OnePlus bigram.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests  # Importing requests to extract content from a url\n",
    "from bs4 import BeautifulSoup as bs # Beautifulsoup is for web scrapping...used to scrap specific content\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "OnePlus_review = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(1, 21):\n",
    "    ip = []\n",
    "    url = \"https://www.amazon.in/OnePlus-Display-Storage-4000mAH-Battery/product-reviews/B07HGJK535/ref=cm_cr_getr_d_paging_btm_next_3?ie=UTF8&reviewerType=all_reviews&pageNumber=\" + str(\n",
    "        i)\n",
    "    response = requests.get(url)\n",
    "    soup = bs(response.content, \"html.parser\")\n",
    "    reviews = soup.find_all(\"span\",\n",
    "                            attrs={\n",
    "                                \"class\",\n",
    "                                \"a-size-base review-text review-text-content\"\n",
    "                            })  # Extracting the content under specific tags\n",
    "    for i in range(len(reviews)):\n",
    "        ip.append(reviews[i].text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "OnePlus_review = OnePlus_review + ip  # adding the reviews of one page to empty list which in future contains all the review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# writng reviews in a text fil\n",
    "with open(\"OnePlus.txt\",\"w\",encoding='utf-8') as output:\n",
    "    output.write(str(OnePlus_review))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Joinining all the reviews into single paragraph \n",
    "ip_rev_string = \" \".join(OnePlus_review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n\\n  I was so confused in between S10+ and OP7 Pro because i was worried about weight and camera but both are excellent. I am glad that i opted OnePlus7 Pro. The moment i turned on the display i was simply amazed by its quality, seriously it\\'s just pleasure to eyes to watch and feel this display.Other than this performance, camera, OS, and premium look of Nebula blue all are just amazing.Go for it and trust me you not gonna regret it.\\n\\n \\n\\n  This is my personal experience I am sharing. After 10days of purchase,  the phone got hanged during call, and the system didn\\'t work for half an hour,not even power and reboot button. The problem recurred after 1 week.  After investing this big amount for a phone,  this kind of experience really gets you into trouble.Also,  would advice Amazon to extend return timeline and should give 1 month for these kind of products, as these are big investment for the user.\\n\\n \\n\\n  Worst camera quality...... I thought I m getting the best phone but it\\'s the worst one.... Plz do go for this mobile. With the amount of hype they made in media it\\'s just a wastage of money. This is not a trusted brand to go for. Even I don\\'t like to one star rest of the phone in the market will give the best phone with lots of features like vivo, oppo or Samsung. I raised a compliant with the tech team and will take it media for cheating us. I suggest all who are having the same problem take this to media in all forum, so that this company oneplus will understand and will do the needful. If not we have lots of ways to make them understand and return our money.\\n\\n \\n\\n  Update after 1.5years: No issues so far.. like this phone due to 3 reasons - Awesome Display, Extremely fast, Mind-blowing audio playback through my Jabra wireless bud. Many of us overlooked audio quality in a phone but I think its very useful as we also used our phone as a Mp3 player on the go. I am surprised to see the quality of high definition audio it gives when comparing to my existing S7 and S8 Galaxy premium phones. This is the best audio and best display I have seen since I use a mobile. Now 7T pro available at 37k including 5k Amazon offer with my HDFC card discount. Feels like I should have wait for another 8 months to get it 10k cheaper. I paid 43k just for 7pro. I believe 7 Pro and 7T Pro was the last best phones offered by OnePlus when price, quality and specifications concerned.\\n\\n \\n\\n  1. ScreenOMG. Use this Hulk once and you see all the other devices as tiny toddlers. Screen is the next Generation feature and it\\'s absolute delight to watch youtube on this.2. Oxygen OSConfigurable. Sleek. Ease of use. It\\'s addictive3. Top notch configWeather it\\'s 12 GB RAM, 256 GB ROM or 30 htz Warm charging. It\\'s top notch industry leading configuration. What more you will ask for?No wireless charging. No IP certification. Not required and no body cares.OnePlus becomes a market leader with this dream phone.\\n\\n \\n\\n  I use 4 finger claw for Pubg and at random times the screen glitches for no particular reason. There are glitches of different type:1. Sometimes the place where my buttons are on screen, they get clicked even when my fingers are no where near it.2. Sometimes I have to have a finger tapping on the middle of the screen otherwise the buttons at the top left edges wont activate no matter how many times I tap.3. Sometimes buttons wont work all together.All these glitches happen at random. Sometimes the phone will be working fine and other times it just goes to hell. So playing competitive for which I bought such an expensive phone is defeated.Pros:Camera.Dunno, failed almost all my expectations.Cons:Pop up camera.Refer Pros.With no apps running in background and only wifi on 24x7 and no one using the phone, the battery last 2-2.5 days...with no usage. If you are using the phone with something like wifi or data or location (any one, never-mind two of these) on at all times, you are looking at at least one time charging the phone at eveningSincerely Disappointed,One plus user.\\n\\n \\n\\n  This is my biggest mistake to buy Chinese Mobile phone.In future I will avoid to buy any Item which is belong to China as China has attacked on my nation and my countrymen and brave soldiers are martyred for the pride of my nation.I would request Amazon to avoid selling of chinese product in India to respect our National emotions.Request to all other Indians not to Buy Chinese Products.Nothing is important than National Pride.\\n\\n \\n\\n  I am writing this review after using two months , and using means playing pubg , listening music, 52 apps running in background i.e heavy usage of 8GB RAM. and I would say Phone is awesome with good battery life and i won\\'t feel bored while using 90Hz refresh  rate with a crisp 1,440-pixel resolution.By refreshing 90 frames a second, things like scrolling through web pages and apps feels really fluid.So, here are my perspective :Advantages :1. Photos are clear, bright and vibrant and I\\'m impressed with the camera\\'s HDR rendering.2.Buttery smooth and notchless 90Hz display.3.thanks to Oneplus for giving Wrap charger which charges the phone Superfast 55 mins.4.Talking of durability, there is Gorilla Glass 5 on front and back, but please have a screen protector .5.There is no heating issue while playing games or charging the battery.6.Over all Build Quality is premium , but slight slippery while holding it .7. AMOLED display which is very the best at this price range .Disadvantages:1.Questionable pop-up camera durability, mechanics is good but i really don\\'t know what will happen while keeping in pocket or while taking pics outside.2.there are Dolby powered stereo speakers that output rich audio but no head phone Jack which means either u need to buy blue tooth headphone or a usb type c connector to headphone which is easily available in amazon (but can buy in cheap rate @ 59 outside ).3. Phone is Big and Bulky (which is manageable as it\\'s a metal body).4.No water resistance rating ad wireless charging, which according to me is not required as it gives u an Additional Warranty of One year without extra charging  . No Mobile Company provides us 2 year of warranty .Hope this will be helpful , I would suggest just go for it who are the heavy user and don\\'t want to purchase phone every year or who got annoyed of unusual notification from OS or pre-installed apps as It\\'s a Nearly stock Android .\\n\\n \\n\\n  This is the best phone I ever had from one plus. Following are the pros and corns. Let me start with pros followed by corns next :Pros :1). Best in class display.  It has overtaken even the Samsung phones. However it’s AMOLED panel is made by Samsung.2).  Best camera experience. Better than Samsung S10.3).  90 Hz refresh rate on the screen. First in its segment.4). Dash Charge :  hi speed charging, achieves 100%  within an hour.5). Battery lasts for more than a day for medium to heavy usage with data on.6). Does not heat up so it’s predecessors as it comes with liquid cooling panel. Ideal for heavy gamers.Corns :1).  The device is very heavy it weighs around 210 g2). Very slippery in nature Due to its glossy finish. Back cover is must.3).  Does not fit properly in your front pocket Due to its oversize.4). Though it is made out of glass, it does not support wireless charging.5).  Does not have 3.5 MM audio jack. You need to connect wireless through Bluetooth device or through type C wired headset.\\n\\n \\n\\n  Its my second week for Oneplus 7 PRO.I prefer this phone over Oneplus 8.I am not a camera person. So my reviews do not include camera stuff.Pros :Curved screen is NOT an issue. No \"ghost\" touches.Indeed water proof. I spilled water over screen and no isuses in camera, display, touch pad, screen.90Hz refresh rate is very fast.QHD+ makes the display so crystal clear.The Oxygen OS is so smooth.Warp charge is fasttt.It not such a heavyweight phone as mentioned on YouTube.Cons:If we use 90Hz refresh rate and QHD+ for all day.Ut drains battery.\\n\\n'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip_rev_string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "#remving unwamted symbols\n",
    "ip_rev_string = re.sub(\"[^A-Za-z\" \"]+\",\" \",ip_rev_string).lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_rev_string = re.sub(\"[0-9\" \"]+\",\" \",ip_rev_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' i was so confused in between s and op pro because i was worried about weight and camera but both are excellent i am glad that i opted oneplus pro the moment i turned on the display i was simply amazed by its quality seriously it s just pleasure to eyes to watch and feel this display other than this performance camera os and premium look of nebula blue all are just amazing go for it and trust me you not gonna regret it this is my personal experience i am sharing after days of purchase the phone got hanged during call and the system didn t work for half an hour not even power and reboot button the problem recurred after week after investing this big amount for a phone this kind of experience really gets you into trouble also would advice amazon to extend return timeline and should give month for these kind of products as these are big investment for the user worst camera quality i thought i m getting the best phone but it s the worst one plz do go for this mobile with the amount of hype they made in media it s just a wastage of money this is not a trusted brand to go for even i don t like to one star rest of the phone in the market will give the best phone with lots of features like vivo oppo or samsung i raised a compliant with the tech team and will take it media for cheating us i suggest all who are having the same problem take this to media in all forum so that this company oneplus will understand and will do the needful if not we have lots of ways to make them understand and return our money update after years no issues so far like this phone due to reasons awesome display extremely fast mind blowing audio playback through my jabra wireless bud many of us overlooked audio quality in a phone but i think its very useful as we also used our phone as a mp player on the go i am surprised to see the quality of high definition audio it gives when comparing to my existing s and s galaxy premium phones this is the best audio and best display i have seen since i use a mobile now t pro available at k including k amazon offer with my hdfc card discount feels like i should have wait for another months to get it k cheaper i paid k just for pro i believe pro and t pro was the last best phones offered by oneplus when price quality and specifications concerned screenomg use this hulk once and you see all the other devices as tiny toddlers screen is the next generation feature and it s absolute delight to watch youtube on this oxygen osconfigurable sleek ease of use it s addictive top notch configweather it s gb ram gb rom or htz warm charging it s top notch industry leading configuration what more you will ask for no wireless charging no ip certification not required and no body cares oneplus becomes a market leader with this dream phone i use finger claw for pubg and at random times the screen glitches for no particular reason there are glitches of different type sometimes the place where my buttons are on screen they get clicked even when my fingers are no where near it sometimes i have to have a finger tapping on the middle of the screen otherwise the buttons at the top left edges wont activate no matter how many times i tap sometimes buttons wont work all together all these glitches happen at random sometimes the phone will be working fine and other times it just goes to hell so playing competitive for which i bought such an expensive phone is defeated pros camera dunno failed almost all my expectations cons pop up camera refer pros with no apps running in background and only wifi on x and no one using the phone the battery last days with no usage if you are using the phone with something like wifi or data or location any one never mind two of these on at all times you are looking at at least one time charging the phone at eveningsincerely disappointed one plus user this is my biggest mistake to buy chinese mobile phone in future i will avoid to buy any item which is belong to china as china has attacked on my nation and my countrymen and brave soldiers are martyred for the pride of my nation i would request amazon to avoid selling of chinese product in india to respect our national emotions request to all other indians not to buy chinese products nothing is important than national pride i am writing this review after using two months and using means playing pubg listening music apps running in background i e heavy usage of gb ram and i would say phone is awesome with good battery life and i won t feel bored while using hz refresh rate with a crisp pixel resolution by refreshing frames a second things like scrolling through web pages and apps feels really fluid so here are my perspective advantages photos are clear bright and vibrant and i m impressed with the camera s hdr rendering buttery smooth and notchless hz display thanks to oneplus for giving wrap charger which charges the phone superfast mins talking of durability there is gorilla glass on front and back but please have a screen protector there is no heating issue while playing games or charging the battery over all build quality is premium but slight slippery while holding it amoled display which is very the best at this price range disadvantages questionable pop up camera durability mechanics is good but i really don t know what will happen while keeping in pocket or while taking pics outside there are dolby powered stereo speakers that output rich audio but no head phone jack which means either u need to buy blue tooth headphone or a usb type c connector to headphone which is easily available in amazon but can buy in cheap rate outside phone is big and bulky which is manageable as it s a metal body no water resistance rating ad wireless charging which according to me is not required as it gives u an additional warranty of one year without extra charging no mobile company provides us year of warranty hope this will be helpful i would suggest just go for it who are the heavy user and don t want to purchase phone every year or who got annoyed of unusual notification from os or pre installed apps as it s a nearly stock android this is the best phone i ever had from one plus following are the pros and corns let me start with pros followed by corns next pros best in class display it has overtaken even the samsung phones however it s amoled panel is made by samsung best camera experience better than samsung s hz refresh rate on the screen first in its segment dash charge hi speed charging achieves within an hour battery lasts for more than a day for medium to heavy usage with data on does not heat up so it s predecessors as it comes with liquid cooling panel ideal for heavy gamers corns the device is very heavy it weighs around g very slippery in nature due to its glossy finish back cover is must does not fit properly in your front pocket due to its oversize though it is made out of glass it does not support wireless charging does not have mm audio jack you need to connect wireless through bluetooth device or through type c wired headset its my second week for oneplus pro i prefer this phone over oneplus i am not a camera person so my reviews do not include camera stuff pros curved screen is not an issue no ghost touches indeed water proof i spilled water over screen and no isuses in camera display touch pad screen hz refresh rate is very fast qhd makes the display so crystal clear the oxygen os is so smooth warp charge is fasttt it not such a heavyweight phone as mentioned on youtube cons if we use hz refresh rate and qhd for all day ut drains battery '"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip_rev_string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# words that contained in iphone XR reviews\n",
