Assignment_3.ipynb

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      "name": "NLP_Assignment_3.ipynb",
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      "metadata": {
        "id": "zyJ25uz0kSaw"
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      "source": [
        "# Assignment 3 on Natural Language Processing\n",
        "\n",
        "## Date : 30th Sept, 2020\n",
        "\n",
        "### Instructor : Prof. Sudeshna Sarkar\n",
        "\n",
        "### Teaching Assistants : Alapan Kuila, Aniruddha Roy, Anusha Potnuru, Uppada Vishnu"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ao1nhg9RknmF"
      },
      "source": [
        "The central idea of this assignment is to use Naive Bayes classifier and LSTM based classifier and compare the models by accuracy on IMDB dataset.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ONM5Q4SCe9Mr"
      },
      "source": [
        "Please submit with outputs. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KpuXCcrT5UpN",
        "outputId": "995bd2e9-be6a-4b30-94a4-17c40241dc0c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "%cd /content/drive/My Drive/NLP"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
            "/content/drive/My Drive/NLP\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ElRkQElWUMjG"
      },
      "source": [
        "import re\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.model_selection import train_test_split\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "import keras\n",
        "from sklearn.metrics import classification_report"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fhHRim2AUm4z",
        "outputId": "59e16256-ca9f-4d3a-f26a-ce75be3356b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "#Load the IMDB dataset. You can load it using pandas as dataframe\n",
        "df = pd.read_csv('imdb.csv')\n",
        "df.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    }\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>0</th>\n",
              "      <td>One of the other reviewers has mentioned that ...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>A wonderful little production. &lt;br /&gt;&lt;br /&gt;The...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>I thought this was a wonderful way to spend ti...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Basically there's a family where a little boy ...</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Petter Mattei's \"Love in the Time of Money\" is...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              review sentiment\n",
              "0  One of the other reviewers has mentioned that ...  positive\n",
              "1  A wonderful little production. <br /><br />The...  positive\n",
              "2  I thought this was a wonderful way to spend ti...  positive\n",
              "3  Basically there's a family where a little boy ...  negative\n",
              "4  Petter Mattei's \"Love in the Time of Money\" is...  positive"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lK_Hn2f6VMP7"
      },
      "source": [
        "# Preprocessing\n",
        "PrePrecessing that needs to be done on lower cased corpus\n",
        "\n",
        "1. Remove html tags\n",
        "2. Remove URLS\n",
        "3. Remove non alphanumeric character\n",
        "4. Remove Stopwords\n",
        "5. Perform stemming and lemmatization\n",
        "\n",
        "You can use regex from re. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d5xh7YOp8p74",
        "outputId": "8ada140c-466c-4791-838a-ab1a7ec76380",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "import nltk\n",
        "nltk.download('stopwords')\n",
        "nltk.download('wordnet')"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
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          "metadata": {
            "tags": []
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          "execution_count": 4
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      ]
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    {
      "cell_type": "code",
      "metadata": {
        "id": "DyaSkfcvYGXk"
      },
      "source": [
        "# Print Statistics of Data like avg length of sentence , proposition of data w.r.t class labels\n",
        "import re\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "\n",
        "stop_words = set(stopwords.words(\"english\")) \n",
        "lemmatizer = WordNetLemmatizer()\n",
        "\n",
        "\n",
        "def process(sent):\n",
        "  sent = re.sub(r'<[^>]+>', '', sent)\n",
        "  sent = re.sub(r'((www\\.[^\\s]+)|(https?://[^\\s]+))|(@[^\\s]+)|[^\\w\\s]', '', sent)          \n",
        "  sent = re.sub(r'\\s+', ' ', sent)       \n",
        "  words = [lemmatizer.lemmatize(token) for token in sent.lower().split(\" \")]\n",
        "  words = [word for word in words if not word in stop_words]                \n",
        "  return ' '.join(words)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p7RUA1DoAeyC",
        "outputId": "5366690a-de87-484d-a0f3-3a0fd8d79acc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "df.loc[:, 'review'] = df.review.apply(lambda x : process(x))\n",
        "df.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        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>0</th>\n",
              "      <td>one reviewer ha mentioned watching 1 oz episod...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>wonderful little production filming technique ...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>thought wa wonderful way spend time hot summer...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>basically family little boy jake think zombie ...</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>petter matteis love time money visually stunni...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              review sentiment\n",
              "0  one reviewer ha mentioned watching 1 oz episod...  positive\n",
              "1  wonderful little production filming technique ...  positive\n",
              "2  thought wa wonderful way spend time hot summer...  positive\n",
              "3  basically family little boy jake think zombie ...  negative\n",
