project work.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "3222872426034b8a97f086ccf9e28b29",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "8512682a",
    "execution_start": 1650723184644,
    "execution_millis": 4591,
    "owner_user_id": "f28fdb9a-6950-47ac-b5ae-597b6c546328",
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 546
   },
   "source": "# this is the first comment here \nimport pandas as pd\nimport nltk\nimport re\nfrom collections import Counter\nfrom nltk.corpus import stopwords\nimport matplotlib.pyplot as plt\nimport matplotlib\nfrom wordcloud import WordCloud\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.feature_extraction.text import CountVectorizer\nfrom sklearn.metrics import classification_report\nfrom sklearn.naive_bayes import MultinomialNB\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.neighbors import KNeighborsClassifier\nimport seaborn as sns\nfrom sklearn.metrics import confusion_matrix\n\nnltk.download('stopwords')\n\ndf = pd.read_csv(\"IMDB Dataset.csv\")\n\ncdf = df.copy()",
   "outputs": [
    {
     "name": "stderr",
     "text": "[nltk_data] Downloading package stopwords to /root/nltk_data...\n[nltk_data]   Unzipping corpora/stopwords.zip.\n",
     "output_type": "stream"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "4d59bdadcf4045e4a9f4e68a6bee98b2",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "9a3b8d67",
    "execution_start": 1650723189239,
    "execution_millis": 127,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 354
   },
   "source": "cdf.describe()",
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 2,
     "data": {
      "application/vnd.deepnote.dataframe.v3+json": {
       "column_count": 2,
       "row_count": 4,
       "columns": [
        {
         "name": "review",
         "dtype": "object",
         "stats": {
          "unique_count": 4,
          "nan_count": 0,
          "categories": [
           {
            "name": "50000",
            "count": 1
           },
           {
            "name": "49582",
            "count": 1
           },
           {
            "name": "2 others",
            "count": 2
           }
          ]
         }
        },
        {
         "name": "sentiment",
         "dtype": "object",
         "stats": {
          "unique_count": 4,
          "nan_count": 0,
          "categories": [
           {
            "name": "50000",
            "count": 1
           },
           {
            "name": "2",
            "count": 1
           },
           {
            "name": "2 others",
            "count": 2
           }
          ]
         }
        },
        {
         "name": "_deepnote_index_column",
         "dtype": "object"
        }
       ],
       "rows": [
        {
         "review": "50000",
         "sentiment": "50000",
         "_deepnote_index_column": "count"
        },
        {
         "review": "49582",
         "sentiment": "2",
         "_deepnote_index_column": "unique"
        },
        {
         "review": "Loved today's show!!! It was a variety and not solely cooking (which would have been great too). Very stimulating and captivating, always keeping the viewer peeking around the corner to see what was coming up next. She is as down to earth and as personable as you get, like one of us which made the show all the more enjoyable. Special guests, who are friends as well made for a nice surprise too. Loved the 'first' theme and that the audience was invited to play along too. I must admit I was shocked to see her come in under her time limits on a few things, but she did it and by golly I'll be writing those recipes down. Saving time in the kitchen means more time with family. Those who haven't tuned in yet, find out what channel and the time, I assure you that you won't be disappointed.",
         "sentiment": "negative",
         "_deepnote_index_column": "top"
        },
        {
         "review": "5",
         "sentiment": "25000",
         "_deepnote_index_column": "freq"
        }
       ]
      },
      "text/plain": "                                                   review sentiment\ncount                                               50000     50000\nunique                                              49582         2\ntop     Loved today's show!!! It was a variety and not...  negative\nfreq                                                    5     25000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>review</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>50000</td>\n      <td>50000</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>49582</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>Loved today's show!!! It was a variety and not...</td>\n      <td>negative</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>5</td>\n      <td>25000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "0df9b2acf4a64a1caa3f0b27aa6541b4",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "891eb62b",