    "ip_rew_words = ip_rev_string.split(\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'i',\n",
       " 'was',\n",
       " 'so',\n",
       " 'confused',\n",
       " 'in',\n",
       " 'between',\n",
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       " 'and',\n",
       " 'op',\n",
       " 'pro',\n",
       " 'because',\n",
       " 'i',\n",
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       " 'worried',\n",
       " 'about',\n",
       " 'weight',\n",
       " 'and',\n",
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       " 'by',\n",
       " 'its',\n",
       " 'quality',\n",
       " 'seriously',\n",
       " 'it',\n",
       " 's',\n",
       " 'just',\n",
       " 'pleasure',\n",
       " 'to',\n",
       " 'eyes',\n",
       " 'to',\n",
       " 'watch',\n",
       " 'and',\n",
       " 'feel',\n",
       " 'this',\n",
       " 'display',\n",
       " 'other',\n",
       " 'than',\n",
       " 'this',\n",
       " 'performance',\n",
       " 'camera',\n",
       " 'os',\n",
       " 'and',\n",
       " 'premium',\n",
       " 'look',\n",
       " 'of',\n",
       " 'nebula',\n",
       " 'blue',\n",
       " 'all',\n",
       " 'are',\n",
       " 'just',\n",
       " 'amazing',\n",
       " 'go',\n",
       " 'for',\n",
       " 'it',\n",
       " 'and',\n",
       " 'trust',\n",
       " 'me',\n",
       " 'you',\n",
       " 'not',\n",
       " 'gonna',\n",
       " 'regret',\n",
       " 'it',\n",
       " 'this',\n",
       " 'is',\n",
       " 'my',\n",
       " 'personal',\n",
       " 'experience',\n",
       " 'i',\n",
       " 'am',\n",
       " 'sharing',\n",
       " 'after',\n",
       " 'days',\n",
       " 'of',\n",
       " 'purchase',\n",
       " 'the',\n",
       " 'phone',\n",
       " 'got',\n",
       " 'hanged',\n",
       " 'during',\n",
       " 'call',\n",
       " 'and',\n",
       " 'the',\n",
       " 'system',\n",
       " 'didn',\n",
       " 't',\n",
       " 'work',\n",
       " 'for',\n",
       " 'half',\n",
       " 'an',\n",
       " 'hour',\n",
       " 'not',\n",
       " 'even',\n",
       " 'power',\n",
       " 'and',\n",
       " 'reboot',\n",
       " 'button',\n",
       " 'the',\n",
       " 'problem',\n",
       " 'recurred',\n",
       " 'after',\n",
       " 'week',\n",
       " 'after',\n",
       " 'investing',\n",
       " 'this',\n",
       " 'big',\n",
       " 'amount',\n",
       " 'for',\n",
       " 'a',\n",
       " 'phone',\n",
       " 'this',\n",
       " 'kind',\n",
       " 'of',\n",
       " 'experience',\n",
       " 'really',\n",
       " 'gets',\n",
       " 'you',\n",
       " 'into',\n",
       " 'trouble',\n",
       " 'also',\n",
       " 'would',\n",
       " 'advice',\n",
       " 'amazon',\n",
       " 'to',\n",
       " 'extend',\n",
       " 'return',\n",
       " 'timeline',\n",
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       " 'should',\n",
       " 'give',\n",
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       " 'the',\n",
       " 'user',\n",
       " 'worst',\n",
       " 'camera',\n",
       " 'quality',\n",
       " 'i',\n",
       " 'thought',\n",
       " 'i',\n",
       " 'm',\n",
       " 'getting',\n",
       " 'the',\n",
       " 'best',\n",
       " 'phone',\n",
       " 'but',\n",
       " 'it',\n",
       " 's',\n",
       " 'the',\n",
       " 'worst',\n",
       " 'one',\n",
       " 'plz',\n",
       " 'do',\n",
       " 'go',\n",
       " 'for',\n",
       " 'this',\n",
       " 'mobile',\n",
       " 'with',\n",
       " 'the',\n",
       " 'amount',\n",
       " 'of',\n",
       " 'hype',\n",
       " 'they',\n",
       " 'made',\n",
       " 'in',\n",
       " 'media',\n",
       " 'it',\n",
       " 's',\n",
       " 'just',\n",
       " 'a',\n",
       " 'wastage',\n",
       " 'of',\n",
       " 'money',\n",
       " 'this',\n",
       " 'is',\n",
       " 'not',\n",
       " 'a',\n",
       " 'trusted',\n",
       " 'brand',\n",
       " 'to',\n",
       " 'go',\n",
       " 'for',\n",
       " 'even',\n",
       " 'i',\n",
       " 'don',\n",
       " 't',\n",
       " 'like',\n",
       " 'to',\n",
       " 'one',\n",
       " 'star',\n",
       " 'rest',\n",
       " 'of',\n",
       " 'the',\n",
       " 'phone',\n",
       " 'in',\n",
       " 'the',\n",
       " 'market',\n",
       " 'will',\n",
       " 'give',\n",
       " 'the',\n",
       " 'best',\n",
       " 'phone',\n",
       " 'with',\n",
       " 'lots',\n",
       " 'of',\n",
       " 'features',\n",
       " 'like',\n",
       " 'vivo',\n",
       " 'oppo',\n",
       " 'or',\n",
       " 'samsung',\n",
       " 'i',\n",
       " 'raised',\n",
       " 'a',\n",
       " 'compliant',\n",
       " 'with',\n",
       " 'the',\n",
       " 'tech',\n",
       " 'team',\n",
       " 'and',\n",
       " 'will',\n",
       " 'take',\n",
       " 'it',\n",
       " 'media',\n",
       " 'for',\n",
       " 'cheating',\n",
       " 'us',\n",
       " 'i',\n",
       " 'suggest',\n",
       " 'all',\n",
       " 'who',\n",
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       " 'having',\n",
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       " 'same',\n",
       " 'problem',\n",
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       " 'media',\n",
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       " 'all',\n",
       " 'forum',\n",
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       " 'oneplus',\n",
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       " 'will',\n",
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       " 'the',\n",
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       " 'if',\n",
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       " 'have',\n",
       " 'lots',\n",
       " 'of',\n",
       " 'ways',\n",
       " 'to',\n",
       " 'make',\n",
       " 'them',\n",
       " 'understand',\n",
       " 'and',\n",
       " 'return',\n",
       " 'our',\n",
       " 'money',\n",
       " 'update',\n",
       " 'after',\n",
       " 'years',\n",
       " 'no',\n",
       " 'issues',\n",
       " 'so',\n",
       " 'far',\n",
       " 'like',\n",
       " 'this',\n",
       " 'phone',\n",
       " 'due',\n",
       " 'to',\n",
       " 'reasons',\n",
       " 'awesome',\n",
       " 'display',\n",
       " 'extremely',\n",
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       " 'blowing',\n",
       " 'audio',\n",
       " 'playback',\n",
       " 'through',\n",
       " 'my',\n",
       " 'jabra',\n",
       " 'wireless',\n",
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       " 'of',\n",
       " 'us',\n",
       " 'overlooked',\n",
       " 'audio',\n",
       " 'quality',\n",
       " 'in',\n",
       " 'a',\n",
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     "execution_count": 14,
     "metadata": {},
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    }
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   "source": [
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'youtube', 'on', 'this', 'oxygen', 'osconfigurable', 'sleek', 'ease', 'of', 'use', 'it', 's', 'addictive', 'top', 'notch', 'configweather', 'it', 's', 'gb', 'ram', 'gb', 'rom', 'or', 'htz', 'warm', 'charging', 'it', 's', 'top', 'notch', 'industry', 'leading', 'configuration', 'what', 'more', 'you', 'will', 'ask', 'for', 'no', 'wireless', 'charging', 'no', 'ip', 'certification', 'not', 'required', 'and', 'no', 'body', 'cares', 'oneplus', 'becomes', 'a', 'market', 'leader', 'with', 'this', 'dream', 'phone', 'i', 'use', 'finger', 'claw', 'for', 'pubg', 'and', 'at', 'random', 'times', 'the', 'screen', 'glitches', 'for', 'no', 'particular', 'reason', 'there', 'are', 'glitches', 'of', 'different', 'type', 'sometimes', 'the', 'place', 'where', 'my', 'buttons', 'are', 'on', 'screen', 'they', 'get', 'clicked', 'even', 'when', 'my', 'fingers', 'are', 'no', 'where', 'near', 'it', 'sometimes', 'i', 'have', 'to', 'have', 'a', 'finger', 'tapping', 'on', 'the', 'middle', 'of', 'the', 'screen', 'otherwise', 'the', 'buttons', 'at', 'the', 'top', 'left', 'edges', 'wont', 'activate', 'no', 'matter', 'how', 'many', 'times', 'i', 'tap', 'sometimes', 'buttons', 'wont', 'work', 'all', 'together', 'all', 'these', 'glitches', 'happen', 'at', 'random', 'sometimes', 'the', 'phone', 'will', 'be', 'working', 'fine', 'and', 'other', 'times', 'it', 'just', 'goes', 'to', 'hell', 'so', 'playing', 'competitive', 'for', 'which', 'i', 'bought', 'such', 'an', 'expensive', 'phone', 'is', 'defeated', 'pros', 'camera', 'dunno', 'failed', 'almost', 'all', 'my', 'expectations', 'cons', 'pop', 'up', 'camera', 'refer', 'pros', 'with', 'no', 'apps', 'running', 'in', 'background', 'and', 'only', 'wifi', 'on', 'x', 'and', 'no', 'one', 'using', 'the', 'phone', 'the', 'battery', 'last', 'days', 'with', 'no', 'usage', 'if', 'you', 'are', 'using', 'the', 'phone', 'with', 'something', 'like', 'wifi', 'or', 'data', 'or', 'location', 'any', 'one', 'never', 'mind', 'two', 'of', 'these', 'on', 'at', 'all', 'times', 'you', 'are', 'looking', 'at', 'at', 'least', 'one', 'time', 'charging', 'the', 'phone', 'at', 'eveningsincerely', 'disappointed', 'one', 'plus', 'user', 'this', 'is', 'my', 'biggest', 'mistake', 'to', 'buy', 'chinese', 'mobile', 'phone', 'in', 'future', 'i', 'will', 'avoid', 'to', 'buy', 'any', 'item', 'which', 'is', 'belong', 'to', 'china', 'as', 'china', 'has', 'attacked', 'on', 'my', 'nation', 'and', 'my', 'countrymen', 'and', 'brave', 'soldiers', 'are', 'martyred', 'for', 'the', 'pride', 'of', 'my', 'nation', 'i', 'would', 'request', 'amazon', 'to', 'avoid', 'selling', 'of', 'chinese', 'product', 'in', 'india', 'to', 'respect', 'our', 'national', 'emotions', 'request', 'to', 'all', 'other', 'indians', 'not', 'to', 'buy', 'chinese', 'products', 'nothing', 'is', 'important', 'than', 'national', 'pride', 'i', 'am', 'writing', 'this', 'review', 'after', 'using', 'two', 'months', 'and', 'using', 'means', 'playing', 'pubg', 'listening', 'music', 'apps', 'running', 'in', 'background', 'i', 'e', 'heavy', 'usage', 'of', 'gb', 'ram', 'and', 'i', 'would', 'say', 'phone', 'is', 'awesome', 'with', 'good', 'battery', 'life', 'and', 'i', 'won', 't', 'feel', 'bored', 'while', 'using', 'hz', 'refresh', 'rate', 'with', 'a', 'crisp', 'pixel', 'resolution', 'by', 'refreshing', 'frames', 'a', 'second', 'things', 'like', 'scrolling', 'through', 'web', 'pages', 'and', 'apps', 'feels', 'really', 'fluid', 'so', 'here', 'are', 'my', 'perspective', 'advantages', 'photos', 'are', 'clear', 'bright', 'and', 'vibrant', 'and', 'i', 'm', 'impressed', 'with', 'the', 'camera', 's', 'hdr', 'rendering', 'buttery', 'smooth', 'and', 'notchless', 'hz', 'display', 'thanks', 'to', 'oneplus', 'for', 'giving', 'wrap', 'charger', 'which', 'charges', 'the', 'phone', 'superfast', 'mins', 'talking', 'of', 'durability', 'there', 'is', 'gorilla', 'glass', 'on', 'front', 'and', 'back', 'but', 'please', 'have', 'a', 'screen', 'protector', 'there', 'is', 'no', 'heating', 'issue', 'while', 'playing', 'games', 'or', 'charging', 'the', 'battery', 'over', 'all', 'build', 'quality', 'is', 'premium', 'but', 'slight', 'slippery', 'while', 'holding', 'it', 'amoled', 'display', 'which', 'is', 'very', 'the', 'best', 'at', 'this', 'price', 'range', 'disadvantages', 'questionable', 'pop', 'up', 'camera', 'durability', 'mechanics', 'is', 'good', 'but', 'i', 'really', 'don', 't', 'know', 'what', 'will', 'happen', 'while', 'keeping', 'in', 'pocket', 'or', 'while', 'taking', 'pics', 'outside', 'there', 'are', 'dolby', 'powered', 'stereo', 'speakers', 'that', 'output', 'rich', 'audio', 'but', 'no', 'head', 'phone', 'jack', 'which', 'means', 'either', 'u', 'need', 'to', 'buy', 'blue', 'tooth', 'headphone', 'or', 'a', 'usb', 'type', 'c', 'connector', 'to', 'headphone', 'which', 'is', 'easily', 'available', 'in', 'amazon', 'but', 'can', 'buy', 'in', 'cheap', 'rate', 'outside', 'phone', 'is', 'big', 'and', 'bulky', 'which', 'is', 'manageable', 'as', 'it', 's', 'a', 'metal', 'body', 'no', 'water', 'resistance', 'rating', 'ad', 'wireless', 'charging', 'which', 'according', 'to', 'me', 'is', 'not', 'required', 'as', 'it', 'gives', 'u', 'an', 'additional', 'warranty', 'of', 'one', 'year', 'without', 'extra', 'charging', 'no', 'mobile', 'company', 'provides', 'us', 'year', 'of', 'warranty', 'hope', 'this', 'will', 'be', 'helpful', 'i', 'would', 'suggest', 'just', 'go', 'for', 'it', 'who', 'are', 'the', 'heavy', 'user', 'and', 'don', 't', 'want', 'to', 'purchase', 'phone', 'every', 'year', 'or', 'who', 'got', 'annoyed', 'of', 'unusual', 'notification', 'from', 'os', 'or', 'pre', 'installed', 'apps', 'as', 'it', 's', 'a', 'nearly', 'stock', 'android', 'this', 'is', 'the', 'best', 'phone', 'i', 'ever', 'had', 'from', 'one', 'plus', 'following', 'are', 'the', 'pros', 'and', 'corns', 'let', 'me', 'start', 'with', 'pros', 'followed', 'by', 'corns', 'next', 'pros', 'best', 'in', 'class', 'display', 'it', 'has', 'overtaken', 'even', 'the', 'samsung', 'phones', 'however', 'it', 's', 'amoled', 'panel', 'is', 'made', 'by', 'samsung', 'best', 'camera', 'experience', 'better', 'than', 'samsung', 's', 'hz', 'refresh', 'rate', 'on', 'the', 'screen', 'first', 'in', 'its', 'segment', 'dash', 'charge', 'hi', 'speed', 'charging', 'achieves', 'within', 'an', 'hour', 'battery', 'lasts', 'for', 'more', 'than', 'a', 'day', 'for', 'medium', 'to', 'heavy', 'usage', 'with', 'data', 'on', 'does', 'not', 'heat', 'up', 'so', 'it', 's', 'predecessors', 'as', 'it', 'comes', 'with', 'liquid', 'cooling', 'panel', 'ideal', 'for', 'heavy', 'gamers', 'corns', 'the', 'device', 'is', 'very', 'heavy', 'it', 'weighs', 'around', 'g', 'very', 'slippery', 'in', 'nature', 'due', 'to', 'its', 'glossy', 'finish', 'back', 'cover', 'is', 'must', 'does', 'not', 'fit', 'properly', 'in', 'your', 'front', 'pocket', 'due', 'to', 'its', 'oversize', 'though', 'it', 'is', 'made', 'out', 'of', 'glass', 'it', 'does', 'not', 'support', 'wireless', 'charging', 'does', 'not', 'have', 'mm', 'audio', 'jack', 'you', 'need', 'to', 'connect', 'wireless', 'through', 'bluetooth', 'device', 'or', 'through', 'type', 'c', 'wired', 'headset', 'its', 'my', 'second', 'week', 'for', 'oneplus', 'pro', 'i', 'prefer', 'this', 'phone', 'over', 'oneplus', 'i', 'am', 'not', 'a', 'camera', 'person', 'so', 'my', 'reviews', 'do', 'not', 'include', 'camera', 'stuff', 'pros', 'curved', 'screen', 'is', 'not', 'an', 'issue', 'no', 'ghost', 'touches', 'indeed', 'water', 'proof', 'i', 'spilled', 'water', 'over', 'screen', 'and', 'no', 'isuses', 'in', 'camera', 'display', 'touch', 'pad', 'screen', 'hz', 'refresh', 'rate', 'is', 'very', 'fast', 'qhd', 'makes', 'the', 'display', 'so', 'crystal', 'clear', 'the', 'oxygen', 'os', 'is', 'so', 'smooth', 'warp', 'charge', 'is', 'fasttt', 'it', 'not', 'such', 'a', 'heavyweight', 'phone', 'as', 'mentioned', 'on', 'youtube', 'cons', 'if', 'we', 'use', 'hz', 'refresh', 'rate', 'and', 'qhd', 'for', 'all', 'day', 'ut', 'drains', 'battery', ''] as keyword args. From version 0.25 passing these as positional arguments will result in an error\n",
      "  warnings.warn(\"Pass {} as keyword args. From version 0.25 \"\n"
     ]
    }
   ],
   "source": [
    "#TFIDF\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "vectorizer = TfidfVectorizer(ip_rew_words,use_idf=True,ngram_range=(1,3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = vectorizer.fit_transform(ip_rew_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"H:\\\\study\\\\360Digitmg\\\\NLP\\Dataset\\\\stop.txt\",\"r\") as sw:\n",
    "    stop_words = sw.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = stop_words.split(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['a',\n",
       " \"a's\",\n",
       " 'able',\n",
       " 'about',\n",
       " 'above',\n",
       " 'according',\n",
       " 'accordingly',\n",
       " 'across',\n",
       " 'actually',\n",
       " 'after',\n",
