gets': 1,\n",
       " 'I': 12,\n",
       " 'actually': 1,\n",
       " 'drooling': 9,\n",
       " 'phone': 1,\n",
       " '😅': 1,\n",
       " 'tag': 1,\n",
       " 'someone': 1,\n",
       " 'needs': 1,\n",
       " 'see': 1,\n",
       " 'this!': 1,\n",
       " '@issac_eatsalot': 1,\n",
       " '@burgerpointofficial': 2,\n",
       " '15h': 1,\n",
       " 'Fresh': 2,\n",
       " 'Donuts': 1,\n",
       " 'scratch': 1,\n",
       " '🍩🙌🤤': 1,\n",
       " '': 19,\n",
       " 'gotta': 4,\n",
       " 'give': 12,\n",
       " '4/5': 6,\n",
       " '🤤🤤🤤🤤': 4,\n",
       " 'many': 5,\n",
       " 'would': 5,\n",
       " 'it?': 3,\n",
       " '@foodyfetish': 2,\n",
       " '20h': 1,\n",
       " 'Cookie': 1,\n",
       " 'Monster': 1,\n",
       " 'Fudge': 1,\n",
       " '🤯🍫': 1,\n",
       " 'Back': 1,\n",
       " 'back': 1,\n",
       " 'drools!': 1,\n",
       " \"That's\": 1,\n",
       " 'never': 2,\n",
       " 'happened': 1,\n",
       " 'before!': 1,\n",
       " 'How': 3,\n",
       " 'this?': 2,\n",
       " '@candyandcocoa': 1,\n",
       " '1d': 6,\n",
       " 'Hot': 1,\n",
       " 'Chicken': 1,\n",
       " 'Goals': 1,\n",
       " '🔥🐔Gotta': 1,\n",
       " 'everything': 2,\n",
       " \"i'm\": 1,\n",
       " 'craving': 1,\n",
       " 'right': 2,\n",
       " '🤤🤤🤤🤤🤤@theirregularlens': 1,\n",
       " 'Ferrero': 1,\n",
       " 'Rocher': 1,\n",
       " 'Ice': 2,\n",
       " 'Cream': 3,\n",
       " '😍🍦I': 1,\n",
       " '@nonstopeats': 1,\n",
       " '2d': 4,\n",
       " 'Deep': 1,\n",
       " 'fried': 2,\n",
       " 'Sandwich': 1,\n",
       " '🍦🍪': 1,\n",
       " 'This': 1,\n",
       " 'need': 2,\n",
       " '🥰': 1,\n",
       " 'Garlic': 2,\n",
       " 'Knot': 1,\n",
       " 'Meatball': 1,\n",
       " 'Pizza': 1,\n",
       " '😍Lately': 1,\n",
       " \"I've\": 1,\n",
       " 'wanted': 1,\n",
       " 'order': 1,\n",
       " 'pizza': 1,\n",
       " '🍕What': 1,\n",
       " 'eating': 2,\n",
       " 'quarantine?': 1,\n",
       " '🤤🤤🤤🤤@unlokt': 1,\n",
       " '@metropizzalv': 1,\n",
       " '3d': 4,\n",
       " 'Meat': 1,\n",
       " 'Free': 1,\n",
       " 'Lasagna': 1,\n",
       " 'Dome': 1,\n",
       " '🍝🤯': 1,\n",
       " '@twisted': 1,\n",
       " 'What': 1,\n",
       " 'kinds': 1,\n",
       " 'meat': 1,\n",
       " 'free': 4,\n",
       " 'recipes': 1,\n",
       " 'make': 10,\n",
       " 'interested': 1,\n",
       " 'in?': 1,\n",
       " 'Let': 1,\n",
       " 'us': 3,\n",
       " 'know!': 1,\n",
       " 'We': 2,\n",
       " 'Overload': 1,\n",
       " '🤯🍔': 1,\n",
       " 'giving': 1,\n",
       " 'much?': 1,\n",
       " '🤤🤤🤤🤤@issac_eatsalot': 1,\n",
       " '4d': 2,\n",
       " 'food.darzee': 10,\n",
       " 'Our': 1,\n",
       " 'Happy': 1,\n",
       " 'Customer': 1,\n",
       " \"Here's\": 1,\n",
       " 'Insha': 1,\n",
       " \"Biran's\": 1,\n",
       " 'transformation': 1,\n",
       " 'journey': 1,\n",
       " 'I’m': 2,\n",
       " 'happy': 2,\n",
       " 'results': 1,\n",
       " 'food': 5,\n",
       " 'darze': 1,\n",
       " 'believe': 1,\n",
       " 'always': 2,\n",
       " 'fat': 1,\n",
       " 'kid': 1,\n",
       " 'could': 1,\n",
       " 'loose': 1,\n",
       " 'weight': 1,\n",
       " 'earlier.': 1,\n",
       " 'But': 1,\n",
       " 'guidance': 1,\n",
       " 'recommend.': 1,\n",
       " 'lost': 1,\n",
       " '20': 1,\n",
       " 'kgs': 1,\n",
       " '79': 1,\n",
       " '59.': 1,\n",
       " 'Thanks': 1,\n",
       " 'ton': 1,\n",
       " '💕💕\"': 1,\n",
       " '#transformationtuesday': 1,\n",
       " '#fooddarzee': 8,\n",
       " '#weightlossjourney': 1,\n",
       " '#weightloss': 1,\n",
       " '#healthylifestyle': 4,\n",
       " '#healthyeating': 3,\n",
       " '#healthydiet': 1,\n",
       " '#ketomeals': 1,\n",
       " '#lowcarb': 1,\n",
       " '#weightlosstransformation': 1,\n",
       " '#weightlosstips': 1,\n",
       " '#loseweightnow': 1,\n",
       " '#eathealthy': 2,\n",
       " '#instagood': 19,\n",
       " '#motivating': 1,\n",
       " '#weightlossmotivation': 1,\n",
       " '#healthyfood': 15,\n",
       " '5h': 1,\n",
       " '☝🏼All': 1,\n",
       " 'lockdown': 2,\n",
       " 'ends.': 1,\n",
       " 'Comment': 2,\n",
       " 'eat': 4,\n",
       " 'ends': 1,\n",
       " 'let': 3,\n",
       " 'know': 1,\n",
       " 'wishlist': 1,\n",
       " ';)': 1,\n",
       " '#coronamemes': 1,\n",
       " '#lockdown': 2,\n",
       " '#covid': 2,\n",
       " '#covi̇d19': 2,\n",
       " '#lockdownmemes': 1,\n",
       " '#homecooking': 2,\n",
       " '#quarantinelife': 2,\n",
       " '#quarantineandchill': 1,\n",
       " '#memesdaily': 2,\n",
       " '#memeoftheday': 1,\n",
       " '#foodstagram': 21,\n",
       " '#instafood': 16,\n",
       " '#yummy': 9,\n",
       " '#wishlist': 1,\n",
       " '#qurentinedays': 2,\n",
       " '#homequarantine': 2,\n",
       " '#qurantinedays': 2,\n",
       " '#quarantime': 2,\n",
       " '#corantine': 2,\n",
       " '#quarantinetimes': 2,\n",
       " '#social': 2,\n",
       " 'Now': 1,\n",
       " 'get': 1,\n",
       " 'healthy': 1,\n",
       " 'tasty': 1,\n",
       " 'bakery': 5,\n",
       " 'products': 2,\n",
       " 'like': 5,\n",
       " 'cookies,': 1,\n",
       " 'chocolates,': 2,\n",
       " 'brownies,': 2,\n",
       " 'breads': 1,\n",
       " 'items': 1,\n",
       " 'delivered': 1,\n",