              "4  petter matteis love time money visually stunni...  positive"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FHcLkqxoJVCE"
      },
      "source": [
        "avg_len = df.review.apply(lambda x : len(x.split(' '))).mean()\n",
        "classes = {'positive' : df[df.iloc[:, 1]=='positive'].shape[0], \n",
        "           'negative' : df[df.iloc[:, 1]=='negative'].shape[0],\n",
        "           'total' : df.shape[0]}"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "29lmfomZL4pt",
        "outputId": "7c4d2094-1d7f-4806-a3f1-afef2eaee43b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "print(avg_len)\n",
        "print(classes)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "122.30742\n",
            "{'positive': 25000, 'negative': 25000, 'total': 50000}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_FkJ-e2pUwun"
      },
      "source": [
        "# Naive Bayes classifier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eVq-mN28U_J4"
      },
      "source": [
        "# get reviews column from df\n",
        "reviews = df['review'].tolist()\n",
        "\n",
        "# get labels column from df\n",
        "labels = df['sentiment'].tolist()"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ljo5NquhXTXr",
        "outputId": "cbdc6c62-afa0-4e47-d440-70ab3b04d918",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Use label encoder to encode labels. Convert to 0/1\n",
        "encoder = LabelEncoder()\n",
        "encoded_labels = encoder.fit_transform(labels)\n",
        "\n",
        "print(encoder.classes_)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['negative' 'positive']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wzG-C_EVWWET"
      },
      "source": [
        "# Split the data into train and test (80% - 20%). \n",
        "# Use stratify in train_test_split so that both train and test have similar ratio of positive and negative samples.\n",
        "\n",
        "train_sentences, test_sentences, train_labels, test_labels = train_test_split(reviews, encoded_labels, test_size=0.2, stratify=labels, random_state=42)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x42hL4ySQfhM",
        "outputId": "9ac8a0f5-236a-4065-d7ce-a094171201c8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "source": [
        "print(len(train_sentences))\n",
        "print(len(test_sentences))\n",
        "print(len([label for label in train_labels if label==0]))\n",
        "print(len([label for label in train_labels if label==1]))\n",
        "print(len([label for label in test_labels if label==0]))\n",
        "print(len([label for label in test_labels if label==1]))"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "40000\n",
            "10000\n",
            "20000\n",
            "20000\n",
            "5000\n",
            "5000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Bz1YdsSkiWCX"
      },
      "source": [
        "Here there are two approaches possible for building vocabulary for the naive Bayes.\n",
        "1. Take the whole data (train + test) to build the vocab. In this way while testing there is no word which will be out of vocabulary.\n",
        "2. Take the train data to build vocab. In this case, some words from the test set may not be in vocab and hence one needs to perform smoothing so that one the probability term is not zero.\n",
        " \n",
        "You are supposed to go by the 2nd approach.\n",
        " \n",
        "Also building vocab by taking all words in the train set is memory intensive, hence you are required to build vocab by choosing the top 2000 - 3000 frequent words in the training corpus.\n",
        "\n",
        "> $ P(x_i | w_j) = \\frac{ N_{x_i,w_j}\\, +\\, \\alpha }{ N_{w_j}\\, +\\, \\alpha*d} $\n",
        "\n",
        "\n",
        "$N_{x_i,w_j}$ : Number of times feature $x_i$ appears in samples of class $w_j$\n",
        "\n",
        "$N_{w_j}$ : Total count of features in class $w_j$\n",
        "\n",
        "$\\alpha$ : Parameter for additive smoothing. Here consider $\\alpha$ = 1\n",
        "\n",
        "$d$ : Dimentionality of the feature vector  $x = [x_1,x_2,...,x_d]$. In our case its the vocab size.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1cllNfGmUr77",
        "outputId": "d6716245-a337-44c0-e9aa-9875d10829ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "# Use Count vectorizer to get frequency of the words\n",
        "\n",
        "# max_features parameter : If not None, build a vocabulary that only consider the top max_features ordered by term frequency across the corpus.\n",
        "vec = CountVectorizer(max_features = 3000)\n",
        "X_train = vec.fit_transform(train_sentences)\n",
        "\n",
        "train_vocab = vec.get_feature_names()\n",
        "print(train_vocab)\n",
        "len(train_vocab)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['10', '100', '1010', '11', '12', '13', '14', '15', '18', '1930s', '1950s', '1960s', '1970s', '1980s', '20', '2001', '2005', '2006', '20th', '25', '30', '40', '45', '50', '60', '70', '710', '80', '810', '90', 'abandoned', 'ability', 'able', 'absolute', 'absolutely', 'absurd', 'abuse', 'academy', 'accent', 'accept', 'accepted', 'accident', 'accidentally', 'according', 'account', 'accurate', 'achieve', 'achieved', 'achievement', 'across', 'act', 'acted', 'acting', 'action', 'activity', 'actor', 'actress', 'actual', 'actually', 'ad', 'adam', 'adaptation', 'adapted', 'add', 'added', 'adding', 'addition', 'admit', 'adult', 'advance', 'advantage', 'adventure', 'advice', 'affair', 'affect', 'afraid', 'africa', 'african', 'afternoon', 'age', 'aged', 'agent', 'ago', 'agree', 'ahead', 'aid', 'aint', 'air', 'aired', 'airplane', 'aka', 'al', 'ala', 'alan', 'albeit', 'albert', 'alex', 'alice', 'alien', 'alive', 'allen', 'allow', 'allowed', 'allows', 'almost', 'alone', 'along', 'already', 'alright', 'also', 'although', 'always', 'amateur', 'amateurish', 'amazed', 'amazing', 'amazingly', 'america', 'american', 'among', 'amongst', 'amount', 'amusing', 'ancient', 'anderson', 'andor', 'andrew', 'andy', 'angel', 'anger', 'angle', 'angry', 'animal', 'animated', 'animation', 'anime', 'ann', 'anna', 'anne', 'annoying', 'another', 'answer', 'anthony', 'anybody', 'anymore', 'anyone', 'anything', 