    "execution_start": 1650723189368,
    "execution_millis": 5,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 387
   },
   "source": "# functions to do the Cleaning \n\n\ndef rem_html(text):\n    return re.sub(\"<[^>]+>\",\" \", text)\n\ndef rem_url(text):\n    return re.sub(\"\\w+://\\S+\",\" \", text)\n\ndef rem_date(text):\n    return re.sub(\"([0-9]{2}-[0-9]{1,2}-[0-9]{4})|([0-9]{2}/[0-9]{1,2}/[0-9]{4})\",\" \",text)\n\ndef rem_specialChar(text):\n   return re.sub('[^a-zA-z0-9\\s]',\" \",text)\n\ndef lowerCase(text):\n    return(text.lower())\n    ",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "05a0914605364c02b068d6452cc8ec46",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "64206754",
    "execution_start": 1650723189377,
    "execution_millis": 59,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 369
   },
   "source": "#set stopwords to english\nstop=set(stopwords.words('english'))\nfrom nltk.tokenize import word_tokenize,sent_tokenize\nfrom nltk.tokenize.toktok import ToktokTokenizer\ntokenizer=ToktokTokenizer()\nstopword_list=nltk.corpus.stopwords.words('english')\n\n#removing the stopwords\ndef remove_stopwords(text, is_lower_case=False):\n    tokens = tokenizer.tokenize(text)\n    tokens = [token.strip() for token in tokens]\n    if is_lower_case:\n        filtered_tokens = [token for token in tokens if token not in stopword_list]\n    else:\n        filtered_tokens = [token for token in tokens if token.lower() not in stopword_list]\n    filtered_text = ' '.join(filtered_tokens)    \n    return filtered_text",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "2e4de4e53c2840a1b76a49b1e6cc04bc",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "bfb1a844",
    "execution_start": 1650723189436,
    "execution_millis": 1,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 135
   },
   "source": "def simple_stemmer(text):\n    ps=nltk.porter.PorterStemmer()\n    text= ' '.join([ps.stem(word) for word in text.split()])\n    return text",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "5453d2588e27443ca7391c8721297d48",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "ffc2773a",
    "execution_start": 1650723189437,
    "execution_millis": 187232,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 207
   },
   "source": "#Cleaning Apply function \ndf['review'] = df['review'].apply(rem_html)\ndf['review'] = df['review'].apply(rem_url)\ndf['review'] = df['review'].apply(rem_date)\ndf['review'] = df['review'].apply(remove_stopwords)\ndf['review'] = df['review'].apply(simple_stemmer)\ndf['review'] = df['review'].apply(rem_specialChar)\ndf['review'] = df['review'].apply(lowerCase)",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "4a71c4e2dafc4a37a4c08a3f5af6a525",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "4a118750",
    "execution_start": 1650723376674,
    "execution_millis": 3,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 214.1875,
    "deepnote_output_heights": [
     117.1875
    ]
   },
   "source": "df['review'].head()",
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 7,
     "data": {
      "text/plain": "0    one review mention watch 1 oz episod   hooked ...\n1    wonder littl production  film techniqu unassum...\n2    thought wonder way spend time hot summer weeke...\n3    basic   famili littl boy   jake   think   zomb...\n4    petter mattei     love time money   visual stu...\nName: review, dtype: object"
     },
     "metadata": {}
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "fd0052eced2c4520811b28c6e6d479a2",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "318a1834",
    "execution_start": 1650723376728,
    "execution_millis": 1468,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 392.796875
   },
   "source": "positivedf = df[df['sentiment'] == 'positive']#Positive Reviews\nnegativedf = df[df['sentiment'] == 'negative']#Negative Reviews\n\npositivejoin = Counter((\" \".join(positivedf['review']).split()))#Count Frequency of All words in the positive reviews\n\nprint(\"10 Most common positive words: \")\nprint(positivejoin.most_common(30))\n\n######################################\nnegativejoin = Counter((\" \".join(negativedf['review']).split()))#Count Frequency of All words in the negative reviews\n\nprint(\"10 Most common Negative words: \")\nprint(negativejoin.most_common(30))",