       " 'across': 1,\n",
       " 'Delhi': 1,\n",
       " 'NCR': 1,\n",
       " 'Order': 4,\n",
       " 'Bakeddarzee.com': 2,\n",
       " '#bakeddarzee': 4,\n",
       " '#ketocookies': 3,\n",
       " '#ketobrownies': 2,\n",
       " '#breads': 1,\n",
       " '#cakes': 1,\n",
       " '#healthydesserts': 2,\n",
       " '#healthybakery': 1,\n",
       " '#healthybread': 1,\n",
       " '#glutenfree': 3,\n",
       " '#sugarfree': 2,\n",
       " '#sugarfreedessert': 2,\n",
       " '#delhincr': 1,\n",
       " '#delhifoodie': 3,\n",
       " '#healthypopcorn': 1,\n",
       " '#homedelivery': 1,\n",
       " '#stayhome': 4,\n",
       " '#staysafe': 2,\n",
       " 'Keto': 1,\n",
       " 'Chocolate': 2,\n",
       " 'Coated': 1,\n",
       " 'Almond': 1,\n",
       " 'Cookies': 1,\n",
       " '(Ingredients)': 1,\n",
       " '15': 2,\n",
       " 'gms': 5,\n",
       " 'Almonds': 1,\n",
       " '5': 2,\n",
       " 'Butter': 5,\n",
       " '0.5': 1,\n",
       " 'Cocoa': 1,\n",
       " 'Erythrytol': 1,\n",
       " '3': 1,\n",
       " 'Dark': 1,\n",
       " '(Method)': 1,\n",
       " 'Melt': 1,\n",
       " 'chocolate': 2,\n",
       " 'cocoa': 1,\n",
       " 'butter': 2,\n",
       " 'double': 1,\n",
       " 'boil': 1,\n",
       " 'Make': 1,\n",
       " 'mixture': 1,\n",
       " 'rest': 1,\n",
       " 'ingredients': 1,\n",
       " 'Shape': 1,\n",
       " 'cookie': 2,\n",
       " 'bake': 1,\n",
       " 'oven': 1,\n",
       " '200': 1,\n",
       " 'degrees': 1,\n",
       " 'mins': 1,\n",
       " 'Dip': 1,\n",
       " 'refrigerate': 1,\n",
       " '#recipes': 3,\n",
       " '#bakerylovers': 1,\n",
       " '#bakeryrecipes': 1,\n",
       " '#cookierecipe': 1,\n",
       " '#cookies': 2,\n",
       " '#recipeoftheday': 1,\n",
       " '#easyrecipes': 2,\n",
       " '#healthyrecipes': 2,\n",
       " '#bakery': 1,\n",
       " '#dessertporn': 1,\n",
       " '#cookiesofinstagram': 1,\n",
       " '#instaart#keto#ketorecipes#ketobakery#glutenfree': 1,\n",
       " 'Food': 1,\n",
       " 'Darzee': 3,\n",
       " 'ensures': 1,\n",
       " 'safety': 1,\n",
       " 'employees': 1,\n",
       " 'believes': 1,\n",
       " 'safe': 1,\n",
       " 'cooking': 2,\n",
       " 'practices.': 1,\n",
       " 'With': 1,\n",
       " 'every': 1,\n",
       " 'step': 1,\n",
       " 'packing': 1,\n",
       " 'meals': 2,\n",
       " 'you,': 1,\n",
       " 'take': 1,\n",
       " 'utmost': 1,\n",
       " 'care': 2,\n",
       " 'precaution': 1,\n",
       " 'kind': 1,\n",
       " 'contamination': 1,\n",
       " 'prevented.': 1,\n",
       " 'follow': 2,\n",
       " 'guidelines': 1,\n",
       " 'Health': 1,\n",
       " 'Ministry': 1,\n",
       " 'WHO': 1,\n",
       " 'sure': 2,\n",
       " 'deliveried': 1,\n",
       " 'safe.': 1,\n",
       " '#coronavairus': 1,\n",
       " '#healthyliving': 1,\n",
       " '#safecooking': 1,\n",
       " '#corona': 6,\n",
       " '#coronavid19': 1,\n",
       " '#contactlessdelivery': 1,\n",
       " '#healthiswealth': 1,\n",
       " 'Namma': 1,\n",
       " 'Bengaluru!': 1,\n",
       " 'The': 4,\n",
       " 'healthiest': 2,\n",
       " 'town': 1,\n",
       " 'arrived': 1,\n",
       " 'Craving': 1,\n",
       " 'cookies': 1,\n",
       " 'much': 1,\n",
       " 'sugar?': 1,\n",
       " 'Baked': 2,\n",
       " 'satisfy': 2,\n",
       " 'sweet': 1,\n",
       " 'cravings': 2,\n",
       " 'gluten': 1,\n",
       " 'sugar': 1,\n",
       " 'products.': 1,\n",
       " 'Delicious': 1,\n",
       " 'can': 2,\n",
       " 'munch': 1,\n",
       " 'without': 1,\n",
       " 'consuming': 1,\n",
       " 'extra': 1,\n",
       " 'carbs': 1,\n",
       " 'https://Bakeddarzee.com': 1,\n",
       " '#bangalore': 1,\n",
       " '#bakerylife': 1,\n",
       " '#bakeryshop': 2,\n",
       " '#cook': 2,\n",
       " '#foodie': 34,\n",
       " '#foodpornography': 1,\n",
       " '#sweet': 11,\n",
       " '#yummyfood': 1,\n",
       " '#yummyinmytummy': 1,\n",
       " '#chocolate': 14,\n",
       " '#bake': 1,\n",
       " '#keto': 1,\n",
       " '#healthy': 2,\n",
       " 'Catch': 1,\n",
       " '@dr.siddhant.bhargava': 1,\n",
       " '@drrashmishettyra': 1,\n",
       " 'Live': 1,\n",
       " 'today': 1,\n",
       " '7pm': 1,\n",
       " 'talking': 1,\n",
       " 'healthy,': 1,\n",
       " 'skin': 1,\n",
       " 'nutrition': 1,\n",
       " '#instalive': 1,\n",
       " '#dermatologistrecommended': 1,\n",
       " '#skincare': 1,\n",
       " '#skincareroutine': 1,\n",
       " '#instadaily': 7,\n",
       " '#staytuned': 1,\n",
       " '5d': 2,\n",
       " 'open': 1,\n",
       " 'Bengaluru': 1,\n",
       " 'offers': 1,\n",
       " 'Sugar-free,': 1,\n",
       " 'Gluten': 1,\n",
       " 'Keto-friendly': 1,\n",
       " 'alternatives': 1,\n",
       " 'favourite': 1,\n",
       " 'desserts.': 1,\n",
       " 'Cookies,': 1,\n",
       " 'Brownies,': 1,\n",
       " 'cheesecakes': 1,\n",
       " 'made': 1,\n",
       " 'still': 1,\n",
       " 'designed': 1,\n",
       " 'help': 1,\n",
       " 'stay': 1,\n",
       " 'fit': 1,\n",
       " 'from': 1,\n",
       " '#desserts': 1,\n",
       " '#dessertsofinstagram': 1,\n",
       " '#bangalorefoodies': 1,\n",
       " '#bangalorefoodblogger': 1,\n",
       " '#healthiestbakeryintown': 1,\n",
       " '#ketodessert': 1,\n",
       " '#foodiesofinstagram': 8,\n",