'anyway', 'anywhere', 'apart', 'apartment', 'ape', 'apparent', 'apparently', 'appeal', 'appealing', 'appear', 'appearance', 'appeared', 'appearing', 'appears', 'appreciate', 'appreciated', 'approach', 'appropriate', 'area', 'arent', 'argument', 'arm', 'army', 'arnold', 'around', 'arrives', 'art', 'arthur', 'artist', 'artistic', 'ashamed', 'asian', 'aside', 'ask', 'asked', 'asking', 'asks', 'asleep', 'aspect', 'assassin', 'assistant', 'assume', 'atmosphere', 'atrocious', 'attack', 'attacked', 'attempt', 'attempted', 'attempting', 'attention', 'attitude', 'attraction', 'attractive', 'audience', 'aunt', 'australia', 'australian', 'authentic', 'author', 'authority', 'available', 'average', 'avoid', 'award', 'aware', 'away', 'awesome', 'awful', 'awkward', 'baby', 'back', 'backdrop', 'background', 'bad', 'badly', 'bag', 'balance', 'ball', 'band', 'bank', 'bar', 'barbara', 'barely', 'barry', 'base', 'baseball', 'based', 'basement', 'basic', 'basically', 'basis', 'bat', 'batman', 'battle', 'bbc', 'beach', 'bear', 'beast', 'beat', 'beating', 'beautiful', 'beautifully', 'beauty', 'became', 'become', 'becomes', 'becoming', 'bed', 'beer', 'began', 'begin', 'beginning', 'behavior', 'behind', 'belief', 'believable', 'believe', 'believed', 'belongs', 'beloved', 'ben', 'benefit', 'bergman', 'besides', 'best', 'bet', 'better', 'betty', 'beyond', 'big', 'bigger', 'biggest', 'bill', 'billy', 'bird', 'birth', 'birthday', 'bit', 'bitter', 'bizarre', 'black', 'blade', 'blah', 'blair', 'blame', 'bland', 'blend', 'blind', 'blockbuster', 'blonde', 'blood', 'bloody', 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'structure', 'struggle', 'struggling', 'stuck', 'student', 'studio', 'study', 'stuff', 'stunning', 'stunt', 'stupid', 'stupidity', 'style', 'stylish', 'subject', 'subplot', 'subplots', 'substance', 'subtitle', 'subtle', 'subtlety', 'succeed', 'succeeds', 'success', 'successful', 'successfully', 'suck', 'sucked', 'sudden', 'suddenly', 'suffer', 'suffered', 'suffering', 'suffers', 'suggest', 'suggests', 'suicide', 'suit', 'sum', 'summary', 'summer', 'sun', 'sunday', 'super', 'superb', 'superior', 'superman', 'supernatural', 'support', 'supporting', 'suppose', 'supposed', 'supposedly', 'sure', 'surely', 'surface', 'surprise', 'surprised', 'surprising', 'surprisingly', 'surreal', 'surrounding', 'survive', 'survivor', 'susan', 'suspect', 'suspense', 'suspenseful', 'sutherland', 'sweet', 'switch', 'sword', 'sympathetic', 'sympathy', 'system', 'table', 'take', 'taken', 'taking', 'tale', 'talent', 'talented', 'talk', 'talking', 'tape', 'tarantino', 'target', 'tarzan', 'task', 'taste', 'taylor', 'teach', 'teacher', 'team', 'tear', 'technical', 'technically', 'technique', 'technology', 'ted', 'tedious', 'teen', 'teenage', 'teenager', 'teeth', 'television', 'tell', 'telling', 'ten', 'tend', 'tense', 'tension', 'term', 'terrible', 'terribly', 'terrific', 'terror', 'terrorist', 'test', 'texas', 'text', 'thank', 'thankfully', 'thanks', 'thats', 'theater', 'theatre', 'theatrical', 'theme', 'theory', 'therefore', 'theyd', 'theyre', 'theyve', 'thief', 'thin', 'thing', 'think', 'thinking', 'third', 'thirty', 'thomas', 'thoroughly', 'though', 'thought', 'thousand', 'threat', 'three', 'thrill', 'thriller', 'thrilling', 'throughout', 'throw', 'throwing', 'thrown', 'thumb', 'thus', 'ticket', 'tie', 'tight', 'till', 'tim', 'time', 'timing', 'tiny', 'tired', 'title', 'today', 'together', 'toilet', 'told', 'tom', 'tommy', 'ton', 'tone', 'tony', 'took', 'top', 'topic', 'torn', 'torture', 'total', 'totally', 'touch', 'touched', 'touching', 'tough', 'tour', 'toward', 'towards', 'town', 'toy', 'track', 'tradition', 'traditional', 'tragedy', 'tragic', 'trailer', 'train', 'training', 'trap', 'trapped', 'trash', 'travel', 'treasure', 'treat', 'treated', 'treatment', 'tree', 'trek', 'trial', 'tribute', 'trick', 'tried', 'trilogy', 'trip', 'trouble', 'troubled', 'truck', 'true', 'truly', 'trust', 'truth', 'try', 'trying', 'tune', 'turkey', 'turn', 'turned', 'turning', 'tv', 'twenty', 'twice', 'twin', 'twist', 'twisted', 'two', 'type', 'typical', 'ugly', 'uk', 'ultimate', 'ultimately', 'unable', 'unbelievable', 'uncle', 'uncomfortable', 'unconvincing', 'underground', 'underrated', 'understand', 'understanding', 'understood', 'unexpected', 'unforgettable', 'unfortunate', 'unfortunately', 'unfunny', 'uninteresting', 'union', 'unique', 'united', 'universal', 'universe', 'unknown', 'unless', 'unlike', 'unlikely', 'unnecessary', 'unrealistic', 'unusual', 'upon', 'upset', 'urban', 'us', 'usa', 'use', 'used', 'useless', 'user', 'using', 'usual', 'usually', 'utter', 'utterly', 'vacation', 'value', 'vampire', 'van', 'variety', 'various', 'vega', 'vehicle', 'version', 'veteran', 'vhs', 'via', 'victim', 'victor', 'victoria', 'video', 'vietnam', 'view', 'viewed', 'viewer', 'viewing', 'village', 'villain', 'vincent', 'violence', 'violent', 'virgin', 'virtually', 'vision', 'visit', 'visual', 'visually', 'visuals', 'voice', 'von', 'vote', 'wa', 'wait', 'waiting', 'wake', 'walk', 'walked', 'walker', 'walking', 'wall', 'walter', 'wanna', 'want', 'wanted', 'wanting', 'war', 'ward', 'warm', 'warn', 'warned', 'warner', 'warning', 'warrior', 'washington', 'wasnt', 'waste', 'wasted', 'wasting', 'watch', 'watchable', 'watched', 'watching', 'water', 'wave', 'way', 'wayne', 'weak', 'weakness', 'wealthy', 'weapon', 'wear', 'wearing', 'wedding', 'week', 'weekend', 'weight', 'weird', 'welcome', 'well', 'welles', 'went', 'werent', 'werewolf', 'west', 'western', 'weve', 'whatever', 'whats', 'whatsoever', 'whenever', 'whereas', 'whether', 'whilst', 'white', 'whoever', 'whole', 'whose', 'wide', 'wife', 'wild', 'william', 'williams', 'willing', 'wilson', 'win', 'wind', 'window', 'wing', 'winner', 'winning', 'winter', 'wise', 'wish', 'wit', 'witch', 'within', 'without', 'witness', 'witty', 'wolf', 'woman', 'wonder', 'wonderful', 'wonderfully', 'wondering', 'wont', 'wood', 'wooden', 'woody', 'word', 'work', 'worked', 'worker', 'working', 'world', 'worry', 'worse', 'worst', 'worth', 'worthwhile', 'worthy', 'would', 'wouldnt', 'wouldve', 'wound', 'wow', 'write', 'writer', 'writerdirector', 'writing', 'written', 'wrong', 'wrote', 'wwii', 'yeah', 'year', 'yes', 'yet', 'york', 'youd', 'youll', 'young', 'younger', 'youre', 'youth', 'youve', 'zero', 'zombie', 'zone']\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qzRvPjWaWUnm",
