game_sentiment_analysis.ipynb

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     "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"
     ]
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     "execution_count": 2,
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   "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": {
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   "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)"
   ],
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    "train_df.shape"
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     "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()"
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     "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"
     ]
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    "test_df.info()"
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     "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"
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    "combined_df.info()"
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   "execution_count": 10,
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   "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)"
   ],
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     "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"
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    "combined_df.info()"
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   "id": "9502e1c6e4fcb9c9"
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   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "17316"
     },
     "execution_count": 12,
     "metadata": {},
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   ],
   "source": [
    "combined_df.to_csv(\"my_data.csv\", index=False)\n",
    "len(combined_df)"
   ],
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     "end_time": "2023-12-11T04:19:50.635266Z",
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    {
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      "text/plain": "0"
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     "execution_count": 13,
     "metadata": {},
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    "combined_df.duplicated().sum()"
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   "execution_count": 14,
   "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...  ",
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     },
     "execution_count": 14,
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   "source": [
    "combined_df.head()"
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   "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>"
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   "source": [
    "combined_df.describe()"
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      "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": "2023-12-11T04:19:51.163773Z",
     "start_time": "2023-12-11T04:19:50.723442Z"
    }
   },
   "id": "df43893de651db21"
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": "2023-12-11T04:19:51.765781Z",
     "start_time": "2023-12-11T04:19:51.145098Z"
    }
   },
   "id": "2f97746392e0d532"
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": "2023-12-11T04:19:51.774484Z",
     "start_time": "2023-12-11T04:19:51.767832Z"
    }
   },
   "id": "914f74380ebc35ae"
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "MultinomialNB()",
      "text/html": "<style>#sk-container-id-1 {color: black;}#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>"
     },
     "execution_count": 19,
     "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": "2023-12-11T04:19:51.783471Z",
     "start_time": "2023-12-11T04:19:51.774938Z"
    }
   },
   "id": "c5fbf0528b7ff4af"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": "2023-12-11T04:19:51.969950Z",
     "start_time": "2023-12-11T04:19:51.787781Z"
    }
   },
   "id": "4f6b2f9dfed295d"
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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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+PkV+ywQYAACYzVFgzFUMvr6+Onr0qEsm4tChQ6pTp45sNpu2b98uh8Px6/QcDm3btk02m02SZLPZlJSU5Hxdenq60tPTne1FQYABAMAtqFOnTqpQoYImTZqkw4cP64svvtCiRYs0aNAgdevWTefOndOMGTOUkpKiGTNmKCcnR2FhYZKk8PBwffTRR1q5cqX279+v8ePHKzQ0VHXr1i3y+AQYAACYrRQO2qpcubLeeecdZWRkqF+/foqNjdUTTzyhv//976pUqZLi4uKUlJSkPn36KDk5WfHx8fLy8pIkBQYGatq0aVq4cKHCw8NVtWpVxcbGFmt8i+O3/MgtZFeDB0p7CsANaVL+LffXHbhuHx1bbfoYOf9ZcO1OReDZNcqQ55QEMhgAAMBwbFMFAMBsf+JzRG52BBgAAJitDAYYlEgAAIDhyGAAAGA2g44Kv5kQYAAAYLYyWCIhwAAAwGxlMIPBGgwAAGA4MhgAAJiNEgkAADAcJRIAAIDrRwYDAACzUSIBAACGK4MBBiUSAABgODIYAACYzeEo7RmUOAIMAADMRokEAADg+pHBAADAbGUwg0GAAQCA2crgQVsEGAAAmK0MZjBYgwEAAAxHBgMAALOxTRUAABiOEgkAAMD1I4MBAIDZymAGgwADAACzlcFtqpRIAACA4chgAABgMkcBu0gAAIDRyuAaDEokAADAcGQwAAAwWxlc5EmAAQCA2ViDAQAADMcaDAAAgOtHgAEAgNkKCoy5imHVqlVq1qxZoeuOO+6QJO3du1f9+/eXzWZT3759tXv3bpfXr169Wl26dJHNZlNkZKROnz5drPEJMAAAMJvDYcxVDN27d9emTZuc11dffaV69epp8ODBys7O1ogRIxQcHKxVq1YpMDBQERERys7OliTt3LlTMTExioqKUkJCgs6dO6fo6OhijU+AgT+tyv13qeXhT1yu29+YIEnyuLOhGn34iprv/UCN/v2qPFo0cn1t2F/U9ItFar5nper/Y5oq1PYpjbcAGK6Gn7eeWxSt5Tvf1dKtyzTs+cdUwb2CSx+vyl5aunWZOvXr7HJ/wNMDtWTLO1qx6z09u3C8qtSoUpJTxy3Gw8NDPj4+zuvjjz+Ww+HQuHHjtHbtWrm7u2v8+PFq1KiRYmJiVLFiRa1bt06StHz5coWFhalXr1664447NGvWLG3YsEGpqalFHp8AA3+ae5Pbde7zLdrXdpDzOv7cfFk83VX/7Sm6+P1epTzwlLK37VP9pVNk8XSXJHm1uUO3v/6sMhf/WwceeEoO+yXdPm98Kb8bwBjPLYqW1cNd0f2e0ytRs9S2Szs9PPYRlz6PRg+V923eLve6PtxN9/39Pr065hVF931O1f28FTVrTElOHWYqhRLJ/8rKytLixYs1duxYWa1WJScnKygoSBaLRZJksVjUpk0b7dixQ5KUnJys4OBg5+v9/f1Vq1YtJScnF3lMAgz8ae6N6yj3x6O6nJnlvArOX1S1nnfLkWvXiZeWKu/gcaVPW6yCCzmq2r2jJKnm47115t9f6fS762Q/9LPSpsbLzbe6ylfntzXc3Go3qqM7gu7QvHFzlfrTMe3dukf/mrNc9/QKdfYJaHunWnWw6fQp13p20L3B2vjJRu3ZslvHfjqqDxclqlUHWwm/A5imwGHIZbfbdeHCBZfLbrdfc/h3331Xvr6+6tatmyQpIyNDvr6+Ln28vb114sQJSdKpU6f+sL0oCDDwp3k0vl15h9MK3fcKbKaLP+x1uZedtE9ebX5dWFTxrpY6959vnW2Xjp/Uj3c/pvwz58ydMGCyrIwzmvrIZJ3NzHK571XZS5LkZnVT5MujFTfpTV3Ku+TS5/yZ8wru1FY1/Lxldbfq7r/do0N7DpXU1HGTiIuLU1BQkMsVFxf3h69xOBxauXKlHnnk/zJpOTk5slqtLv2sVqszWMnNzf3D9qK4Ic7BOHPmjOx2uzw9PVWlCr/F3izcG9ZW5XsC5RvZXypXTmfXfqNTr62Qm28N5f50zKXv5cwzcm