Amazon_sentiment_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "87454ffc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import nltk\n",
    "import future\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "from sklearn.naive_bayes import BernoulliNB, MultinomialNB\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import roc_auc_score, accuracy_score\n",
    "from sklearn.preprocessing import label_binarize\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn import svm\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.svm import SVR\n",
    "from sklearn import metrics\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from bs4 import BeautifulSoup  \n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "992e65d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_data():\n",
    "    rows = pd.read_csv('desktop/Amazon_Unlocked_Mobile.csv', header=0, index_col=False, delimiter=',')\n",
    "    labels = []\n",
    "    for cell in rows['Rating']:\n",
    "        if cell >= 4:\n",
    "            labels.append('2')   #Good\n",
    "        elif cell == 3:\n",
    "            labels.append('1')   #Neutral\n",
    "        else:\n",
    "            labels.append('0')   #Poor\n",
    "            \n",
    "    rows['Label'] = labels\n",
    "    del rows['Review Votes']\n",
    "    return rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "419fcd7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_data(data):\n",
    "    #columnwise print number of rows containing blank values\n",
    "    #print data.isnull().sum()\n",
    "    \n",
    "    #replace blank values in all the cells with 'nan'\n",
    "    data.replace('',np.nan,inplace=True)\n",
    "    #delete all the rows which contain at least one cell with nan value\n",
    "    data.dropna(axis=0, how='any', inplace=True)\n",
    "    \n",
    "    #Check the number of rows containing blank values. This should be zero now as compared to first line of this function\n",
    "    #print data.isnull().sum()\n",
    "    #save output csv file\n",
    "    data.to_csv('labelled_dataset.csv', index=False)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c83cbebe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleanText(raw_text, remove_stopwords=False, stemming=False, split_text=False):\n",
    "    '''\n",
    "    Convert a raw review to a cleaned review\n",
    "    '''\n",
    "    text = BeautifulSoup(raw_text, 'lxml').get_text()  #remove html\n",
    "    letters_only = re.sub(\"[^a-zA-Z]\", \" \", text)  # remove non-character\n",
    "    words = letters_only.lower().split() # convert to lower case \n",
    "    \n",
    "    if remove_stopwords: # remove stopword\n",
    "        stops = set(stopwords.words(\"english\"))\n",
    "        words = [w for w in words if not w in stops]\n",
    "        \n",
    "    if stemming==True: # stemming\n",
    "#         stemmer = PorterStemmer()\n",
    "        stemmer = SnowballStemmer('english') \n",
    "        words = [stemmer.stem(w) for w in words]\n",
    "        \n",
    "    if split_text==True:  # split text\n",
    "        return (words)\n",
    "    \n",
    "    return( \" \".join(words))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7b44a591",
   "metadata": {},
   "outputs": [],
   "source": [
    "def modelEvaluation(predictions, y_test_set):\n",
    "    #Print model evaluation to predicted result \n",
    "    \n",
    "    print (\"\\nAccuracy on validation set: {:.4f}\".format(accuracy_score(y_test_set, predictions)))\n",
    "    #print \"\\nAUC score : {:.4f}\".format(roc_auc_score(y_test_set, predictions))\n",
    "    print (\"\\nClassification report : \\n\", metrics.classification_report(y_test_set, predictions))\n",
    "    print (\"\\nConfusion Matrix : \\n\", metrics.confusion_matrix(y_test_set, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ea3b96b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Product Name Brand Name   Price  \\\n",
      "0  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "1  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "2  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "3  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "4  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "\n",
      "   Rating                                            Reviews Label  \n",
      "0       5  I feel so LUCKY to have found this used (phone...     2  \n",
      "1       4  nice phone, nice up grade from my pantach revu...     2  \n",
      "2       5                                       Very pleased     2  \n",
      "3       4  It works good but it goes slow sometimes but i...     2  \n",
      "4       4  Great phone to replace my lost phone. The only...     2  \n"
     ]
    }
   ],
   "source": [
    "if __name__ == '__main__':\n",
    "    data = label_data()\n",
    "    data = clean_data(data)\n",
    "    #prints first 5 rows of the dataset\n",
    "    print (data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d3b6491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    # Plot distribution of rating\n",
    "    plt.figure(figsize=(12,8))\n",
    "    # sns.countplot(data['Rating'])\n",
    "    data['Rating'].value_counts().sort_index().plot(kind='bar')\n",