        "outputId": "c00a0dd0-a310-4910-8773-dbb090a664f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "# Use laplace smoothing for words in test set not present in vocab of train set\n",
        "vec_test = CountVectorizer()\n",
        "X_test = vec_test.fit_transform(test_sentences)\n",
        "\n",
        "test_vocab = vec_test.get_feature_names()\n",
        "print(test_vocab)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['00', '000', '000001', '001', '0010', '002', '007', '00s', '01', '010', '0101', '010707', '010objectionable', '010overall', '0110', '012310', '0126', '02', '039', '048', '05', '0510', '053105', '06', '07', '075', '081006', '09since', '0f', '0ne', '0when', '10', '100', '1000', '10000', '100000', '1000000', '10005000', '1000word', '1001', '100200', '100f', '100hell', '100kin', '100mins', '100percent', '100th', '100thgrade', '100year', '101', '1010', '1010my', '1010overall', '1010s', '1010seek', '1010the', '1011', '1014', '1015', '101503', '101add', '101end', '101not', '101st', '102', '1020', '1025', '102955', '103', '1030', '1035', '104', '105', '105lbs', '105min', '106', '107', '108', '109', '1095', '10acting', '10after', '10bad', '10but', '10dirmichael', '10dirmick', '10dirstefan', '10dirsteve', '10dont', '10fans', '10go', '10great', '10hour', '10i', '10if', '10it', '10just', '10min', '10minutes', '10movie', '10no', '10not', '10note', '10of10', '10one', '10pm', '10th', '10the', '10thlevel', '10times', '10x', '10year', '10yearlater', '10yearold', '10yearolds', '10yr', '11', '110', '11000', '11001001', '110anyways', '110get', '110minute', '110th', '111', '1110', '1111', '1112009', '112', '112291', '113', '113min', '115', '1150', '115am', '116', '11673', '116th', '117', '119', '1192they', '11th', '11yearold', '12', '120', '1200', '12000', '12000000', '1200000000000', '12007', '1200f', '1200pm', '120kmph', '12134', '1214', '121444', '1215', '1216', '122', '12242009', '12262008', '123', '1230pm', '123105', '1249', '125', '125150', '12638', '1272002', '128', '12a', '12hour', '12hours', '12inch', '12its', '12lb', '12man', '12others', '12out', '12pack', '12ps', '12th', '12thrate', '12thrateat', '12warning', '12year', '12yearold', '12yrold', '13', '130', '1300', '13000', '130000', '131', '1314', '1331', '1331sound', '1335is', '135', '136', '138', '13848', '139', '13id', '13inch', '13it', '13itching', '13keats', '13part', '13th', '13thwhats', '13year', '14', '140', '1400', '14000000', '1408', '140am', '140hp', '140minute', '141', '1415', '1417', '143', '1453', '1454', '146', '149', '1490s', '14a', '14i', '14th', '14year', '14yearold', '14yrold', '15', '150', '15000', '150000', '1500000', '1500b', '150k', '151', '1510', '1517', '152', '1520', '153', '1530', '1532', '154', '155ºf', '15h', '15minute', '15minutes', '15the', '15year', '15yearold', '15yearolds', '15years', '16', '160', '1600s', '160lbs', '160page', '161', '1611', '1617', '1621', '163000', '165m', '1660s', '168', '1692', '16ieme', '16mm', '16rated', '16th', '16thcentury', '16year', '16yearold', '16ème', '16éme', '17', '170', '1700', '1700s', '170209', '1709', '1718', '172003', '175', '1776', '1781', '1789', '1794', '179495', '17minute', '17th', '17year', '17yearold', '18', '180', '1800hrs', '1800mph', '1800s', '1812', '1814', '1817', '1820', '1821this', '1824', '1829', '183', '1832', '1835', '1836', '1837', '18371898', '1840', '1840s', '1841', '1846', '1849', '1850', '1850s', '1851', '1852', '1853', '1859', '18601909', '1860s', '1861', '1862', '1864', '1867', '1869', '187', '1870', '1871', '1875as', '1880', '1882critics', '1887', '1888', '1890s', '1890sthe', '1892', '1894', '1894loie', '1895', '1896', '18961982', '1897', '1898', '1899', '18a', '18th', '18th19th', '18yearold', '18yearolds', '19', '1900', '1900s', '1901', '1902', '1903', '1904', '1907', '1910', '1910s', '1911', '1912', '1912the', '1913', '1914', '1915', '1916', '1917', '1918', '1918james', '1919', '1920', '19201939', '1920helping', '1920s', '1921', '1922', '1923', '1924', '1925', '1926', '1927', '1927s', '1928', '1928now', '1928the', '1929', '192988', '1929s', '1930', '1930and', '1930s', '1930shitchcocks', '1931', '1932', '19323', '1932pack', '1933', '1934', '1935', '1935s', '1936', '19361939', '19361959', '1937', '1937s', '1938', '1938at', '1939', '19391940', '1939its', '1939now', '1940', '19402001', '1940s', '1940s1950sranging', '1940sas', '1940the', '1941', '19411945', '19411991', '1941donna', '1941s', '1941typically', '1942', '1942era', '1942s', '1942the', '1943', '1943encounting', '1944', '1945', '1945the', '1946', '194648', '194666', '1946if', '1946scene', '1947', '19471948', '194720th', '1947a', '1947it', '1947s', '1948', '1948s', '1949', '194950', '1949nyt', '1949s', '1949she', '195', '1950', '1950all', '1950ies', '1950s', '1950s1980s', '1950sa', '1950sdont', '1950where', '1951', '1952', '1953', '1954', '1955', '195519561957', '195564', '1955and', '1955s', '1956', '1956s', '1956title', '1957', '1957s', '1958', '1958stands', '1959', '19591973', '1959s', '1959the', '1960', '1960s', '1960si', '1960sthere', '1960there', '1961', '1961s', '1962', '1963', '1964', '196468', '1965', '1966', '19661968', '1967', '19671973', '1967it', '1967s', '1967wouldnt', '1968', '19681988', '196869', '196888', '1968much', '1969', '196970', '1969the', '1970', '1970ish', '1970s', '1970s1990s', '1970s80s', '1970sand', '1970si', '1970speriod', '1971', '1971yes', '1972', '1972deliverance', '1972vincent', '1973', '1973s', '1974', '19745', '1974hoping', '1974overall', '1974s', '1975', '19751979', '1975as', '1976', '19761979', '19761984', '1976im', '1976s', '1977', '19771981', '197719822', '1977s', '1978', '197880', '1978the', '1979', '197919982005', '19796', '1979jane', '1979s', '198', '1980', '19801984', '1980a', '1980also', '1980s', '1980sat', '1980scallan', '1980sdr', '1981', '1981and', '1981s', '1981the', '1982', '198283', '1982et', '1982s', '1982those', '1983', '1983nice', '1983s', '1983smithapatel', '1984', '19841985', '19841985that', '1984while', '1985', '1985this', '1986', '19863221', '1986s', '1987', '1987once', '1987s', '1988', '198889', '1988on', '1989', '198990', '1989s', '1989the', '198os', '199', '1990', '1990ies', '1990if', '1990really', '1990s', '1990