       " '#chocolates': 1,\n",
       " '#brownies': 1,\n",
       " '#popcorn': 2,\n",
       " '#cake': 2,\n",
       " '6d': 1,\n",
       " \"Today's\": 1,\n",
       " 'Recipe': 1,\n",
       " 'Mushroom': 3,\n",
       " 'Cheese': 4,\n",
       " 'Risotto': 1,\n",
       " 'cheese': 3,\n",
       " 'sauce': 3,\n",
       " 'ingredients*': 1,\n",
       " 'White': 1,\n",
       " 'button': 1,\n",
       " 'mushroom': 1,\n",
       " '50': 1,\n",
       " 'gram': 8,\n",
       " '65': 1,\n",
       " '4': 2,\n",
       " 'Spinach': 1,\n",
       " '10': 3,\n",
       " 'Oregano': 1,\n",
       " 'Chilly': 1,\n",
       " 'Flakes': 1,\n",
       " 'Cauli': 2,\n",
       " 'Rice': 2,\n",
       " 'Ingredients*': 1,\n",
       " 'Red': 1,\n",
       " 'yellow': 1,\n",
       " 'capsicum': 1,\n",
       " 'Olive': 1,\n",
       " 'Oil': 1,\n",
       " 'Cauliflower': 2,\n",
       " '80': 1,\n",
       " 'Sauce': 1,\n",
       " 'Garnish*': 1,\n",
       " 'Parsley': 1,\n",
       " 'Olives': 1,\n",
       " 'Method': 1,\n",
       " 'Add': 11,\n",
       " 'pan': 2,\n",
       " 'oreganoe': 1,\n",
       " 'chilli': 2,\n",
       " 'flakes': 2,\n",
       " 'mushrooms': 1,\n",
       " 'melt': 1,\n",
       " 'spinach': 1,\n",
       " 'cream': 1,\n",
       " 'Do': 1,\n",
       " 'grind': 1,\n",
       " 'Clean,': 1,\n",
       " 'Trim': 1,\n",
       " 'Grate': 1,\n",
       " 'cauli': 3,\n",
       " 'rice.': 1,\n",
       " 'Blanch': 1,\n",
       " 'boiling': 1,\n",
       " 'water': 1,\n",
       " 'bay': 1,\n",
       " 'leaves': 1,\n",
       " 'till': 1,\n",
       " 'al': 1,\n",
       " 'dente.': 1,\n",
       " 'Drain': 1,\n",
       " 'cauliflower': 1,\n",
       " 'remove': 1,\n",
       " 'bayleaves.': 1,\n",
       " 'rice': 5,\n",
       " 'mushy.': 1,\n",
       " 'oil': 1,\n",
       " 'chopped': 2,\n",
       " 'garlic': 1,\n",
       " 'cook': 1,\n",
       " 'oreganoes': 1,\n",
       " 'bell': 1,\n",
       " 'pepper': 1,\n",
       " 'saute': 1,\n",
       " 'Then': 1,\n",
       " 'mix': 1,\n",
       " 'olives': 1,\n",
       " 'top': 1,\n",
       " 'Garnish': 1,\n",
       " 'parsley': 1,\n",
       " '#recipe': 1,\n",
       " '#Mushroomcheeserisotto': 1,\n",
       " '#foodporn': 20,\n",
       " '#home': 2,\n",
       " '#food': 30,\n",
       " '#delicious': 11,\n",
       " '#homemade': 6,\n",
       " '#foodphotography': 20,\n",
       " '#tasty': 12,\n",
       " '#foodblogger': 18,\n",
       " '#vegan': 1,\n",
       " '#dinner': 1,\n",
       " '#foodlover': 15,\n",
       " '#chef': 1,\n",
       " '#lunch': 1,\n",
       " '#foodies': 12,\n",
       " '#bhfyp': 1,\n",
       " '1w': 7,\n",
       " 'Lockdown': 1,\n",
       " 'extended': 1,\n",
       " '#trending': 1,\n",
       " '#modispeech': 1,\n",
       " '#3rdmay': 1,\n",
       " '#coronago': 1,\n",
       " '#memes': 11,\n",
       " '#dankmemes': 1,\n",
       " '#memepage': 1,\n",
       " '#dankmemesdaily': 1,\n",
       " '#memedaily': 1,\n",
       " '#edgymemes': 1,\n",
       " '#comedy': 1,\n",
       " '#fun': 1,\n",
       " '#funny': 1,\n",
       " '#lol': 1,\n",
       " '#hahah': 1,\n",
       " '#india': 1,\n",
       " '#qurantinelife': 1,\n",
       " '#quartine': 1,\n",
       " '#quratine': 1,\n",
       " '__joey_doesnt_share_food_': 10,\n",
       " 'innocent?🙊': 1,\n",
       " '...': 5,\n",
       " '..': 3,\n",
       " '#tiktok': 2,\n",
       " '#sidnaaz': 2,\n",
       " '#love': 13,\n",
       " '#bestfriends': 1,\n",
       " '#best': 2,\n",
       " '#me': 10,\n",
       " '#mine': 10,\n",
       " '#imissu': 9,\n",
       " '#forever': 8,\n",
       " '#joey': 10,\n",
       " '#friends': 8,\n",
       " '#pizza': 10,\n",
       " '#burger': 3,\n",
       " '#joeytribbiani': 10,\n",
       " '#prettygirls': 3,\n",
       " '#cute': 10,\n",
       " '#iphone6s': 2,\n",
       " '#shotoniphone': 9,\n",
       " '#tiktokindia': 2,\n",
       " '#red#makeup': 1,\n",
       " '#hottoys': 2,\n",
       " 'Are': 1,\n",
       " 'u': 1,\n",
       " 'ready?🙊😂': 1,\n",
       " '#beautiful': 7,\n",
       " '#avni': 9,\n",
       " '#girl': 8,\n",
       " '#bitch': 1,\n",
       " '#boyfriend': 1,\n",
       " '#red': 3,\n",
       " '#cocacola': 1,\n",
       " '“I': 1,\n",
       " 'think': 1,\n",
       " 'boyfriend': 1,\n",
       " 'maybe......”🙊🤣': 1,\n",
       " '#silly': 1,\n",
       " '#joeybirlem': 1,\n",
       " '#goals': 1,\n",
       " '#crazy': 2,\n",
       " '#hotsprings': 1,\n",
       " '#bitch#smile': 2,\n",
       " '#drama': 4,\n",
       " '#laugh#sidnaaz': 1,\n",
       " '2w': 4,\n",
       " 'Overacting😌🙊': 1,\n",
       " '#hotyoga': 7,\n",
       " '#pretty': 2,\n",
       " '#smile': 2,\n",
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       " '#heart#live': 1,\n",
       " '3w': 6,\n",
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       " 'Cola': 1,\n",
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       " '#cutest': 1,\n",
       " '#badass': 1,\n",
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       " '#velvet': 1,\n",
       " '#live': 4,\n",
       " '#music': 1,\n",
       " '#instagram': 10,\n",
       " '#blogger': 8,\n",
       " 'Kyaa': 1,\n",
       " 'yaar': 1,\n",
       " 'ab': 1,\n",
       " 'khaana': 1,\n",
       " 'kaise': 1,\n",
       " 'khaongi🥺😁🙊.......dont': 1,\n",
       " 'forget': 1,\n",