       " 'afterwards',\n",
       " 'again',\n",
       " 'against',\n",
       " \"ain't\",\n",
       " 'all',\n",
       " 'allow',\n",
       " 'allows',\n",
       " 'almost',\n",
       " 'alone',\n",
       " 'along',\n",
       " 'already',\n",
       " 'also',\n",
       " 'although',\n",
       " 'always',\n",
       " 'am',\n",
       " 'among',\n",
       " 'amongst',\n",
       " 'an',\n",
       " 'and',\n",
       " 'another',\n",
       " 'any',\n",
       " 'anybody',\n",
       " 'anyhow',\n",
       " 'anyone',\n",
       " 'anything',\n",
       " 'anyway',\n",
       " 'anyways',\n",
       " 'anywhere',\n",
       " 'apart',\n",
       " 'appear',\n",
       " 'appreciate',\n",
       " 'appropriate',\n",
       " 'are',\n",
       " \"aren't\",\n",
       " 'around',\n",
       " 'as',\n",
       " 'aside',\n",
       " 'ask',\n",
       " 'asking',\n",
       " 'associated',\n",
       " 'at',\n",
       " 'available',\n",
       " 'away',\n",
       " 'awfully',\n",
       " 'b',\n",
       " 'be',\n",
       " 'became',\n",
       " 'because',\n",
       " 'become',\n",
       " 'becomes',\n",
       " 'becoming',\n",
       " 'been',\n",
       " 'before',\n",
       " 'beforehand',\n",
       " 'behind',\n",
       " 'being',\n",
       " 'believe',\n",
       " 'below',\n",
       " 'beside',\n",
       " 'besides',\n",
       " 'best',\n",
       " 'better',\n",
       " 'between',\n",
       " 'beyond',\n",
       " 'both',\n",
       " 'brief',\n",
       " 'but',\n",
       " 'by',\n",
       " 'c',\n",
       " \"c'mon\",\n",
       " \"c's\",\n",
       " 'came',\n",
       " 'can',\n",
       " \"can't\",\n",
       " 'cannot',\n",
       " 'cant',\n",
       " 'cause',\n",
       " 'causes',\n",
       " 'certain',\n",
       " 'certainly',\n",
       " 'changes',\n",
       " 'clearly',\n",
       " 'co',\n",
       " 'com',\n",
       " 'come',\n",
       " 'comes',\n",
       " 'concerning',\n",
       " 'consequently',\n",
       " 'consider',\n",
       " 'considering',\n",
       " 'contain',\n",
       " 'containing',\n",
       " 'contains',\n",
       " 'corresponding',\n",
       " 'could',\n",
       " \"couldn't\",\n",
       " 'course',\n",
       " 'currently',\n",
       " 'd',\n",
       " 'definitely',\n",
       " 'described',\n",
       " 'despite',\n",
       " 'did',\n",
       " \"didn't\",\n",
       " 'different',\n",
       " 'do',\n",
       " 'does',\n",
       " \"doesn't\",\n",
       " 'doing',\n",
       " \"don't\",\n",
       " 'done',\n",
       " 'down',\n",
       " 'downwards',\n",
       " 'during',\n",
       " 'e',\n",
       " 'each',\n",
       " 'edu',\n",
       " 'eg',\n",
       " 'eight',\n",
       " 'either',\n",
       " 'else',\n",
       " 'elsewhere',\n",
       " 'enough',\n",
       " 'entirely',\n",
       " 'especially',\n",
       " 'et',\n",
       " 'etc',\n",
       " 'even',\n",
       " 'ever',\n",
       " 'every',\n",
       " 'everybody',\n",
       " 'everyone',\n",
       " 'everything',\n",
       " 'everywhere',\n",
       " 'ex',\n",
       " 'exactly',\n",
       " 'example',\n",
       " 'except',\n",
       " 'f',\n",
       " 'far',\n",
       " 'few',\n",
       " 'fifth',\n",
       " 'first',\n",
       " 'five',\n",
       " 'followed',\n",
       " 'following',\n",
       " 'follows',\n",
       " 'for',\n",
       " 'former',\n",
       " 'formerly',\n",
       " 'forth',\n",
       " 'four',\n",
       " 'from',\n",
       " 'further',\n",
       " 'furthermore',\n",
       " 'g',\n",
       " 'get',\n",
       " 'gets',\n",
       " 'getting',\n",
       " 'given',\n",
       " 'gives',\n",
       " 'go',\n",
       " 'goes',\n",
       " 'going',\n",
       " 'gone',\n",
       " 'got',\n",
       " 'gotten',\n",
       " 'greetings',\n",
       " 'h',\n",
       " 'had',\n",
       " \"hadn't\",\n",
       " 'happens',\n",
       " 'hardly',\n",
       " 'has',\n",
       " \"hasn't\",\n",
       " 'have',\n",
       " \"haven't\",\n",
       " 'having',\n",
       " 'he',\n",
       " \"he's\",\n",
       " 'hello',\n",
       " 'help',\n",
       " 'hence',\n",
       " 'her',\n",
       " 'here',\n",
       " \"here's\",\n",
       " 'hereafter',\n",
       " 'hereby',\n",
       " 'herein',\n",
       " 'hereupon',\n",
       " 'hers',\n",
       " 'herself',\n",
       " 'hi',\n",
       " 'him',\n",
       " 'himself',\n",
       " 'his',\n",
       " 'hither',\n",
       " 'hopefully',\n",
       " 'how',\n",
       " 'howbeit',\n",
       " 'however',\n",
       " 'i',\n",
       " \"i'd\",\n",
       " \"i'll\",\n",
       " \"i'm\",\n",
       " \"i've\",\n",
       " 'ie',\n",
       " 'if',\n",
       " 'ignored',\n",
       " 'immediate',\n",
       " 'in',\n",
       " 'inasmuch',\n",
       " 'inc',\n",
       " 'indeed',\n",
       " 'indicate',\n",
       " 'indicated',\n",
       " 'indicates',\n",
       " 'inner',\n",
       " 'insofar',\n",
       " 'instead',\n",
       " 'into',\n",
       " 'inward',\n",
       " 'is',\n",
       " \"isn't\",\n",
       " 'it',\n",
       " \"it'd\",\n",
       " \"it'll\",\n",
       " \"it's\",\n",
       " 'its',\n",
       " 'itself',\n",
       " 'j',\n",
       " 'just',\n",
       " 'k',\n",
       " 'keep',\n",
       " 'keeps',\n",
       " 'kept',\n",
       " 'know',\n",
       " 'knows',\n",
       " 'known',\n",
       " 'l',\n",
       " 'last',\n",
       " 'lately',\n",
       " 'later',\n",
       " 'latter',\n",
       " 'latterly',\n",
       " 'least',\n",
       " 'less',\n",
       " 'lest',\n",
       " 'let',\n",
       " \"let's\",\n",
       " 'like',\n",
       " 'liked',\n",
       " 'likely',\n",
       " 'little',\n",
       " 'look',\n",
       " 'looking',\n",
       " 'looks',\n",
       " 'ltd',\n",
       " 'm',\n",
       " 'mainly',\n",
       " 'many',\n",
       " 'may',\n",
       " 'maybe',\n",
       " 'me',\n",
       " 'mean',\n",
       " 'meanwhile',\n",
       " 'merely',\n",
       " 'might',\n",
       " 'more',\n",
       " 'moreover',\n",
       " 'most',\n",
       " 'mostly',\n",
       " 'much',\n",
       " 'must',\n",
       " 'my',\n",
       " 'myself',\n",
       " 'n',\n",
       " 'name',\n",
       " 'namely',\n",
       " 'nd',\n",
       " 'near',\n",
       " 'nearly',\n",
       " 'necessary',\n",
       " 'need',\n",
       " 'needs',\n",
       " 'neither',\n",
       " 'never',\n",
       " 'nevertheless',\n",
       " 'new',\n",
       " 'next',\n",
       " 'nine',\n",
       " 'no',\n",
       " 'nobody',\n",
       " 'non',\n",
       " 'none',\n",
       " 'noone',\n",
       " 'nor',\n",
       " 'normally',\n",
       " 'not',\n",
       " 'nothing',\n",
       " 'novel',\n",
       " 'now',\n",
       " 'nowhere',\n",
       " 'o',\n",
       " 'obviously',\n",
       " 'of',\n",
       " 'off',\n",
       " 'often',\n",
       " 'oh',\n",
       " 'ok',\n",
       " 'okay',\n",
       " 'old',\n",
       " 'on',\n",
       " 'once',\n",
       " 'one',\n",
       " 'ones',\n",
       " 'only',\n",
       " 'onto',\n",
       " 'or',\n",
       " 'other',\n",
       " 'others',\n",
       " 'otherwise',\n",
       " 'ought',\n",
       " 'our',\n",
       " 'ours',\n",
       " 'ourselves',\n",
       " 'out',\n",
       " 'outside',\n",
       " 'over',\n",
       " 'overall',\n",
       " 'own',\n",
       " 'p',\n",
       " 'particular',\n",
       " 'particularly',\n",
       " 'per',\n",
       " 'perhaps',\n",
       " 'placed',\n",
       " 'please',\n",
       " 'plus',\n",
       " 'possible',\n",
       " 'presumably',\n",
       " 'probably',\n",
       " 'provides',\n",
       " 'q',\n",
       " 'que',\n",
       " 'quite',\n",
       " 'qv',\n",
       " 'r',\n",
       " 'rather',\n",
       " 'rd',\n",
       " 're',\n",
       " 'really',\n",
       " 'reasonably',\n",
       " 'regarding',\n",
       " 'regardless',\n",
       " 'regards',\n",
       " 'relatively',\n",
       " 'respectively',\n",
       " 'right',\n",
       " 's',\n",
       " 'said',\n",
       " 'same',\n",
       " 'saw',\n",
       " 'say',\n",
       " 'saying',\n",
       " 'says',\n",
       " 'second',\n",
       " 'secondly',\n",
       " 'see',\n",
       " 'seeing',\n",
       " 'seem',\n",
       " 'seemed',\n",
       " 'seeming',\n",
       " 'seems',\n",
       " 'seen',\n",
       " 'self',\n",
       " 'selves',\n",
       " 'sensible',\n",
       " 'sent',\n",
       " 'serious',\n",
       " 'seriously',\n",
       " 'seven',\n",
       " 'several',\n",
       " 'shall',\n",
       " 'she',\n",
       " 'should',\n",
       " \"shouldn't\",\n",
       " 'since',\n",
       " 'six',\n",
       " 'so',\n",
       " 'some',\n",
       " 'somebody',\n",
       " 'somehow',\n",
       " 'someone',\n",
       " 'something',\n",
       " 'sometime',\n",
       " 'sometimes',\n",
       " 'somewhat',\n",
       " 'somewhere',\n",
       " 'soon',\n",
       " 'sorry',\n",
       " 'specified',\n",
       " 'specify',\n",
       " 'specifying',\n",
       " 'still',\n",
       " 'sub',\n",
       " 'such',\n",
       " 'sup',\n",
       " 'sure',\n",
       " 't',\n",
       " \"t's\",\n",
       " 'take',\n",
       " 'taken',\n",
       " 'tell',\n",
       " 'tends',\n",
       " 'th',\n",
       " 'than',\n",
       " 'thank',\n",
       " 'thanks',\n",
       " 'thanx',\n",
       " 'that',\n",
       " \"that's\",\n",
       " 'thats',\n",
       " 'the',\n",
       " 'their',\n",
       " 'theirs',\n",
       " 'them',\n",
       " 'themselves',\n",
       " 'then',\n",
       " 'thence',\n",
       " 'there',\n",
       " \"there's\",\n",
       " 'thereafter',\n",
       " 'thereby',\n",
       " 'therefore',\n",
       " 'therein',\n",
       " 'theres',\n",
       " 'thereupon',\n",
       " 'these',\n",
       " 'they',\n",
       " \"they'd\",\n",
       " \"they'll\",\n",
       " \"they're\",\n",
       " \"they've\",\n",
       " 'think',\n",
       " 'third',\n",
       " 'this',\n",
       " 'thorough',\n",
       " 'thoroughly',\n",
       " 'those',\n",
       " 'though',\n",
       " 'three',\n",
       " 'through',\n",
       " 'throughout',\n",
       " 'thru',\n",
       " 'thus',\n",
       " 'to',\n",
       " 'together',\n",
       " 'too',\n",
       " 'took',\n",
       " 'toward',\n",
       " 'towards',\n",
       " 'tried',\n",
       " 'tries',\n",
       " 'truly',\n",
       " 'try',\n",
       " 'trying',\n",
       " 'twice',\n",
       " 'two',\n",
       " 'u',\n",
       " 'un',\n",
       " 'under',\n",
       " 'unfortunately',\n",
       " 'unless',\n",
       " 'unlikely',\n",
       " 'until',\n",
       " 'unto',\n",
       " 'up',\n",
       " 'upon',\n",
       " 'us',\n",
       " 'use',\n",
       " 'used',\n",
       " 'useful',\n",
       " 'uses',\n",
       " 'using',\n",
       " 'usually',\n",
       " 'uucp',\n",
       " 'v',\n",
       " 'value',\n",
       " 'various',\n",
       " 'very',\n",
       " 'via',\n",
       " 'viz',\n",
       " 'vs',\n",
       " 'w',\n",
       " 'want',\n",
       " 'wants',\n",
       " 'was',\n",
       " \"wasn't\",\n",
       " 'way',\n",
       " 'we',\n",
       " \"we'd\",\n",
       " \"we'll\",\n",
       " \"we're\",\n",
       " \"we've\",\n",
       " 'welcome',\n",
       " 'well',\n",
       " 'went',\n",
       " 'were',\n",
       " \"weren't\",\n",
       " 'what',\n",
       " \"what's\",\n",
       " 'whatever',\n",
       " 'when',\n",
       " 'whence',\n",
       " 'whenever',\n",
       " 'where',\n",
       " \"where's\",\n",
       " 'whereafter',\n",
       " 'whereas',\n",
       " 'whereby',\n",
       " 'wherein',\n",
       " 'whereupon',\n",
       " 'wherever',\n",
       " 'whether',\n",
       " 'which',\n",
       " 'while',\n",
       " 'whither',\n",
       " 'who',\n",
       " \"who's\",\n",
       " 'whoever',\n",
       " 'whole',\n",
       " 'whom',\n",
       " 'whose',\n",
       " 'why',\n",
       " 'will',\n",
       " 'willing',\n",
       " 'wish',\n",
       " 'with',\n",
       " 'within',\n",
       " 'without',\n",
       " \"won't\",\n",
       " 'wonder',\n",
       " 'would',\n",
       " 'would',\n",
       " \"wouldn't\",\n",
       " 'x',\n",
       " 'y',\n",
       " 'yes',\n",
       " 'yet',\n",
       " 'you',\n",
       " \"you'd\",\n",
       " \"you'll\",\n",
       " \"you're\",\n",
       " \"you've\",\n",
       " 'your',\n",
       " 'yours',\n",
       " 'yourself',\n",
       " 'yourselves',\n",
       " 'z',\n",
       " 'zero']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words.extend([\"oneplus\",\"mobile\",\"time\",\"android\",\"phone\",\"device\",\"screen\",\"battery\",\"product\",\"good\",\"day\",\"price\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_rew_words = [w for w in ip_rew_words if not w in stop_words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Joinining all the reviews into single paragraph \n",
    "ip_rev_string = \" \".join(ip_rew_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fac21f73a0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " #WordCloud can be performed on the string inputs.\n",
    "# Corpus level word cloud\n",
    "\n",
    "wordcloud_ip = WordCloud(\n",
    "                      background_color='White',\n",
    "                      width=1800,\n",
    "                      height=1400\n",
    "                     ).generate(ip_rev_string)\n",
    "\n",
    "plt.imshow(wordcloud_ip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# positive words # Choose the path for +ve words stored in system\n",
    "with open(\"H://study//360Digitmg//NLP//Dataset\\\\positive-words.txt\",\"r\") as positive:\n",
    "    positivewords = positive.read().split(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Positive word cloud\n",
    "# Choosing the only words which are present in positive words\n",
    "ip_pos_words = \" \".join([w for w in ip_rew_words if w in positivewords])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fac40ea220>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud_pos = WordCloud(background_color='White',\n",
    "                      width=1800,\n",
    "                      height=1400).generate(ip_pos_words)\n",
    "plt.figure(2)\n",
    "plt.imshow(wordcloud_pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-ve wordcloud\n",
    "with open(\"H://study//360Digitmg//NLP//Dataset\\\\\\\\negative-words.txt\", \"r\") as neg:\n",
    "      negwords = neg.read().split(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# negative word cloud\n",
    "# Choosing the only words which are present in negwords\n",
    "ip_neg_in_neg = \" \".join ([w for w in ip_rew_words if w in negwords])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fac41f6250>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud_neg_in_neg = WordCloud(\n",
    "                      background_color='black',\n",
    "                      width=1800,\n",
    "                      height=1400\n",
    "                     ).generate(ip_neg_in_neg)\n",
    "plt.figure(3)\n",
    "plt.imshow(wordcloud_neg_in_neg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\hp\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#wordcloud with bigram\n",
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud,STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "WNL = nltk.WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lowercase and tokenize\n",
    "text = ip_rev_string.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove single quote early since it causes problems with the tokenizer.\n",