solo', '1991', '1991finally', '1991offside', '1991s', '1992', '19921993', '199293', '1992or', '1993', '1993it', '1994', '1994munchie', '1994s', '1995', '1995s', '1995the', '1996', '19961997', '1996behind', '1996s', '1996the', '1997', '1997and', '1997both', '1997natali', '1997s', '1998', '1999', '1999410', '1999999', '1999s', '19besides', '19sep2009', '19th', '19thearly', '19yearold', '19zkkeonjpo', '1and', '1carole', '1dimensional', '1does', '1grade', '1h', '1h53', '1hour', '1hr', '1i', '1in', '1its', '1laughed', '1m', '1million', '1monsoon', '1nearly', '1night', '1now', '1philbin', '1production', '1prom', '1ps', '1rating', '1st', '1star', '1store', '1story', '1the', '1this', '1½', '20', '200', '2000', '20000', '200000', '20000000', '200001', '2000ad', '2000an', '2000anywayz', '2000dracula', '2000s', '2001', '20012003', '2001and', '2001before', '2001implausible', '2001s', '2001the', '2001tips', '2002', '20022006', '2003', '2003she', '2003that', '2004', '2004coincidence', '2004is', '2004you', '2005', '20052006', '2005for', '2005the', '2006', '2006one', '2006s', '2006this', '2006was', '2007', '2007after', '2007an', '2007romuald', '2007s', '2007this', '2007until', '2008', '2009', '200ft', '200pm', '2010', '2012', '2013', '2020', '2022', '2025', '2028', '2030', '2035ive', '2036', '2046', '2050the', '2054', '206', '2060', '20inch', '20mins', '20minute', '20mm', '20something', '20somethings', '20th', '20thcentury', '20year', '20yearold', '20yrs', '21', '210', '2109', '210cheesiness', '210rating', '2112', '2122', '2136', '21it', '21st', '21stcentury', '22', '2200', '221', '2210', '2211930', '222', '2223', '223', '225', '22d', '22minute', '22nd', '22orso', '22yearold', '23', '230', '230109', '230am', '230lbs', '2339', '2351', '236', '237', '237pm', '23d', '23i', '23rd', '23rds', '23the', '24', '240', '2425', '247', '24carat', '24hours', '25', '250', '2500', '25000', '250000', '2505', '2525', '255', '25m', '25mins', '25th', '25this', '25writers', '25wwf', '25yearoldlooking', '26', '2600', '2642', '26th', '27', '27850', '27can', '27minute', '27year', '28', '2808', '28th', '28yearold', '29', '29i', '29th', '2akshay', '2am', '2and', '2anyone', '2anyway', '2carrie', '2cvs', '2d', '2days', '2dimensional', '2disc', '2disk', '2dont', '2dvd', '2h', '2harrison', '2hour', '2hourplus', '2hours', '2hrs', '2i', '2it', '2its', '2johnny', '2laughed', '2lets', '2min', '2nd', '2ndit', '2ndlead', '2ndrate', '2one', '2pacdrdre', '2part', '2party', '2pm', '2poor', '2screen', '2should', '2sided', '2so', '2superbabiesoh', '2the', '2under', '2x', '30', '300', '3000', '30000', '300000000', '3000lb', '300am', '300lb', '300lbs', '300mln', '300watt', '3040', '3040mins', '3040mph', '308', '30amitabhs', '30foot', '30i', '30k', '30min', '30minute', '30s40sbond2a', '30sif', '30th', '30yearscircle', '31', '310', '31006', '310another', '310rated', '310those', '31506', '316', '317', '31982', '32', '322', '325', '32972', '32nd', '32yearoldmommy', '33', '330', '3333', '34', '3462i', '347', '34s', '34second', '34th', '34x', '35', '350', '351', '3510', '3540', '355', '35511', '357', '35mm', '36', '360', '36000', '36th', '37', '3714', '379', '38', '381', '3849', '38th', '39', '393', '3940', '395', '399', '399release', '3a', '3am', '3broken', '3d', '3day', '3dcgi', '3digit', '3dimensionality', '3dimensions', '3discer', '3does', '3hastings', '3hour', '3i', '3iron', '3k', '3m', '3p0', '3part', '3rd', '3rdrate', '3rds', '3scream', '3shiria', '3strip', '3surf', '3th', '3thats', '3the', '3there', '3way', '3which', '3without', '3x', '3x5', '3yearold', '3yrs', '40', '400', '4000', '40000', '400000', '4000000', '4000odd', '400worder', '4048', '405', '4050', '4060', '40ish', '40its', '40mins', '40odd', '40orso', '40page', '40plus', '40s50s', '40something', '40somethings', '40th', '41', '410', '410a', '410rated', '410so', '4110', '413', '42', '420', '4201934', '4206', '422', '42800', '4282002', '42837', '42851', '4292007', '42nd', '42why', '43', '430', '4310', '44', '4400', '4410', '45', '450', '4500', '45000', '450000', '4510', '455', '4550', '45510', '4553', '4558', '45caliber', '45kills', '45minin', '45mins', '45minute', '45s', '45year', '46', '461', 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'writeractor', 'writerartist', 'writercritic', 'writerdirector', 'writerdirectorluke', 'writerdirectorproducer', 'writerdirectorproducerchefbabysitterwalmart', 'writerdirectorproducerlead', 'writerdirectorproducerstar', 'writerdirectors', 'writerdirectorstaror', 'writerif', 'writernarrator', 'writernarrators', 'writerphilosopher', 'writerproducerto', 'writers210', 'writersa', 'writersall', 'writerscould', 'writershack', 'writersproducers', 'writerumney', 'writerumneys', 'writes', 'writesi', 'writeup', 'writhe', 'writhing', 'writing', 'writing3', 'writing8', 'writingdirecting', 'writingdirectingproducing', 'writingno', 'writingperiodit', 'writingplot', 'writingreferences', 'writingstewie', 'writingthrowing', 'writingwell', 'writingwhat', 'written', 'writtenas', 'writtendirectedfilmededited', 'writtenferrell', 'writteni', 'writtenmaking', 'writtenonthefly', 'writtenthe', 'writtenthis', 'writter', 'writthis', 'wrong', 'wrong5', 'wronga', 'wrongall', 'wrongand', 'wrongbasically', 'wrongbastille', 'wrongbut', 'wrongdoer', 'wrongdoing', 'wronged', 'wrongedalso', 'wrongeverything', 'wrongexamples', 'wrongfirst', 'wrongful', 'wrongfully', 'wronggiven', 'wrongheaded', 'wrongheadedness', 'wrongi', 'wrongim', 'wrongit', 'wrongly', 'wrongnow', 'wrongshame', 'wrongsighs', 'wrongsubspecies', 'wrongthe', 'wrongthere', 'wrongthis', 'wrongvery', 'wrongwell', 'wrongwhen', 'wrongwhile', 'wrongwho', 'wrongwith', 'wrote', 'wrotedirected', 'wrotein', 'wrotesigh', 'wrought', 'wrung', 'wry', 'wsarnoit', 'wsparrow', 'wtc', 'wtc2', 'wtf', 'wtfmr', 'wth', 'wtn', 'wttw', 'wu', 'wubc', 'wudy', 'wufei', 'wuhan', 'wuheva', 'wuhl', 'wuhrer', 'wunderbar', 'wunderkind', 'wurtzel', 'wushu', 'wuss', 'wussy', 'wust', 'wutang', 'wuthering', 'wuxia', 'wv', 'ww', 'ww1', 'ww11', 'ww2', 'wwe', 'wwef', 'wwes', 'wwf', 'wwhitney', 'wwi', 'wwii', 'wwiia', 'wwiiera', 'wwiijust', 'wwiino', 'wwiiperhaps', 'wwiiremarkably', 'wwiistyle', 'wwith', 'wwwaaaaayyyyy', 'wyat', 'wyatt', 'wyden', 'wylde', 'wyle', 'wyler', 'wyman', 'wymark', 'wyndham', 'wynes', 'wynn', 'wynnand', 