       " 'swipe': 2,\n",
       " '.....': 1,\n",
       " '#flowers': 1,\n",
       " '#darkbrownhaircolor': 4,\n",
       " '#imissyou': 1,\n",
       " '#beautiful#sweet': 1,\n",
       " '#baby': 1,\n",
       " '#darling': 1,\n",
       " '5w': 1,\n",
       " '“Thodi': 1,\n",
       " 'si': 1,\n",
       " 'characterless': 1,\n",
       " 'hoon': 1,\n",
       " 'good': 3,\n",
       " 'way”🙊🤦🏻\\u200d♀️💁🏻\\u200d♀️😂': 1,\n",
       " '#rose': 3,\n",
       " '#wiltoncakes': 3,\n",
       " '6w': 1,\n",
       " 'Not': 1,\n",
       " 'sushi': 1,\n",
       " 'golgappa': 1,\n",
       " 'kinda': 1,\n",
       " 'chic🙊💁🏻\\u200d♀️': 1,\n",
       " '7w': 1,\n",
       " 'Jihde': 1,\n",
       " 'Utte': 1,\n",
       " 'Mardi': 1,\n",
       " 'Mandeer': 1,\n",
       " 'Mundeya,': 1,\n",
       " 'Mar': 1,\n",
       " 'Gayi': 1,\n",
       " 'Aa': 1,\n",
       " 'Oh': 1,\n",
       " 'Kudi': 1,\n",
       " 'Teri': 1,\n",
       " 'Look': 1,\n",
       " 'Te🙊🤦🏻\\u200d♀️😂🤷🏻\\u200d♀️😌': 1,\n",
       " '8w': 1,\n",
       " '__foodiesisters__': 9,\n",
       " '\"Worries': 1,\n",
       " 'go': 1,\n",
       " 'noodles🍜\"': 1,\n",
       " 'QUARANTINE': 9,\n",
       " 'DAY:-26': 1,\n",
       " 'Try': 7,\n",
       " 'hands': 8,\n",
       " 'spicy': 1,\n",
       " 'noodles': 1,\n",
       " 'Ingredients': 6,\n",
       " '📍Noodles': 1,\n",
       " '📍Spices': 1,\n",
       " '📍': 4,\n",
       " 'Veggies': 1,\n",
       " '➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖': 27,\n",
       " 'Update': 4,\n",
       " '@__foodiesisters__': 4,\n",
       " 'Follow': 16,\n",
       " 'updates': 9,\n",
       " '#foodpost': 1,\n",
       " '#foodpic': 1,\n",
       " '#noodles': 1,\n",
       " '#insta': 9,\n",
       " '#instafoodie': 1,\n",
       " '#instamood': 2,\n",
       " '#foodaholic': 6,\n",
       " '#foodblog': 2,\n",
       " '#foodoftheday': 7,\n",
       " '#quarantine': 12,\n",
       " '#delhi': 7,\n",
       " '#delhifood': 8,\n",
       " '#foodiesisters': 2,\n",
       " '#follow': 4,\n",
       " '#likes': 5,\n",
       " '#cornavirus': 1,\n",
       " '#foodgasm': 11,\n",
       " '#blog': 8,\n",
       " '\"When': 1,\n",
       " 'rain💦': 1,\n",
       " 'ramladdo\"': 1,\n",
       " 'DAY-25': 1,\n",
       " '📍Dal': 2,\n",
       " '📍Curd': 1,\n",
       " '📍Besan': 1,\n",
       " 'ram': 1,\n",
       " 'laddoo': 1,\n",
       " ':@__foodiesisters__': 6,\n",
       " '#foodtruck': 2,\n",
       " '#foodgraphy': 1,\n",
       " '#foodbeast': 3,\n",
       " '#gocornago😷': 1,\n",
       " '#sharingfoodrecipes': 1,\n",
       " '#followers': 5,\n",
       " '#liketime': 2,\n",
       " '#instablogger': 4,\n",
       " '#delhblogger': 1,\n",
       " '@big.shout': 6,\n",
       " '\"You': 1,\n",
       " 'silver': 1,\n",
       " 'fork': 1,\n",
       " 'food\"': 1,\n",
       " 'DAY:19': 1,\n",
       " '📍Veggies': 1,\n",
       " '📍Mayo': 1,\n",
       " '📍All': 1,\n",
       " 'purpose': 2,\n",
       " 'flour': 1,\n",
       " '(maida)': 2,\n",
       " '📍Cottage': 1,\n",
       " '📍Cheese': 3,\n",
       " 'veggies': 1,\n",
       " 'burst': 1,\n",
       " 'Update:-@__foodiesisters__': 1,\n",
       " ':-@__foodiesisters__': 3,\n",
       " '#foodpics': 13,\n",
       " '#foodheaven': 2,\n",
       " '#foodography': 5,\n",
       " '#gocorona': 3,\n",
       " '#instablog': 2,\n",
       " '#foodnetwork': 1,\n",
       " '#veggies': 1,\n",
       " 'great': 1,\n",
       " 'are': 1,\n",
       " 'hungry': 1,\n",
       " 'want': 1,\n",
       " '2000': 1,\n",
       " 'something\"': 1,\n",
       " 'DAY:': 1,\n",
       " '18': 1,\n",
       " '🍚': 1,\n",
       " 'soya': 1,\n",
       " 'Best': 1,\n",
       " 'mid': 1,\n",
       " 'night': 1,\n",
       " 'hunger': 1,\n",
       " 'Update:@__foodiesisters__': 4,\n",
       " '#foodofinstagram': 2,\n",
       " '#foodforfoodies': 5,\n",
       " '#delhi_gram': 1,\n",
       " '#instalove': 1,\n",
       " '#foodheals': 1,\n",
       " '#friedrice': 1,\n",
       " '#midnight': 1,\n",
       " '#snacks': 1,\n",
       " '#foodoptimising': 1,\n",
       " '#delhiblogger': 3,\n",
       " '\"Eat': 1,\n",
       " 'spaghetti🍝': 1,\n",
       " 'forgetti': 1,\n",
       " 'regretti\"': 1,\n",
       " 'DAY:-17': 2,\n",
       " 'white': 1,\n",
       " 'suace': 2,\n",
       " 'spaghetti': 1,\n",
       " '🍝': 1,\n",
       " '📍1': 3,\n",
       " 'Teaspoon': 2,\n",
       " 'All': 1,\n",
       " 'Flour': 1,\n",
       " 'Cup': 1,\n",
       " 'Milk': 1,\n",
       " '📍Oregano': 1,\n",
       " 'Spaghetti': 1,\n",
       " '#spaghetti': 1,\n",
       " '#whitesauce': 1,\n",
       " '#bloggeroffood': 1,\n",
       " '#follome': 1,\n",
       " '#likeforlikes': 1,\n",
       " '\"Eat,': 1,\n",
       " 'nobody': 1,\n",
       " 'watching': 1,\n",
       " 'Enjoy': 1,\n",
       " \"that's\": 1,\n",
       " 'only': 1,\n",
       " 'thing': 1,\n",
       " 'left': 1,\n",
       " 'world\"': 1,\n",
       " 'IN': 2,\n",
       " 'FRAME': 2,\n",
       " 'Makhni': 2,\n",
       " '📍Butter': 1,\n",
       " 'Naan': 1,\n",
       " '📍Raita': 1,\n",
       " '📍Salad': 1,\n",
       " 'dal': 1,\n",
       " 'naan': 1,\n",
       " '#dalmakhani': 2,\n",
       " '#butternaan': 1,\n",
       " '#salad': 1,\n",
       " '#raita': 1,\n",
       " '#bloggerfoodie': 1,\n",
       " '#picoftheday': 2,\n",
       " '#coronagoaway': 1,\n",