    "    plt.title('Distribution of Rating')\n",
    "    plt.xlabel('Rating')\n",
    "    plt.ylabel('Count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "edbd8957",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Reviews for Top 20 Brands')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    # Plot number of reviews for top 20 brands\n",
    "    brands = data[\"Brand Name\"].value_counts()\n",
    "    # brands.count()\n",
    "    plt.figure(figsize=(12,8))\n",
    "    brands[:20].plot(kind='bar')\n",
    "    plt.title(\"Number of Reviews for Top 20 Brands\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12b39f2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Reviews for Top 50 Products')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    # Plot number of reviews for top 50 products\n",
    "    products = data[\"Product Name\"].value_counts()\n",
    "    plt.figure(figsize=(12,8))\n",
    "    products[:50].plot(kind='bar')\n",
    "    plt.title(\"Number of Reviews for Top 50 Products\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7b325fee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    # Plot distribution of review length\n",
    "    review_length = data[\"Reviews\"].dropna().map(lambda x: len(x))\n",
    "    plt.figure(figsize=(12,8))\n",
    "    review_length.loc[review_length < 1500].hist()\n",
    "    plt.title(\"Distribution of Review Length\")\n",
    "    plt.xlabel('Review length (Number of character)')\n",
    "    plt.ylabel('Count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d18daa4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "    #split data into training and testing set\n",
    "    x_train, x_test, y_train, y_test = train_test_split(data['Reviews'], data['Label'], test_size=0.1, random_state=0)\n",
    "    \n",
    "    \n",
    "    #If the label are words instead of numbers, they can be replaced programmatically using following two lines\n",
    "    #y_train = label_binarize(y_train, classes=[0, 1, 2])\n",
    "    #y_test = label_binarize(y_test, classes=[0, 1, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2f8475ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\bs4\\__init__.py:435: MarkupResemblesLocatorWarning: The input looks more like a filename than markup. You may want to open this file and pass the filehandle into Beautiful Soup.\n",
      "  warnings.warn(\n",
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\bs4\\__init__.py:404: MarkupResemblesLocatorWarning: The input looks more like a URL than markup. You may want to use an HTTP client like requests to get the document behind the URL, and feed that document to Beautiful Soup.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "    # Preprocess text data in training set and validation set\n",
    "    x_train_cleaned = []\n",
    "    x_test_cleaned = []\n",
    "\n",
    "    for d in x_train:\n",
    "        x_train_cleaned.append(cleanText(d))\n",
    "\n",
    "    for d in x_test:\n",
    "        x_test_cleaned.append(cleanText(d))   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "70e842eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of features : 54179 \n",
      "\n",
      "Show some feature names : \n",
      " ['aa' 'aerial' 'andcamera' 'ascetically' 'baggie' 'bird' 'broadcasted'\n",
      " 'cannonball' 'chepo' 'commenced' 'consumidores' 'crummy' 'deffinitly'\n",
      " 'diferente' 'donesuper' 'elecion' 'espected' 'expirence' 'finds'\n",
      " 'friendf' 'girlfriend' 'guerrero' 'hhapoy' 'iki' 'instade' 'iwas'\n",
      " 'labelled' 'lit' 'manejo' 'microseconds' 'movida' 'nicedisadvantages'\n",
      " 'offfer' 'outputaverage' 'percato' 'pjones' 'preorder' 'provideds'\n",
      " 'ravages' 'refuseing' 'restaurants' 'sales' 'semana' 'simplier'\n",
      " 'solicitado' 'stares' 'supercharge' 'telefenos' 'tico' 'tribute' 'unike'\n",
      " 'valuegreat' 'wants' 'withs' 'ytrade']\n"
     ]
    }
   ],
   "source": [
    "    countVect = CountVectorizer() \n",
    "    x_train_countVect = countVect.fit_transform(x_train_cleaned)\n",
    "    print (\"Number of features : %d \\n\" %len(countVect.get_feature_names_out())) #6378 \n",
    "    print (\"Show some feature names : \\n\", countVect.get_feature_names_out()[::1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "81dd69af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MultinomialNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MultinomialNB</label><div class=\"sk-toggleable__content\"><pre>MultinomialNB()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    # Train MultinomialNB classifier\n",
    "    mnb = MultinomialNB()\n",
    "    mnb.fit(x_train_countVect, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b49bd61d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Accuracy on validation set: 0.8552\n",
      "\n",
      "Classification report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.80      0.81      0.80      8138\n",
      "           1       0.45      0.27      0.33      2736\n",
      "           2       0.90      0.94      0.92     23577\n",
      "\n",
      "    accuracy                           0.86     34451\n",
      "   macro avg       0.72      0.67      0.69     34451\n",