    "text = text.replace(\"'\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' confused op pro worried weight camera excellent glad opted pro moment turned display simply amazed quality pleasure eyes watch feel display performance camera os premium nebula blue amazing trust gonna regret personal experience sharing days purchase hanged call system didn work half hour power reboot button problem recurred week investing big amount kind experience trouble advice amazon extend return timeline give month kind products big investment user worst camera quality thought worst plz amount hype made media wastage money trusted brand don star rest market give lots features vivo oppo samsung raised compliant tech team media cheating suggest problem media forum company understand needful lots ways make understand return money update years issues due reasons awesome display extremely fast mind blowing audio playback jabra wireless bud overlooked audio quality mp player surprised quality high definition audio comparing existing galaxy premium phones audio display pro including amazon offer hdfc card discount feels wait months cheaper paid pro pro pro phones offered quality specifications concerned screenomg hulk devices tiny toddlers generation feature absolute delight watch youtube oxygen osconfigurable sleek ease addictive top notch configweather gb ram gb rom htz warm charging top notch industry leading configuration wireless charging ip certification required body cares market leader dream finger claw pubg random times glitches reason glitches type place buttons clicked fingers finger tapping middle buttons top left edges wont activate matter times tap buttons wont work glitches happen random working fine times hell playing competitive bought expensive defeated pros camera dunno failed expectations cons pop camera refer pros apps running background wifi days usage wifi data location mind times charging eveningsincerely disappointed user biggest mistake buy chinese future avoid buy item belong china china attacked nation countrymen brave soldiers martyred pride nation request amazon avoid selling chinese india respect national emotions request indians buy chinese products important national pride writing review months means playing pubg listening music apps running background heavy usage gb ram awesome life won feel bored hz refresh rate crisp pixel resolution refreshing frames things scrolling web pages apps feels fluid perspective advantages photos clear bright vibrant impressed camera hdr rendering buttery smooth notchless hz display giving wrap charger charges superfast mins talking durability gorilla glass front back protector heating issue playing games charging build quality premium slight slippery holding amoled display range disadvantages questionable pop camera durability mechanics don happen keeping pocket taking pics dolby powered stereo speakers output rich audio head jack means buy blue tooth headphone usb type connector headphone easily amazon buy cheap rate big bulky manageable metal body water resistance rating ad wireless charging required additional warranty year extra charging company year warranty hope helpful suggest heavy user don purchase year annoyed unusual notification os pre installed apps stock pros corns start pros corns pros class display overtaken samsung phones amoled panel made samsung camera experience samsung hz refresh rate segment dash charge speed charging achieves hour lasts medium heavy usage data heat predecessors liquid cooling panel ideal heavy gamers corns heavy weighs slippery nature due glossy finish back cover fit properly front pocket due oversize made glass support wireless charging mm audio jack connect wireless bluetooth type wired headset week pro prefer camera person reviews include camera stuff pros curved issue ghost touches water proof spilled water isuses camera display touch pad hz refresh rate fast qhd makes display crystal clear oxygen os smooth warp charge fasttt heavyweight mentioned youtube cons hz refresh rate qhd ut drains '"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokens = nltk.word_tokenize(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['confused',\n",
       " 'op',\n",
       " 'pro',\n",
       " 'worried',\n",
       " 'weight',\n",
       " 'camera',\n",
       " 'excellent',\n",
       " 'glad',\n",
       " 'opted',\n",
       " 'pro',\n",
       " 'moment',\n",
       " 'turned',\n",
       " 'display',\n",
       " 'simply',\n",
       " 'amazed',\n",
       " 'quality',\n",
       " 'pleasure',\n",
       " 'eyes',\n",
       " 'watch',\n",
       " 'feel',\n",
       " 'display',\n",
       " 'performance',\n",
       " 'camera',\n",
       " 'os',\n",
       " 'premium',\n",
       " 'nebula',\n",
       " 'blue',\n",
       " 'amazing',\n",
       " 'trust',\n",
       " 'gon',\n",
       " 'na',\n",
       " 'regret',\n",
       " 'personal',\n",
       " 'experience',\n",
       " 'sharing',\n",
       " 'days',\n",
       " 'purchase',\n",
       " 'hanged',\n",
       " 'call',\n",
       " 'system',\n",
       " 'didn',\n",
       " 'work',\n",
       " 'half',\n",
       " 'hour',\n",
       " 'power',\n",
       " 'reboot',\n",
       " 'button',\n",
       " 'problem',\n",
       " 'recurred',\n",
       " 'week',\n",
       " 'investing',\n",
       " 'big',\n",
       " 'amount',\n",
       " 'kind',\n",
       " 'experience',\n",
       " 'trouble',\n",
       " 'advice',\n",
       " 'amazon',\n",
       " 'extend',\n",
       " 'return',\n",
       " 'timeline',\n",
       " 'give',\n",
       " 'month',\n",
       " 'kind',\n",
       " 'products',\n",
       " 'big',\n",
       " 'investment',\n",
       " 'user',\n",
       " 'worst',\n",
       " 'camera',\n",
       " 'quality',\n",
       " 'thought',\n",
       " 'worst',\n",
       " 'plz',\n",
       " 'amount',\n",
       " 'hype',\n",
       " 'made',\n",
       " 'media',\n",
       " 'wastage',\n",
       " 'money',\n",
       " 'trusted',\n",
       " 'brand',\n",
       " 'don',\n",
       " 'star',\n",
       " 'rest',\n",
       " 'market',\n",
       " 'give',\n",
       " 'lots',\n",
       " 'features',\n",
       " 'vivo',\n",
       " 'oppo',\n",
       " 'samsung',\n",
       " 'raised',\n",
       " 'compliant',\n",
       " 'tech',\n",
       " 'team',\n",
       " 'media',\n",
       " 'cheating',\n",
       " 'suggest',\n",
       " 'problem',\n",
       " 'media',\n",
       " 'forum',\n",
       " 'company',\n",
       " 'understand',\n",
       " 'needful',\n",
       " 'lots',\n",
       " 'ways',\n",
       " 'make',\n",
       " 'understand',\n",
       " 'return',\n",
       " 'money',\n",
       " 'update',\n",
       " 'years',\n",
       " 'issues',\n",
       " 'due',\n",
       " 'reasons',\n",
       " 'awesome',\n",
       " 'display',\n",
       " 'extremely',\n",
       " 'fast',\n",
       " 'mind',\n",
       " 'blowing',\n",
       " 'audio',\n",
       " 'playback',\n",
       " 'jabra',\n",
       " 'wireless',\n",
       " 'bud',\n",
       " 'overlooked',\n",
       " 'audio',\n",
       " 'quality',\n",
       " 'mp',\n",
       " 'player',\n",
       " 'surprised',\n",
       " 'quality',\n",
       " 'high',\n",
       " 'definition',\n",
       " 'audio',\n",
       " 'comparing',\n",
       " 'existing',\n",
       " 'galaxy',\n",
       " 'premium',\n",
       " 'phones',\n",
       " 'audio',\n",
       " 'display',\n",
       " 'pro',\n",
       " 'including',\n",
       " 'amazon',\n",
       " 'offer',\n",
       " 'hdfc',\n",
       " 'card',\n",
       " 'discount',\n",
       " 'feels',\n",
       " 'wait',\n",
       " 'months',\n",
       " 'cheaper',\n",
       " 'paid',\n",
       " 'pro',\n",
       " 'pro',\n",
       " 'pro',\n",
       " 'phones',\n",
       " 'offered',\n",
       " 'quality',\n",
       " 'specifications',\n",
       " 'concerned',\n",
       " 'screenomg',\n",
       " 'hulk',\n",
       " 'devices',\n",
       " 'tiny',\n",
       " 'toddlers',\n",
       " 'generation',\n",
       " 'feature',\n",
       " 'absolute',\n",
       " 'delight',\n",
       " 'watch',\n",
       " 'youtube',\n",
       " 'oxygen',\n",
       " 'osconfigurable',\n",
       " 'sleek',\n",
       " 'ease',\n",
       " 'addictive',\n",
       " 'top',\n",
       " 'notch',\n",
       " 'configweather',\n",
       " 'gb',\n",
       " 'ram',\n",
       " 'gb',\n",
       " 'rom',\n",
       " 'htz',\n",
       " 'warm',\n",
       " 'charging',\n",
       " 'top',\n",
       " 'notch',\n",
       " 'industry',\n",
       " 'leading',\n",
       " 'configuration',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'ip',\n",
       " 'certification',\n",
       " 'required',\n",
       " 'body',\n",
       " 'cares',\n",
       " 'market',\n",
       " 'leader',\n",
       " 'dream',\n",
       " 'finger',\n",
       " 'claw',\n",
       " 'pubg',\n",
       " 'random',\n",
       " 'times',\n",
       " 'glitches',\n",
       " 'reason',\n",
       " 'glitches',\n",
       " 'type',\n",
       " 'place',\n",
       " 'buttons',\n",
       " 'clicked',\n",
       " 'fingers',\n",
       " 'finger',\n",
       " 'tapping',\n",
       " 'middle',\n",
       " 'buttons',\n",
       " 'top',\n",
       " 'left',\n",
       " 'edges',\n",
       " 'wont',\n",
       " 'activate',\n",
       " 'matter',\n",
       " 'times',\n",
       " 'tap',\n",
       " 'buttons',\n",
       " 'wont',\n",
       " 'work',\n",
       " 'glitches',\n",
       " 'happen',\n",
       " 'random',\n",
       " 'working',\n",
       " 'fine',\n",
       " 'times',\n",
       " 'hell',\n",
       " 'playing',\n",
       " 'competitive',\n",
       " 'bought',\n",
       " 'expensive',\n",
       " 'defeated',\n",
       " 'pros',\n",
       " 'camera',\n",
       " 'dunno',\n",
       " 'failed',\n",
       " 'expectations',\n",
       " 'cons',\n",
       " 'pop',\n",
       " 'camera',\n",
       " 'refer',\n",
       " 'pros',\n",
       " 'apps',\n",
       " 'running',\n",
       " 'background',\n",
       " 'wifi',\n",
       " 'days',\n",
       " 'usage',\n",
       " 'wifi',\n",
       " 'data',\n",
       " 'location',\n",
       " 'mind',\n",
       " 'times',\n",
       " 'charging',\n",
       " 'eveningsincerely',\n",
       " 'disappointed',\n",
       " 'user',\n",
       " 'biggest',\n",
       " 'mistake',\n",
       " 'buy',\n",
       " 'chinese',\n",
       " 'future',\n",
       " 'avoid',\n",
       " 'buy',\n",
       " 'item',\n",
       " 'belong',\n",
       " 'china',\n",
       " 'china',\n",
       " 'attacked',\n",
       " 'nation',\n",
       " 'countrymen',\n",
       " 'brave',\n",
       " 'soldiers',\n",
       " 'martyred',\n",
       " 'pride',\n",
       " 'nation',\n",
       " 'request',\n",
       " 'amazon',\n",
       " 'avoid',\n",
       " 'selling',\n",
       " 'chinese',\n",
       " 'india',\n",
       " 'respect',\n",
       " 'national',\n",
       " 'emotions',\n",
       " 'request',\n",
       " 'indians',\n",
       " 'buy',\n",
       " 'chinese',\n",
       " 'products',\n",
       " 'important',\n",
       " 'national',\n",
       " 'pride',\n",
       " 'writing',\n",
       " 'review',\n",
       " 'months',\n",
       " 'means',\n",
       " 'playing',\n",
       " 'pubg',\n",
       " 'listening',\n",
       " 'music',\n",
       " 'apps',\n",
       " 'running',\n",
       " 'background',\n",
       " 'heavy',\n",
       " 'usage',\n",
       " 'gb',\n",
       " 'ram',\n",
       " 'awesome',\n",
       " 'life',\n",
       " 'won',\n",
       " 'feel',\n",
       " 'bored',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'crisp',\n",
       " 'pixel',\n",
       " 'resolution',\n",
       " 'refreshing',\n",
       " 'frames',\n",
       " 'things',\n",
       " 'scrolling',\n",
       " 'web',\n",
       " 'pages',\n",
       " 'apps',\n",
       " 'feels',\n",
       " 'fluid',\n",
       " 'perspective',\n",
       " 'advantages',\n",
       " 'photos',\n",
       " 'clear',\n",
       " 'bright',\n",
       " 'vibrant',\n",
       " 'impressed',\n",
       " 'camera',\n",
       " 'hdr',\n",
       " 'rendering',\n",
       " 'buttery',\n",
       " 'smooth',\n",
       " 'notchless',\n",
       " 'hz',\n",
       " 'display',\n",
       " 'giving',\n",
       " 'wrap',\n",
       " 'charger',\n",
       " 'charges',\n",
       " 'superfast',\n",
       " 'mins',\n",
       " 'talking',\n",
       " 'durability',\n",
       " 'gorilla',\n",
       " 'glass',\n",
       " 'front',\n",
       " 'back',\n",
       " 'protector',\n",
       " 'heating',\n",
       " 'issue',\n",
       " 'playing',\n",
       " 'games',\n",
       " 'charging',\n",
       " 'build',\n",
       " 'quality',\n",
       " 'premium',\n",
       " 'slight',\n",
       " 'slippery',\n",
       " 'holding',\n",
       " 'amoled',\n",
       " 'display',\n",
       " 'range',\n",
       " 'disadvantages',\n",
       " 'questionable',\n",
       " 'pop',\n",
       " 'camera',\n",
       " 'durability',\n",
       " 'mechanics',\n",
       " 'don',\n",
       " 'happen',\n",
       " 'keeping',\n",
       " 'pocket',\n",
       " 'taking',\n",
       " 'pics',\n",
       " 'dolby',\n",
       " 'powered',\n",
       " 'stereo',\n",
       " 'speakers',\n",
       " 'output',\n",
       " 'rich',\n",
       " 'audio',\n",
       " 'head',\n",
       " 'jack',\n",
       " 'means',\n",
       " 'buy',\n",
       " 'blue',\n",
       " 'tooth',\n",
       " 'headphone',\n",
       " 'usb',\n",
       " 'type',\n",
       " 'connector',\n",
       " 'headphone',\n",
       " 'easily',\n",
       " 'amazon',\n",
       " 'buy',\n",
       " 'cheap',\n",
       " 'rate',\n",
       " 'big',\n",
       " 'bulky',\n",
       " 'manageable',\n",
       " 'metal',\n",
       " 'body',\n",
       " 'water',\n",
       " 'resistance',\n",
       " 'rating',\n",
       " 'ad',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'required',\n",
       " 'additional',\n",
       " 'warranty',\n",
       " 'year',\n",
       " 'extra',\n",
       " 'charging',\n",
       " 'company',\n",
       " 'year',\n",
       " 'warranty',\n",
       " 'hope',\n",
       " 'helpful',\n",
       " 'suggest',\n",
       " 'heavy',\n",
       " 'user',\n",
       " 'don',\n",
       " 'purchase',\n",
       " 'year',\n",
       " 'annoyed',\n",
       " 'unusual',\n",
       " 'notification',\n",
       " 'os',\n",
       " 'pre',\n",
       " 'installed',\n",
       " 'apps',\n",
       " 'stock',\n",
       " 'pros',\n",
       " 'corns',\n",
       " 'start',\n",
       " 'pros',\n",
       " 'corns',\n",
       " 'pros',\n",
       " 'class',\n",
       " 'display',\n",
       " 'overtaken',\n",
       " 'samsung',\n",
       " 'phones',\n",
       " 'amoled',\n",
       " 'panel',\n",
       " 'made',\n",
       " 'samsung',\n",
       " 'camera',\n",
       " 'experience',\n",
       " 'samsung',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'segment',\n",
       " 'dash',\n",
       " 'charge',\n",
       " 'speed',\n",
       " 'charging',\n",
       " 'achieves',\n",
       " 'hour',\n",
       " 'lasts',\n",
       " 'medium',\n",
       " 'heavy',\n",
       " 'usage',\n",
       " 'data',\n",
       " 'heat',\n",
       " 'predecessors',\n",
       " 'liquid',\n",
       " 'cooling',\n",
       " 'panel',\n",
       " 'ideal',\n",
       " 'heavy',\n",
       " 'gamers',\n",
       " 'corns',\n",
       " 'heavy',\n",
       " 'weighs',\n",
       " 'slippery',\n",
       " 'nature',\n",
       " 'due',\n",
       " 'glossy',\n",
       " 'finish',\n",
       " 'back',\n",
       " 'cover',\n",
       " 'fit',\n",
       " 'properly',\n",
       " 'front',\n",
       " 'pocket',\n",
       " 'due',\n",
       " 'oversize',\n",
       " 'made',\n",
       " 'glass',\n",
       " 'support',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'mm',\n",
       " 'audio',\n",
       " 'jack',\n",
       " 'connect',\n",
       " 'wireless',\n",
       " 'bluetooth',\n",
       " 'type',\n",
       " 'wired',\n",
       " 'headset',\n",
       " 'week',\n",
       " 'pro',\n",
       " 'prefer',\n",
       " 'camera',\n",
       " 'person',\n",
       " 'reviews',\n",
       " 'include',\n",
       " 'camera',\n",
       " 'stuff',\n",
       " 'pros',\n",
       " 'curved',\n",
       " 'issue',\n",
       " 'ghost',\n",
       " 'touches',\n",
       " 'water',\n",
       " 'proof',\n",
       " 'spilled',\n",
       " 'water',\n",
       " 'isuses',\n",
       " 'camera',\n",
       " 'display',\n",
       " 'touch',\n",
       " 'pad',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'fast',\n",
       " 'qhd',\n",
       " 'makes',\n",
       " 'display',\n",
       " 'crystal',\n",
       " 'clear',\n",
       " 'oxygen',\n",
       " 'os',\n",
       " 'smooth',\n",
       " 'warp',\n",
       " 'charge',\n",
       " 'fasttt',\n",
       " 'heavyweight',\n",
       " 'mentioned',\n",
       " 'youtube',\n",
       " 'cons',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'qhd',\n",
       " 'ut',\n",
       " 'drains']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "text1 = nltk.Text(tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Text: confused op pro worried weight camera excellent glad...>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove extra char and remove stop word\n",
    "text_content = [' '.join(re.split(\"[.,;:!?‘’``''@#$%^_&*()<>{}~\\n\\t\\\\\\-]\",word)) for word in text1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['confused',\n",
       " 'op',\n",
       " 'pro',\n",
       " 'worried',\n",
       " 'weight',\n",
       " 'camera',\n",
       " 'excellent',\n",
       " 'glad',\n",
       " 'opted',\n",
       " 'pro',\n",
       " 'moment',\n",
       " 'turned',\n",
       " 'display',\n",
       " 'simply',\n",
       " 'amazed',\n",
       " 'quality',\n",
       " 'pleasure',\n",
       " 'eyes',\n",
       " 'watch',\n",
