{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /Users/shiv/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /Users/shiv/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.metrics import classification_report, accuracy_score, confusion_matrix\n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "nltk.download('stopwords')\n",
    "import nltk\n",
    "from nltk.sentiment import SentimentIntensityAnalyzer\n",
    "\n",
    "# Download the VADER lexicon for sentiment analysis\n",
    "nltk.download('vader_lexicon')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.573684Z",
     "start_time": "2023-12-11T02:25:54.179228Z"
    }
   },
   "id": "initial_id"
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [],
   "source": [
    "# Load the datasets\n",
    "train_df = pd.read_csv('train.csv')\n",
    "test_df = pd.read_csv('test.csv')\n",
    "\n",
    "# Combine train and test datasets for preprocessing and reset the index\n",
    "combined_df = pd.concat([train_df, test_df], sort=False).reset_index(drop=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.576494Z",
     "start_time": "2023-12-11T02:25:54.188530Z"
    }
   },
   "id": "8c17b9eefdb5e25a"
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "(17494, 5)"
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.871178Z",
     "start_time": "2023-12-11T02:25:54.563274Z"
    }
   },
   "id": "a6f5f214ca47ebcb"
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "(8045, 4)"
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df.shape"
   ],
   "metadata": {
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    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.877282Z",
     "start_time": "2023-12-11T02:25:54.704294Z"
    }
   },
   "id": "e9d07914d54cd030"
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "(25539, 5)"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.877592Z",
     "start_time": "2023-12-11T02:25:54.850407Z"
    }
   },
   "id": "6b2df142e62e927c"
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 17494 entries, 0 to 17493\n",
      "Data columns (total 5 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   review_id        17494 non-null  int64  \n",
      " 1   title            17494 non-null  object \n",
      " 2   year             17316 non-null  float64\n",
      " 3   user_review      17494 non-null  object \n",
      " 4   user_suggestion  17494 non-null  int64  \n",
      "dtypes: float64(1), int64(2), object(2)\n",
      "memory usage: 683.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train_df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.877756Z",
     "start_time": "2023-12-11T02:25:54.858092Z"
    }
   },
   "id": "c7a618d9f3d1733d"
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8045 entries, 0 to 8044\n",
      "Data columns (total 4 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   review_id    8045 non-null   int64  \n",
      " 1   title        8045 non-null   object \n",
      " 2   year         7978 non-null   float64\n",
      " 3   user_review  8045 non-null   object \n",
      "dtypes: float64(1), int64(1), object(2)\n",
      "memory usage: 251.5+ KB\n"
     ]
    }
   ],
   "source": [
    "test_df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.891055Z",
     "start_time": "2023-12-11T02:25:54.872179Z"
    }
   },
   "id": "13a9d82c149a3fa4"
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 25539 entries, 0 to 25538\n",
      "Data columns (total 5 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   review_id        25539 non-null  int64  \n",
      " 1   title            25539 non-null  object \n",
      " 2   year             25294 non-null  float64\n",
      " 3   user_review      25539 non-null  object \n",
      " 4   user_suggestion  17494 non-null  float64\n",
      "dtypes: float64(2), int64(1), object(2)\n",
      "memory usage: 997.7+ KB\n"
     ]
    }
   ],
   "source": [
    "combined_df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:54.896392Z",
     "start_time": "2023-12-11T02:25:54.882549Z"
    }
   },
   "id": "1b97e6d724e6180e"
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [],
   "source": [
    "# Remove rows with missing values in 'year' or 'user_suggestion'\n",
    "combined_df.dropna(subset=['year', 'user_suggestion'], inplace=True)\n",
    "\n",
    "# Define a function for text preprocessing\n",
    "def preprocess_text(text):\n",
    "    text = re.sub(r'[^a-zA-Z\\s]', '', text, re.I|re.A)\n",
    "    text = text.lower()\n",
    "    text = text.strip()\n",
    "    stop_words = set(stopwords.words('english'))\n",