'wynncaroline', 'wynndr', 'wynns', 'wynorski', 'wynorskis', 'wyoming', 'xamount', 'xanadu', 'xander', 'xaverl', 'xavier', 'xback', 'xbox', 'xd', 'xena', 'xenia', 'xenomorphs', 'xenophobes', 'xenophobesexisthomophobe', 'xenophobic', 'xer', 'xerox', 'xers', 'xfileish', 'xfiles', 'xfilesprevious', 'xgeneration', 'xgirlfriend', 'xi', 'xian', 'xiao', 'xiaofeng', 'xica', 'ximenes', 'xiv', 'xixth', 'xizao', 'xlr', 'xm', 'xmas', 'xmasthere', 'xmen', 'xp', 'xpbut', 'xperiment', 'xpw', 'xrated', 'xray', 'xrays', 'xseries', 'xtian', 'xtianity', 'xtians', 'xu', 'xvi', 'xvid', 'xvii', 'xx', 'xxth', 'xxx', 'xxxxxx', 'xylophonist', 'xyz', 'y12', 'ya', 'yaaaybut', 'yaarana1995', 'yaaranastrangely', 'yacht', 'yachting', 'yada', 'yadav', 'yadda', 'yaffa', 'yagers', 'yagher', 'yagyu', 'yah', 'yahoo', 'yahoodvd', 'yahoosthe', 'yahungs', 'yaint', 'yak', 'yaka', 'yakima', 'yakitate', 'yakkel', 'yakusho', 'yakuza', 'yale', 'yall', 'yalli', 'yallthe', 'yamaguchi', 'yamamoto', 'yami', 'yamis', 'yammacraux', 'yammering', 'yan', 'yang', 'yangchun', 'yangon', 'yangstze', 'yank', 'yanked', 'yankee', 'yanking', 'yankovich', 'yanne', 'yanomano', 'yanquis', 'yaphet', 'yapping', 'yaqui', 'yar', 'yard', 'yardbird', 'yardley', 'yardleyelizabeth', 'yardstick', 'yarmouth', 'yarmulke', 'yarn', 'yas', 'yasbeck', 'yash', 'yashpal', 'yashraj', 'yasmin', 'yasnaya', 'yasser', 'yasuhara', 'yasujiro', 'yasuko', 'yasukos', 'yasumi', 'yates', 'yatsen', 'yawahada', 'yawn', 'yawned', 'yawner', 'yawnfest', 'yawninducing', 'yawning', 'yawninspired', 'yawnnot', 'yawnpay', 'yawnsalmost', 'yawnthe', 'yawntheres', 'yawnworthy', 'yay', 'yayand', 'yaythis', 'yc', 'ye', 'yea', 'yeah', 'yeahbut', 'yeahextra', 'yeahhey', 'yeahits', 'yeahthat', 'yeahthe', 'yeahthis', 'yeahwe', 'yeahyeah', 'year', 'yearanyway', 'yearas', 'yearbarbara', 'yearbook', 'yeardeliberately', 'yeardespite', 'yeardevdas', 'yearfor', 'yearhe', 'yeari', 'yearin', 'yearit', 'yeark911', 'yearkazan', 'yearlet', 'yearlong', 'yearly', 'yearmarcel', 'yearmaybe', 'yearn', 'yearned', 'yearning', 'yearningdo', 'yearns', 'yearold', 'yearolds', 'yearparkey', 'years1972s', 'yearsall', 'yearsand', 'yearsanyway', 'yearsbetter', 'yearsbut', 'yearsby', 'yearschris', 'yearsdisappears', 'yearsdonald', 'yearsdying', 'yearsemily', 'yearsexcellent', 'yearsfaith', 'yearsfor', 'yearshere', 'yearsi', 'yearsif', 'yearsin', 'yearsit', 'yearslike', 'yearslived', 'yearslong', 'yearsmoviemanmenzels', 'yearsno', 'yearsold', 'yearson', 'yearsperhaps', 'yearssome', 'yearsstowe', 'yearsthe', 'yearsthey', 'yearsthis', 'yearsthree', 'yearstoxic', 'yearstwo', 'yearswell', 'yearswhat', 'yearswhich', 'yearsyou', 'yearthe', 'yearthere', 'yearthey', 'yearthis', 'yearwhat', 'yearwith', 'yeats', 'yeaworth', 'yecch', 'yechthey', 'yeeeaaah', 'yeeeeaaaaahhhhhhhhh', 'yeeeecchh', 'yeesh', 'yeh', 'yeiksto', 'yelchin', 'yelena', 'yell', 'yelled', 'yeller', 'yelli', 'yellif', 'yelling', 'yellinggee', 'yello', 'yellow', 'yelloweyed', 'yellowing', 'yellowishorange', 'yellowshirted', 'yellowsuited', 'yelnats', 'yelp', 'yelping', 'yeltsin', 'yemen', 'yen', 'yentl', 'yentlanschel', 'yeon', 'yeons', 'yep', 'yepits', 'yepthey', 'yepthis', 'yer', 'yes', 'yesand', 'yesbut', 'yesby', 'yesi', 'yesilcam', 'yesmadam', 'yesmamenevershe', 'yesone', 'yesser', 'yester', 'yesterday', 'yesteryear', 'yesthen', 'yesthey', 'yesto', 'yet', 'yetabout', 'yetbut', 'yethoping', 'yeti', 'yetif', 'yetin', 'yetit', 'yetmore', 'yetnot', 'yetthe', 'yetthough', 'yettrust', 'yetwasnt', 'yetwhats', 'yetyoud', 'yeung', 'yeungs', 'yevgeni', 'yi', 'yiannis', 'yiddish', 'yield', 'yielding', 'yigal', 'yihathen', 'yikes', 'yikes110', 'yilmaz', 'yimou', 'yin', 'ying', 'yiong', 'yipe', 'yipee', 'yipes', 'yippies', 'yknow', 'ymca', 'yngwie', 'yo', 'yoakam', 'yob', 'yochi', 'yoda', 'yodas', 'yodaspeak', 'yodelling', 'yog', 'yoga', 'yogi', 'yograj', 'yohn', 'yoitll', 'yojimbo', 'yokai', 'yoke', 'yokel', 'yokhai', 'yoko', 'yolanda', 'yolk', 'yolonda', 'yomadas', 'yomuri', 'yon', 'yonekura', 'yong', 'yonica', 'yoon', 'yoonhee', 'yootha', 'yore', 'yorgavampire', 'yori', 'york', 'yorker', 'yorkers', 'yorkersand', 'yorkhe', 'yorki', 'yorkshire', 'yorkthis', 'yosemite', 'yoshi', 'yoshiko', 'yoshitsune', 'yoshitsuneis', 'yoshitsunes', 'yoshiyuki', 'yossi', 'you0', 'you1010', 'you3', 'you710', 'youa', 'youand', 'youanimation', 'youas', 'youbasic', 'youbest', 'youbut', 'youcrave', 'youd', 'youdo', 'youdumbbih', 'youfinally', 'youfor', 'youhail', 'youhelen', 'youi', 'youif', 'youin', 'youindia', 'youjoe', 'youknowwhat', 'youll', 'youmost', 'youmy', 'younes', 'young', 'youngaddressing', 'youngand', 'youngat', 'youngblood', 'younger', 'youngers', 'youngest', 'younggirl', 'youngguy', 'youngish', 'younglings', 'youngman', 'youngold', 'youngsimon', 'youngster', 'youngwhile', 'youno', 'younow', 'youold', 'youps', 'youre', 'yourenot', 'yourself810', 'yourselfa', 'yourselfan', 'yourselfawful', 'yourselfi', 'yourselfif', 'yourselfmy', 'yourselfperhaps', 'yourselfquote', 'yourselfso', 'yourselfthe', 'yourselfthis', 'yourselfwhatever', 'yourselvesthe', 'yoursso', 'yoursthe', 'yoursthen', 'yourve', 'yousef', 'youseff', 'yousentence', 'youso', 'youssef', 'youssou', 'youstrangely', 'youth', 'youthbut', 'youthe', 'youthere', 'youthful', 'youthfulness', 'youthink', 'youthis', 'youthobsessed', 'youthone', 'youthough', 'youthsand', 'youthtargeted', 'youthwe', 'youthwhile', 'youtube', 'youtube910', 'youtubecomwatchvcnvrmzx2kms', 'youtubefrom', 'youturn', 'youvampire', 'youve', 'youwhy', 'youwith', 'youwriter', 'youyoure', 'yowsa', 'yowza', 'yoyo', 'yr', 'yrigoyens', 'ysee', 'yu', 'yucca', 'yuck', 'yucky', 'yudai', 'yuen', 'yugi', 'yugioh', 'yugis', 'yugiyamis', 'yugoslav', 'yugoslavia', 'yugoslavian', 'yuichi', 'yuk', 'yuki', 'yukio', 'yukis', 'yuko', 'yukon', 'yukyuk', 'yul', 'yum', 'yuma', 'yumi', 'yummm', 'yummy', 'yummywithaspoon', 'yun', 'yunfats', 'yunfei', 'yuoki', 'yup', 'yuppie', 'yuria', 'yusuf', 'yusufs', 'yuuck', 'yuwen', 'yuy', 'yuzna', 'yuznas', 'yuzo', 'yvaine', 'yvan', 'yvelines', 'yves', 'yvette', 'yvonne', 'yzma', 'yzmaseartha', 'yôkai', 'yûutsu', 'za', 'zabka', 'zabriskie', 'zac', 'zach', 'zachary', 'zack', 'zacks', 'zadora', 'zafar', 'zahn', 'zaian', 'zaillian', 'zaitochi', 'zak', 'zakheim', 'zakir', 'zakk', 'zaks', 'zaldy', 'zam', 'zameen', 'zameer', 'zamora', 