9aT+UqV5RbtcqylC+v+stekEdAA+Xs+FE/P/+mLp8s3gpl4EZz8dxFbf96m/Nri8WiHkN6auc3v6aV+0c9pEN7DmrHxu2FXpvw+ruKWTpZb3+/TPmX83Xm1GmN7zWuxOYOkxl0kmdERISGDh3qcu/KQOBKu3bt0smTJ9WjRw/nPXd390LBgt1ul4eHxx+2e3p6FnmupRZgfPbZZ1q+fLl27typvLw8530PDw+1aNFCjz76qLp06VJa08M1VKjto3JeHnLYL+tY5ExZ6/rJf8oIlfOwqpyHuxx219/OCuyXVc5aQeUq/vovr/+UETr5yj+VN2e5/J55WPWXTFbKA08Xe5U0cCN7dOJQNWzRSON6PqO6Teqq28NhGtN19FX7+tbxkz0nT9OHvqALZy9oaMxwjX7lSU19ZHIJzxqmMOgkT6vVes2A4kobN25UcHCwqlat6rzn5+enzMxMl36ZmZnOssjvtfv4FH1BfqkEGG+//bYWLFigxx57TFFRUfL29namXjIzM/XDDz9owoQJevLJJzVo0KDSmCKu4dLPGdrbOlz5Zy9IknL3HZbKlVPd157Rxe92y2J1XTVfzuqmgtw86XK+JOlMwmfK+vBLSVLqU3MU8P0/5RXYTNnb9pfsGwFMMjh6iP42/EHNjpypYz8d1curZulfr64oVD75zVOvPa13XnpbP/z3e0nS7FEva/HmpWrauql+2vFTCc4ct5qdO3eqTZs2LvdsNpsWL14sh8Mhi8Uih8Ohbdu2aeTIkc72pKQk9enTR5KUnp6u9PR02WxFXxdUKgHG0qVLNXPmzKtmKBo1aqSQkBA1a9ZM06dPJ8C4gf0WXPwmLyVV5TzcdSnjjCr4VHdpc/OprkunzujymXMqsF9S3sHj//ecrPO6nHVOFfxrlsi8AbM9/kKEwgZ112tPztHmT7+VT20fBQTfqfoBDTR00nBJkrunu554KVIdH7hbrz/zmnxq++rw3sPOZ2SmZ+rc6XPyqeNLgHELcJTiUeEHDhzQ3/72N5d73bp105w5czRjxgwNGDBA7733nnJychQWFiZJCg8P16BBg9S6dWu1bNlSM2bMUGhoqOrWrVvkcUtlkWdubq7q1Knzh338/Px0/vz5EpoRiqvSPYEK2LZCFg935z2POxvq8ulzyv5+j7yC7nDp7xUUoJzt+6X8AuXuPiiPgAbOtvLVq8itehXZfz5VYvMHzPL3p8LV7ZEwvRI1Sxs/+VqS9MuJXxRx9+N6qtsY53X65Gn969UVWjB+vs5nnZc91666Tf7vP96Vq1dR5eqVdfLYydJ6KzCSQbtI/ozMzMxC6xsrVaqkuLg4Z5YiOTlZ8fHx8vL6dUFyYGCgpk2bpoULFyo8PFxVq1ZVbGxsscYtlQzGfffdpwkTJmjSpElq3bq13Nz+bxoFBQXasWOHpkyZoq5du5bG9FAE2Un75ci1q87Lo3Vy3ruy1r1N/tFDlRGfqLOffqPbxj8q/8mP6/S/1qnGwG4q5+WhrDWbJEkZb32oOrOfUs7eQ8r78ahuix6q3L2HlcNvabjJ1WlcR38fM0AfLFypvd/vUTWfas62E0fTXfrmX87X2cwsnT75iyTpvys/19BJw3Xu9DldyLqgoZOG6aftPypl54GSfAswSyl+XPvOnTuver9Vq1b68MMPf/d1ffr0cZZI/oxSCTCmTp2qmTNnavjw4crPz1e1atWcazCysrLk5uamBx98sNjHkqLkFFzM0eFHp8h/8mNq/NGrKriYo9P/WqfMuFWSpCOPTVPtFyNVI7yrcvcf0ZGhL8iR8+ti3nOffqv0qpXkHz1Ubt7VdPG7XToy4sXSfDuAIULuv0vl3crr708O0N+fHODS9uDtPf/wtUumLdbD4wZp7PxnZfWwKnnjDr321BwzpwuYyuJwlN6y/ZycHO3fv18ZGRnKycmRu7u7/Pz8FBAQ4Nwq82fsavCAgbMEbh2T8tmlA1zpo2OrTR/j4rSHDXlOxckrDHlOSSjVczA8PT0VGBhYmlMAAMB8pbjIs7RwkicAADDcDXGSJwAAtzSDDtq6mRBgAABgtlLcRVJaKJEAAADDkcEAAMBslEgAAIDRSvOo8NJCiQQAABiODAYAAGajRAIAAAxHgAEAAAzHNlUAAIDrRwYDAACzUSIBAABGc5TBAIMSCQAAMBwZDAAAzFYGMxgEGAAAmI2TPAEAAK4fGQwAAMxGiQQAABiuDAYYlEgAAIDhyGAAAGAyh6PsZTAIMAAAMFsZLJEQYAAAYLYyGGCwBgMAABiODAYAACYri59FQoABAIDZymCAQYkEAAAYjgwGAABmK3sfRUKAAQCA2criGgxKJAAAwHAEGAAAmK3AYcxVTHa7XS+88ILatm2rv/zlL3r11Vedp4ru3btX/fv3l81mU9++fbV7926X165evVpdunSRzWZTZGSkTp8+XayxCTAAADBbgUFXMb344ov69ttvtWTJEs2ZM0fvv/++EhISlJ2drREjRig4OFirVq1SYGCgIiIilJ2dLUnauXOnYmJiFBUVpYSEBJ07d07R0dHFGps1GAAA3IKysrKUmJiot99+W61atZIkDRs2TMnJyXJzc5O7u7vGjx8vi8WimJgYff3111q3bp369Omj5cuXKywsTL169ZIkzZo1S/fee69SU1NVt27dIo1PBgMAAJM5ChyGXMWRlJSkSpUqqV27ds57I0aMUGxsrJKTkxUUFCSLxSJJslgsatOmjXbs2CFJSk5OVnBwsPN1/v7+qlWrlpKTk4s8PgEGAABmM6hEYrfbdeHCBZfLbrdfdcjU1FTVrl1b//73v9WtWzd17txZCxcuVEFBgTIyMuTr6+vS39vbWydOnJAknTp16g/bi4ISCQAAJjNqm2pcXJwWLFjgci8qKkqjR48u1Dc7O1tHjx7Ve++9p9jYWGVkZGjy5Mny9PRUTk6OrFarS3+r1eoMVnJzc/+wvSgIMAAAuElERERo6NChLveuDAR+4+bmpgsXLmjOnDmqXbu2JCktLU3vvvuu6tWrVyhYsNvt8vDwkCS5u7tftd3T07PIcyXAAADAbAad5Gm1Wn83oLiSj4+P