    "    tokens = [token for token in text.split() if token not in stop_words]\n",
    "    return ' '.join(tokens)\n",
    "\n",
    "# Apply text preprocessing\n",
    "combined_df['cleaned_review'] = combined_df['user_review'].apply(preprocess_text)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:58.291061Z",
     "start_time": "2023-12-11T02:25:54.893323Z"
    }
   },
   "id": "f30fa3ca51558962"
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 17316 entries, 0 to 17491\n",
      "Data columns (total 6 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   review_id        17316 non-null  int64  \n",
      " 1   title            17316 non-null  object \n",
      " 2   year             17316 non-null  float64\n",
      " 3   user_review      17316 non-null  object \n",
      " 4   user_suggestion  17316 non-null  float64\n",
      " 5   cleaned_review   17316 non-null  object \n",
      "dtypes: float64(2), int64(1), object(3)\n",
      "memory usage: 947.0+ KB\n"
     ]
    }
   ],
   "source": [
    "combined_df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:58.299134Z",
     "start_time": "2023-12-11T02:25:58.295832Z"
    }
   },
   "id": "9502e1c6e4fcb9c9"
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "outputs": [
    {
     "data": {
      "text/plain": "17316"
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.to_csv(\"my_data.csv\", index=False)\n",
    "len(combined_df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:59.018866Z",
     "start_time": "2023-12-11T02:25:58.299813Z"
    }
   },
   "id": "554af25c70cc21c"
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [
    {
     "data": {
      "text/plain": "0"
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.duplicated().sum()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:59.332487Z",
     "start_time": "2023-12-11T02:25:59.019364Z"
    }
   },
   "id": "a404913cb5f8f406"
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "data": {
      "text/plain": "   review_id                        title    year  \\\n0          1  Spooky's Jump Scare Mansion  2016.0   \n1          2  Spooky's Jump Scare Mansion  2016.0   \n2          3  Spooky's Jump Scare Mansion  2016.0   \n3          4  Spooky's Jump Scare Mansion  2015.0   \n4          5  Spooky's Jump Scare Mansion  2015.0   \n\n                                         user_review  user_suggestion  \\\n0  I'm scared and hearing creepy voices.  So I'll...              1.0   \n1  Best game, more better than Sam Pepper's YouTu...              1.0   \n2  A littly iffy on the controls, but once you kn...              1.0   \n3  Great game, fun and colorful and all that.A si...              1.0   \n4  Not many games have the cute tag right next to...              1.0   \n\n                                      cleaned_review  \n0  im scared hearing creepy voices ill pause mome...  \n1  best game better sam peppers youtube account y...  \n2  littly iffy controls know play easy master ive...  \n3  great game fun colorful thata side note though...  \n4  many games cute tag right next horror tag stea...  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>review_id</th>\n      <th>title</th>\n      <th>year</th>\n      <th>user_review</th>\n      <th>user_suggestion</th>\n      <th>cleaned_review</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Spooky's Jump Scare Mansion</td>\n      <td>2016.0</td>\n      <td>I'm scared and hearing creepy voices.  So I'll...</td>\n      <td>1.0</td>\n      <td>im scared hearing creepy voices ill pause mome...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Spooky's Jump Scare Mansion</td>\n      <td>2016.0</td>\n      <td>Best game, more better than Sam Pepper's YouTu...</td>\n      <td>1.0</td>\n      <td>best game better sam peppers youtube account y...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Spooky's Jump Scare Mansion</td>\n      <td>2016.0</td>\n      <td>A littly iffy on the controls, but once you kn...</td>\n      <td>1.0</td>\n      <td>littly iffy controls know play easy master ive...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Spooky's Jump Scare Mansion</td>\n      <td>2015.0</td>\n      <td>Great game, fun and colorful and all that.A si...</td>\n      <td>1.0</td>\n      <td>great game fun colorful thata side note though...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>Spooky's Jump Scare Mansion</td>\n      <td>2015.0</td>\n      <td>Not many games have the cute tag right next to...</td>\n      <td>1.0</td>\n      <td>many games cute tag right next horror tag stea...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.head()"
   ],