       " '\"I': 1,\n",
       " 'love': 4,\n",
       " 'different': 2,\n",
       " 'ways': 2,\n",
       " 'Potatoes': 3,\n",
       " '.\"': 1,\n",
       " 'DAY': 1,\n",
       " ':16': 1,\n",
       " 'bites': 1,\n",
       " '📍French': 1,\n",
       " 'fries': 1,\n",
       " 'dip': 3,\n",
       " '📍Tomato': 2,\n",
       " 'Tried': 1,\n",
       " '2': 1,\n",
       " 'Which': 1,\n",
       " '📍Chesse': 1,\n",
       " '👇': 1,\n",
       " 'below👇': 1,\n",
       " '#foodphotos': 1,\n",
       " '#photooftheday': 1,\n",
       " '#foodholic': 1,\n",
       " '#frenchfries': 1,\n",
       " '#potatobites': 1,\n",
       " '#cheese': 2,\n",
       " '#ketchup': 1,\n",
       " '#likelike': 1,\n",
       " '#folowme': 1,\n",
       " '#instblog': 1,\n",
       " '\"It\\'s': 1,\n",
       " 'long': 1,\n",
       " 'since': 1,\n",
       " 'tongue': 1,\n",
       " 'relished': 1,\n",
       " 'gulab': 2,\n",
       " 'jamun': 2,\n",
       " 'DAY:-': 1,\n",
       " '14': 1,\n",
       " '📍Milk': 2,\n",
       " 'Powder': 1,\n",
       " '📍Ghee': 1,\n",
       " 'For': 1,\n",
       " '#gulabjamun': 1,\n",
       " '#deliciousfood': 1,\n",
       " '#foodtrucks': 1,\n",
       " '#instacool': 1,\n",
       " '#stayhealthy': 1,\n",
       " '#supportquarantaine': 1,\n",
       " '#delhiriots': 2,\n",
       " 'Rescue': 1,\n",
       " 'midnight': 1,\n",
       " 'hunger,': 1,\n",
       " 'maggi': 2,\n",
       " 'time': 1,\n",
       " 'via': 1,\n",
       " 'makes': 1,\n",
       " 'smile': 1,\n",
       " 'lover😜\"': 1,\n",
       " 'CHEESE': 1,\n",
       " 'MAGGI': 1,\n",
       " 'DAY:-13': 1,\n",
       " '📍Maggi': 1,\n",
       " 'packet': 1,\n",
       " '#foodstylist': 1,\n",
       " '#maggie': 1,\n",
       " '#cheesy': 1,\n",
       " '#followforlike': 1,\n",
       " 'bookheengineers': 10,\n",
       " \"𝗪𝗵𝗮𝘁'𝘀\": 1,\n",
       " '𝗮': 3,\n",
       " '𝗺𝗮𝘀𝗮𝗹𝗮': 1,\n",
       " '𝗱𝗼𝘀𝗮': 1,\n",
       " \"𝗜𝘁'𝘀\": 1,\n",
       " '𝗽𝗼𝘁𝗮𝘁𝗼': 1,\n",
       " '𝘄r𝗮𝗽𝗽𝗲𝗱': 1,\n",
       " '𝗶𝗻': 2,\n",
       " '𝗹𝗼𝘃𝗲': 1,\n",
       " '🍙❤️': 1,\n",
       " '••••••••••••••••••': 1,\n",
       " '𝗧𝗮𝗴': 1,\n",
       " '𝗳𝗿𝗶𝗲𝗻𝗱': 1,\n",
       " '𝘄𝗵𝗼': 1,\n",
       " '𝗹𝗼𝘃𝗲𝘀': 1,\n",
       " 'डोसा🐒': 1,\n",
       " '•••••••••••••••••': 1,\n",
       " '👩\\u200d🍳:': 1,\n",
       " '@manisha.aggarwal20': 1,\n",
       " '_____________________________________________': 1,\n",
       " '#dosa': 1,\n",
       " '#southindianfood': 1,\n",
       " '#kerela': 1,\n",
       " '#newdelhi': 10,\n",
       " '#masaladosa': 1,\n",
       " '#foods': 10,\n",
       " '#sodelhi': 21,\n",
       " '#foodstyling': 10,\n",
       " '#bookheengineers': 10,\n",
       " '#northindianfood': 10,\n",
       " '#southindia': 1,\n",
       " '#dosasambhar': 1,\n",
       " '𝗗𝗿𝗼𝗼𝗹𝗶𝗻𝗴': 1,\n",
       " \"𝗜𝘀𝗻'𝘁\": 1,\n",
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       " '𝗙𝘁.': 1,\n",
       " '𝗠𝗼𝗱𝗶𝗝𝗶': 1,\n",
       " '𝟱𝟲': 1,\n",
       " '𝗜𝗻𝗰𝗵': 1,\n",
       " '𝗧𝗵𝗮𝗹i': 1,\n",
       " '@ardor2.1': 1,\n",
       " 'CP': 1,\n",
       " '•': 88,\n",
       " '💸': 1,\n",
       " 'INR': 1,\n",
       " '2655': 1,\n",
       " 'Tag': 8,\n",
       " 'your': 1,\n",
       " 'squad': 1,\n",
       " '❤️': 4,\n",
       " '@bookheengineers': 9,\n",
       " 'content': 8,\n",
       " '🚬🌈': 7,\n",
       " '_________________________________________________': 7,\n",
       " '#punjabi': 1,\n",
       " '#modi': 1,\n",
       " '#cholebhature': 9,\n",
       " '#punjab': 9,\n",
       " '#entrepreneur': 9,\n",
       " '𝗠𝗮𝗷𝗼𝗿': 1,\n",
       " '𝗠𝗶𝘀𝘀𝗶𝗻𝗴': 1,\n",
       " '😭🍝': 1,\n",
       " '𝗕𝗮𝗸𝗲𝗱': 1,\n",
       " '𝗖𝗵𝗲𝗲𝘀𝗲': 1,\n",
       " '𝗣𝗮𝘀𝘁𝗮': 1,\n",
       " '🕹️': 3,\n",
       " \"Billu's\": 1,\n",
       " 'Hut': 1,\n",
       " 'NSP': 1,\n",
       " 'friend': 6,\n",
       " 'loves': 5,\n",
       " 'pasta': 1,\n",
       " '______________________________________________': 1,\n",
       " '#pasta': 1,\n",
       " '#drooling': 1,\n",
       " '#dessert': 6,\n",
       " 'Qᴜᴀʀᴀɴᴛɪɴᴇ': 1,\n",
       " 'ᴀɴᴅ': 1,\n",
       " 'ᴘᴏᴘᴄᴏʀɴ': 2,\n",
       " '🍿🤷🏻\\u200d♂️': 1,\n",
       " '𝗳𝘁.': 2,\n",
       " 'ʏᴜᴍᴍʏ': 1,\n",
       " 'ᴀꜰ': 1,\n",
       " 'ɢᴏᴜʀᴍᴇᴛ': 1,\n",
       " 'ꜰʀᴏᴍ': 1,\n",
       " '@4700bcpopcorn': 1,\n",
       " 'popcorn': 1,\n",
       " '#pvr': 1,\n",
       " '#gourmetpopcorn': 1,\n",
       " '𝗥𝗲𝗮𝗹𝗶𝘁𝘆': 1,\n",
       " '𝗶𝘀': 1,\n",
       " '𝗮𝗻': 1,\n",
       " '𝗶𝗹𝗹𝘂𝘀𝗶𝗼𝗻': 1,\n",
       " '𝗰𝗮𝘂𝘀𝗲𝗱': 1,\n",
       " '𝗱𝘂𝗲': 1,\n",
       " '𝘁𝗼': 1,\n",
       " '𝗱𝗲𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆': 1,\n",
       " '𝗼𝗳': 1,\n",
       " '𝗮𝗹𝗰𝗼𝗵𝗼𝗹': 1,\n",
       " '𝗯𝗹𝗼𝗼𝗱': 1,\n",
       " '🍻🍺🥂❤️': 2,\n",
       " '𝗳𝘁.@kingfisherultra': 1,\n",
       " 'et': 1,\n",
       " '@magicmomentsvodka': 1,\n",
       " 'beer': 2,\n",
       " 'vodka': 1,\n",
       " '🍻': 3,\n",
       " '#beer': 2,\n",
       " '#vodka': 1,\n",
       " '𝕴': 1,\n",
       " '𝖍𝖆𝖛𝖊': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_freq,w,freq=get_word_frequency(words,stops)\n",
    "word_freq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Writing in the csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [],
   "source": [
    "def write_in_csv(words,freq):\n",
    "    d={'Word':words,'Frequency':freq}\n",
    "    df=pd.DataFrame(d)\n",