3N3dncGFJDVo0EDp6elq166dMjMzXfpnZmY6yyJ+fn5Xbffx8SnyXFmDAQCAyRwFxlzFYbPZlJeXp8OHDzvvHTp0SLVr15bNZtP27dudZ2I4HA5t27ZNNpvN+dqkpCTn69LT05Wenu5sLwoCDAAAbkENGzZUaGiooqOjtX//fm3cuFHx8fEKDw9Xt27ddO7cOc2YMUMpKSmaMWOGcnJyFBYWJkkKDw/XRx99pJUrV2r//v0aP368QkNDi7xFVSLAAADAfKV00NYrr7yi22+/XeHh4Xruuef08MMPa9CgQapUqZLi4uKUlJSkPn36KDk5WfHx8fLy8pIkBQYGatq0aVq4cKHCw8NVtWpVxcbGFmtsi+O3/MgtZFeDB0p7CsANaVL+LffXHbhuHx1bbfoYmWF/NeQ5NT/dYMhzSgIZDAAAYDh2kQAAYDaDdpHcTAgwAAAwWXF3gNwKCDAAADBZWQwwWIMBAAAMRwYDAACTlcUMBgEGAABmc1hKewYljhIJAAAwHBkMAABMRokEAAAYzlFAiQQAAOC6kcEAAMBklEgAAIDhHOwiAQAAuH5kMAAAMBklEgAAYLiyuIuEAAMAAJM5HKU9g5LHGgwAAGA4MhgAAJiMEgkAADBcWQwwKJEAAADDkcEAAMBkZXGRJwEGAAAmo0QCAABgADIYAACYrCx+FgkBBgAAJiuLR4VTIgEAAIYjgwEAgMkKKJEAAACjsQYDAAAYjm2qAAAABiCDAQCAyTjJs4jy8/O1ceNGHTlyRH369NHhw4fVsGFDVa5c2ej5AQBw0yuLJZJiBxjp6ekaPny4srKydPbsWXXu3FlvvfWWtm/friVLlqhZs2ZmzBMAANxEir0GY9q0aQoKCtLGjRtltVolSa+++qr+8pe/6MUXXzR8ggAA3OwKHBZDruJav369mjVr5nKNGTNGkrR37171799fNptNffv21e7du11eu3r1anXp0kU2m02RkZE6ffp0scYudoDxww8/aNiwYSpfvrzzXoUKFTRq1KhCkwMAAL9uUzXiKq6UlBTde++92rRpk/N68cUXlZ2drREjRig4OFirVq1SYGCgIiIilJ2dLUnauXOnYmJiFBUVpYSEBJ07d07R0dHFGrvYAYaHh4d++eWXQvcPHz6sSpUqFfdxAADAJAcPHlTTpk3l4+PjvKpUqaK1a9fK3d1d48ePV6NGjRQTE6OKFStq3bp1kqTly5crLCxMvXr10h133KFZs2Zpw4YNSk1NLfLYxQ4wBgwYoMmTJ+urr76S9GtgkZiYqOeff179+vUr7uMAALjlORzGXMV18OBB1a9fv9D95ORkBQUFyWL5NStisVjUpk0b7dixw9keHBzs7O/v769atWopOTm5yGMXe5FnZGSkqlSpoqlTpyonJ0cjRoyQt7e3hgwZouHDhxf3cQAA3PKMOircbrfLbre73LNarc41kf/L4XDo8OHD2rRpk+Li4pSfn69u3bppzJgxysjIUOPGjV36e3t768CBA5KkU6dOydfXt1D7iRMnijzXP7VNddCgQRo0aJCys7OVn5/P9lQAAEpAXFycFixY4HIvKipKo0ePLtQ3LS1NOTk5slqtmjt3ro4fP64XX3xRubm5zvv/y2q1OoOX3NzcP2wvimIHGP/+97//sL1Xr17FfSQAALc0oz6LJCIiQkOHDnW5d7XshSTVrl1bW7ZsUdWqVWWxWBQQEKCCggI9++yzateuXaFgwW63y8PDQ5Lk7u5+1XZPT88iz7XYAca8efNcvs7Pz9cvv/wiNzc3tWrVigADAIArGHWS5++VQ35PtWrVXL5u1KiR8vLy5OPjo8zMTJe2zMxMZ1nEz8/vqu0+Pj5FHrvYizy/+OILl2vDhg3asmWLOnfurI4dOxb3cQAA3PJK4xyMjRs3KiQkRDk5Oc57+/btU7Vq1RQUFKTt27fL8f8jH4fDoW3btslms0mSbDabkpKSnK9LT09Xenq6s70oDPmws4oVK2r06NF6++23jXgcAAC4ToGBgXJ3d9ekSZN06NAhbdiwQbNmzdJjjz2mbt266dy5c5oxY4ZSUlI0Y8YM5eTkKCwsTJIUHh6ujz76SCtXrtT+/fs1fvx4hYaGqm7dukUe37APO9u/f78KCgqMetx1Cfx5W2lPAbgh5aRtLO0pAGWSUWswiqNSpUpasmSJXnrpJfXt21cVK1bUgAED9Nhjj8lisSguLk5TpkzR+++/r2bNmik+Pl5eXl6Sfg1Opk2bpnnz5uns2bPq0KGDpk+fXqzxLQ5H8SpDgwYNcu6b/c3Fixf1448/asiQIRo3blyxJmAGN2vt0p4CcEMiwAAKq1CzoeljbKnVx5DnhKStMuQ5JaHYGYyQkJBC96xWq8aNG6f27dsbMikAAHBzK3aAkZWVpcGDB+v22283Yz4AANxyDNpEclMp9iLPjz/+WOXKGbI2FACAMqG0Pk21NBU7gzFkyBC98MILGjJkiGrVqiV3d3eX9lq1ahk2OQAAcHMqUoDx/fffKzAwUG5ubs6DtjZu/HWx2G8LPh0OhywWi/bt22fSVAEAuDmVxi6S0lakAGPw4MHatGmTvL299d///tfsOQEAcEu5MQ5xKFlFCjD+dydr7dpsAQUAAH+syGswrjz7AgAAFI1DZe9naJEDjL59+xZp9wglFAAAXBWUwX2qRQ4whg4dqsqVK5s5FwAAbkkFZDCuzmKxqEePHvL29jZ7PgAA4BZQ7EWeAACgeFiD8Tt69+5d6EAtAABQNGxT/R2xsbFmzwMAANxCin1UOAAAKB5KJAAAwHBlsUTCx6ICAADDkcEAAMBkZTGDQYABAIDJyuIaDEokAADAcGQwAAAwWUHZS2AQYAAAYDY+iwQAABiuLH7gBmswAACA4chgAABgMrapAgAAwxVYyt4aDEokAADAcGQwAAAwWVlc5EmAAQCAycriGgxKJAAAwHBkMAAAMBkneQIAAMOVxZM8KZEAAADDEWAAAGAyh0HXnzVixAhNmDDB+fXevXvVv39/2Ww29e3bV7t373bpv3r1anXp0kU2m02RkZE6ffp0scckwAAAwGQFFmOuP2PNmjXasGGD8+vs7GyNGDFCwcHBWrVqlQIDAxUREaHs7GxJ0s6dOxUTE6OoqCglJCTo3Llzio6OLva4BBgAAJiswKCruLKysjRr1iy1bNnSeW/t2rVyd3fX+PHj1ahRI8XExKhixYpat26dJGn58uUKCwtTr169dMcdd2jWrFnasGGDUlNTizU2AQYAALeomTNn6sEHH1Tjxo2d95KTkxUUFCTL/z++3GKxqE2bNtqxY4ezPTg42Nnf399ftWrVUnJycrHGJsAAAMBkRq3BsNvtunDhgstlt9uvOubmzZv1ww8/aNSoUS73MzIy5Ovr63LP29tbJ06ckCSdOnXqD9uLigADAACTGbUGIy4uTkFBQS5XXFxcofHy8vI0ZcoUTZ48WR4eHi5tOTk5slqtLvesVqszUMnNzf3D9qLiHAwAAG4SERERGjp0qMu9K4MBSVqwYIFatGihu+++u1Cbu7t7oWDBbrc7A5Hfa/f09CzWXAkwAAAwmVGfRWK1Wq8aUFxpzZo1yszMVGBgoCQ5A4b//Oc/6tmzpzIzM136Z2ZmOssifn5+V2338fEp1lwJMAAAMFlJf9jZP//5T12+fNn59SuvvCJJGjdunL7//nstXrxYDodDFotFDodD27Zt08iRIyVJNptNSUlJ6tOnjyQpPT1d6enpstlsxZoDAQYAALeY2rVru3xdsWJFSVK9evXk7e2tOXPmaMaMGRowYIDee+895eTkKCwsTJIUHh6uQYMGqXXr1mrZsqVmzJih0NBQ1a1bt1hzYJEnAAAmc1iMuYxQqVIlxcXFObMUycnJio+Pl5eXlyQpMDBQ06ZN08KFCxUeHq6qVasqNja22ONYHA7H9Zw+ekNys9a+diegDMpJ21jaUwBuOBVqNjR9jDfqPmLIc0alLjfkOSWBDAYAADAcazAAADBZSS/yvBEQYAAAYLJbbi1CERBgAABgsj/7Sag3M9ZgAAAAw5HBAADAZKzBAAAAhiuLAQYlEgAAYDgyGAAAmIxdJAAAwHDsIgEAADAAGQwAAExWFhd5EmAAAGCysrgGgxIJAAAwHBkMAABMVlAGcxgEGAAAmIw1GAAAwHBlL3/BGgwAAGACMhgAAJiMEgkAADAcJ3kCAAAYgAwGAAAmY5sqAAAwXNkLLyiRAAAAE5DBAADAZOwiAQAAhiuLazAokQAAAMORwQAAwGRlL39BgAEAgOlYgwEAAAzHGgwAAAADkMEAAMBkZS9/QYABAIDpyuIaDEokAADAcAQYAACYzGHQP8V19OhRDR8+XIGBgQoNDdVbb73lbEtNTdWQIUPUunVrde/eXZs2bXJ57bfffquePXvKZrNp8ODBSk1NLdbYBBgAAJiswKCrWGMWFGjEiBGqXr26PvzwQ73wwgt688039cknn8jhcCgyMlI1a9ZUYmKiHnzwQUVFRSktLU2SlJaWpsjISPXp00cffPCBatSooVGjRsnhKHqQwxoMAABuQZmZmQoICNDUqVNVqVIl1a9fX+3bt1dSUpJq1qyp1NRUvffee/Ly8lKjRo20efNmJSYmavTo0Vq5cqVatGihYcOGSZJiY2PVoUMHbd26VSEhIUUanwwGAAAmK5DDkKs4fH19NXfuXFWqVEkOh0NJSUn6/vvv1a5dOyUnJ+vOO++Ul5eXs39QUJB27NghSUpOTlZwcLCzzdPTU82bN3e2FwUBBgAAJnMYdNntdl24cMHlstvt1xy/U6dOGjhwoAIDA9W1a1dlZGTI19fXpY+3t7dOnDghSddsLwoCDBiiTp1a+ujDZTqduV8pP32nMaMfc7aFh/fW3j0bdf5sijZu+Ehtg1uX3kQBk6WfzNCoZ6co5L4+ur/vo/pnwofOtm+2JKnPo6PUtktvPfZktA4fPe7y2vZd+6lFhzCXKzs7p6TfAm5gcXFxCgoKcrni4uKu+bp58+Zp0aJF2rdvn2JjY5WTkyOr1erSx2q1OoOVa7UXBWswYIj3/rVIR48dV7u7whQQ0ETL/7FQR48d1y+Zp7U47hWNGPmsNm/+QU9EPKrVnyxXw8btdPFidmlPGzDcuOdfkv9tvnp/6XwdPHJMz02dKf/bfFW/bh1FPjtFjw16SD3u76RVq/+j4WMmaPW7i+Xl5amTGZk6f+GiPn1/qTw93J3P8/T0KMV3A6MYdVR4RESEhg4d6nLvykDgalq2bClJysvL07hx49S3b1/l5LgGr3a7XR4ev/775u7uXiiYsNvtqlKlSpHnSgYD161ataq6664gvRT7ulJSDuuTTz7Tfz77Up3u7Si/23w146XX9a9/rdLhw8c0fcZr8vaurjsDmpb2tAHDnT13Xsl79itiSLjq1a2tTne3V4eQYG35IVkJH65R65YBinp8sBrUq6NnRg1TpUpeWv3Zl5KkQ0dS5eNdQ3Vr+6umdw3nZbFYSvldwQhG7SKxWq2qVKmSy/V7AUZmZqY+//xzl3uNGzfWpUuX5OPjo8zMzEL9fyuL+Pn5XbXdx8enyO+ZAAPXLScnVxcvZmvI4L/Lzc1NTZs20l/at9WOHbuVmLhasS/PkyR5eHjoqScf18mTGdq776dSnjVgPA93d3l6uOvfa9br0uXLOnz0uLbv2qs7mjbS8bR0tbzzDmdfi8WiJg0bKHn3PknSwSPHVO/22qU1dZisNM7BOH78uKKionTy5Ennvd27d6tGjRoKCgrSnj17lJub62xLSkqSzWaTJNlsNiUlJTnbcnJytHfvXmd7URBg4Lrl5eVp9JgYPf74I7pw7qD27v5a6/7zpd5+5z1nn073dtTZMz/p+UnP6JlxUyiP4Jbk7m5VzDORev+jtQru9KAeGPi47r4rWH0f6CrvGtV1KsP1N8ITpzJ05uw5SdKhI8eUm5unIVHjFfq3gXpi7PM6cuz41YYBiqRly5Zq3ry5Jk6cqJSUFG3YsEGzZ8/WyJEj1a5dO/n7+ys6OloHDhxQfHy8du7cqX79+kmS+vbtq23btik+Pl4HDhxQdHS06tSpU+QtqhIBBgwSENBYq9esV4eOD2jY8KfVt08PhYf3drbv3rNf7e4K09QXXtHSt15TSLs2pThbwDyHjh5TaIcQrYh7TS