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    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:59.348799Z",
     "start_time": "2023-12-11T02:25:59.333820Z"
    }
   },
   "id": "98bb5d842fdea8a3"
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [
    {
     "data": {
      "text/plain": "          review_id          year  user_suggestion\ncount  17316.000000  17316.000000     17316.000000\nmean   12431.211192   2016.388427         0.570975\nstd     7653.171476      1.390356         0.494951\nmin        1.000000   2011.000000         0.000000\n25%     5786.750000   2015.000000         0.000000\n50%    11764.500000   2017.000000         1.000000\n75%    18932.250000   2018.000000         1.000000\nmax    25537.000000   2018.000000         1.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>review_id</th>\n      <th>year</th>\n      <th>user_suggestion</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>17316.000000</td>\n      <td>17316.000000</td>\n      <td>17316.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>12431.211192</td>\n      <td>2016.388427</td>\n      <td>0.570975</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>7653.171476</td>\n      <td>1.390356</td>\n      <td>0.494951</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>2011.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>5786.750000</td>\n      <td>2015.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>11764.500000</td>\n      <td>2017.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>18932.250000</td>\n      <td>2018.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>25537.000000</td>\n      <td>2018.000000</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:25:59.376920Z",
     "start_time": "2023-12-11T02:25:59.352193Z"
    }
   },
   "id": "2c43410356155ee7"
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of user suggestions\n",
    "plt.figure(figsize=(6,4))\n",
    "sns.countplot(data=combined_df, x='user_suggestion')\n",
    "plt.title('Distribution of User Suggestions')\n",
    "plt.xlabel('User Suggestion')\n",
    "plt.ylabel('Count')\n",
    "plt.savefig('#1distribution_user.jpg')\n",
    "plt.show()\n",
    "\n",
    "# Number of reviews per year\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.countplot(data=combined_df, x='year')\n",
    "plt.title('Number of Reviews per Year')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.savefig('#2-review-per-year.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:00.269032Z",
     "start_time": "2023-12-11T02:25:59.361257Z"
    }
   },
   "id": "df43893de651db21"
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [],
   "source": [
    "# Extract features using TF-IDF\n",
    "tfidf_vectorizer = TfidfVectorizer(max_features=1000)\n",
    "X = tfidf_vectorizer.fit_transform(combined_df['cleaned_review'])\n",
    "y = combined_df['user_suggestion']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:02.060500Z",
     "start_time": "2023-12-11T02:26:00.158908Z"
    }
   },
   "id": "2f97746392e0d532"
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [],
   "source": [
    "# Split the data back into the train and test sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:02.071002Z",
     "start_time": "2023-12-11T02:26:02.065190Z"
    }
   },
   "id": "914f74380ebc35ae"
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [
    {
     "data": {
      "text/plain": "MultinomialNB()",
      "text/html": "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 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-2 label.sk-toggleable__label-arrow:before {content: \"â–¸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"â–¾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 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-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 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-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 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-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" 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-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MultinomialNB</label><div class=\"sk-toggleable__content\"><pre>MultinomialNB()</pre></div></div></div></div></div>"
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train a Multinomial Naive Bayes classifier\n",
    "model = MultinomialNB()\n",
    "model.fit(X_train, y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:02.078907Z",
     "start_time": "2023-12-11T02:26:02.071823Z"
    }
   },
   "id": "c5fbf0528b7ff4af"