      "weighted avg       0.84      0.86      0.85     34451\n",
      "\n",
      "\n",
      "Confusion Matrix : \n",
      " [[ 6594   371  1173]\n",
      " [  770   727  1239]\n",
      " [  927   508 22142]]\n"
     ]
    }
   ],
   "source": [
    "    # Evaluate the model on validaton set\n",
    "    predictions = mnb.predict(countVect.transform(x_test_cleaned))\n",
    "    modelEvaluation(predictions, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f04567ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of features : 21131 \n",
      "\n",
      "Show some feature names : \n",
      " ['00' '9100' 'appearence' 'blinding' 'choked' 'cracked' 'directo' 'eq'\n",
      " 'floored' 'guidebook' 'indiscernible' 'leads' 'miami' 'occupied' 'pig'\n",
      " 'quedo' 'reviewedblackberry' 'shutting' 'studies' 'tmob' 'varies' 'youll']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    # Fit and transform the training data to a document-term matrix using TfidfVectorizer \n",
    "    tfidf = TfidfVectorizer(min_df=5) #minimum document frequency of 5\n",
    "    x_train_tfidf = tfidf.fit_transform(x_train)\n",
    "    print (\"Number of features : %d \\n\" %len(tfidf.get_feature_names_out())) #1722\n",
    "    print (\"Show some feature names : \\n\", tfidf.get_feature_names_out()[::1000])\n",
    "\n",
    "    # Logistic Regression\n",
    "    lr = LogisticRegression()\n",
    "    lr.fit(x_train_tfidf, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cdc9a10a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of features = 21131\n",
      "\n",
      "Top 10 features with smallest coefficients :\n",
      "['great' 'love' 'amazing' 'excellent' 'perfect' 'perfectly' 'loves'\n",
      " 'awesome' 'far' 'easy']\n",
      "\n",
      "Top 10 features with largest coefficients : \n",
      "['worst' 'junk' 'not' 'useless' 'waste' 'unusable' 'garbage' 'worthless'\n",
      " 'dissatisfied' 'horrible']\n"
     ]
    }
   ],
   "source": [
    "    # Look at the top 10 features with smallest and the largest coefficients\n",
    "    feature_names = np.array(tfidf.get_feature_names_out())\n",
    "    sorted_coef_index = lr.coef_[0].argsort()\n",
    "    print (\"Total number of features = \" + str(len(sorted_coef_index)))\n",
    "    print ('\\nTop 10 features with smallest coefficients :\\n{}\\n'.format(feature_names[sorted_coef_index[:10]]))\n",
    "    print ('Top 10 features with largest coefficients : \\n{}'.format(feature_names[sorted_coef_index[:-11:-1]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "76ef75ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Accuracy on validation set: 0.8842\n",
      "\n",
      "Classification report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.87      0.85      8138\n",
      "           1       0.61      0.24      0.35      2736\n",
      "           2       0.92      0.96      0.94     23577\n",
      "\n",
      "    accuracy                           0.88     34451\n",
      "   macro avg       0.78      0.69      0.71     34451\n",
      "weighted avg       0.87      0.88      0.87     34451\n",
      "\n",
      "\n",
      "Confusion Matrix : \n",
      " [[ 7091   189   858]\n",
      " [  827   662  1247]\n",
      " [  632   238 22707]]\n"
     ]
    }
   ],
   "source": [
    "    # Evaluate on the validaton set\n",
    "    predictions = lr.predict(tfidf.transform(x_test_cleaned))\n",
    "    modelEvaluation(predictions, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4edbfe70",
   "metadata": {},
   "outputs": [],
   "source": [
    "    #x_train_subset = tfidf.transform(x_train_cleaned[:100])\n",
    "    x_train_input = tfidf.transform(x_train_cleaned)\n",
    "    svr_lin = LinearSVC(multi_class='ovr',C=1.0,loss='squared_hinge', dual=False)\n",
    "    svr_lin.fit(x_train_input, y_train)\n",
    "    y_svr_lin_predicted = svr_lin.predict(tfidf.transform(x_test_cleaned))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3b4204b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Accuracy on validation set: 0.8916\n",
      "\n",
      "Classification report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.89      0.86      8138\n",
      "           1       0.74      0.25      0.37      2736\n",
      "           2       0.92      0.97      0.94     23577\n",
      "\n",
      "    accuracy                           0.89     34451\n",
      "   macro avg       0.83      0.70      0.72     34451\n",
      "weighted avg       0.88      0.89      0.88     34451\n",
      "\n",
      "\n",
      "Confusion Matrix : \n",
      " [[ 7219   113   806]\n",
      " [  849   675  1212]\n",
      " [  623   130 22824]]\n"
     ]
    }
   ],
   "source": [
    "    modelEvaluation(y_svr_lin_predicted, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f3b90595",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of this SVM = 0.8916432033903224\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fscore of this SVM = (0.883376009398042, 0.8916432033903224, 0.8771971560656147, None)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-1 score of this SVM = 0.8771971560656147\n",
      "confusion matrix = [[ 7219   113   806]\n",
      " [  849   675  1212]\n",
      " [  623   130 22824]]\n"