   "outputs": [
    {
     "name": "stdout",
     "text": "10 Most common positive words: \n[('film', 49891), ('movi', 38710), ('one', 27997), ('like', 20096), ('time', 15644), ('good', 15245), ('see', 14829), ('make', 13363), ('great', 13097), ('well', 13032), ('get', 12640), ('watch', 12634), ('stori', 12619), ('charact', 12572), ('love', 12270), ('show', 10884), ('also', 10793), ('realli', 10638), ('would', 10595), ('play', 9945), ('even', 9880), ('scene', 9447), ('first', 9235), ('much', 9201), ('end', 8807), ('way', 8689), ('best', 8520), ('think', 8442), ('go', 8270), ('peopl', 8267)]\n10 Most common Negative words: \n[('movi', 50344), ('film', 44101), ('one', 26866), ('like', 24159), ('make', 15686), ('even', 15405), ('get', 15208), ('good', 14915), ('bad', 14775), ('watch', 14651), ('time', 14596), ('would', 14007), ('charact', 13013), ('see', 12992), ('realli', 12137), ('look', 11676), ('scene', 10771), ('much', 10117), ('act', 9920), ('go', 9825), ('stori', 9738), ('could', 9299), ('end', 9258), ('thing', 9230), ('peopl', 8986), ('think', 8981), ('made', 8689), ('show', 8680), ('well', 8677), ('plot', 8623)]\n",
     "output_type": "stream"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "4dcef8f7ad244484be3bb9d23cac453f",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "3495281",
    "execution_start": 1650723378210,
    "execution_millis": 905,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 280
   },
   "source": "unpositive = set(\" \".join(positivedf['review']).split())\nprint(\"Unique Positive words:\")\nprint(len(unpositive))\n############################################\nunNegative = set(\" \".join(negativedf['review']).split())\nprint(\"Unique Negative words:\")\nprint(len(unNegative))",
   "outputs": [
    {
     "name": "stdout",
     "text": "Unique Positive words:\n64913\nUnique Negative words:\n62591\n",
     "output_type": "stream"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "330daa4eabe74386ac76606bc52fd159",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "2e808d71",
    "execution_start": 1650723379143,
    "execution_millis": 466,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 1240.1875,
    "deepnote_output_heights": [
     null,
     250,
     null,
     21.1875,
     250
    ]
   },
   "source": "# number of letters in \nnum_chr_pos = []\nnum_chr_neg = []\n# length of words in post\nfor i in positivedf['review']:\n    num_chr_pos.append(len(i))\nfor i in negativedf['review']:\n    num_chr_neg.append(len(i))\n\n#WORKING\n#print(num_chr_pos)\n#print(num_chr_neg)\n\nnum_chr_pos = sorted(num_chr_pos)\nnum_chr_neg = sorted(num_chr_neg)\n\n# print(num_chr_pos)\n# print(num_chr_neg)\nprint(\"this is for neg\")\nplt.plot(num_chr_neg)\nplt.show()\nprint(\"this is for pos\")\nplt.plot(num_chr_pos)\n\n\n\n",
   "outputs": [
    {
     "name": "stdout",
     "text": "this is for neg\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 381,
       "height": 248
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "text": "this is for pos\n",
     "output_type": "stream"
    },
    {
     "output_type": "execute_result",
     "execution_count": 10,
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f0918600a60>]"
     },
     "metadata": {}
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 381,
       "height": 248
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "c927cec943ee40f69724c5472228de57",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "8e3014d9",
    "execution_start": 1650723379622,
    "execution_millis": 880,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 1248.984375,
    "deepnote_output_heights": [
     null,
     250,
     21.1875,
     21.1875,
     250
    ]
   },
   "source": "# Number of words in the reviews \nnum_word_pos = []\nnum_word_neg = []\n# length of words in post\nfor i in positivedf['review']:\n    num_word_pos.append(len(i.split()))\nfor i in negativedf['review']:\n    num_word_neg.append(len(i.split()))\n\n\nprint(num_word_neg)\nprint(num_word_pos)\n\n\nnum_word_pos = sorted(num_word_pos)\nnum_word_neg = sorted(num_word_neg)\n\n# print(num_chr_pos)\n# print(num_chr_neg)\nprint(\"this is for neg\")\nplt.plot(num_word_neg)\nplt.show()\nprint(\"this is for pos\")\nplt.plot(num_word_pos,color=\"red\")\n",
   "outputs": [
    {
     "name": "stdout",
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     "output_type": "stream"
