{ "cells": [ { "cell_type": "code", "execution_count": 2, "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": 2, "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": "2023-12-11T04:19:48.780489Z", "start_time": "2023-12-11T04:19:48.419108Z" } }, "id": "initial_id" }, { "cell_type": "code", "execution_count": 3, "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": "2023-12-11T04:19:48.974147Z", "start_time": "2023-12-11T04:19:48.780920Z" } }, "id": "8c17b9eefdb5e25a" }, { "cell_type": "code", "execution_count": 4, "outputs": [ { "data": { "text/plain": "(17494, 5)" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.shape" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:48.980526Z", "start_time": "2023-12-11T04:19:48.974586Z" } }, "id": "a6f5f214ca47ebcb" }, { "cell_type": "code", "execution_count": 5, "outputs": [ { "data": { "text/plain": "(8045, 4)" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_df.shape" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:48.981676Z", "start_time": "2023-12-11T04:19:48.978424Z" } }, "id": "e9d07914d54cd030" }, { "cell_type": "code", "execution_count": 6, "outputs": [ { "data": { "text/plain": "(25539, 5)" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_df.shape" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:48.984655Z", "start_time": "2023-12-11T04:19:48.982404Z" } }, "id": "6b2df142e62e927c" }, { "cell_type": "code", "execution_count": 7, "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": "2023-12-11T04:19:48.996507Z", "start_time": "2023-12-11T04:19:48.984935Z" } }, "id": "c7a618d9f3d1733d" }, { "cell_type": "code", "execution_count": 8, "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": "2023-12-11T04:19:49.055680Z", "start_time": "2023-12-11T04:19:48.993841Z" } }, "id": "13a9d82c149a3fa4" }, { "cell_type": "code", "execution_count": 9, "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": "2023-12-11T04:19:49.064581Z", "start_time": "2023-12-11T04:19:49.001092Z" } }, "id": "1b97e6d724e6180e" }, { "cell_type": "code", "execution_count": 10, "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": "2023-12-11T04:19:50.396058Z", "start_time": "2023-12-11T04:19:49.056784Z" } }, "id": "f30fa3ca51558962" }, { "cell_type": "code", "execution_count": 11, "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": "2023-12-11T04:19:50.406468Z", "start_time": "2023-12-11T04:19:50.401057Z" } }, "id": "9502e1c6e4fcb9c9" }, { "cell_type": "code", "execution_count": 12, "outputs": [ { "data": { "text/plain": "17316" }, "execution_count": 12, "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": "2023-12-11T04:19:50.635266Z", "start_time": "2023-12-11T04:19:50.403744Z" } }, "id": "554af25c70cc21c" }, { "cell_type": "code", "execution_count": 13, "outputs": [ { "data": { "text/plain": "0" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_df.duplicated().sum()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:50.708132Z", "start_time": "2023-12-11T04:19:50.638088Z" } }, "id": "a404913cb5f8f406" }, { "cell_type": "code", "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... ", "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": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_df.head()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:50.719089Z", "start_time": "2023-12-11T04:19:50.705228Z" } }, "id": "98bb5d842fdea8a3" }, { "cell_type": "code", "execution_count": 15, "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": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_df.describe()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:19:50.726737Z", "start_time": "2023-12-11T04:19:50.714780Z" } }, "id": "2c43410356155ee7" }, { "cell_type": "code", "execution_count": 16, "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": "2023-12-11T04:19:51.163773Z", "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 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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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" }, "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", "# 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": "2023-12-11T04:20:45.883424Z", "start_time": "2023-12-11T04:20:45.561981Z" } }, "id": "12da1098696b562d" }, { "cell_type": "markdown", "source": [ "## WordCloud For Top 20 Games" ], "metadata": { "collapsed": false }, "id": "a5c92840fb060474" }, { "cell_type": "code", "execution_count": 31, "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": "2023-12-11T04:20:45.890684Z", "start_time": "2023-12-11T04:20:45.882747Z" } }, "id": "de970c50b91a102b" }, { "cell_type": "code", "execution_count": 32, "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": "2023-12-11T04:20:48.132257Z", "start_time": "2023-12-11T04:20:45.891637Z" } }, "id": "7dcf7a89a12e613d" }, { "cell_type": "code", "execution_count": 33, "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": "2023-12-11T04:20:48.138798Z", "start_time": "2023-12-11T04:20:48.134292Z" } }, "id": "53ca250ae1b3a85a" }, { "cell_type": "code", "execution_count": 34, "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": "2023-12-11T04:20:49.969885Z", "start_time": "2023-12-11T04:20:48.328860Z" } }, "id": "7a0762769b379963" }, { "cell_type": "code", "execution_count": 36, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cross-Validation Accuracy Scores: [0.75721709 0.73346809 0.68986428 0.68582154 0.78486861]\n", "Mean CV Accuracy: 0.7302479227785118\n", "Standard Deviation of CV Accuracy: 0.03827706102749524\n" ] } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "# Your Multinomial Naive Bayes classifier\n", "model = MultinomialNB()\n", "\n", "# Perform 5-fold cross-validation\n", "cross_val_scores = cross_val_score(model, X, y, cv=5)\n", "\n", "# Output the results\n", "print(\"Cross-Validation Accuracy Scores:\", cross_val_scores)\n", "print(\"Mean CV Accuracy:\", cross_val_scores.mean())\n", "print(\"Standard Deviation of CV Accuracy:\", cross_val_scores.std())" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2023-12-11T04:21:15.436852Z", "start_time": "2023-12-11T04:21:15.397569Z" } }, "id": "ac59e849ae98eeef" } ], "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 }