    "    df.to_csv('word_freq.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "write_in_csv(w,freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the popular hashtags and their frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_popular_hashtags(word_freq):\n",
    "    \n",
    "    hash_freq={}\n",
    "    \n",
    "    for ele in word_freq:\n",
    "        if(ele[1:].isalpha()):\n",
    "            if(ele[0]==\"#\"):\n",
    "                hash_freq[ele]=word_freq[ele]\n",
    "            \n",
    "    return hash_freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'#transformationtuesday': 1,\n",
       " '#fooddarzee': 8,\n",
       " '#weightlossjourney': 1,\n",
       " '#weightloss': 1,\n",
       " '#healthylifestyle': 4,\n",
       " '#healthyeating': 3,\n",
       " '#healthydiet': 1,\n",
       " '#ketomeals': 1,\n",
       " '#lowcarb': 1,\n",
       " '#weightlosstransformation': 1,\n",
       " '#weightlosstips': 1,\n",
       " '#loseweightnow': 1,\n",
       " '#eathealthy': 2,\n",
       " '#instagood': 19,\n",
       " '#motivating': 1,\n",
       " '#weightlossmotivation': 1,\n",
       " '#healthyfood': 15,\n",
       " '#coronamemes': 1,\n",
       " '#lockdown': 2,\n",
       " '#covid': 2,\n",
       " '#lockdownmemes': 1,\n",
       " '#homecooking': 2,\n",
       " '#quarantinelife': 2,\n",
       " '#quarantineandchill': 1,\n",
       " '#memesdaily': 2,\n",
       " '#memeoftheday': 1,\n",
       " '#foodstagram': 21,\n",
       " '#instafood': 16,\n",
       " '#yummy': 9,\n",
       " '#wishlist': 1,\n",
       " '#qurentinedays': 2,\n",
       " '#homequarantine': 2,\n",
       " '#qurantinedays': 2,\n",
       " '#quarantime': 2,\n",
       " '#corantine': 2,\n",
       " '#quarantinetimes': 2,\n",
       " '#social': 2,\n",
       " '#bakeddarzee': 4,\n",
       " '#ketocookies': 3,\n",
       " '#ketobrownies': 2,\n",
       " '#breads': 1,\n",
       " '#cakes': 1,\n",
       " '#healthydesserts': 2,\n",
       " '#healthybakery': 1,\n",
       " '#healthybread': 1,\n",
       " '#glutenfree': 3,\n",
       " '#sugarfree': 2,\n",
       " '#sugarfreedessert': 2,\n",
       " '#delhincr': 1,\n",
       " '#delhifoodie': 3,\n",
       " '#healthypopcorn': 1,\n",
       " '#homedelivery': 1,\n",
       " '#stayhome': 4,\n",
       " '#staysafe': 2,\n",
       " '#recipes': 3,\n",
       " '#bakerylovers': 1,\n",
       " '#bakeryrecipes': 1,\n",
       " '#cookierecipe': 1,\n",
       " '#cookies': 2,\n",
       " '#recipeoftheday': 1,\n",
       " '#easyrecipes': 2,\n",
       " '#healthyrecipes': 2,\n",
       " '#bakery': 1,\n",
       " '#dessertporn': 1,\n",
       " '#cookiesofinstagram': 1,\n",
       " '#coronavairus': 1,\n",
       " '#healthyliving': 1,\n",
       " '#safecooking': 1,\n",
       " '#corona': 6,\n",
       " '#contactlessdelivery': 1,\n",
       " '#healthiswealth': 1,\n",
       " '#bangalore': 1,\n",
       " '#bakerylife': 1,\n",
       " '#bakeryshop': 2,\n",
       " '#cook': 2,\n",
       " '#foodie': 34,\n",
       " '#foodpornography': 1,\n",
       " '#sweet': 11,\n",
       " '#yummyfood': 1,\n",
       " '#yummyinmytummy': 1,\n",
       " '#chocolate': 14,\n",
       " '#bake': 1,\n",
       " '#keto': 1,\n",
       " '#healthy': 2,\n",
       " '#instalive': 1,\n",
       " '#dermatologistrecommended': 1,\n",
       " '#skincare': 1,\n",
       " '#skincareroutine': 1,\n",
       " '#instadaily': 7,\n",
       " '#staytuned': 1,\n",
       " '#desserts': 1,\n",
       " '#dessertsofinstagram': 1,\n",
       " '#bangalorefoodies': 1,\n",
       " '#bangalorefoodblogger': 1,\n",
       " '#healthiestbakeryintown': 1,\n",
       " '#ketodessert': 1,\n",
       " '#foodiesofinstagram': 8,\n",
       " '#chocolates': 1,\n",
       " '#brownies': 1,\n",
       " '#popcorn': 2,\n",
       " '#cake': 2,\n",
       " '#recipe': 1,\n",
       " '#Mushroomcheeserisotto': 1,\n",
       " '#foodporn': 20,\n",
       " '#home': 2,\n",
       " '#food': 30,\n",
       " '#delicious': 11,\n",
       " '#homemade': 6,\n",
       " '#foodphotography': 20,\n",
       " '#tasty': 12,\n",
       " '#foodblogger': 18,\n",
       " '#vegan': 1,\n",
       " '#dinner': 1,\n",
       " '#foodlover': 15,\n",
       " '#chef': 1,\n",
       " '#lunch': 1,\n",
       " '#foodies': 12,\n",
       " '#bhfyp': 1,\n",
       " '#trending': 1,\n",
       " '#modispeech': 1,\n",
       " '#coronago': 1,\n",
       " '#memes': 11,\n",
       " '#dankmemes': 1,\n",
       " '#memepage': 1,\n",
       " '#dankmemesdaily': 1,\n",
       " '#memedaily': 1,\n",
       " '#edgymemes': 1,\n",
       " '#comedy': 1,\n",
       " '#fun': 1,\n",
       " '#funny': 1,\n",
       " '#lol': 1,\n",
       " '#hahah': 1,\n",
       " '#india': 1,\n",
       " '#qurantinelife': 1,\n",
       " '#quartine': 1,\n",
       " '#quratine': 1,\n",
       " '#tiktok': 2,\n",
       " '#sidnaaz': 2,\n",
       " '#love': 13,\n",
       " '#bestfriends': 1,\n",
       " '#best': 2,\n",
       " '#me': 10,\n",
       " '#mine': 10,\n",
       " '#imissu': 9,\n",
       " '#forever': 8,\n",
       " '#joey': 10,\n",
       " '#friends': 8,\n",
       " '#pizza': 10,\n",
       " '#burger': 3,\n",
       " '#joeytribbiani': 10,\n",
       " '#prettygirls': 3,\n",
       " '#cute': 10,\n",
       " '#shotoniphone': 9,\n",
       " '#tiktokindia': 2,\n",
       " '#hottoys': 2,\n",