'zamprogna', 'zandalee', 'zandt', 'zane', 'zanes', 'zaninessits', 'zann', 'zanni', 'zanny', 'zano', 'zanti', 'zantis', 'zanuck', 'zany', 'zap', 'zapata', 'zapdos', 'zappa', 'zapped', 'zappedno', 'zapping', 'zara', 'zarathustra', 'zare', 'zarhin', 'zarkov', 'zarkovs', 'zasu', 'zathura', 'zatoichi', 'zavattini', 'zayed', 'zaysue', 'zazu', 'zboys', 'zbz', 'zdars', 'ze', 'zeal', 'zealand', 'zealander', 'zealnd', 'zealot', 'zealotry', 'zealous', 'zebra', 'zebraman', 'zebrowski', 'zechs', 'zed', 'zee', 'zeenat', 'zeferellis', 'zefferelli', 'zefferellis', 'zeffirelli', 'zeffirellis', 'zeitgeist', 'zeke', 'zekeria', 'zeki', 'zelah', 'zelda', 'zelina', 'zelinas', 'zellerbach', 'zellweger', 'zellwegeris', 'zellwegger', 'zelweggeras', 'zeme', 'zemeckis', 'zen', 'zena', 'zenda', 'zenderland', 'zenia', 'zenith', 'zenna', 'zenobia', 'zenrachel', 'zentropa', 'zeoy', 'zeoy101', 'zepp', 'zeppelin', 'zeppo', 'zerbe', 'zeretzka', 'zerkalo', 'zero', 'zeroand', 'zerodeep', 'zerothe', 'zerozero', 'zest', 'zesty', 'zeta', 'zetajones', 'zeugma', 'zeus', 'zeze', 'zfl', 'zflick', 'zgrade', 'zhaan', 'zhang', 'zhangs', 'zhdanov', 'zhen', 'zheng', 'zhestokij', 'zhi', 'zhivago', 'zhu', 'zhuravli', 'zi', 'zidi', 'ziegfeld', 'ziegler', 'ziehl', 'zielcke', 'ziering', 'ziggy', 'zigzag', 'zilch', 'zillion', 'zillionaire', 'zim', 'zimbabwe', 'zimmer', 'zimmerframe', 'zimmermans', 'zing', 'zinger', 'zinneman', 'zinnemann', 'zinta', 'zintathe', 'zion', 'zionism', 'zip', 'zipless', 'zipline', 'zipper', 'zippered', 'zipperface', 'zippo', 'zippy', 'zira', 'zita', 'zither', 'ziti', 'ziv', 'ziva', 'zivojinovic', 'zivs', 'zivunited', 'ziyi', 'zizek', 'zizeks', 'zizte', 'zj', 'zmovies', 'znaimer', 'zodiac', 'zoe', 'zoey', 'zola', 'zombi', 'zombie', 'zombiebaby', 'zombiecannibal', 'zombiefest', 'zombiefication', 'zombiehunting', 'zombiejohn', 'zombiekilla81', 'zombielike', 'zombielikeand', 'zombiemonster', 'zombiemovies', 'zombiesand', 'zombiesfrom', 'zombiesnightmare', 'zombiesreview', 'zombiesthe', 'zombiesthis', 'zombieszombies', 'zombiez', 'zomcom', 'zomcon', 'zone', 'zoned', 'zoneswell', 'zonethis', 'zoo', 'zooey', 'zoolanderanyway', 'zoom', 'zoomed', 'zoomin', 'zooming', 'zoomouts', 'zoot', 'zorba', 'zorich', 'zorkin', 'zorrilla', 'zorro', 'zorrolastbut', 'zorros', 'zouganelis', 'zozo', 'zp', 'zplan', 'zshops', 'zshornack', 'zu', 'zubeidaa', 'zuber', 'zucco', 'zuccos', 'zucher', 'zucker', 'zuckerabrams', 'zuckerman', 'zuckers', 'zudina', 'zui', 'zukor', 'zuleika', 'zulu', 'zuni', 'zuniga', 'zurers', 'zvezda', 'zwart', 'zweite', 'zwick', 'zzzz', 'zzzzzs', 'zzzzzzzzzzzzz', 'zübert', 'ánd', 'äänekoski', 'æon', 'ça', 'écran', 'éloge', 'êxtase', 'ïts', 'óli', 'überspy', 'þorleifsson', 'יגאל', 'כרמון']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "asjbZHUTVlu1",
        "outputId": "5a980edd-dd03-4c7e-e0da-76ffd44c9e35",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "# Calculating word counts\n",
        "\n",
        "subset = [X_train[np.equal(train_labels, 0)], X_train[np.equal(train_labels, 1)]]\n",
        "print(subset[0].shape, subset[1].shape)\n",
        "\n",
        "vocab_size = 3000\n",
        "denominator = [np.sum(subset[0]) + vocab_size, np.sum(subset[1]) + vocab_size]    # laplace smoothing + |V|\n",
        "\n",
        "print(denominator[0], denominator[1])\n",
        "\n",
        "count = dict(zip(train_vocab, zip(list(np.asarray(np.sum(subset[0], axis=0)).reshape(-1)), \n",
        "    list(np.asarray(np.sum(subset[1], axis=0)).reshape(-1)))))\n",
        "\n",
        "print(count[\"like\"])\n",
        "\n",
        "for word in test_vocab:\n",
        "  if (word not in count):\n",
        "    count[word] = (0, 0)\n",
        "\n",
        "len(count)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(20000, 3000) (20000, 3000)\n",
            "1865277 1848741\n",
            "(17814, 13851)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "76168"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1uWdia3DefTJ",
        "outputId": "3665a2a1-6fd5-4833-fea1-24007a2b182f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# likelihood\n",
        "\n",
        "likelihood = {}\n",
        "\n",
        "for word in count:\n",
        "  numerator = [count[word][0] + 1, count[word][1] + 1]\n",
        "\n",
        "  likelihood[word] = [numerator[0]/denominator[0], numerator[1]/denominator[1]]\n",
        "\n",
        "likelihood[\"wonderful\"]"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.00023749823752718764, 0.0011164354552638796]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iE7pxWIYW1z0",
        "outputId": "cc706fc5-529d-4c61-a41e-a3a67d829778",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Build the model. Don't use the model from sklearn\n",
        "priors = np.bincount(train_labels) / train_labels.shape[0]\n",
        "# print(np.log(priors))\n",
        "print(priors)\n",
        "\n",
        "def predict(sentence):\n",
        "  posteriors = np.log(priors)\n",
        "\n",
        "  for word in sentence.split(\" \"):\n",
        "    if (word in likelihood):\n",
        "      prob = likelihood[word]\n",
        "      posteriors = posteriors + np.log(prob)\n",
        "  \n",
        "  prediction = np.argmax(posteriors)\n",
        "  return prediction"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0.5 0.5]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AtQSl1zvW4DD",
        "outputId": "65a6125d-680f-4181-9240-dbefcd047dc1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Test the model on test set and report Accuracy\n",
        "predictions = []\n",
        "for sentence in test_sentences:\n",
        "  predictions.append(predict(sentence))\n",
        "\n",
        "print(\"Accuracy : {}\".format(np.sum(np.equal(predictions, test_labels))/len(test_sentences)))"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy : 0.8424\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WlNql0acU7sa"
      },
      "source": [
        "# *LSTM* based Classifier\n",
        "\n",
        "Use the above train and test splits."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SkqnvbUOXoN0"
      },
      "source": [
        "# Hyperparameters of the model\n",
        "vocab_size = 3000\n",
        "oov_tok = '<OOK>'\n",