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    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 375,
       "height": 248
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "text": "this is for pos\n",
     "output_type": "stream"
    },
    {
     "output_type": "execute_result",
     "execution_count": 11,
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f09181b6bb0>]"
     },
     "metadata": {}
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 381,
       "height": 248
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "2b5064e55aae4f61a6df66541034448c",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "e4eba5a",
    "execution_start": 1650723380514,
    "execution_millis": 2573,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 1818.796875,
    "deepnote_output_heights": [
     null,
     250,
     250,
     250,
     250,
     250,
     250
    ]
   },
   "source": "#print(Counter(num_word_neg))\n#print(Counter(num_word_pos))\npos_most_words = dict(Counter(num_word_pos))\nneg_most_words = dict(Counter(num_word_neg))\n\nprint(list(pos_most_words.values()))\nprint(list(neg_most_words.keys()))\n\nnames = list(pos_most_words.keys())\nvalues = list(pos_most_words.values())\n\n#plt.figure(figsize=(90,40))\n\n#plt.plot(names, values)\n#plt.show()\nplt.bar(names, values)\nplt.show()\nplt.scatter(names, values)\nplt.show()\n\n\nnames = list(neg_most_words.keys())\nvalues = list(neg_most_words.values())\n\n\n\n#plt.plot(names, values,color=\"red\")\n#plt.show()\nplt.bar(names, values,color=\"red\")\nplt.show()\nplt.scatter(names, values,color=\"red\")\nplt.show()",
   "outputs": [
    {
     "name": "stdout",
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     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 375,
       "height": 248
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 375,
       "height": 248
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 375,
       "height": 248
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 375,
       "height": 248
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "1efd5917546c4567be7b47e5f2bd354d",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "b670f4cb",
    "execution_start": 1650723383084,
    "execution_millis": 9,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 428
   },
   "source": "# num_word_pos = []\n# num_word_neg = []\n#length of all\nprint(len(num_word_pos))\nprint(len(num_word_neg))\n# max length of words\nprint(num_word_pos[-1])\nprint(num_word_neg[-1])\n# # min length of words\nprint(num_word_pos[0])\nprint(num_word_neg[0])\n\n#print(pos_most_words)",
   "outputs": [
    {
     "name": "stdout",
     "text": "25000\n25000\n1453\n839\n6\n3\n",
     "output_type": "stream"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "57987b26463e4687b58990910d17e22a",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "179c1274",
    "execution_start": 1650723383099,
    "execution_millis": 9152112,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 225
   },
   "source": "def word_Cloud(df,max_words, dfname):\n    text = \" \".join(df['review'])\n    stop=set(stopwords.words('english'))\n    wordcloud = WordCloud(stopwords=stop, background_color=\"white\", max_words=max_words).generate(text)\n\n    plt.imshow(wordcloud, interpolation='bilinear')\n    plt.axis(\"off\")\n    plt.title(\"Most Common \" + str(max_words) + \" Words in the \" + dfname)\n    plt.show()",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "a95ca029aaeb4d9893a34911eaf65834",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "47887cd1",
    "execution_start": 1650723383146,
    "execution_millis": 39730,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 296,
    "deepnote_output_heights": [
     199
    ]
   },
   "source": "word_Cloud(df,50, \"Data Frame\")",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 349,
       "height": 197
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "b25a2160f7be4163b6931b0f677ee4a8",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "228c7d14",
    "execution_start": 1650723423844,
    "execution_millis": 20697,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 296,
    "deepnote_output_heights": [
     199
    ]
   },
   "source": "word_Cloud(positivedf,50, \"Positive Data Frame\")",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 349,
       "height": 197
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "e56f4c741f5940ccb4f2e14192971c9d",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "8826f190",
    "execution_start": 1650723444541,