       " '#beautiful': 7,\n",
       " '#avni': 9,\n",
       " '#girl': 8,\n",
       " '#bitch': 1,\n",
       " '#boyfriend': 1,\n",
       " '#red': 3,\n",
       " '#cocacola': 1,\n",
       " '#silly': 1,\n",
       " '#joeybirlem': 1,\n",
       " '#goals': 1,\n",
       " '#crazy': 2,\n",
       " '#hotsprings': 1,\n",
       " '#drama': 4,\n",
       " '#hotyoga': 7,\n",
       " '#pretty': 2,\n",
       " '#smile': 2,\n",
       " '#joeybadass': 1,\n",
       " '#strawberry': 3,\n",
       " '#stay': 1,\n",
       " '#darkbrownhair': 2,\n",
       " '#laugh': 1,\n",
       " '#hazeleyes': 1,\n",
       " '#beauty': 1,\n",
       " '#cutest': 1,\n",
       " '#badass': 1,\n",
       " '#maroon': 1,\n",
       " '#velvet': 1,\n",
       " '#live': 4,\n",
       " '#music': 1,\n",
       " '#instagram': 10,\n",
       " '#blogger': 8,\n",
       " '#flowers': 1,\n",
       " '#darkbrownhaircolor': 4,\n",
       " '#imissyou': 1,\n",
       " '#baby': 1,\n",
       " '#darling': 1,\n",
       " '#rose': 3,\n",
       " '#wiltoncakes': 3,\n",
       " '#foodpost': 1,\n",
       " '#foodpic': 1,\n",
       " '#noodles': 1,\n",
       " '#insta': 9,\n",
       " '#instafoodie': 1,\n",
       " '#instamood': 2,\n",
       " '#foodaholic': 6,\n",
       " '#foodblog': 2,\n",
       " '#foodoftheday': 7,\n",
       " '#quarantine': 12,\n",
       " '#delhi': 7,\n",
       " '#delhifood': 8,\n",
       " '#foodiesisters': 2,\n",
       " '#follow': 4,\n",
       " '#likes': 5,\n",
       " '#cornavirus': 1,\n",
       " '#foodgasm': 11,\n",
       " '#blog': 8,\n",
       " '#foodtruck': 2,\n",
       " '#foodgraphy': 1,\n",
       " '#foodbeast': 3,\n",
       " '#sharingfoodrecipes': 1,\n",
       " '#followers': 5,\n",
       " '#liketime': 2,\n",
       " '#instablogger': 4,\n",
       " '#delhblogger': 1,\n",
       " '#foodpics': 13,\n",
       " '#foodheaven': 2,\n",
       " '#foodography': 5,\n",
       " '#gocorona': 3,\n",
       " '#instablog': 2,\n",
       " '#foodnetwork': 1,\n",
       " '#veggies': 1,\n",
       " '#foodofinstagram': 2,\n",
       " '#foodforfoodies': 5,\n",
       " '#instalove': 1,\n",
       " '#foodheals': 1,\n",
       " '#friedrice': 1,\n",
       " '#midnight': 1,\n",
       " '#snacks': 1,\n",
       " '#foodoptimising': 1,\n",
       " '#delhiblogger': 3,\n",
       " '#spaghetti': 1,\n",
       " '#whitesauce': 1,\n",
       " '#bloggeroffood': 1,\n",
       " '#follome': 1,\n",
       " '#likeforlikes': 1,\n",
       " '#dalmakhani': 2,\n",
       " '#butternaan': 1,\n",
       " '#salad': 1,\n",
       " '#raita': 1,\n",
       " '#bloggerfoodie': 1,\n",
       " '#picoftheday': 2,\n",
       " '#coronagoaway': 1,\n",
       " '#foodphotos': 1,\n",
       " '#photooftheday': 1,\n",
       " '#foodholic': 1,\n",
       " '#frenchfries': 1,\n",
       " '#potatobites': 1,\n",
       " '#cheese': 2,\n",
       " '#ketchup': 1,\n",
       " '#likelike': 1,\n",
       " '#folowme': 1,\n",
       " '#instblog': 1,\n",
       " '#gulabjamun': 1,\n",
       " '#deliciousfood': 1,\n",
       " '#foodtrucks': 1,\n",
       " '#instacool': 1,\n",
       " '#stayhealthy': 1,\n",
       " '#supportquarantaine': 1,\n",
       " '#delhiriots': 2,\n",
       " '#foodstylist': 1,\n",
       " '#maggie': 1,\n",
       " '#cheesy': 1,\n",
       " '#followforlike': 1,\n",
       " '#dosa': 1,\n",
       " '#southindianfood': 1,\n",
       " '#kerela': 1,\n",
       " '#newdelhi': 10,\n",
       " '#masaladosa': 1,\n",
       " '#foods': 10,\n",
       " '#sodelhi': 21,\n",
       " '#foodstyling': 10,\n",
       " '#bookheengineers': 10,\n",
       " '#northindianfood': 10,\n",
       " '#southindia': 1,\n",
       " '#dosasambhar': 1,\n",
       " '#punjabi': 1,\n",
       " '#modi': 1,\n",
       " '#cholebhature': 9,\n",
       " '#punjab': 9,\n",
       " '#entrepreneur': 9,\n",
       " '#pasta': 1,\n",
       " '#drooling': 1,\n",
       " '#dessert': 6,\n",
       " '#pvr': 1,\n",
       " '#gourmetpopcorn': 1,\n",
       " '#beer': 2,\n",
       " '#vodka': 1,\n",
       " '#chicken': 1,\n",
       " '#puri': 1,\n",
       " '#fries': 1,\n",
       " '#whisky': 1,\n",
       " '#waffles': 1,\n",
       " '#waffle': 1,\n",
       " '#kitkat': 1}"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hashtag_freq=find_popular_hashtags(word_freq)\n",
    "hashtag_freq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the top 5 most used hashtags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pie(n,hash_freq):\n",
    "    \n",
    "    from collections import Counter\n",
    "    top_dict=dict(Counter(hash_freq).most_common(n))\n",
    "    hashtag=[]\n",
    "    freq=[]\n",
    "    for key in top_dict:\n",
    "        hashtag.append(key)\n",
    "        freq.append(top_dict[key])\n",
    "    plt.pie(freq,labels=hashtag,autopct=\"%2f%%\") \n",
    "    plt.axis(\"equal\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num=5\n",
    "plot_pie(num,hashtag_freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 : You need to also calculate average followers : likes ratio for the obtained handles.\n",
    "## Followers : Likes ratio is calculated as follows:\n",
    "#### 1. Find out the likes of the top 10 posts of the 5 handles obtained earlier.\n",
    "#### 2. Calculate the average likes for a handle.\n",