9OfEaffblJq//zhbp1vkf/+XKTvvpmiy5fztdHa9drz76fdOnSJUnS4aPHdfbceUU8Gq75L0+Ru7u7hj8ZTTB+iyiNg7bKly+vN954Q56envr73/+umJgYDRo0SIMHD3a2ZWRkqE+fPvr444+1cOFC1apVS5JUp04dzZ8/X4mJierXr5+ysrK0cOHCYpXsLI7iHMtloO+//77Ifdu2bVusZ7tZSTOWpE73dtS7/1qkeg2Cnem26AljNHBgH7VsFVqo/0cfLlPmL6c1/LGnS3imyEnbWNpTuKV998N2jX0+Vv/99z/l4f7rQs24Ze9q9X++1Cf/ilfcsne16O1/KT+/QO3atJL/bb66cOGiXpsxSXa7XZcv58vLy1OSlJdnV5c+gzThyZHqcf+9pfm2bnkVajY0fYyh9fsa8py3jyQa8pySUGq7SKZNm6aUlBRJ+sOjRy0Wi/bt21dS08Kf0KZNS6WkHHap5e3YsVvRE8YoOMim/Px8bd+x29m2b/9PCriDRZ649ez9MUX16tRyBheSFNCkkRYvS5AkRTwarqHhfXX+Yra8q1fT2OdfUi1/P0m/Lt7737V67u5W1fa/TSczfinR9wAYpdQCjMTERD3zzDM6fvy4EhIS5P4/fyFxc0lLP6lGjeqrQoUKznRvs2aNdfjIMQ0dGq4G9euqe8+Hnf3bBLbS9u27Smu6gGl8anrr2M/punTpkipUqCBJOnzsuGr7+2nt+q+0c89+TXhqpLytVuXm5WnrtmS9GDNWDodDYQ8N08ghA9Wrx32SpOycXB07nqaG9eqU5luCQfi49hJktVr16quvSpLmzp1bWtOAAVavXq9Lly4pPu4VNWnSUD173KcJz43WggVL9dZby3XvvR00Omq4GjduoCmTx6pt29Z6ff5b134wcJMJ7RAiN7fymvzy6zpy7Li+2vSdFv8jQQ/3f1D16tbW+x+t1fqvvtHR1J81fupM3ebro7vvCpbFYtE9f2mnhUuWa+u2nUo5dFTR02bLz6em7m5fvBIxbkwFDoch182k1NZg/ObgwYPaunWrwsPDDXsmazBKXkBAE702Z5ratm2tjIxf9Mab72je/w8ienTvounTn1OTxg20e8+PeuaZKdr83Q+lPOOyiTUY5jt4+Khi58Zp974fVb1aVQ3s+4AeeaiXLBaLPlzzmRa9/S9lnT2nkODWen5slHxq1pD065qLefHLtHb9V7pw8aLaBdk0aWyU/P2Kfu4A/pySWIMxqF4fQ57zz6OrDHlOSSj1AMMMBBjA1RFgAIWVRIDxiEEBxvKbKMDgqHAAAExm1FHhNxPOwQAAAIYjgwEAgMmKe8z3rYAAAwAAk5XFbaoEGAAAmIw1GAAAAAYggwEAgMlYgwEAAAxXFtdgUCIBAACGI4MBAIDJbsFDs6+JAAMAAJOxiwQAAMAAZDAAADBZWVzkSYABAIDJyuI2VUokAADAcGQwAAAwWVlc5EmAAQCAydimCgAADFcWF3myBgMAABiODAYAACYri7tICDAAADBZWVzkSYkEAAAYjgwGAAAmYxcJAAAwHCUSAAAAA5DBAADAZOwiAQAAhisog2swKJEAAADDEWAAAGAyh0FXcZ08eVJjxoxRu3btdPfddys2NlZ5eXmSpNTUVA0ZMkStW7dW9+7dtWnTJpfXfvvtt+rZs6dsNpsGDx6s1NTUYo1NgAEAgMkK5DDkKg6Hw6ExY8YoJydHK1as0GuvvaYvv/xSc+fOlcPhUGRkpGrWrKnExEQ9+OCDioqKUlpamiQpLS1NkZGR6tOnjz744APVqFFDo0aNKtZ2W9ZgAABgstLYpnro0CHt2LFD33zzjWrWrClJGjNmjGbOnKl77rlHqampeu+99+Tl5aVGjRpp8+bNSkxM1OjRo7Vy5Uq1aNFCw4YNkyTFxsaqQ4cO2rp1q0JCQoo0PhkMAABuQT4+PnrrrbecwcVvLly4oOTkZN15553y8vJy3g8KCtKOHTskScnJyQoODna2eXp6qnnz5s72oiCDAQCAyYw6ydNut8tut7vcs1qtslqthfpWqVJFd999t/PrgoICLV++XHfddZcyMjLk6+vr0t/b21snTpyQpGu2FwUZDAAATGbUGoy4uDgFBQW5XHFxcUWaw+zZs7V37149/fTTysnJKRSUWK1WZ/ByrfaiIIMBAMBNIiIiQkOHDnW5d7XsxZVmz56tZcuW6bXXXlPTpk3l7u6urKwslz52u10eHh6SJHd390LBhN1uV5UqVYo8VwIMAABMZtRJnr9XDvkj06dP17vvvqvZs2era9eukiQ/Pz+lpKS49MvMzHSWRfz8/JSZmVmoPSAgoMjjUiIBAMBkDofDkKu4FixYoPfee0+vvvqqevTo4bxvs9m0Z88e5ebmOu8lJSXJZrM525OSkpxtOTk52rt3r7O9KAgwAAC4BR08eFBvvPGGHn/8cQUFBSkjI8N5tWvXTv7+/oqOjtaBAwcUHx+vnTt3ql+/fpKkvn37atu2bYqPj9eBAwcUHR2tOnXqFHmLqiRZHLfgh9S7WWuX9hSAG1JO2sbSngJww6lQs6HpY7Tx72jIc7alb7p2p/8vPj5ec+bMuWrbjz/+qKNHjyomJkbJycmqV6+eJk6cqL/85S/OPhs2bNBLL72kEydOKDAwUNOnT1fdunWLPD4BBlCGEGAAhZVEgBF4WwdDnrP9xDeGPKckUCIBAACGYxcJAAAmK42jwksbAQYAACYzapvqzYQAAwAAkxXcessdr4k1GAAAwHBkMAAAMBklEgAAYDhKJAAAAAYggwEAgMkokQAAAMNRIgEAADAAGQwAAExGiQQAABiOEgkAAIAByGAAAGAySiQAAMBwDkdBaU+hxBFgAABgsrL4ce2swQAAAIYjgwEAgMkcZXAXCQEGAAAmo0QCAABgADIYAACYjBIJAAAwHCd5AgAAGIAMBgAAJuMkTwAAYLiyuAaDEgkAADAcGQwAAExWFs/BIMAAAMBkZbFEQoABAIDJ2KYKAABgADIYAACYjBIJAAAwXFlc5EmJBAAAGI4AAwAAkzkcDkOuP8tut6tnz57asmWL815qaqqGDBmi