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Set the aesthetic style of the plots\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "# Count the number of samples in the training and test sets\n",
    "train_count = len(y_train)\n",
    "test_count = len(y_test)\n",
    "total_count = len(y)\n",
    "\n",
    "# Create lists for plotting\n",
    "categories = ['Training Set', 'Testing Set', 'Total Data']\n",
    "counts = [train_count, test_count, total_count]\n",
    "colors = ['#1f77b4', '#ff7f0e', '#2ca02c']  # Custom color for each bar\n",
    "\n",
    "# Plotting the bar chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(categories, counts, color=colors, alpha=0.7, edgecolor='black')\n",
    "\n",
    "# Add annotations on top of each bar\n",
    "for bar, count in zip(bars, counts):\n",
    "    yval = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, yval, f'{count:,}', ha='center', va='bottom', fontweight='bold')\n",
    "\n",
    "plt.title('Distribution of Training, Testing, and Total Data', fontsize=14)\n",
    "plt.ylabel('Number of Samples', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# Remove the top and right spines\n",
    "sns.despine()\n",
    "plt.savefig('#3-test-train.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:02.434942Z",
     "start_time": "2023-12-11T02:26:02.084184Z"
    }
   },
   "id": "4f6b2f9dfed295d"
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.808891454965358\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.86      0.67      0.75       754\n",
      "         1.0       0.78      0.92      0.84       978\n",
      "\n",
      "    accuracy                           0.81      1732\n",
      "   macro avg       0.82      0.79      0.80      1732\n",
      "weighted avg       0.82      0.81      0.80      1732\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Predict on the test set\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluation metrics\n",
    "print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n",
    "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n",
    "\n",
    "# Confusion Matrix\n",
    "conf_mat = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(conf_mat, annot=True, fmt='d')\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('True')\n",
    "plt.title('Confusion Matrix')\n",
    "plt.savefig('#4-prediction.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:02.573784Z",
     "start_time": "2023-12-11T02:26:02.343503Z"
    }
   },
   "id": "932e62db92abb9e8"
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_48333/717824498.py:10: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(y=top_games.index, x=top_games.values, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Assuming 'df' is your DataFrame with the 'title' column\n",
    "top_n = 20  # You can change this number based on how many games you want to display\n",
    "top_games = combined_df['title'].value_counts().nlargest(top_n)\n",
    "\n",
    "# Create a horizontal bar chart\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(y=top_games.index, x=top_games.values, palette='viridis')\n",
    "plt.title('Top 20 Games by Number of Reviews', fontsize=16)\n",
    "plt.xlabel('Number of Reviews', fontsize=14)\n",
    "plt.ylabel('Game Title', fontsize=14)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# Adding the annotation\n",
    "for i in range(top_n):\n",
    "    plt.text(top_games.values[i], i, top_games.values[i], ha = 'right', va = 'center', fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('#5-Top-20-Reviews-per-game.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:03.327426Z",
     "start_time": "2023-12-11T02:26:02.570865Z"
    }
   },
   "id": "de97e423caf3d115"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## NLTK "
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "da17babf1ec7daf1"
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [],
   "source": [
    "def analyze_sentiment(text):\n",
    "    sid = SentimentIntensityAnalyzer()\n",
    "    sentiment_score = sid.polarity_scores(text)\n",
    "    return sentiment_score['compound']  # Returning the compound score"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:26:03.333256Z",
     "start_time": "2023-12-11T02:26:03.324150Z"
    }
   },
   "id": "47d3686a7e9af1df"
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [],
   "source": [
    "# Apply sentiment analysis\n",
    "combined_df['sentiment_score'] = combined_df['cleaned_review'].apply(analyze_sentiment)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.069674Z",
     "start_time": "2023-12-11T02:26:03.331645Z"
    }
   },
   "id": "95f2f174a4739aed"
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(combined_df['sentiment_score'], bins=50, kde=True)\n",