    "execution_millis": 22091,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 296,
    "deepnote_output_heights": [
     199
    ]
   },
   "source": "word_Cloud(negativedf,50, \"Negative Data Frame\")",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 349,
       "height": 197
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "source": "########Train Test Split\nRAND_STATE = 476\ntest_size = 0.25\nidx_train, idx_test, y_train, y_test = train_test_split(df['review'], df['sentiment'], test_size=0.25, random_state=RAND_STATE)",
   "metadata": {
    "cell_id": "073e096fe1bb415da853bdd043df9405",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "576695bb",
    "execution_start": 1650723466627,
    "execution_millis": 0,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 135
   },
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "a2e4485ddf2d4a7f8dc901e449682fef",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "acd54a74",
    "execution_start": 1650723466695,
    "execution_millis": 5012,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 243
   },
   "source": "########Create Bag of Words\n#Count vectorizer for bag of words\ncv=CountVectorizer()\n\n#transformed train reviews\nbow_train=cv.fit_transform(idx_train)\n\n#transformed test reviews\nbow_test=cv.transform(idx_test)\n",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "658f548dfcce411ea6a3b5ba8e61ab68",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "d372ce3",
    "execution_start": 1650723471717,
    "execution_millis": 6223,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 225
   },
   "source": "#############Create the TFIDF\n#Tfidf vectorizer\ntv=TfidfVectorizer()\n\n#transformed train reviews\ntfidf_train=tv.fit_transform(idx_train)\n\n#transformed test reviews\ntfidf_test=tv.transform(idx_test)",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "source": "#Confusion Matrix\ndef conmat(y_test, y_pred):\n    #Generate the confusion matrix\n    cf_matrix = confusion_matrix(y_test, y_pred)\n\n    ax = sns.heatmap(cf_matrix, annot=True, cmap='Blues')\n\n    ax.set_title('Seaborn Confusion Matrix with labels\\n\\n');\n    ax.set_xlabel('\\nPredicted Values')\n    ax.set_ylabel('Actual Values ');\n\n    ## Ticket labels - List must be in alphabetical order\n    ax.xaxis.set_ticklabels(['False','True'])\n    ax.yaxis.set_ticklabels(['False','True'])\n\n    ## Display the visualization of the Confusion Matrix.\n    plt.show()",
   "metadata": {
    "cell_id": "57365e18f1844cd1a0ece2375f14956b",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "468dbe0",
    "execution_start": 1650723477951,
    "execution_millis": 0,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 369
   },
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "b4f1434f8c9b465ab6eee90e7d96dd8a",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "19200130",
    "execution_start": 1650723477964,
    "execution_millis": 815,
    "owner_user_id": "357397f4-f5fc-4709-ab5b-da2e9176f3c3",
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 769,
    "deepnote_output_heights": [
     null,
     322
    ]
   },
   "source": "#########MultiNomial NB With Bag of words\nclf = MultinomialNB()\n# fit the classifier on the X_train and y_train\nclf.fit(bow_train, y_train)\n#\ny_pred = clf.predict(bow_test)\n\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n    negative       0.87      0.85      0.86      6428\n    positive       0.84      0.86      0.85      6072\n\n    accuracy                           0.86     12500\n   macro avg       0.86      0.86      0.86     12500\nweighted avg       0.86      0.86      0.86     12500\n\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 372,
       "height": 320
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "7652e102a65244389598ddd47f3abbe4",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "b11292f",
    "execution_start": 1650723478788,
    "execution_millis": 28643,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 787,
    "deepnote_output_heights": [
     null,
     322
    ]
   },
   "source": "##############Logistic Regression With Bag of words \nclf = LogisticRegression(solver='lbfgs', max_iter=1000)\n\n\n# Q: fit\nclf.fit(bow_train,y_train)\n# Q: predict\ny_pred = clf.predict(bow_test)\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n    negative       0.88      0.89      0.88      6160\n    positive       0.89      0.88      0.88      6340\n\n    accuracy                           0.88     12500\n   macro avg       0.88      0.88      0.88     12500\nweighted avg       0.88      0.88      0.88     12500\n\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 372,