       " 'feel',\n",
       " 'display',\n",
       " 'performance',\n",
       " 'camera',\n",
       " 'os',\n",
       " 'premium',\n",
       " 'nebula',\n",
       " 'blue',\n",
       " 'amazing',\n",
       " 'trust',\n",
       " 'gon',\n",
       " 'na',\n",
       " 'regret',\n",
       " 'personal',\n",
       " 'experience',\n",
       " 'sharing',\n",
       " 'days',\n",
       " 'purchase',\n",
       " 'hanged',\n",
       " 'call',\n",
       " 'system',\n",
       " 'didn',\n",
       " 'work',\n",
       " 'half',\n",
       " 'hour',\n",
       " 'power',\n",
       " 'reboot',\n",
       " 'button',\n",
       " 'problem',\n",
       " 'recurred',\n",
       " 'week',\n",
       " 'investing',\n",
       " 'big',\n",
       " 'amount',\n",
       " 'kind',\n",
       " 'experience',\n",
       " 'trouble',\n",
       " 'advice',\n",
       " 'amazon',\n",
       " 'extend',\n",
       " 'return',\n",
       " 'timeline',\n",
       " 'give',\n",
       " 'month',\n",
       " 'kind',\n",
       " 'products',\n",
       " 'big',\n",
       " 'investment',\n",
       " 'user',\n",
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       " 'quality',\n",
       " 'thought',\n",
       " 'worst',\n",
       " 'plz',\n",
       " 'amount',\n",
       " 'hype',\n",
       " 'made',\n",
       " 'media',\n",
       " 'wastage',\n",
       " 'money',\n",
       " 'trusted',\n",
       " 'brand',\n",
       " 'don',\n",
       " 'star',\n",
       " 'rest',\n",
       " 'market',\n",
       " 'give',\n",
       " 'lots',\n",
       " 'features',\n",
       " 'vivo',\n",
       " 'oppo',\n",
       " 'samsung',\n",
       " 'raised',\n",
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       " 'cheating',\n",
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       " 'company',\n",
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       " 'needful',\n",
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       " 'ways',\n",
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       " 'understand',\n",
       " 'return',\n",
       " 'money',\n",
       " 'update',\n",
       " 'years',\n",
       " 'issues',\n",
       " 'due',\n",
       " 'reasons',\n",
       " 'awesome',\n",
       " 'display',\n",
       " 'extremely',\n",
       " 'fast',\n",
       " 'mind',\n",
       " 'blowing',\n",
       " 'audio',\n",
       " 'playback',\n",
       " 'jabra',\n",
       " 'wireless',\n",
       " 'bud',\n",
       " 'overlooked',\n",
       " 'audio',\n",
       " 'quality',\n",
       " 'mp',\n",
       " 'player',\n",
       " 'surprised',\n",
       " 'quality',\n",
       " 'high',\n",
       " 'definition',\n",
       " 'audio',\n",
       " 'comparing',\n",
       " 'existing',\n",
       " 'galaxy',\n",
       " 'premium',\n",
       " 'phones',\n",
       " 'audio',\n",
       " 'display',\n",
       " 'pro',\n",
       " 'including',\n",
       " 'amazon',\n",
       " 'offer',\n",
       " 'hdfc',\n",
       " 'card',\n",
       " 'discount',\n",
       " 'feels',\n",
       " 'wait',\n",
       " 'months',\n",
       " 'cheaper',\n",
       " 'paid',\n",
       " 'pro',\n",
       " 'pro',\n",
       " 'pro',\n",
       " 'phones',\n",
       " 'offered',\n",
       " 'quality',\n",
       " 'specifications',\n",
       " 'concerned',\n",
       " 'screenomg',\n",
       " 'hulk',\n",
       " 'devices',\n",
       " 'tiny',\n",
       " 'toddlers',\n",
       " 'generation',\n",
       " 'feature',\n",
       " 'absolute',\n",
       " 'delight',\n",
       " 'watch',\n",
       " 'youtube',\n",
       " 'oxygen',\n",
       " 'osconfigurable',\n",
       " 'sleek',\n",
       " 'ease',\n",
       " 'addictive',\n",
       " 'top',\n",
       " 'notch',\n",
       " 'configweather',\n",
       " 'gb',\n",
       " 'ram',\n",
       " 'gb',\n",
       " 'rom',\n",
       " 'htz',\n",
       " 'warm',\n",
       " 'charging',\n",
       " 'top',\n",
       " 'notch',\n",
       " 'industry',\n",
       " 'leading',\n",
       " 'configuration',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'ip',\n",
       " 'certification',\n",
       " 'required',\n",
       " 'body',\n",
       " 'cares',\n",
       " 'market',\n",
       " 'leader',\n",
       " 'dream',\n",
       " 'finger',\n",
       " 'claw',\n",
       " 'pubg',\n",
       " 'random',\n",
       " 'times',\n",
       " 'glitches',\n",
       " 'reason',\n",
       " 'glitches',\n",
       " 'type',\n",
       " 'place',\n",
       " 'buttons',\n",
       " 'clicked',\n",
       " 'fingers',\n",
       " 'finger',\n",
       " 'tapping',\n",
       " 'middle',\n",
       " 'buttons',\n",
       " 'top',\n",
       " 'left',\n",
       " 'edges',\n",
       " 'wont',\n",
       " 'activate',\n",
       " 'matter',\n",
       " 'times',\n",
       " 'tap',\n",
       " 'buttons',\n",
       " 'wont',\n",
       " 'work',\n",
       " 'glitches',\n",
       " 'happen',\n",
       " 'random',\n",
       " 'working',\n",
       " 'fine',\n",
       " 'times',\n",
       " 'hell',\n",
       " 'playing',\n",
       " 'competitive',\n",
       " 'bought',\n",
       " 'expensive',\n",
       " 'defeated',\n",
       " 'pros',\n",
       " 'camera',\n",
       " 'dunno',\n",
       " 'failed',\n",
       " 'expectations',\n",
       " 'cons',\n",
       " 'pop',\n",
       " 'camera',\n",
       " 'refer',\n",
       " 'pros',\n",
       " 'apps',\n",
       " 'running',\n",
       " 'background',\n",
       " 'wifi',\n",
       " 'days',\n",
       " 'usage',\n",
       " 'wifi',\n",
       " 'data',\n",
       " 'location',\n",
       " 'mind',\n",
       " 'times',\n",
       " 'charging',\n",
       " 'eveningsincerely',\n",
       " 'disappointed',\n",
       " 'user',\n",
       " 'biggest',\n",
       " 'mistake',\n",
       " 'buy',\n",
       " 'chinese',\n",
       " 'future',\n",
       " 'avoid',\n",
       " 'buy',\n",
       " 'item',\n",
       " 'belong',\n",
       " 'china',\n",
       " 'china',\n",
       " 'attacked',\n",
       " 'nation',\n",
       " 'countrymen',\n",
       " 'brave',\n",
       " 'soldiers',\n",
       " 'martyred',\n",
       " 'pride',\n",
       " 'nation',\n",
       " 'request',\n",
       " 'amazon',\n",
       " 'avoid',\n",
       " 'selling',\n",
       " 'chinese',\n",
       " 'india',\n",
       " 'respect',\n",
       " 'national',\n",
       " 'emotions',\n",
       " 'request',\n",
       " 'indians',\n",
       " 'buy',\n",
       " 'chinese',\n",
       " 'products',\n",
       " 'important',\n",
       " 'national',\n",
       " 'pride',\n",
       " 'writing',\n",
       " 'review',\n",
       " 'months',\n",
       " 'means',\n",
       " 'playing',\n",
       " 'pubg',\n",
       " 'listening',\n",
       " 'music',\n",
       " 'apps',\n",
       " 'running',\n",
       " 'background',\n",
       " 'heavy',\n",
       " 'usage',\n",
       " 'gb',\n",
       " 'ram',\n",
       " 'awesome',\n",
       " 'life',\n",
       " 'won',\n",
       " 'feel',\n",
       " 'bored',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'crisp',\n",
       " 'pixel',\n",
       " 'resolution',\n",
       " 'refreshing',\n",
       " 'frames',\n",
       " 'things',\n",
       " 'scrolling',\n",
       " 'web',\n",
       " 'pages',\n",
       " 'apps',\n",
       " 'feels',\n",
       " 'fluid',\n",
       " 'perspective',\n",
       " 'advantages',\n",
       " 'photos',\n",
       " 'clear',\n",
       " 'bright',\n",
       " 'vibrant',\n",
       " 'impressed',\n",
       " 'camera',\n",
       " 'hdr',\n",
       " 'rendering',\n",
       " 'buttery',\n",
       " 'smooth',\n",
       " 'notchless',\n",
       " 'hz',\n",
       " 'display',\n",
       " 'giving',\n",
       " 'wrap',\n",
       " 'charger',\n",
       " 'charges',\n",
       " 'superfast',\n",
       " 'mins',\n",
       " 'talking',\n",
       " 'durability',\n",
       " 'gorilla',\n",
       " 'glass',\n",
       " 'front',\n",
       " 'back',\n",
       " 'protector',\n",
       " 'heating',\n",
       " 'issue',\n",
       " 'playing',\n",
       " 'games',\n",
       " 'charging',\n",
       " 'build',\n",
       " 'quality',\n",
       " 'premium',\n",
       " 'slight',\n",
       " 'slippery',\n",
       " 'holding',\n",
       " 'amoled',\n",
       " 'display',\n",
       " 'range',\n",
       " 'disadvantages',\n",
       " 'questionable',\n",
       " 'pop',\n",
       " 'camera',\n",
       " 'durability',\n",
       " 'mechanics',\n",
       " 'don',\n",
       " 'happen',\n",
       " 'keeping',\n",
       " 'pocket',\n",
       " 'taking',\n",
       " 'pics',\n",
       " 'dolby',\n",
       " 'powered',\n",
       " 'stereo',\n",
       " 'speakers',\n",
       " 'output',\n",
       " 'rich',\n",
       " 'audio',\n",
       " 'head',\n",
       " 'jack',\n",
       " 'means',\n",
       " 'buy',\n",
       " 'blue',\n",
       " 'tooth',\n",
       " 'headphone',\n",
       " 'usb',\n",
       " 'type',\n",
       " 'connector',\n",
       " 'headphone',\n",
       " 'easily',\n",
       " 'amazon',\n",
       " 'buy',\n",
       " 'cheap',\n",
       " 'rate',\n",
       " 'big',\n",
       " 'bulky',\n",
       " 'manageable',\n",
       " 'metal',\n",
       " 'body',\n",
       " 'water',\n",
       " 'resistance',\n",
       " 'rating',\n",
       " 'ad',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'required',\n",
       " 'additional',\n",
       " 'warranty',\n",
       " 'year',\n",
       " 'extra',\n",
       " 'charging',\n",
       " 'company',\n",
       " 'year',\n",
       " 'warranty',\n",
       " 'hope',\n",
       " 'helpful',\n",
       " 'suggest',\n",
       " 'heavy',\n",
       " 'user',\n",
       " 'don',\n",
       " 'purchase',\n",
       " 'year',\n",
       " 'annoyed',\n",
       " 'unusual',\n",
       " 'notification',\n",
       " 'os',\n",
       " 'pre',\n",
       " 'installed',\n",
       " 'apps',\n",
       " 'stock',\n",
       " 'pros',\n",
       " 'corns',\n",
       " 'start',\n",
       " 'pros',\n",
       " 'corns',\n",
       " 'pros',\n",
       " 'class',\n",
       " 'display',\n",
       " 'overtaken',\n",
       " 'samsung',\n",
       " 'phones',\n",
       " 'amoled',\n",
       " 'panel',\n",
       " 'made',\n",
       " 'samsung',\n",
       " 'camera',\n",
       " 'experience',\n",
       " 'samsung',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'segment',\n",
       " 'dash',\n",
       " 'charge',\n",
       " 'speed',\n",
       " 'charging',\n",
       " 'achieves',\n",
       " 'hour',\n",
       " 'lasts',\n",
       " 'medium',\n",
       " 'heavy',\n",
       " 'usage',\n",
       " 'data',\n",
       " 'heat',\n",
       " 'predecessors',\n",
       " 'liquid',\n",
       " 'cooling',\n",
       " 'panel',\n",
       " 'ideal',\n",
       " 'heavy',\n",
       " 'gamers',\n",
       " 'corns',\n",
       " 'heavy',\n",
       " 'weighs',\n",
       " 'slippery',\n",
       " 'nature',\n",
       " 'due',\n",
       " 'glossy',\n",
       " 'finish',\n",
       " 'back',\n",
       " 'cover',\n",
       " 'fit',\n",
       " 'properly',\n",
       " 'front',\n",
       " 'pocket',\n",
       " 'due',\n",
       " 'oversize',\n",
       " 'made',\n",
       " 'glass',\n",
       " 'support',\n",
       " 'wireless',\n",
       " 'charging',\n",
       " 'mm',\n",
       " 'audio',\n",
       " 'jack',\n",
       " 'connect',\n",
       " 'wireless',\n",
       " 'bluetooth',\n",
       " 'type',\n",
       " 'wired',\n",
       " 'headset',\n",
       " 'week',\n",
       " 'pro',\n",
       " 'prefer',\n",
       " 'camera',\n",
       " 'person',\n",
       " 'reviews',\n",
       " 'include',\n",
       " 'camera',\n",
       " 'stuff',\n",
       " 'pros',\n",
       " 'curved',\n",
       " 'issue',\n",
       " 'ghost',\n",
       " 'touches',\n",
       " 'water',\n",
       " 'proof',\n",
       " 'spilled',\n",
       " 'water',\n",
       " 'isuses',\n",
       " 'camera',\n",
       " 'display',\n",
       " 'touch',\n",
       " 'pad',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'fast',\n",
       " 'qhd',\n",
       " 'makes',\n",
       " 'display',\n",
       " 'crystal',\n",
       " 'clear',\n",
       " 'oxygen',\n",
       " 'os',\n",
       " 'smooth',\n",
       " 'warp',\n",
       " 'charge',\n",
       " 'fasttt',\n",
       " 'heavyweight',\n",
       " 'mentioned',\n",
       " 'youtube',\n",
       " 'cons',\n",
       " 'hz',\n",
       " 'refresh',\n",
       " 'rate',\n",
       " 'qhd',\n",
       " 'ut',\n",
       " 'drains']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "text_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a set of stopwords\n",
    "stopwords_wc = set(STOPWORDS)\n",
    "customised_words = [\n",
    "    'price', 'great'\n",
    "]  # If you want to remove any particular word form text which does not contribute much in meaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_stop_words = stopwords_wc.union(customised_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove stop words\n",
    "text_content = [word for word in text_content if word not in new_stop_words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "573"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(text_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take only non-empty entries\n",
    "text_content = [s for s in text_content if len(s) != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "573"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(text_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Best to get the lemmas of each word to reduce the number of similar words\n",
    "text_content = [WNL.lemmatize(t) for t in text_content]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('confused', 'op'), ('op', 'pro'), ('pro', 'worried'), ('worried', 'weight'), ('weight', 'camera'), ('camera', 'excellent'), ('excellent', 'glad'), ('glad', 'opted'), ('opted', 'pro'), ('pro', 'moment'), ('moment', 'turned'), ('turned', 'display'), ('display', 'simply'), ('simply', 'amazed'), ('amazed', 'quality'), ('quality', 'pleasure'), ('pleasure', 'eye'), ('eye', 'watch'), ('watch', 'feel'), ('feel', 'display'), ('display', 'performance'), ('performance', 'camera'), ('camera', 'o'), ('o', 'premium'), ('premium', 'nebula'), ('nebula', 'blue'), ('blue', 'amazing'), ('amazing', 'trust'), ('trust', 'gon'), ('gon', 'na'), ('na', 'regret'), ('regret', 'personal'), ('personal', 'experience'), ('experience', 'sharing'), ('sharing', 'day'), ('day', 'purchase'), ('purchase', 'hanged'), ('hanged', 'call'), ('call', 'system'), ('system', 'didn'), ('didn', 'work'), ('work', 'half'), ('half', 'hour'), ('hour', 'power'), ('power', 'reboot'), ('reboot', 'button'), ('button', 'problem'), ('problem', 'recurred'), ('recurred', 'week'), ('week', 'investing'), ('investing', 'big'), ('big', 'amount'), ('amount', 'kind'), ('kind', 'experience'), ('experience', 'trouble'), ('trouble', 'advice'), ('advice', 'amazon'), ('amazon', 'extend'), ('extend', 'return'), ('return', 'timeline'), ('timeline', 'give'), ('give', 'month'), ('month', 'kind'), ('kind', 'product'), ('product', 'big'), ('big', 'investment'), ('investment', 'user'), ('user', 'worst'), ('worst', 'camera'), ('camera', 'quality'), ('quality', 'thought'), ('thought', 'worst'), ('worst', 'plz'), ('plz', 'amount'), ('amount', 'hype'), ('hype', 'made'), ('made', 'medium'), ('medium', 'wastage'), ('wastage', 'money'), ('money', 'trusted'), ('trusted', 'brand'), ('brand', 'don'), ('don', 'star'), ('star', 'rest'), ('rest', 'market'), ('market', 'give'), ('give', 'lot'), ('lot', 'feature'), ('feature', 'vivo'), ('vivo', 'oppo'), ('oppo', 'samsung'), ('samsung', 'raised'), ('raised', 'compliant'), ('compliant', 'tech'), ('tech', 'team'), ('team', 'medium'), ('medium', 'cheating'), ('cheating', 'suggest'), ('suggest', 'problem'), ('problem', 'medium'), ('medium', 'forum'), ('forum', 'company'), ('company', 'understand'), ('understand', 'needful'), ('needful', 'lot'), ('lot', 'way'), ('way', 'make'), ('make', 'understand'), ('understand', 'return'), ('return', 'money'), ('money', 'update'), ('update', 'year'), ('year', 'issue'), ('issue', 'due'), ('due', 'reason'), ('reason', 'awesome'), ('awesome', 'display'), ('display', 'extremely'), ('extremely', 'fast'), ('fast', 'mind'), ('mind', 'blowing'), ('blowing', 'audio'), ('audio', 'playback'), ('playback', 'jabra'), ('jabra', 'wireless'), ('wireless', 'bud'), ('bud', 'overlooked'), ('overlooked', 'audio'), ('audio', 'quality'), ('quality', 'mp'), ('mp', 'player'), ('player', 'surprised'), ('surprised', 'quality'), ('quality', 'high'), ('high', 'definition'), ('definition', 'audio'), ('audio', 'comparing'), ('comparing', 'existing'), ('existing', 'galaxy'), ('galaxy', 'premium'), ('premium', 'phone'), ('phone', 