    "#### 3. Divide the average likes obtained from the number of followers of the handle to get the average followers:like ratio of each handle.\n",
    "#### 4. Create a bar graph to depict the above obtained information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_likes(accounts,num):\n",
    "    \n",
    "    top_likes={}\n",
    "    \n",
    "    for i in range(len(accounts)):\n",
    "                \n",
    "        #opening the instagram account of the required handle\n",
    "        driver.get('https://www.instagram.com/'+ accounts[i])\n",
    "        \n",
    "        #getting all the posts of the current handle\n",
    "        posts=driver.execute_script('return document.getElementsByClassName(\"v1Nh3 kIKUG  _bz0w\")')\n",
    "        posts=posts[:num]\n",
    "        \n",
    "        like_posts=[]\n",
    "        for post in posts:\n",
    "            \n",
    "            #clicking every post\n",
    "            post.click()\n",
    "            time.sleep(5)\n",
    "            \n",
    "            #getting the likes of the video posts\n",
    "            try:\n",
    "                videos=driver.find_elements_by_tag_name(\"video\")\n",
    "                if(len(videos)>0):\n",
    "                    driver.execute_script('return document.getElementsByClassName(\"HbPOm _9Ytll\")[0]').find_element_by_tag_name(\"span\").click()\n",
    "                    likes=driver.find_element_by_class_name('vJRqr').find_element_by_tag_name(\"span\").text\n",
    "                    driver.find_element_by_class_name(\"QhbhU\").click()\n",
    "                \n",
    "                #getting the likes of picture posts\n",
    "                else:\n",
    "                    likes=driver.find_element_by_class_name(\"Nm9Fw\").find_element_by_tag_name(\"span\").text\n",
    "            except:\n",
    "                pass\n",
    "            \n",
    "            likes=likes.replace(\",\",\"\")\n",
    "            like=int(likes)\n",
    "            like_posts.append(like)\n",
    "            \n",
    "            #clicking the cross button to exit the post and go back to the account\n",
    "            l=driver.find_elements_by_class_name(\"wpO6b \")\n",
    "            l[len(l)-1].click()  \n",
    "            \n",
    "        top_likes[accounts[i]]=like_posts\n",
    "            \n",
    "    return top_likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'foodys': [589, 16582, 34367, 96484, 11315, 8759, 45655, 11589, 12994, 37325],\n",
       " 'food.darzee': [965, 1256, 146, 311, 345, 57, 125, 167, 368, 497],\n",
       " '__joey_doesnt_share_food_': [577,\n",
       "  700,\n",
       "  858,\n",
       "  792,\n",
       "  973,\n",
       "  922,\n",
       "  628,\n",
       "  645,\n",
       "  735,\n",
       "  735],\n",
       " '__foodiesisters__': [22, 26, 31, 27, 33, 44, 26, 25, 26, 31],\n",
       " 'bookheengineers': [31, 413, 408, 313, 355, 391, 430, 377, 303, 414]}"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number=10\n",
    "account_likes=get_likes(top_accounts,number)\n",
    "account_likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_average_likes(account_likes):\n",
    "    \n",
    "    average_likes={}\n",
    "    for acc in account_likes:\n",
    "        total=0\n",
    "        for num in account_likes[acc]:\n",
    "            total+=num\n",
    "        average=total/len(account_likes[acc])\n",
    "        \n",
    "        average_likes[acc]=average\n",
    "    \n",
    "    return average_likes\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'foodys': 27565.9,\n",
       " 'food.darzee': 423.7,\n",
       " '__joey_doesnt_share_food_': 756.5,\n",
       " '__foodiesisters__': 29.1,\n",
       " 'bookheengineers': 343.5}"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_likes=get_average_likes(account_likes)\n",
    "average_likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('foodys', '9,537,688'),\n",
       " ('food.darzee', '68,643'),\n",
       " ('__joey_doesnt_share_food_', '5,122'),\n",
       " ('__foodiesisters__', '469'),\n",
       " ('bookheengineers', '4,038')]"
      ]
     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ratio(followers,avg):\n",
    "    \n",
    "    ratio={}\n",
    "    \n",
    "    for acc in avg:\n",
    "        for han in followers:\n",
    "            if(han[0]==acc):\n",
    "                val=han[1].replace(\",\",\"\")\n",
    "                value=avg[acc]/int(val)\n",
    "                ratio[acc]=value\n",
    "    return ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'foodys': 0.0028902077736239645,\n",
       " 'food.darzee': 0.0061725157699983975,\n",
       " '__joey_doesnt_share_food_': 0.1476962124170246,\n",
       " '__foodiesisters__': 0.06204690831556504,\n",
       " 'bookheengineers': 0.08506686478454681}"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio=get_ratio(top,average_likes)\n",
    "ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_bar_graph(d):\n",
    "    \n",
    "    plt.figure(figsize=(10,8))\n",
    "    plt.bar(list(d.keys()),list(d.values()))\n",
    "    plt.xticks(rotation=30)\n",
    "    plt.xlabel(\"USERNAME\")\n",
    "    plt.ylabel(\"RATIO\")\n",
    "    plt.title(\"FOLLOWERS TO LIKE RATIO OF EACH HANDLE\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bar_graph(ratio)"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}