       "height": 320
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "c95309e0f4da43a9a3880608cd9d99c4",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "98132ac4",
    "execution_start": 1650723507195,
    "execution_millis": 770,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 769,
    "deepnote_output_heights": [
     null,
     322
    ]
   },
   "source": "#########MultiNomial NB With TFIDF\nclf = MultinomialNB()\n# fit the classifier on the X_train and y_train\nclf.fit(tfidf_train, y_train)\n#\ny_pred = clf.predict(tfidf_test)\n\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n    negative       0.87      0.86      0.86      6347\n    positive       0.86      0.87      0.86      6153\n\n    accuracy                           0.86     12500\n   macro avg       0.86      0.86      0.86     12500\nweighted avg       0.86      0.86      0.86     12500\n\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 372,
       "height": 320
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "ba08d10db07b4caaa46fc08b569c41ec",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "6cfe633d",
    "execution_start": 1650723507971,
    "execution_millis": 4767,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 787,
    "deepnote_output_heights": [
     null,
     322
    ]
   },
   "source": "##############Logistic Regression With TFIDF\nclf = LogisticRegression(solver='lbfgs', max_iter=1000)\n\n\n# Q: fit\nclf.fit(tfidf_train,y_train)\n# Q: predict\ny_pred = clf.predict(tfidf_test)\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n    negative       0.88      0.90      0.89      6080\n    positive       0.91      0.88      0.89      6420\n\n    accuracy                           0.89     12500\n   macro avg       0.89      0.89      0.89     12500\nweighted avg       0.89      0.89      0.89     12500\n\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 372,
       "height": 320
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "metadata": {
    "cell_id": "07d65dacab964808a397c4e8caf40e99",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "548e0c06",
    "execution_start": 1650723512739,
    "execution_millis": 35116,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 823,
    "deepnote_output_heights": [
     null,
     322
    ]
   },
   "source": "#from sklearn.naive_bayes import MultinomialNB\n\nknn = KNeighborsClassifier(n_neighbors=7)\n\n#clf = MultinomialNB()\n# fit the classifier on the X_train and y_train\nknn.fit(bow_train, y_train)\n#\ny_pred = knn.predict(bow_test)\n\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n    negative       0.70      0.62      0.66      7068\n    positive       0.57      0.66      0.61      5432\n\n    accuracy                           0.64     12500\n   macro avg       0.64      0.64      0.63     12500\nweighted avg       0.64      0.64      0.64     12500\n\n",
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light",
      "image/png": {
       "width": 373,
       "height": 320
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "source": "#from sklearn.naive_bayes import MultinomialNB\n\nknn = KNeighborsClassifier(n_neighbors=1000)\n\n#clf = MultinomialNB()\n# fit the classifier on the X_train and y_train\nknn.fit(bow_train, y_train)\n#\ny_pred = knn.predict(bow_test)\n\nprint(classification_report(y_pred, y_test))\nconmat(y_test, y_pred)",
   "metadata": {
    "cell_id": "496f499c7ac046b283d0bc5d942a4a9d",
    "tags": [],
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 264
   },
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "markdown",
   "source": "<a style='text-decoration:none;line-height:16px;display:flex;color:#5B5B62;padding:10px;justify-content:end;' href='https://deepnote.com?utm_source=created-in-deepnote-cell&projectId=e0cd0f83-f874-46b0-9204-10aa69dd4ce8' target=\"_blank\">\n<img alt='Created in deepnote.com' style='display:inline;max-height:16px;margin:0px;margin-right:7.5px;' src='data:image/svg+xml;base64,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' > </img>\nCreated in <span style='font-weight:600;margin-left:4px;'>Deepnote</span></a>",
   "metadata": {
    "tags": [],
    "created_in_deepnote_cell": true,
    "deepnote_cell_type": "markdown"
   }
  }
 ],
 "nbformat": 4,
 "nbformat_minor": 2,
 "metadata": {
  "orig_nbformat": 2,
  "deepnote": {
   "is_reactive": false
  },
  "deepnote_notebook_id": "f5c98dfa-7172-4092-bba8-2c07c147b1c4",
  "deepnote_execution_queue": []
 }
}