'audio'), ('audio', 'display'), ('display', 'pro'), ('pro', 'including'), ('including', 'amazon'), ('amazon', 'offer'), ('offer', 'hdfc'), ('hdfc', 'card'), ('card', 'discount'), ('discount', 'feel'), ('feel', 'wait'), ('wait', 'month'), ('month', 'cheaper'), ('cheaper', 'paid'), ('paid', 'pro'), ('pro', 'pro'), ('pro', 'pro'), ('pro', 'phone'), ('phone', 'offered'), ('offered', 'quality'), ('quality', 'specification'), ('specification', 'concerned'), ('concerned', 'screenomg'), ('screenomg', 'hulk'), ('hulk', 'device'), ('device', 'tiny'), ('tiny', 'toddler'), ('toddler', 'generation'), ('generation', 'feature'), ('feature', 'absolute'), ('absolute', 'delight'), ('delight', 'watch'), ('watch', 'youtube'), ('youtube', 'oxygen'), ('oxygen', 'osconfigurable'), ('osconfigurable', 'sleek'), ('sleek', 'ease'), ('ease', 'addictive'), ('addictive', 'top'), ('top', 'notch'), ('notch', 'configweather'), ('configweather', 'gb'), ('gb', 'ram'), ('ram', 'gb'), ('gb', 'rom'), ('rom', 'htz'), ('htz', 'warm'), ('warm', 'charging'), ('charging', 'top'), ('top', 'notch'), ('notch', 'industry'), ('industry', 'leading'), ('leading', 'configuration'), ('configuration', 'wireless'), ('wireless', 'charging'), ('charging', 'ip'), ('ip', 'certification'), ('certification', 'required'), ('required', 'body'), ('body', 'care'), ('care', 'market'), ('market', 'leader'), ('leader', 'dream'), ('dream', 'finger'), ('finger', 'claw'), ('claw', 'pubg'), ('pubg', 'random'), ('random', 'time'), ('time', 'glitch'), ('glitch', 'reason'), ('reason', 'glitch'), ('glitch', 'type'), ('type', 'place'), ('place', 'button'), ('button', 'clicked'), ('clicked', 'finger'), ('finger', 'finger'), ('finger', 'tapping'), ('tapping', 'middle'), ('middle', 'button'), ('button', 'top'), ('top', 'left'), ('left', 'edge'), ('edge', 'wont'), ('wont', 'activate'), ('activate', 'matter'), ('matter', 'time'), ('time', 'tap'), ('tap', 'button'), ('button', 'wont'), ('wont', 'work'), ('work', 'glitch'), ('glitch', 'happen'), ('happen', 'random'), ('random', 'working'), ('working', 'fine'), ('fine', 'time'), ('time', 'hell'), ('hell', 'playing'), ('playing', 'competitive'), ('competitive', 'bought'), ('bought', 'expensive'), ('expensive', 'defeated'), ('defeated', 'pro'), ('pro', 'camera'), ('camera', 'dunno'), ('dunno', 'failed'), ('failed', 'expectation'), ('expectation', 'con'), ('con', 'pop'), ('pop', 'camera'), ('camera', 'refer'), ('refer', 'pro'), ('pro', 'apps'), ('apps', 'running'), ('running', 'background'), ('background', 'wifi'), ('wifi', 'day'), ('day', 'usage'), ('usage', 'wifi'), ('wifi', 'data'), ('data', 'location'), ('location', 'mind'), ('mind', 'time'), ('time', 'charging'), ('charging', 'eveningsincerely'), ('eveningsincerely', 'disappointed'), ('disappointed', 'user'), ('user', 'biggest'), ('biggest', 'mistake'), ('mistake', 'buy'), ('buy', 'chinese'), ('chinese', 'future'), ('future', 'avoid'), ('avoid', 'buy'), ('buy', 'item'), ('item', 'belong'), ('belong', 'china'), ('china', 'china'), ('china', 'attacked'), ('attacked', 'nation'), ('nation', 'countryman'), ('countryman', 'brave'), ('brave', 'soldier'), ('soldier', 'martyred'), ('martyred', 'pride'), ('pride', 'nation'), ('nation', 'request'), ('request', 'amazon'), ('amazon', 'avoid'), ('avoid', 'selling'), ('selling', 'chinese'), ('chinese', 'india'), ('india', 'respect'), ('respect', 'national'), ('national', 'emotion'), ('emotion', 'request'), ('request', 'indian'), ('indian', 'buy'), ('buy', 'chinese'), ('chinese', 'product'), ('product', 'important'), ('important', 'national'), ('national', 'pride'), ('pride', 'writing'), ('writing', 'review'), ('review', 'month'), ('month', 'mean'), ('mean', 'playing'), ('playing', 'pubg'), ('pubg', 'listening'), ('listening', 'music'), ('music', 'apps'), ('apps', 'running'), ('running', 'background'), ('background', 'heavy'), ('heavy', 'usage'), ('usage', 'gb'), ('gb', 'ram'), ('ram', 'awesome'), ('awesome', 'life'), ('life', 'won'), ('won', 'feel'), ('feel', 'bored'), ('bored', 'hz'), ('hz', 'refresh'), ('refresh', 'rate'), ('rate', 'crisp'), ('crisp', 'pixel'), ('pixel', 'resolution'), ('resolution', 'refreshing'), ('refreshing', 'frame'), ('frame', 'thing'), ('thing', 'scrolling'), ('scrolling', 'web'), ('web', 'page'), ('page', 'apps'), ('apps', 'feel'), ('feel', 'fluid'), ('fluid', 'perspective'), ('perspective', 'advantage'), ('advantage', 'photo'), ('photo', 'clear'), ('clear', 'bright'), ('bright', 'vibrant'), ('vibrant', 'impressed'), ('impressed', 'camera'), ('camera', 'hdr'), ('hdr', 'rendering'), ('rendering', 'buttery'), ('buttery', 'smooth'), ('smooth', 'notchless'), ('notchless', 'hz'), ('hz', 'display'), ('display', 'giving'), ('giving', 'wrap'), ('wrap', 'charger'), ('charger', 'charge'), ('charge', 'superfast'), ('superfast', 'min'), ('min', 'talking'), ('talking', 'durability'), ('durability', 'gorilla'), ('gorilla', 'glass'), ('glass', 'front'), ('front', 'back'), ('back', 'protector'), ('protector', 'heating'), ('heating', 'issue'), ('issue', 'playing'), ('playing', 'game'), ('game', 'charging'), ('charging', 'build'), ('build', 'quality'), ('quality', 'premium'), ('premium', 'slight'), ('slight', 'slippery'), ('slippery', 'holding'), ('holding', 'amoled'), ('amoled', 'display'), ('display', 'range'), ('range', 'disadvantage'), ('disadvantage', 'questionable'), ('questionable', 'pop'), ('pop', 'camera'), ('camera', 'durability'), ('durability', 'mechanic'), ('mechanic', 'don'), ('don', 'happen'), ('happen', 'keeping'), ('keeping', 'pocket'), ('pocket', 'taking'), ('taking', 'pic'), ('pic', 'dolby'), ('dolby', 'powered'), ('powered', 'stereo'), ('stereo', 'speaker'), ('speaker', 'output'), ('output', 'rich'), ('rich', 'audio'), ('audio', 'head'), ('head', 'jack'), ('jack', 'mean'), ('mean', 'buy'), ('buy', 'blue'), ('blue', 'tooth'), ('tooth', 'headphone'), ('headphone', 'usb'), ('usb', 'type'), ('type', 'connector'), ('connector', 'headphone'), ('headphone', 'easily'), ('easily', 'amazon'), ('amazon', 'buy'), ('buy', 'cheap'), ('cheap', 'rate'), ('rate', 'big'), ('big', 'bulky'), ('bulky', 'manageable'), ('manageable', 'metal'), ('metal', 'body'), ('body', 'water'), ('water', 'resistance'), ('resistance', 'rating'), ('rating', 'ad'), ('ad', 'wireless'), ('wireless', 'charging'), ('charging', 'required'), ('required', 'additional'), ('additional', 'warranty'), ('warranty', 'year'), ('year', 'extra'), ('extra', 'charging'), ('charging', 'company'), ('company', 'year'), ('year', 'warranty'), ('warranty', 'hope'), ('hope', 'helpful'), ('helpful', 'suggest'), ('suggest', 'heavy'), ('heavy', 'user'), ('user', 'don'), ('don', 'purchase'), ('purchase', 'year'), ('year', 'annoyed'), ('annoyed', 'unusual'), ('unusual', 'notification'), ('notification', 'o'), ('o', 'pre'), ('pre', 'installed'), ('installed', 'apps'), ('apps', 'stock'), ('stock', 'pro'), ('pro', 'corn'), ('corn', 'start'), ('start', 'pro'), ('pro', 'corn'), ('corn', 'pro'), ('pro', 'class'), ('class', 'display'), ('display', 'overtaken'), ('overtaken', 'samsung'), ('samsung', 'phone'), ('phone', 'amoled'), ('amoled', 'panel'), ('panel', 'made'), ('made', 'samsung'), ('samsung', 'camera'), ('camera', 'experience'), ('experience', 'samsung'), ('samsung', 'hz'), ('hz', 'refresh'), ('refresh', 'rate'), ('rate', 'segment'), ('segment', 'dash'), ('dash', 'charge'), ('charge', 'speed'), ('speed', 'charging'), ('charging', 'achieves'), ('achieves', 'hour'), ('hour', 'last'), ('last', 'medium'), ('medium', 'heavy'), ('heavy', 'usage'), ('usage', 'data'), ('data', 'heat'), ('heat', 'predecessor'), ('predecessor', 'liquid'), ('liquid', 'cooling'), ('cooling', 'panel'), ('panel', 'ideal'), ('ideal', 'heavy'), ('heavy', 'gamers'), ('gamers', 'corn'), ('corn', 'heavy'), ('heavy', 'weighs'), ('weighs', 'slippery'), ('slippery', 'nature'), ('nature', 'due'), ('due', 'glossy'), ('glossy', 'finish'), ('finish', 'back'), ('back', 'cover'), ('cover', 'fit'), ('fit', 'properly'), ('properly', 'front'), ('front', 'pocket'), ('pocket', 'due'), ('due', 'oversize'), ('oversize', 'made'), ('made', 'glass'), ('glass', 'support'), ('support', 'wireless'), ('wireless', 'charging'), ('charging', 'mm'), ('mm', 'audio'), ('audio', 'jack'), ('jack', 'connect'), ('connect', 'wireless'), ('wireless', 'bluetooth'), ('bluetooth', 'type'), ('type', 'wired'), ('wired', 'headset'), ('headset', 'week'), ('week', 'pro'), ('pro', 'prefer'), ('prefer', 'camera'), ('camera', 'person'), ('person', 'review'), ('review', 'include'), ('include', 'camera'), ('camera', 'stuff'), ('stuff', 'pro'), ('pro', 'curved'), ('curved', 'issue'), ('issue', 'ghost'), ('ghost', 'touch'), ('touch', 'water'), ('water', 'proof'), ('proof', 'spilled'), ('spilled', 'water'), ('water', 'isuses'), ('isuses', 'camera'), ('camera', 'display'), ('display', 'touch'), ('touch', 'pad'), ('pad', 'hz'), ('hz', 'refresh'), ('refresh', 'rate'), ('rate', 'fast'), ('fast', 'qhd'), ('qhd', 'make'), ('make', 'display'), ('display', 'crystal'), ('crystal', 'clear'), ('clear', 'oxygen'), ('oxygen', 'o'), ('o', 'smooth'), ('smooth', 'warp'), ('warp', 'charge'), ('charge', 'fasttt'), ('fasttt', 'heavyweight'), ('heavyweight', 'mentioned'), ('mentioned', 'youtube'), ('youtube', 'con'), ('con', 'hz'), ('hz', 'refresh'), ('refresh', 'rate'), ('rate', 'qhd'), ('qhd', 'ut'), ('ut', 'drain')]\n"
     ]
    }
   ],
   "source": [
    "nltk_tokens = nltk.word_tokenize(text)  \n",
    "bigrams_list = list(nltk.bigrams(text_content))\n",
    "print(bigrams_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict1 = [' '.join(tup) for tup in bigrams_list]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['confused op',\n",
       " 'op pro',\n",
       " 'pro worried',\n",
       " 'worried weight',\n",
       " 'weight camera',\n",
       " 'camera excellent',\n",
       " 'excellent glad',\n",
       " 'glad opted',\n",
       " 'opted pro',\n",
       " 'pro moment',\n",
       " 'moment turned',\n",
       " 'turned display',\n",
       " 'display simply',\n",
       " 'simply amazed',\n",
       " 'amazed quality',\n",
       " 'quality pleasure',\n",
       " 'pleasure eye',\n",
       " 'eye watch',\n",
       " 'watch feel',\n",
       " 'feel display',\n",
       " 'display performance',\n",
       " 'performance camera',\n",
       " 'camera o',\n",
       " 'o premium',\n",
       " 'premium nebula',\n",
       " 'nebula blue',\n",
       " 'blue amazing',\n",
       " 'amazing trust',\n",
       " 'trust gon',\n",
       " 'gon na',\n",
       " 'na regret',\n",
       " 'regret personal',\n",
       " 'personal experience',\n",
       " 'experience sharing',\n",
       " 'sharing day',\n",
       " 'day purchase',\n",
       " 'purchase hanged',\n",
       " 'hanged call',\n",
       " 'call system',\n",
       " 'system didn',\n",
       " 'didn work',\n",
       " 'work half',\n",
       " 'half hour',\n",
       " 'hour power',\n",
       " 'power reboot',\n",
       " 'reboot button',\n",
       " 'button problem',\n",
       " 'problem recurred',\n",
       " 'recurred week',\n",
       " 'week investing',\n",
       " 'investing big',\n",
       " 'big amount',\n",
       " 'amount kind',\n",
       " 'kind experience',\n",
       " 'experience trouble',\n",
       " 'trouble advice',\n",
       " 'advice amazon',\n",
       " 'amazon extend',\n",
       " 'extend return',\n",
       " 'return timeline',\n",
       " 'timeline give',\n",
       " 'give month',\n",
       " 'month kind',\n",
       " 'kind product',\n",
       " 'product big',\n",
       " 'big investment',\n",
       " 'investment user',\n",
       " 'user worst',\n",
       " 'worst camera',\n",
       " 'camera quality',\n",
       " 'quality thought',\n",
       " 'thought worst',\n",
       " 'worst plz',\n",
       " 'plz amount',\n",
       " 'amount hype',\n",
       " 'hype made',\n",
       " 'made medium',\n",
       " 'medium wastage',\n",
       " 'wastage money',\n",
       " 'money trusted',\n",
       " 'trusted brand',\n",
       " 'brand don',\n",
       " 'don star',\n",
       " 'star rest',\n",
       " 'rest market',\n",
       " 'market give',\n",
       " 'give lot',\n",
       " 'lot feature',\n",
       " 'feature vivo',\n",
       " 'vivo oppo',\n",
       " 'oppo samsung',\n",
       " 'samsung raised',\n",
       " 'raised compliant',\n",
       " 'compliant tech',\n",
       " 'tech team',\n",
       " 'team medium',\n",
       " 'medium cheating',\n",
       " 'cheating suggest',\n",
       " 'suggest problem',\n",
       " 'problem medium',\n",
       " 'medium forum',\n",
       " 'forum company',\n",
       " 'company understand',\n",
       " 'understand needful',\n",
       " 'needful lot',\n",
       " 'lot way',\n",
       " 'way make',\n",
       " 'make understand',\n",
       " 'understand return',\n",
       " 'return money',\n",
       " 'money update',\n",
       " 'update year',\n",
       " 'year issue',\n",
       " 'issue due',\n",
       " 'due reason',\n",
       " 'reason awesome',\n",
       " 'awesome display',\n",
       " 'display extremely',\n",
       " 'extremely fast',\n",
       " 'fast mind',\n",
       " 'mind blowing',\n",
       " 'blowing audio',\n",
       " 'audio playback',\n",
       " 'playback jabra',\n",
       " 'jabra wireless',\n",
       " 'wireless bud',\n",
       " 'bud overlooked',\n",
       " 'overlooked audio',\n",
       " 'audio quality',\n",
       " 'quality mp',\n",
       " 'mp player',\n",
       " 'player surprised',\n",
       " 'surprised quality',\n",
       " 'quality high',\n",
       " 'high definition',\n",
       " 'definition audio',\n",
       " 'audio comparing',\n",
       " 'comparing existing',\n",
       " 'existing galaxy',\n",
       " 'galaxy premium',\n",
       " 'premium phone',\n",
       " 'phone audio',\n",
       " 'audio display',\n",
       " 'display pro',\n",
       " 'pro including',\n",
       " 'including amazon',\n",
       " 'amazon offer',\n",
       " 'offer hdfc',\n",
       " 'hdfc card',\n",
       " 'card discount',\n",
       " 'discount feel',\n",
       " 'feel wait',\n",
       " 'wait month',\n",
       " 'month cheaper',\n",
       " 'cheaper paid',\n",
       " 'paid pro',\n",
       " 'pro pro',\n",
       " 'pro pro',\n",
       " 'pro phone',\n",
       " 'phone offered',\n",
       " 'offered quality',\n",
       " 'quality specification',\n",
       " 'specification concerned',\n",
       " 'concerned screenomg',\n",
       " 'screenomg hulk',\n",
       " 'hulk device',\n",
       " 'device tiny',\n",
       " 'tiny toddler',\n",
       " 'toddler generation',\n",
       " 'generation feature',\n",
       " 'feature absolute',\n",
       " 'absolute delight',\n",
       " 'delight watch',\n",
       " 'watch youtube',\n",
       " 'youtube oxygen',\n",
       " 'oxygen osconfigurable',\n",
       " 'osconfigurable sleek',\n",
       " 'sleek ease',\n",
       " 'ease addictive',\n",
       " 'addictive top',\n",
       " 'top notch',\n",
       " 'notch configweather',\n",
       " 'configweather gb',\n",
       " 'gb ram',\n",
       " 'ram gb',\n",
       " 'gb rom',\n",
       " 'rom htz',\n",
       " 'htz warm',\n",
       " 'warm charging',\n",
       " 'charging top',\n",
       " 'top notch',\n",
       " 'notch industry',\n",
       " 'industry leading',\n",
       " 'leading configuration',\n",
       " 'configuration wireless',\n",
       " 'wireless charging',\n",
       " 'charging ip',\n",
       " 'ip certification',\n",
       " 'certification required',\n",
       " 'required body',\n",
       " 'body care',\n",
       " 'care market',\n",
       " 'market leader',\n",
       " 'leader dream',\n",
       " 'dream finger',\n",
       " 'finger claw',\n",
       " 'claw pubg',\n",
       " 'pubg random',\n",
       " 'random time',\n",
       " 'time glitch',\n",
       " 'glitch reason',\n",
       " 'reason glitch',\n",
       " 'glitch type',\n",
       " 'type place',\n",
       " 'place button',\n",
       " 'button clicked',\n",
       " 'clicked finger',\n",
       " 'finger finger',\n",
       " 'finger tapping',\n",
       " 'tapping middle',\n",
       " 'middle button',\n",
       " 'button top',\n",
       " 'top left',\n",
       " 'left edge',\n",
       " 'edge wont',\n",
       " 'wont activate',\n",
       " 'activate matter',\n",
       " 'matter time',\n",
       " 'time tap',\n",
       " 'tap button',\n",
       " 'button wont',\n",
       " 'wont work',\n",
       " 'work glitch',\n",
       " 'glitch happen',\n",
       " 'happen random',\n",
       " 'random working',\n",
       " 'working fine',\n",
       " 'fine time',\n",
       " 'time hell',\n",
       " 'hell playing',\n",
       " 'playing competitive',\n",
       " 'competitive bought',\n",
       " 'bought expensive',\n",
       " 'expensive defeated',\n",
       " 'defeated pro',\n",