        "embedding_dim = 100\n",
        "max_length = 200\n",
        "padding_type='post'\n",
        "trunc_type='post'"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UeycEg9nZAOF"
      },
      "source": [
        "# tokenize sentences\n",
        "tokenizer = Tokenizer(num_words = vocab_size, oov_token=oov_tok)\n",
        "tokenizer.fit_on_texts(train_sentences)\n",
        "word_index = tokenizer.word_index\n",
        "\n",
        "# convert train dataset to sequence and pad sequences\n",
        "train_sequences = tokenizer.texts_to_sequences(train_sentences)\n",
        "train_padded = pad_sequences(train_sequences, padding='post', maxlen=max_length)\n",
        "\n",
        "# convert Test dataset to sequence and pad sequences\n",
        "test_sequences = tokenizer.texts_to_sequences(test_sentences)\n",
        "test_padded = pad_sequences(test_sequences, padding='post', maxlen=max_length)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Mtw3w895ZP39",
        "outputId": "aadebd75-0fec-4102-9aaa-55df67d667c7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        }
      },
      "source": [
        "# model initialization\n",
        "model = keras.Sequential([\n",
        "    keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    keras.layers.Bidirectional(keras.layers.LSTM(64)),\n",
        "    keras.layers.Dense(24, activation='relu'),\n",
        "    keras.layers.Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "# compile model\n",
        "model.compile(loss='binary_crossentropy',\n",
        "              optimizer='adam',\n",
        "              metrics=['accuracy'])\n",
        "\n",
        "# model summary\n",
        "model.summary()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding (Embedding)        (None, 200, 100)          300000    \n",
            "_________________________________________________________________\n",
            "bidirectional (Bidirectional (None, 128)               84480     \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 24)                3096      \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 1)                 25        \n",
            "=================================================================\n",
            "Total params: 387,601\n",
            "Trainable params: 387,601\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "skmaDJMnZTzc",
        "outputId": "54a8c606-605d-4df1-ef97-7a0f66659014",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        }
      },
      "source": [
        "num_epochs = 5\n",
        "history = model.fit(train_padded, train_labels, \n",
        "                    epochs=num_epochs, verbose=1, \n",
        "                    validation_split=0.1)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/5\n",
            "1125/1125 [==============================] - ETA: 0s - loss: 0.3950 - accuracy: 0.8249WARNING:tensorflow:Callbacks method `on_test_batch_end` is slow compared to the batch time (batch time: 0.0093s vs `on_test_batch_end` time: 0.0193s). Check your callbacks.\n",
            "1125/1125 [==============================] - 111s 99ms/step - loss: 0.3950 - accuracy: 0.8249 - val_loss: 0.3040 - val_accuracy: 0.8765\n",
            "Epoch 2/5\n",
            "1125/1125 [==============================] - 110s 98ms/step - loss: 0.2898 - accuracy: 0.8845 - val_loss: 0.3063 - val_accuracy: 0.8740\n",
            "Epoch 3/5\n",
            "1125/1125 [==============================] - 111s 99ms/step - loss: 0.2689 - accuracy: 0.8904 - val_loss: 0.3028 - val_accuracy: 0.8700\n",
            "Epoch 4/5\n",
            "1125/1125 [==============================] - 110s 98ms/step - loss: 0.2302 - accuracy: 0.9082 - val_loss: 0.3040 - val_accuracy: 0.8723\n",
            "Epoch 5/5\n",
            "1125/1125 [==============================] - 110s 98ms/step - loss: 0.2045 - accuracy: 0.9224 - val_loss: 0.3396 - val_accuracy: 0.8780\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TjEhWEr5Zq7M",
        "outputId": "43186759-ded9-4bd7-b67a-48a84bfd1f52",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        }
      },
      "source": [
        "# Calculate accuracy on Test data\n",
        "prediction = model.predict(test_padded)\n",
        "\n",
        "# Get probabilities\n",
        "print(prediction)\n",
        "\n",
        "# Get labels based on probability 1 if p>= 0.5 else 0\n",
        "pred_labels = (prediction >= 0.5).astype(int).reshape(-1)\n",
        "# print(len(pred_labels.shape))\n",
        "# print(len(test_labels.shape))\n",
        "# Accuracy : one can use classification_report from sklearn\n",
        "\n",
        "np.sum(np.equal(pred_labels, test_labels))/pred_labels.shape[0]"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[0.11725983]\n",
            " [0.49367344]\n",
            " [0.9768711 ]\n",
            " ...\n",
            " [0.00605314]\n",
            " [0.9504723 ]\n",
            " [0.5982294 ]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.8739"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TIICV-ySOYL0"
      },
      "source": [
        "## Get predictions for random examples"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m2RmfNL3OYL0",
        "outputId": "a5cbb69a-152b-4bea-c322-6452b2dd9dc0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "# reviews on which we need to predict\n",
        "sentence = [\"The movie was very touching and heart whelming\", \n",
        "            \"I have never seen a terrible movie like this\", \n",
        "            \"the movie plot is terrible but it had good acting\"]\n",
        "\n",
        "# convert to a sequence\n",
        "sequences = tokenizer.texts_to_sequences(sentence)\n",
        "\n",
        "# pad the sequence\n",
        "padded = pad_sequences(sequences, padding='post', maxlen=max_length)\n",
        "\n",
        "# Get probabilities\n",
        "predictions = model.predict(padded)\n",
        "\n",
        "# Get labels based on probability 1 if p>= 0.5 else 0\n",
        "print((predictions >= 0.5).astype(int))\n",
        "\n"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[1]\n",
            " [0]\n",
            " [0]]\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}