    "plt.title('Distribution of Sentiment Scores')\n",
    "plt.xlabel('Sentiment Score')\n",
    "plt.ylabel('Frequency')\n",
    "plt.savefig('#6-Sentiment-Score-Distribution.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.449296Z",
     "start_time": "2023-12-11T02:27:08.073975Z"
    }
   },
   "id": "5c311b9ff26178b0"
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [],
   "source": [
    "def sentiment_category(score):\n",
    "    if score > 0.05:\n",
    "        return 'Positive'\n",
    "    elif score < -0.05:\n",
    "        return 'Negative'\n",
    "    else:\n",
    "        return 'Neutral'\n",
    "\n",
    "combined_df['sentiment_category'] = combined_df['sentiment_score'].apply(sentiment_category)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.453413Z",
     "start_time": "2023-12-11T02:27:08.449418Z"
    }
   },
   "id": "c5683eb8bb788935"
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_48333/116383987.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x='sentiment_category', data=combined_df, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "sns.countplot(x='sentiment_category', data=combined_df, palette='Set2')\n",
    "plt.title('Distribution of Sentiment Categories')\n",
    "plt.xlabel('Sentiment Category')\n",
    "plt.ylabel('Count')\n",
    "plt.savefig('#7-Sentiment-Score.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.566219Z",
     "start_time": "2023-12-11T02:27:08.454324Z"
    }
   },
   "id": "b020189526f91ef7"
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "data": {
      "text/plain": "          review_id          year  user_suggestion  sentiment_score\ncount  17316.000000  17316.000000     17316.000000     17316.000000\nmean   12431.211192   2016.388427         0.570975         0.480606\nstd     7653.171476      1.390356         0.494951         0.627548\nmin        1.000000   2011.000000         0.000000        -0.999900\n25%     5786.750000   2015.000000         0.000000         0.125500\n50%    11764.500000   2017.000000         1.000000         0.812950\n75%    18932.250000   2018.000000         1.000000         0.948725\nmax    25537.000000   2018.000000         1.000000         1.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>review_id</th>\n      <th>year</th>\n      <th>user_suggestion</th>\n      <th>sentiment_score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>17316.000000</td>\n      <td>17316.000000</td>\n      <td>17316.000000</td>\n      <td>17316.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>12431.211192</td>\n      <td>2016.388427</td>\n      <td>0.570975</td>\n      <td>0.480606</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>7653.171476</td>\n      <td>1.390356</td>\n      <td>0.494951</td>\n      <td>0.627548</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>2011.000000</td>\n      <td>0.000000</td>\n      <td>-0.999900</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>5786.750000</td>\n      <td>2015.000000</td>\n      <td>0.000000</td>\n      <td>0.125500</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>11764.500000</td>\n      <td>2017.000000</td>\n      <td>1.000000</td>\n      <td>0.812950</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>18932.250000</td>\n      <td>2018.000000</td>\n      <td>1.000000</td>\n      <td>0.948725</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>25537.000000</td>\n      <td>2018.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.578371Z",
     "start_time": "2023-12-11T02:27:08.566380Z"
    }
   },
   "id": "e9a81fb1967e9e26"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Top 20 games sort by Sentimental  Score"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cd3a2c34bf40355c"
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_48333/2934709188.py:12: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=top_top_20_games.values, y=top_top_20_games.index, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the number of games to display (e.g., top 20)\n",
    "top_n = 20\n",
    "\n",
    "# Calculate the average compound score per game and sort\n",
    "top_20_games = combined_df.groupby('title')['sentiment_score'].mean().sort_values(ascending=False)\n",
    "\n",
    "# Sort and select the top N games\n",
    "top_top_20_games = top_20_games.sort_values(ascending=False).head(top_n)\n",
    "\n",
    "# Create a horizontal bar chart\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=top_top_20_games.values, y=top_top_20_games.index, palette='viridis')\n",
    "plt.title('Top 20 Games by Average Compound Sentiment Score', fontsize=16)\n",