       " 'pro camera',\n",
       " 'camera dunno',\n",
       " 'dunno failed',\n",
       " 'failed expectation',\n",
       " 'expectation con',\n",
       " 'con pop',\n",
       " 'pop camera',\n",
       " 'camera refer',\n",
       " 'refer pro',\n",
       " 'pro apps',\n",
       " 'apps running',\n",
       " 'running background',\n",
       " 'background wifi',\n",
       " 'wifi day',\n",
       " 'day usage',\n",
       " 'usage wifi',\n",
       " 'wifi data',\n",
       " 'data location',\n",
       " 'location mind',\n",
       " 'mind time',\n",
       " 'time charging',\n",
       " 'charging eveningsincerely',\n",
       " 'eveningsincerely disappointed',\n",
       " 'disappointed user',\n",
       " 'user biggest',\n",
       " 'biggest mistake',\n",
       " 'mistake buy',\n",
       " 'buy chinese',\n",
       " 'chinese future',\n",
       " 'future avoid',\n",
       " 'avoid buy',\n",
       " 'buy item',\n",
       " 'item belong',\n",
       " 'belong china',\n",
       " 'china china',\n",
       " 'china attacked',\n",
       " 'attacked nation',\n",
       " 'nation countryman',\n",
       " 'countryman brave',\n",
       " 'brave soldier',\n",
       " 'soldier martyred',\n",
       " 'martyred pride',\n",
       " 'pride nation',\n",
       " 'nation request',\n",
       " 'request amazon',\n",
       " 'amazon avoid',\n",
       " 'avoid selling',\n",
       " 'selling chinese',\n",
       " 'chinese india',\n",
       " 'india respect',\n",
       " 'respect national',\n",
       " 'national emotion',\n",
       " 'emotion request',\n",
       " 'request indian',\n",
       " 'indian buy',\n",
       " 'buy chinese',\n",
       " 'chinese product',\n",
       " 'product important',\n",
       " 'important national',\n",
       " 'national pride',\n",
       " 'pride writing',\n",
       " 'writing review',\n",
       " 'review month',\n",
       " 'month mean',\n",
       " 'mean playing',\n",
       " 'playing pubg',\n",
       " 'pubg listening',\n",
       " 'listening music',\n",
       " 'music apps',\n",
       " 'apps running',\n",
       " 'running background',\n",
       " 'background heavy',\n",
       " 'heavy usage',\n",
       " 'usage gb',\n",
       " 'gb ram',\n",
       " 'ram awesome',\n",
       " 'awesome life',\n",
       " 'life won',\n",
       " 'won feel',\n",
       " 'feel bored',\n",
       " 'bored hz',\n",
       " 'hz refresh',\n",
       " 'refresh rate',\n",
       " 'rate crisp',\n",
       " 'crisp pixel',\n",
       " 'pixel resolution',\n",
       " 'resolution refreshing',\n",
       " 'refreshing frame',\n",
       " 'frame thing',\n",
       " 'thing scrolling',\n",
       " 'scrolling web',\n",
       " 'web page',\n",
       " 'page apps',\n",
       " 'apps feel',\n",
       " 'feel fluid',\n",
       " 'fluid perspective',\n",
       " 'perspective advantage',\n",
       " 'advantage photo',\n",
       " 'photo clear',\n",
       " 'clear bright',\n",
       " 'bright vibrant',\n",
       " 'vibrant impressed',\n",
       " 'impressed camera',\n",
       " 'camera hdr',\n",
       " 'hdr rendering',\n",
       " 'rendering buttery',\n",
       " 'buttery smooth',\n",
       " 'smooth notchless',\n",
       " 'notchless hz',\n",
       " 'hz display',\n",
       " 'display giving',\n",
       " 'giving wrap',\n",
       " 'wrap charger',\n",
       " 'charger charge',\n",
       " 'charge superfast',\n",
       " 'superfast min',\n",
       " 'min talking',\n",
       " 'talking durability',\n",
       " 'durability gorilla',\n",
       " 'gorilla glass',\n",
       " 'glass front',\n",
       " 'front back',\n",
       " 'back protector',\n",
       " 'protector heating',\n",
       " 'heating issue',\n",
       " 'issue playing',\n",
       " 'playing game',\n",
       " 'game charging',\n",
       " 'charging build',\n",
       " 'build quality',\n",
       " 'quality premium',\n",
       " 'premium slight',\n",
       " 'slight slippery',\n",
       " 'slippery holding',\n",
       " 'holding amoled',\n",
       " 'amoled display',\n",
       " 'display range',\n",
       " 'range disadvantage',\n",
       " 'disadvantage questionable',\n",
       " 'questionable pop',\n",
       " 'pop camera',\n",
       " 'camera durability',\n",
       " 'durability mechanic',\n",
       " 'mechanic don',\n",
       " 'don happen',\n",
       " 'happen keeping',\n",
       " 'keeping pocket',\n",
       " 'pocket taking',\n",
       " 'taking pic',\n",
       " 'pic dolby',\n",
       " 'dolby powered',\n",
       " 'powered stereo',\n",
       " 'stereo speaker',\n",
       " 'speaker output',\n",
       " 'output rich',\n",
       " 'rich audio',\n",
       " 'audio head',\n",
       " 'head jack',\n",
       " 'jack mean',\n",
       " 'mean buy',\n",
       " 'buy blue',\n",
       " 'blue tooth',\n",
       " 'tooth headphone',\n",
       " 'headphone usb',\n",
       " 'usb type',\n",
       " 'type connector',\n",
       " 'connector headphone',\n",
       " 'headphone easily',\n",
       " 'easily amazon',\n",
       " 'amazon buy',\n",
       " 'buy cheap',\n",
       " 'cheap rate',\n",
       " 'rate big',\n",
       " 'big bulky',\n",
       " 'bulky manageable',\n",
       " 'manageable metal',\n",
       " 'metal body',\n",
       " 'body water',\n",
       " 'water resistance',\n",
       " 'resistance rating',\n",
       " 'rating ad',\n",
       " 'ad wireless',\n",
       " 'wireless charging',\n",
       " 'charging required',\n",
       " 'required additional',\n",
       " 'additional warranty',\n",
       " 'warranty year',\n",
       " 'year extra',\n",
       " 'extra charging',\n",
       " 'charging company',\n",
       " 'company year',\n",
       " 'year warranty',\n",
       " 'warranty hope',\n",
       " 'hope helpful',\n",
       " 'helpful suggest',\n",
       " 'suggest heavy',\n",
       " 'heavy user',\n",
       " 'user don',\n",
       " 'don purchase',\n",
       " 'purchase year',\n",
       " 'year annoyed',\n",
       " 'annoyed unusual',\n",
       " 'unusual notification',\n",
       " 'notification o',\n",
       " 'o pre',\n",
       " 'pre installed',\n",
       " 'installed apps',\n",
       " 'apps stock',\n",
       " 'stock pro',\n",
       " 'pro corn',\n",
       " 'corn start',\n",
       " 'start pro',\n",
       " 'pro corn',\n",
       " 'corn pro',\n",
       " 'pro class',\n",
       " 'class display',\n",
       " 'display overtaken',\n",
       " 'overtaken samsung',\n",
       " 'samsung phone',\n",
       " 'phone amoled',\n",
       " 'amoled panel',\n",
       " 'panel made',\n",
       " 'made samsung',\n",
       " 'samsung camera',\n",
       " 'camera experience',\n",
       " 'experience samsung',\n",
       " 'samsung hz',\n",
       " 'hz refresh',\n",
       " 'refresh rate',\n",
       " 'rate segment',\n",
       " 'segment dash',\n",
       " 'dash charge',\n",
       " 'charge speed',\n",
       " 'speed charging',\n",
       " 'charging achieves',\n",
       " 'achieves hour',\n",
       " 'hour last',\n",
       " 'last medium',\n",
       " 'medium heavy',\n",
       " 'heavy usage',\n",
       " 'usage data',\n",
       " 'data heat',\n",
       " 'heat predecessor',\n",
       " 'predecessor liquid',\n",
       " 'liquid cooling',\n",
       " 'cooling panel',\n",
       " 'panel ideal',\n",
       " 'ideal heavy',\n",
       " 'heavy gamers',\n",
       " 'gamers corn',\n",
       " 'corn heavy',\n",
       " 'heavy weighs',\n",
       " 'weighs slippery',\n",
       " 'slippery nature',\n",
       " 'nature due',\n",
       " 'due glossy',\n",
       " 'glossy finish',\n",
       " 'finish back',\n",
       " 'back cover',\n",
       " 'cover fit',\n",
       " 'fit properly',\n",
       " 'properly front',\n",
       " 'front pocket',\n",
       " 'pocket due',\n",
       " 'due oversize',\n",
       " 'oversize made',\n",
       " 'made glass',\n",
       " 'glass support',\n",
       " 'support wireless',\n",
       " 'wireless charging',\n",
       " 'charging mm',\n",
       " 'mm audio',\n",
       " 'audio jack',\n",
       " 'jack connect',\n",
       " 'connect wireless',\n",
       " 'wireless bluetooth',\n",
       " 'bluetooth type',\n",
       " 'type wired',\n",
       " 'wired headset',\n",
       " 'headset week',\n",
       " 'week pro',\n",
       " 'pro prefer',\n",
       " 'prefer camera',\n",
       " 'camera person',\n",
       " 'person review',\n",
       " 'review include',\n",
       " 'include camera',\n",
       " 'camera stuff',\n",
       " 'stuff pro',\n",
       " 'pro curved',\n",
       " 'curved issue',\n",
       " 'issue ghost',\n",
       " 'ghost touch',\n",
       " 'touch water',\n",
       " 'water proof',\n",
       " 'proof spilled',\n",
       " 'spilled water',\n",
       " 'water isuses',\n",
       " 'isuses camera',\n",
       " 'camera display',\n",
       " 'display touch',\n",
       " 'touch pad',\n",
       " 'pad hz',\n",
       " 'hz refresh',\n",
       " 'refresh rate',\n",
       " 'rate fast',\n",
       " 'fast qhd',\n",
       " 'qhd make',\n",
       " 'make display',\n",
       " 'display crystal',\n",
       " 'crystal clear',\n",
       " 'clear oxygen',\n",
       " 'oxygen o',\n",
       " 'o smooth',\n",
       " 'smooth warp',\n",
       " 'warp charge',\n",
       " 'charge fasttt',\n",
       " 'fasttt heavyweight',\n",
       " 'heavyweight mentioned',\n",
       " 'mentioned youtube',\n",
       " 'youtube con',\n",
       " 'con hz',\n",
       " 'hz refresh',\n",
       " 'refresh rate',\n",
       " 'rate qhd',\n",
       " 'qhd ut',\n",
       " 'ut drain']"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#using count vectorizer to view frq of bigrams \n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "CountVectorizer_vect = CountVectorizer(ngram_range=(2,2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "bag_of_wods = CountVectorizer_vect.fit_transform(dict1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'confused op': 114,\n",
       " 'op pro': 324,\n",
       " 'pro worried': 379,\n",
       " 'worried weight': 538,\n",
       " 'weight camera': 525,\n",
       " 'camera excellent': 69,\n",
       " 'excellent glad': 164,\n",
       " 'glad opted': 207,\n",
       " 'opted pro': 326,\n",
       " 'pro moment': 375,\n",
       " 'moment turned': 303,\n",
       " 'turned display': 491,\n",
       " 'display simply': 146,\n",
       " 'simply amazed': 445,\n",
       " 'amazed quality': 8,\n",
       " 'quality pleasure': 395,\n",
       " 'pleasure eye': 354,\n",
       " 'eye watch': 174,\n",
       " 'watch feel': 515,\n",
       " 'feel display': 182,\n",
       " 'display performance': 143,\n",
       " 'performance camera': 338,\n",
       " 'premium nebula': 364,\n",
       " 'nebula blue': 317,\n",
       " 'blue amazing': 43,\n",
       " 'amazing trust': 9,\n",
       " 'trust gon': 489,\n",
       " 'gon na': 214,\n",
       " 'na regret': 311,\n",
       " 'regret personal': 419,\n",
       " 'personal experience': 340,\n",
       " 'experience sharing': 169,\n",
       " 'sharing day': 444,\n",
       " 'day purchase': 129,\n",
       " 'purchase hanged': 389,\n",
       " 'hanged call': 217,\n",
       " 'call system': 65,\n",
       " 'system didn': 467,\n",
       " 'didn work': 135,\n",
       " 'work half': 536,\n",
       " 'half hour': 216,\n",
       " 'hour power': 239,\n",
       " 'power reboot': 359,\n",
       " 'reboot button': 414,\n",
       " 'button problem': 58,\n",
       " 'problem recurred': 381,\n",
       " 'recurred week': 415,\n",
       " 'week investing': 522,\n",
       " 'investing big': 254,\n",
       " 'big amount': 38,\n",
       " 'amount kind': 17,\n",
       " 'kind experience': 266,\n",
       " 'experience trouble': 170,\n",
       " 'trouble advice': 488,\n",
       " 'advice amazon': 7,\n",
       " 'amazon extend': 12,\n",
       " 'extend return': 171,\n",
       " 'return timeline': 430,\n",
       " 'timeline give': 480,\n",
       " 'give month': 205,\n",
       " 'month kind': 307,\n",
       " 'kind product': 267,\n",
       " 'product big': 382,\n",
       " 'big investment': 40,\n",
       " 'investment user': 255,\n",
       " 'user worst': 505,\n",
       " 'worst camera': 539,\n",
       " 'camera quality': 73,\n",
       " 'quality thought': 398,\n",
       " 'thought worst': 475,\n",
       " 'worst plz': 540,\n",
       " 'plz amount': 355,\n",
       " 'amount hype': 16,\n",
       " 'hype made': 242,\n",
       " 'made medium': 279,\n",
       " 'medium wastage': 294,\n",
       " 'wastage money': 514,\n",
       " 'money trusted': 304,\n",
       " 'trusted brand': 490,\n",
       " 'brand don': 50,\n",
       " 'don star': 151,\n",
       " 'star rest': 457,\n",
       " 'rest market': 428,\n",
       " 'market give': 284,\n",
       " 'give lot': 204,\n",
       " 'lot feature': 276,\n",
       " 'feature vivo': 180,\n",
       " 'vivo oppo': 508,\n",
       " 'oppo samsung': 325,\n",
       " 'samsung raised': 439,\n",
       " 'raised compliant': 400,\n",
       " 'compliant tech': 108,\n",
       " 'tech team': 473,\n",
       " 'team medium': 472,\n",
       " 'medium cheating': 291,\n",
       " 'cheating suggest': 93,\n",
       " 'suggest problem': 463,\n",
       " 'problem medium': 380,\n",
       " 'medium forum': 292,\n",
       " 'forum company': 192,\n",
       " 'company understand': 104,\n",
       " 'understand needful': 495,\n",
       " 'needful lot': 318,\n",
       " 'lot way': 277,\n",
       " 'way make': 520,\n",
       " 'make understand': 282,\n",
       " 'understand return': 496,\n",
       " 'return money': 429,\n",
       " 'money update': 305,\n",
       " 'update year': 498,\n",
       " 'year issue': 545,\n",
       " 'issue due': 257,\n",
       " 'due reason': 155,\n",
       " 'reason awesome': 412,\n",
       " 'awesome display': 31,\n",
       " 'display extremely': 140,\n",
       " 'extremely fast': 173,\n",
       " 'fast mind': 176,\n",
       " 'mind blowing': 299,\n",
       " 'blowing audio': 42,\n",
       " 'audio playback': 27,\n",
       " 'playback jabra': 349,\n",
       " 'jabra wireless': 262,\n",
       " 'wireless bud': 530,\n",
       " 'bud overlooked': 53,\n",
       " 'overlooked audio': 329,\n",
       " 'audio quality': 28,\n",
       " 'quality mp': 394,\n",
       " 'mp player': 309,\n",
       " 'player surprised': 350,\n",
       " 'surprised quality': 466,\n",
       " 'quality high': 393,\n",
       " 'high definition': 235,\n",
       " 'definition audio': 132,\n",
       " 'audio comparing': 23,\n",
       " 'comparing existing': 106,\n",
       " 'existing galaxy': 165,\n",
       " 'galaxy premium': 197,\n",
       " 'premium phone': 365,\n",
       " 'phone audio': 343,\n",
       " 'audio display': 24,\n",
       " 'display pro': 144,\n",
       " 'pro including': 374,\n",
       " 'including amazon': 249,\n",
       " 'amazon offer': 13,\n",
       " 'offer hdfc': 322,\n",
       " 'hdfc card': 220,\n",
       " 'card discount': 76,\n",
       " 'discount feel': 138,\n",
       " 'feel wait': 184,\n",
       " 'wait month': 509,\n",
       " 'month cheaper': 306,\n",
       " 'cheaper paid': 92,\n",
       " 'paid pro': 335,\n",
       " 'pro pro': 378,\n",
       " 'pro phone': 376,\n",
       " 'phone offered': 344,\n",
       " 'offered quality': 323,\n",
       " 'quality specification': 397,\n",
       " 'specification concerned': 454,\n",
       " 'concerned screenomg': 111,\n",
       " 'screenomg hulk': 440,\n",
       " 'hulk device': 241,\n",
       " 'device tiny': 134,\n",
       " 'tiny toddler': 481,\n",
       " 'toddler generation': 482,\n",
       " 'generation feature': 202,\n",
       " 'feature absolute': 179,\n",
       " 'absolute delight': 0,\n",
       " 'delight watch': 133,\n",
       " 'watch youtube': 516,\n",
       " 'youtube oxygen': 548,\n",
       " 'oxygen osconfigurable': 332,\n",
       " 'osconfigurable sleek': 327,\n",
       " 'sleek ease': 446,\n",
       " 'ease addictive': 159,\n",
       " 'addictive top': 4,\n",
       " 'top notch': 485,\n",
       " 'notch configweather': 319,\n",
       " 'configweather gb': 113,\n",
       " 'gb ram': 200,\n",
       " 'ram gb': 402,\n",
       " 'gb rom': 201,\n",
       " 'rom htz': 434,\n",
       " 'htz warm': 240,\n",
       " 'warm charging': 510,\n",
       " 'charging top': 90,\n",
       " 'notch industry': 320,\n",
       " 'industry leading': 252,\n",
       " 'leading configuration': 270,\n",
       " 'configuration wireless': 112,\n",
       " 'wireless charging': 531,\n",
       " 'charging ip': 87,\n",
       " 'ip certification': 256,\n",
       " 'certification required': 78,\n",
       " 'required body': 424,\n",
       " 'body care': 46,\n",