1q1bq3v37tq0aZPLa7799lv17NlTNptNgwcPVmpqarHGJMAAAMBkBQ6HIdefkZeXp2eeeUYHDhxw3nM4HIqMjFTNmjWVmJioBx98UFFRUUpLS5MkpaWlKTIyUn369NEHH3ygGjVqaNSoUcUKcggwAAC4RaWkpOihhx7SsWPHXO5/9913Sk1N1bRp09SoUSNFRESodevWSkxMlCStXLlSLVq00LBhw9SkSRPFxsbq559/1tatW4s8NgEGAAAmcxj0T3Ft3bpVISEhSkhIcLmfnJysO++8U15eXs57QUFB2rFjh7M9ODjY2ebp6anmzZs724uCXSQAAJjMqIO27Ha77Ha7yz2r1Sqr1XrV/gMHDrzq/YyMDPn6+rrc8/b21okTJ4rUXhRkMAAAuEnExcUpKCjI5YqLiyv2c3JycgoFJVar1Rm8XKu9KMhgAABgMqMO2oqIiNDQoUNd7v1e9uKPuLu7Kysry+We3W6Xh4eHs/3KYMJut6tKlSpFHoMAAwAAk/2Z9RNX80flkOLw8/NTSkqKy73MzExnWcTPz0+ZmZmF2gMCAoo8BiUSAABMVtrnYFzJZrNpz549ys3Ndd5LSkqSzWZzticlJTnbcnJytHfvXmd7URBgAABQxrRr107+/v6Kjo7WgQMHFB8fr507d6pfv36SpL59+2rbtm2Kj4/XgQMHFB0drTp16igkJKTIYxBgAABgshstg1G+fHm98cYbysjIUJ8+ffTxxx9r4cKFqlWrliSpTp06mj9/vhITE9WvXz9lZWVp4cKFslgsRR7D4rgFP+LNzVq7tKcA3JBy0jaW9hSAG06Fmg1NH8Oon0uX7T8b8pySQAYDAAAY7pbMYAAAgNJFBgMAABiOAAMAABiOAAMAABiOAAMAABiOAAMAABiOAAMAABiOAAMAABiOAAMAABiOAAMAABiOAAOmyMvL08SJExUcHKyOHTtq6dKlpT0l4IZit9vVs2dPbdmypbSnApjCrbQngFvTrFmztHv3bi1btkxpaWl67rnnVKtWLXXr1q20pwaUury8PI0dO1YHDhwo7akApiHAgOGys7O1cuVKLV68WM2bN1fz5s114MABrVixggADZV5KSorGjh1r6EdvAzciSiQw3P79+3X58mUFBgY67wUFBSk5OVkFBQWlODOg9G3dulUhISFKSEgo7akApiKDAcNlZGSoevXqslqtzns1a9ZUXl6esrKyVKNGjVKcHVC6Bg4cWNpTAEoEGQwYLicnxyW4kOT82m63l8aUAAAljAADhnN3dy8USPz2tYeHR2lMCQBQwggwYDg/Pz+dOXNGly9fdt7LyMiQh4eHqlSpUoozAwCUFAIMGC4gIEBubm7asWOH815SUpJatmypcuX4Vw4AygL+aw/DeXp6qlevXpo6dap27typzz//XEuXLtXgwYNLe2oAgBLCLhKYIjo6WlOnTtWjjz6qSpUqafTo0br//vtLe1oAgBJicXDaCwAAMBglEgAAYDgCDAAAYDgCDAAAYDgCDAAAYDgCDAAAYDgCDAAAYDgCDAAAYDgCDKCUdOrUSc2aNXNezZs3V7du3fTOO+8YNsagQYM0f/58SdKECRM0YcKEa77Gbrfr/fff/9Njrlq1Sp06dfrTrwdwa+AkT6AUTZw4Ud27d5ckXb58Wd99951iYmJUrVo19erVy9CxYmJiitRvzZo1WrRokR566CFDxwdQtpDBAEpR5cqV5ePjIx8fH/n7+6t3795q3769PvvsM1PGqly58jX7cbgvACMQYAA3GDc3N1WoUEGDBg3S9OnT1blzZ4WGhurChQtKT0/XyJEjZbPZ1KlTJy1YsED5+fnO165fv15du3ZV69atNW3aNJe2K0skH330kbp16yabzaYBAwZo79692rJli6Kjo/Xzzz+rWbNmOn78uBwOhxYuXKiOHTsqODhYI0eOVFpamvM5J0+e1GOPPabWrVurd+/eOnbsWMl8owDc0AgwgBvEpUuX9Nlnn+mbb75R586dJf26nmH27NlasGCBKlasqKioKHl7e+vDDz9UbGysPvnkEy1atEiSlJKSoqeeekrh4eFKTEzU5cuXlZSUdNWxNm7cqJiYGD366KP6+OOP1aJFC0VERCgwMFATJ07Ubbfdpk2bNsnf31/Lly/XJ598ojlz5ighIUHe3t4aNmyYLl26JEl68sknVVBQoJUrV+rxxx/XsmXLSuYbBuCGxhoMoBRNmTJF06dPlyTl5ubKw8NDjz76qP72t79p5cqVCg0NVZs2bSRJmzdvVlpamlauXKly5cqpYcOGeu655xQdHa3IyEglJiYqODhYQ4YMkSQ9//zz+vLLL686bkJCgnr27Knw8HBJ0vjx41WhQgWdPXtWlStXVvny5eXj4yNJeuuttzRlyhSFhIRIkqZNm6aOHTtq48aNqlu3rrZv364vv/xStWrVUpMmTbR7926tW7fOzG8bgJsAAQZQisaMGeP8GHt3d3f5+PiofPnyzvbatWs7/3zw4EFlZWUpKCjIea+goEC5ubk6c+aMDh48qICAAGdbhQoVXL7+X4cPH9aAAQOcX1utVj333HOF+l28eFEnTpzQ008/rXLl/i/hmZubqyNHjigvL0/VqlVTrVq1nG0tW7YkwABAgAGUJm9vb9WrV+93293d3Z1/vnz5sho2bKg33nijUL/fFm9euUCzQoUKV32um1vR/ur/tobj9ddfV4MGDVzaqlatqs2bNxd5TABlC2swgJtEgwYNlJaWpho1aqhevXqqV6+ejh8/rnnz5slisahJkybatWuXs39BQYH2799/1WfVq1fPpS0/P1+dOnVSUlKSLBaL836VKlXk7e2tjIwM55j+/v6aPXu2Dh8+rKZNm+rs2bM6evSo8zX79u0z4d0DuNkQYAA3iY4dO6p27dp69tln9eOPP+qHH37Q888/L09PT5UvX14PPfSQdu/erTfffFOHDh3SzJkzXXZ7/K9Bgwbp448/1ocffqijR48qNjZWDodDzZs3l6enp86ePasjR47o8uXLGjJkiObOnasvvvhCR44c0aRJk7Rt2zY1bNhQjRo1Uvv27TVx4kTt379fn3/+uZYvX17C3xkANyICDOAmUb58eb355psqKCjQQw89pNGjR+uvf/2rJk2aJOnXrMSbb76pNWvWqFevXsrIyNBf//rXqz6rbdu2mjJlihYuXKi//e1v2rdvnxYtWiQPDw/dddddqlevnh544AHt27dPw4cPV79+/TR58mT16tVLaWlpWrJkiapWrSpJeu2111S9enUNGDBAr776qgYNGlRi3xMANy6Lg1N1AACAwchgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAwxFgAAAAw/0/zjGWwS6pme8AAAAASUVORK5CYII="