    "plt.xlabel('Average Compound Sentiment Score', fontsize=14)\n",
    "plt.ylabel('Game Title', fontsize=14)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# Adding the annotation\n",
    "for i, score in enumerate(top_top_20_games.values):\n",
    "    plt.text(score, i, f'{score:.2f}', ha='right', va='center', fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('#8-Top-20-Average-Compound-Score-per-Game.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:08.930508Z",
     "start_time": "2023-12-11T02:27:08.579999Z"
    }
   },
   "id": "8ea7b79ec2f3dbb"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Last 20 games sort by sentimental score"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b874f6e612c0d7a6"
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_48333/654437274.py:12: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=bottom_bottom_20_games.values, y=bottom_bottom_20_games.index, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the number of games to display (e.g., top 20)\n",
    "bottom_n = 20\n",
    "\n",
    "# Calculate the average compound score per game and sort\n",
    "bottom_20_games = combined_df.groupby('title')['sentiment_score'].mean().sort_values(ascending=True)\n",
    "\n",
    "# Sort and select the top N games\n",
    "bottom_bottom_20_games = bottom_20_games.sort_values(ascending=True).head(bottom_n)\n",
    "\n",
    "# Create a horizontal bar chart\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=bottom_bottom_20_games.values, y=bottom_bottom_20_games.index, palette='viridis')\n",
    "plt.title('Bottom 20 Games by Average Compound Sentiment Score', fontsize=16)\n",
    "plt.xlabel('Average Compound Sentiment Score', fontsize=14)\n",
    "plt.ylabel('Game Title', fontsize=14)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# Adding the annotation\n",
    "for i, score in enumerate(bottom_bottom_20_games.values):\n",
    "    plt.text(score, i, f'{score:.2f}', ha='right', va='center', fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('#9-Bottom-20-Average-Compound-Score-per-Game.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:09.221271Z",
     "start_time": "2023-12-11T02:27:08.928173Z"
    }
   },
   "id": "12da1098696b562d"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## WordCloud For Top 20 Games"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a5c92840fb060474"
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [],
   "source": [
    "top20_games_reviews = combined_df[combined_df['title'].isin(top_top_20_games.reset_index()['title'])]['user_review']\n",
    "##concatenating all the reviews\n",
    "top20_games_reviews_text = ''.join(top20_games_reviews)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:09.229035Z",
     "start_time": "2023-12-11T02:27:09.225088Z"
    }
   },
   "id": "de970c50b91a102b"
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Create a WordCloud object\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(top20_games_reviews_text)\n",
    "\n",
    "# Create a figure and display the WordCloud\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title('Word Cloud for Top 20 Game reviews')\n",
    "\n",
    "# Save the word cloud as an image file\n",
    "plt.savefig('#10-Top20-Games-WC.jpg')\n",
    "\n",
    "# Show the word cloud\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:11.181232Z",
     "start_time": "2023-12-11T02:27:09.362825Z"
    }
   },
   "id": "7dcf7a89a12e613d"
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "outputs": [],
   "source": [
    "bottom20_games_reviews = combined_df[combined_df['title'].isin(bottom_bottom_20_games.reset_index()['title'])]['user_review']\n",
    "##concatenating all the reviews\n",
    "bottom20_games_reviews_text = ''.join(bottom20_games_reviews)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:11.188849Z",
     "start_time": "2023-12-11T02:27:11.181375Z"
    }
   },
   "id": "53ca250ae1b3a85a"
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a WordCloud object\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(bottom20_games_reviews_text)\n",
    "\n",
    "# Create a figure and display the WordCloud\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title('Word Cloud for Bottom 20 Game reviews')\n",
    "\n",
    "# Save the word cloud as an image file\n",
    "plt.savefig('#11-Bottom20-Games-WC.jpg')\n",
    "\n",
    "# Show the word cloud\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T02:27:13.024970Z",
     "start_time": "2023-12-11T02:27:11.335911Z"
    }
   },
   "id": "7a0762769b379963"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}