       " 'care market': 77,\n",
       " 'market leader': 285,\n",
       " 'leader dream': 269,\n",
       " 'dream finger': 152,\n",
       " 'finger claw': 186,\n",
       " 'claw pubg': 100,\n",
       " 'pubg random': 388,\n",
       " 'random time': 403,\n",
       " 'time glitch': 477,\n",
       " 'glitch reason': 211,\n",
       " 'reason glitch': 413,\n",
       " 'glitch type': 212,\n",
       " 'type place': 493,\n",
       " 'place button': 348,\n",
       " 'button clicked': 57,\n",
       " 'clicked finger': 103,\n",
       " 'finger finger': 187,\n",
       " 'finger tapping': 188,\n",
       " 'tapping middle': 471,\n",
       " 'middle button': 297,\n",
       " 'button top': 59,\n",
       " 'top left': 484,\n",
       " 'left edge': 271,\n",
       " 'edge wont': 161,\n",
       " 'wont activate': 533,\n",
       " 'activate matter': 2,\n",
       " 'matter time': 287,\n",
       " 'time tap': 479,\n",
       " 'tap button': 470,\n",
       " 'button wont': 60,\n",
       " 'wont work': 534,\n",
       " 'work glitch': 535,\n",
       " 'glitch happen': 210,\n",
       " 'happen random': 219,\n",
       " 'random working': 404,\n",
       " 'working fine': 537,\n",
       " 'fine time': 185,\n",
       " 'time hell': 478,\n",
       " 'hell playing': 233,\n",
       " 'playing competitive': 351,\n",
       " 'competitive bought': 107,\n",
       " 'bought expensive': 49,\n",
       " 'expensive defeated': 167,\n",
       " 'defeated pro': 131,\n",
       " 'pro camera': 370,\n",
       " 'camera dunno': 67,\n",
       " 'dunno failed': 156,\n",
       " 'failed expectation': 175,\n",
       " 'expectation con': 166,\n",
       " 'con pop': 110,\n",
       " 'pop camera': 358,\n",
       " 'camera refer': 74,\n",
       " 'refer pro': 416,\n",
       " 'pro apps': 369,\n",
       " 'apps running': 20,\n",
       " 'running background': 435,\n",
       " 'background wifi': 36,\n",
       " 'wifi day': 527,\n",
       " 'day usage': 130,\n",
       " 'usage wifi': 501,\n",
       " 'wifi data': 526,\n",
       " 'data location': 128,\n",
       " 'location mind': 275,\n",
       " 'mind time': 300,\n",
       " 'time charging': 476,\n",
       " 'charging eveningsincerely': 86,\n",
       " 'eveningsincerely disappointed': 163,\n",
       " 'disappointed user': 137,\n",
       " 'user biggest': 503,\n",
       " 'biggest mistake': 41,\n",
       " 'mistake buy': 301,\n",
       " 'buy chinese': 63,\n",
       " 'chinese future': 96,\n",
       " 'future avoid': 196,\n",
       " 'avoid buy': 29,\n",
       " 'buy item': 64,\n",
       " 'item belong': 261,\n",
       " 'belong china': 37,\n",
       " 'china china': 95,\n",
       " 'china attacked': 94,\n",
       " 'attacked nation': 22,\n",
       " 'nation countryman': 312,\n",
       " 'countryman brave': 121,\n",
       " 'brave soldier': 51,\n",
       " 'soldier martyred': 452,\n",
       " 'martyred pride': 286,\n",
       " 'pride nation': 367,\n",
       " 'nation request': 313,\n",
       " 'request amazon': 421,\n",
       " 'amazon avoid': 10,\n",
       " 'avoid selling': 30,\n",
       " 'selling chinese': 443,\n",
       " 'chinese india': 97,\n",
       " 'india respect': 250,\n",
       " 'respect national': 427,\n",
       " 'national emotion': 314,\n",
       " 'emotion request': 162,\n",
       " 'request indian': 422,\n",
       " 'indian buy': 251,\n",
       " 'chinese product': 98,\n",
       " 'product important': 383,\n",
       " 'important national': 246,\n",
       " 'national pride': 315,\n",
       " 'pride writing': 368,\n",
       " 'writing review': 542,\n",
       " 'review month': 432,\n",
       " 'month mean': 308,\n",
       " 'mean playing': 289,\n",
       " 'playing pubg': 353,\n",
       " 'pubg listening': 387,\n",
       " 'listening music': 274,\n",
       " 'music apps': 310,\n",
       " 'background heavy': 35,\n",
       " 'heavy usage': 229,\n",
       " 'usage gb': 500,\n",
       " 'ram awesome': 401,\n",
       " 'awesome life': 32,\n",
       " 'life won': 272,\n",
       " 'won feel': 532,\n",
       " 'feel bored': 181,\n",
       " 'bored hz': 48,\n",
       " 'hz refresh': 244,\n",
       " 'refresh rate': 417,\n",
       " 'rate crisp': 407,\n",
       " 'crisp pixel': 123,\n",
       " 'pixel resolution': 347,\n",
       " 'resolution refreshing': 426,\n",
       " 'refreshing frame': 418,\n",
       " 'frame thing': 193,\n",
       " 'thing scrolling': 474,\n",
       " 'scrolling web': 441,\n",
       " 'web page': 521,\n",
       " 'page apps': 334,\n",
       " 'apps feel': 19,\n",
       " 'feel fluid': 183,\n",
       " 'fluid perspective': 191,\n",
       " 'perspective advantage': 341,\n",
       " 'advantage photo': 6,\n",
       " 'photo clear': 345,\n",
       " 'clear bright': 101,\n",
       " 'bright vibrant': 52,\n",
       " 'vibrant impressed': 507,\n",
       " 'impressed camera': 247,\n",
       " 'camera hdr': 71,\n",
       " 'hdr rendering': 221,\n",
       " 'rendering buttery': 420,\n",
       " 'buttery smooth': 56,\n",
       " 'smooth notchless': 450,\n",
       " 'notchless hz': 321,\n",
       " 'hz display': 243,\n",
       " 'display giving': 141,\n",
       " 'giving wrap': 206,\n",
       " 'wrap charger': 541,\n",
       " 'charger charge': 82,\n",
       " 'charge superfast': 81,\n",
       " 'superfast min': 464,\n",
       " 'min talking': 298,\n",
       " 'talking durability': 469,\n",
       " 'durability gorilla': 157,\n",
       " 'gorilla glass': 215,\n",
       " 'glass front': 208,\n",
       " 'front back': 194,\n",
       " 'back protector': 34,\n",
       " 'protector heating': 386,\n",
       " 'heating issue': 227,\n",
       " 'issue playing': 259,\n",
       " 'playing game': 352,\n",
       " 'game charging': 198,\n",
       " 'charging build': 84,\n",
       " 'build quality': 54,\n",
       " 'quality premium': 396,\n",
       " 'premium slight': 366,\n",
       " 'slight slippery': 447,\n",
       " 'slippery holding': 448,\n",
       " 'holding amoled': 236,\n",
       " 'amoled display': 14,\n",
       " 'display range': 145,\n",
       " 'range disadvantage': 405,\n",
       " 'disadvantage questionable': 136,\n",
       " 'questionable pop': 399,\n",
       " 'camera durability': 68,\n",
       " 'durability mechanic': 158,\n",
       " 'mechanic don': 290,\n",
       " 'don happen': 149,\n",
       " 'happen keeping': 218,\n",
       " 'keeping pocket': 265,\n",
       " 'pocket taking': 357,\n",
       " 'taking pic': 468,\n",
       " 'pic dolby': 346,\n",
       " 'dolby powered': 148,\n",
       " 'powered stereo': 360,\n",
       " 'stereo speaker': 459,\n",
       " 'speaker output': 453,\n",
       " 'output rich': 328,\n",
       " 'rich audio': 433,\n",
       " 'audio head': 25,\n",
       " 'head jack': 222,\n",
       " 'jack mean': 264,\n",
       " 'mean buy': 288,\n",
       " 'buy blue': 61,\n",
       " 'blue tooth': 44,\n",
       " 'tooth headphone': 483,\n",
       " 'headphone usb': 224,\n",
       " 'usb type': 502,\n",
       " 'type connector': 492,\n",
       " 'connector headphone': 116,\n",
       " 'headphone easily': 223,\n",
       " 'easily amazon': 160,\n",
       " 'amazon buy': 11,\n",
       " 'buy cheap': 62,\n",
       " 'cheap rate': 91,\n",
       " 'rate big': 406,\n",
       " 'big bulky': 39,\n",
       " 'bulky manageable': 55,\n",
       " 'manageable metal': 283,\n",
       " 'metal body': 296,\n",
       " 'body water': 47,\n",
       " 'water resistance': 519,\n",
       " 'resistance rating': 425,\n",
       " 'rating ad': 411,\n",
       " 'ad wireless': 3,\n",
       " 'charging required': 89,\n",
       " 'required additional': 423,\n",
       " 'additional warranty': 5,\n",
       " 'warranty year': 513,\n",
       " 'year extra': 544,\n",
       " 'extra charging': 172,\n",
       " 'charging company': 85,\n",
       " 'company year': 105,\n",
       " 'year warranty': 546,\n",
       " 'warranty hope': 512,\n",
       " 'hope helpful': 237,\n",
       " 'helpful suggest': 234,\n",
       " 'suggest heavy': 462,\n",
       " 'heavy user': 230,\n",
       " 'user don': 504,\n",
       " 'don purchase': 150,\n",
       " 'purchase year': 390,\n",
       " 'year annoyed': 543,\n",
       " 'annoyed unusual': 18,\n",
       " 'unusual notification': 497,\n",
       " 'pre installed': 361,\n",
       " 'installed apps': 253,\n",
       " 'apps stock': 21,\n",
       " 'stock pro': 460,\n",
       " 'pro corn': 372,\n",
       " 'corn start': 120,\n",
       " 'start pro': 458,\n",
       " 'corn pro': 119,\n",
       " 'pro class': 371,\n",
       " 'class display': 99,\n",
       " 'display overtaken': 142,\n",
       " 'overtaken samsung': 331,\n",
       " 'samsung phone': 438,\n",
       " 'phone amoled': 342,\n",
       " 'amoled panel': 15,\n",
       " 'panel made': 337,\n",
       " 'made samsung': 280,\n",
       " 'samsung camera': 436,\n",
       " 'camera experience': 70,\n",
       " 'experience samsung': 168,\n",
       " 'samsung hz': 437,\n",
       " 'rate segment': 410,\n",
       " 'segment dash': 442,\n",
       " 'dash charge': 126,\n",
       " 'charge speed': 80,\n",
       " 'speed charging': 455,\n",
       " 'charging achieves': 83,\n",
       " 'achieves hour': 1,\n",
       " 'hour last': 238,\n",
       " 'last medium': 268,\n",
       " 'medium heavy': 293,\n",
       " 'usage data': 499,\n",
       " 'data heat': 127,\n",
       " 'heat predecessor': 226,\n",
       " 'predecessor liquid': 362,\n",
       " 'liquid cooling': 273,\n",
       " 'cooling panel': 117,\n",
       " 'panel ideal': 336,\n",
       " 'ideal heavy': 245,\n",
       " 'heavy gamers': 228,\n",
       " 'gamers corn': 199,\n",
       " 'corn heavy': 118,\n",
       " 'heavy weighs': 231,\n",
       " 'weighs slippery': 524,\n",
       " 'slippery nature': 449,\n",
       " 'nature due': 316,\n",
       " 'due glossy': 153,\n",
       " 'glossy finish': 213,\n",
       " 'finish back': 189,\n",
       " 'back cover': 33,\n",
       " 'cover fit': 122,\n",
       " 'fit properly': 190,\n",
       " 'properly front': 385,\n",
       " 'front pocket': 195,\n",
       " 'pocket due': 356,\n",
       " 'due oversize': 154,\n",
       " 'oversize made': 330,\n",
       " 'made glass': 278,\n",
       " 'glass support': 209,\n",
       " 'support wireless': 465,\n",
       " 'charging mm': 88,\n",
       " 'mm audio': 302,\n",
       " 'audio jack': 26,\n",
       " 'jack connect': 263,\n",
       " 'connect wireless': 115,\n",
       " 'wireless bluetooth': 529,\n",
       " 'bluetooth type': 45,\n",
       " 'type wired': 494,\n",
       " 'wired headset': 528,\n",
       " 'headset week': 225,\n",
       " 'week pro': 523,\n",
       " 'pro prefer': 377,\n",
       " 'prefer camera': 363,\n",
       " 'camera person': 72,\n",
       " 'person review': 339,\n",
       " 'review include': 431,\n",
       " 'include camera': 248,\n",
       " 'camera stuff': 75,\n",
       " 'stuff pro': 461,\n",
       " 'pro curved': 373,\n",
       " 'curved issue': 125,\n",
       " 'issue ghost': 258,\n",
       " 'ghost touch': 203,\n",
       " 'touch water': 487,\n",
       " 'water proof': 518,\n",
       " 'proof spilled': 384,\n",
       " 'spilled water': 456,\n",
       " 'water isuses': 517,\n",
       " 'isuses camera': 260,\n",
       " 'camera display': 66,\n",
       " 'display touch': 147,\n",
       " 'touch pad': 486,\n",
       " 'pad hz': 333,\n",
       " 'rate fast': 408,\n",
       " 'fast qhd': 177,\n",
       " 'qhd make': 391,\n",
       " 'make display': 281,\n",
       " 'display crystal': 139,\n",
       " 'crystal clear': 124,\n",
       " 'clear oxygen': 102,\n",
       " 'smooth warp': 451,\n",
       " 'warp charge': 511,\n",
       " 'charge fasttt': 79,\n",
       " 'fasttt heavyweight': 178,\n",
       " 'heavyweight mentioned': 232,\n",
       " 'mentioned youtube': 295,\n",
       " 'youtube con': 547,\n",
       " 'con hz': 109,\n",
       " 'rate qhd': 409,\n",
       " 'qhd ut': 392,\n",
       " 'ut drain': 506}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CountVectorizer_vect.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_of_words = bag_of_wods.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_frq  = [(word,sum_of_words[0,idx]) for word, idx in CountVectorizer_vect.vocabulary_.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_frq = sorted(word_frq, key = lambda x: x[1],reverse =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('hz refresh', 4),\n",
       " ('refresh rate', 4),\n",
       " ('wireless charging', 3),\n",
       " ('pro pro', 2),\n",
       " ('top notch', 2),\n",
       " ('gb ram', 2),\n",
       " ('pop camera', 2),\n",
       " ('apps running', 2),\n",
       " ('running background', 2),\n",
       " ('buy chinese', 2),\n",
       " ('heavy usage', 2),\n",
       " ('pro corn', 2),\n",
       " ('confused op', 1),\n",
       " ('op pro', 1),\n",
       " ('pro worried', 1),\n",
       " ('worried weight', 1),\n",
       " ('weight camera', 1),\n",
       " ('camera excellent', 1),\n",
       " ('excellent glad', 1),\n",
       " ('glad opted', 1),\n",
       " ('opted pro', 1),\n",
       " ('pro moment', 1),\n",
       " ('moment turned', 1),\n",
       " ('turned display', 1),\n",
       " ('display simply', 1),\n",
       " ('simply amazed', 1),\n",
       " ('amazed quality', 1),\n",
       " ('quality pleasure', 1),\n",
       " ('pleasure eye', 1),\n",
       " ('eye watch', 1),\n",
       " ('watch feel', 1),\n",
       " ('feel display', 1),\n",
       " ('display performance', 1),\n",
       " ('performance camera', 1),\n",
       " ('premium nebula', 1),\n",
       " ('nebula blue', 1),\n",
       " ('blue amazing', 1),\n",
       " ('amazing trust', 1),\n",
       " ('trust gon', 1),\n",
       " ('gon na', 1),\n",
       " ('na regret', 1),\n",
       " ('regret personal', 1),\n",
       " ('personal experience', 1),\n",
       " ('experience sharing', 1),\n",
       " ('sharing day', 1),\n",
       " ('day purchase', 1),\n",
       " ('purchase hanged', 1),\n",
       " ('hanged call', 1),\n",
       " ('call system', 1),\n",
       " ('system didn', 1),\n",
       " ('didn work', 1),\n",
       " ('work half', 1),\n",
       " ('half hour', 1),\n",
       " ('hour power', 1),\n",
       " ('power reboot', 1),\n",
       " ('reboot button', 1),\n",
       " ('button problem', 1),\n",
       " ('problem recurred', 1),\n",
       " ('recurred week', 1),\n",
       " ('week investing', 1),\n",
       " ('investing big', 1),\n",
       " ('big amount', 1),\n",
       " ('amount kind', 1),\n",
       " ('kind experience', 1),\n",
       " ('experience trouble', 1),\n",
       " ('trouble advice', 1),\n",
       " ('advice amazon', 1),\n",
       " ('amazon extend', 1),\n",
       " ('extend return', 1),\n",
       " ('return timeline', 1),\n",
       " ('timeline give', 1),\n",
       " ('give month', 1),\n",
       " ('month kind', 1),\n",
       " ('kind product', 1),\n",
       " ('product big', 1),\n",
       " ('big investment', 1),\n",
       " ('investment user', 1),\n",
       " ('user worst', 1),\n",
       " ('worst camera', 1),\n",
       " ('camera quality', 1),\n",
       " ('quality thought', 1),\n",
       " ('thought worst', 1),\n",
       " ('worst plz', 1),\n",
       " ('plz amount', 1),\n",
       " ('amount hype', 1),\n",
       " ('hype made', 1),\n",
       " ('made medium', 1),\n",
       " ('medium wastage', 1),\n",
       " ('wastage money', 1),\n",
       " ('money trusted', 1),\n",
       " ('trusted brand', 1),\n",
       " ('brand don', 1),\n",
       " ('don star', 1),\n",
       " ('star rest', 1),\n",
       " ('rest market', 1),\n",
       " ('market give', 1),\n",
       " ('give lot', 1),\n",
       " ('lot feature', 1),\n",
       " ('feature vivo', 1),\n",
       " ('vivo oppo', 1)]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_frq[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1facd85cfd0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#generating word cloud\n",
    "word_dict = dict(word_frq)\n",
    "WC_ht = 2000\n",
    "WC_width = 2000\n",
    "WC_mx_words = 200\n",
    "wordCloud = WordCloud(background_color='White',max_words=WC_mx_words, height=WC_ht, width=WC_width, stopwords=new_stop_words)\n",
    "wordCloud.generate_from_frequencies(word_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(4)\n",
    "plt.title('Most frequently occurring bigrams connected by same colour and font size')\n",
    "plt.imshow(wordCloud, interpolation='bilinear',)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "position": {
    "height": "559px",
    "left": "668px",
    "right": "20px",
    "top": "-21px",
    "width": "517px"
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}