     },
     "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": "2023-12-11T04:19:52.126286Z",
     "start_time": "2023-12-11T04:19:51.966309Z"
    }
   },
   "id": "932e62db92abb9e8"
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_58091/717824498.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": "2023-12-11T04:19:52.518641Z",
     "start_time": "2023-12-11T04:19:52.136514Z"
    }
   },
   "id": "de97e423caf3d115"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## NLTK "
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "da17babf1ec7daf1"
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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": "2023-12-11T04:19:52.527761Z",
     "start_time": "2023-12-11T04:19:52.518949Z"
    }
   },
   "id": "47d3686a7e9af1df"
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "# Apply sentiment analysis\n",
    "combined_df['sentiment_score'] = combined_df['cleaned_review'].apply(analyze_sentiment)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T04:20:44.702153Z",
     "start_time": "2023-12-11T04:19:52.523775Z"
    }
   },
   "id": "95f2f174a4739aed"
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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": "2023-12-11T04:20:45.049906Z",
     "start_time": "2023-12-11T04:20:44.707001Z"
    }
   },
   "id": "5c311b9ff26178b0"
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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": "2023-12-11T04:20:45.054444Z",
     "start_time": "2023-12-11T04:20:45.049255Z"
    }
   },
   "id": "c5683eb8bb788935"
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_58091/116383987.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": "2023-12-11T04:20:45.166009Z",
     "start_time": "2023-12-11T04:20:45.052758Z"
    }
   },
   "id": "b020189526f91ef7"
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-11T04:20:45.177466Z",
     "start_time": "2023-12-11T04:20:45.163829Z"
    }
   },
   "id": "e9a81fb1967e9e26"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Top 20 games sort by Sentimental  Score"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cd3a2c34bf40355c"
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_58091/2934709188.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": "2023-12-11T04:20:45.560452Z",
     "start_time": "2023-12-11T04:20:45.179356Z"
    }
   },
   "id": "8ea7b79ec2f3dbb"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Last 20 games sort by sentimental score"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b874f6e612c0d7a6"
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/mq/z32gg98x58g190tvk6nj_k_00000gn/T/ipykernel_58091/654437274.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",