     ]
    }
   ],
   "source": [
    "    print (\"Accuracy of this SVM = \" + str(metrics.accuracy_score(y_test, y_svr_lin_predicted)))\n",
    "    print (\"Fscore of this SVM = \" + str(metrics.precision_recall_fscore_support(y_test, y_svr_lin_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"F-1 score of this SVM = \" + str(metrics.f1_score(y_test, y_svr_lin_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"confusion matrix = \" + str(metrics.confusion_matrix(y_test, y_svr_lin_predicted)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e14188ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "    decTree = DecisionTreeClassifier()\n",
    "    decTree.fit(x_train_input, y_train)\n",
    "    y_decTree_predicted = decTree.predict(tfidf.transform(x_test_cleaned))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "59a122a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Accuracy on validation set: 0.9261\n",
      "\n",
      "Classification report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.90      0.89      8138\n",
      "           1       0.78      0.69      0.73      2736\n",
      "           2       0.95      0.96      0.96     23577\n",
      "\n",
      "    accuracy                           0.93     34451\n",
      "   macro avg       0.87      0.85      0.86     34451\n",
      "weighted avg       0.92      0.93      0.93     34451\n",
      "\n",
      "\n",
      "Confusion Matrix : \n",
      " [[ 7285   242   611]\n",
      " [  319  1901   516]\n",
      " [  549   308 22720]]\n"
     ]
    }
   ],
   "source": [
    "   modelEvaluation(y_decTree_predicted, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3aba654f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Decision Tree = 0.9261269629328611\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fscore of this SVM = (0.9246873404375002, 0.9261269629328611, 0.9252094462095897, None)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-1 score of this SVM = 0.9252094462095897\n",
      "confusion matrix = [[ 7285   242   611]\n",
      " [  319  1901   516]\n",
      " [  549   308 22720]]\n"
     ]
    }
   ],
   "source": [
    "    print (\"Accuracy of Decision Tree = \" + str(decTree.score(tfidf.transform(x_test_cleaned), y_test)))\n",
    "    print (\"Fscore of this SVM = \" + str(metrics.precision_recall_fscore_support(y_test, y_decTree_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"F-1 score of this SVM = \" + str(metrics.f1_score(y_test, y_decTree_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"confusion matrix = \" + str(metrics.confusion_matrix(y_test, y_decTree_predicted)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fb4d547f",
   "metadata": {},
   "outputs": [],
   "source": [
    "    rand = RandomForestClassifier()\n",
    "    rand.fit(x_train_input, y_train)\n",
    "    y_rand_predicted = rand.predict(tfidf.transform(x_test_cleaned))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "12e66fc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Accuracy on validation set: 0.9494\n",
      "\n",
      "Classification report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.93      0.94      8138\n",
      "           1       0.98      0.65      0.79      2736\n",
      "           2       0.95      0.99      0.97     23577\n",
      "\n",
      "    accuracy                           0.95     34451\n",
      "   macro avg       0.96      0.86      0.90     34451\n",
      "weighted avg       0.95      0.95      0.95     34451\n",
      "\n",
      "\n",
      "Confusion Matrix : \n",
      " [[ 7536    11   591]\n",
      " [  253  1788   695]\n",
      " [  176    18 23383]]\n"
     ]
    }
   ],
   "source": [
    "    modelEvaluation(y_rand_predicted, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d281a70f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Random Forest = 0.9493773765638153\n",
      "Fscore of this SVM = (0.9503335377189839, 0.9493773765638153, 0.9468407220977344, None)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n",
      "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1396: UserWarning: Note that pos_label (set to 2) is ignored when average != 'binary' (got 'weighted'). You may use labels=[pos_label] to specify a single positive class.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-1 score of this SVM = 0.9468407220977344\n",
      "confusion matrix = [[ 7536    11   591]\n",
      " [  253  1788   695]\n",
      " [  176    18 23383]]\n"
     ]
    }
   ],
   "source": [
    "    print (\"Accuracy of Random Forest = \" + str(rand.score(tfidf.transform(x_test_cleaned), y_test)))\n",
    "    print (\"Fscore of this SVM = \" + str(metrics.precision_recall_fscore_support(y_test, y_rand_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"F-1 score of this SVM = \" + str(metrics.f1_score(y_test, y_rand_predicted, pos_label=2, average='weighted')))\n",
    "    print (\"confusion matrix = \" + str(metrics.confusion_matrix(y_test, y_rand_predicted)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e6e34b5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ec6bdb2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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