From 28df88c0bf8fd71b8ace8c0cb1dffc60681f0d54 Mon Sep 17 00:00:00 2001 From: Tim <47184194+imgde@users.noreply.github.com> Date: Mon, 18 Aug 2025 14:14:34 +0200 Subject: [PATCH] mismades were taken --- compare_dataset_sizes.png | Bin 0 -> 63967 bytes plot_maker.py => compare_dataset_sizes.py | 2 +- compare_models_2k.png | Bin 0 -> 351109 bytes games_march2025_cleaned/BernoulliNB.txt | 21 -- .../DecisionTreeClassifier.txt | 21 -- games_march2025_cleaned/GaussianNB.txt | 21 -- .../GradientBoostingClassifier.txt | 21 -- games_march2025_cleaned/LinearSVC-i5000.txt | 21 -- .../LogisticRegression-i1000.txt | 21 -- .../LogisticRegression-i10000.txt | 21 -- .../MLPClassifier-i10000.txt | 21 -- games_march2025_cleaned/MultinomialNB.txt | 21 -- .../RandomForestClassifier.txt | 21 -- games_march2025_cleaned/SVC-RBF-i10000.txt | 21 -- games_march2025_cleaned_10k/BernoulliNB.txt | 21 -- .../DecisionTreeClassifier.txt | 21 -- games_march2025_cleaned_10k/GaussianNB.txt | 21 -- .../GradientBoostingClassifier.txt | 21 -- .../LinearSVC-i5000.txt | 21 -- .../LogisticRegression-i1000.txt | 21 -- .../LogisticRegression-i10000.txt | 21 -- .../MLPClassifier-i10000.txt | 21 -- games_march2025_cleaned_10k/MultinomialNB.txt | 21 -- .../RandomForestClassifier.txt | 21 -- .../SVC-RBF-i10000.txt | 21 -- games_march2025_cleaned_2k/BernoulliNB.txt | 21 -- .../DecisionTreeClassifier.txt | 21 -- games_march2025_cleaned_2k/GaussianNB.txt | 21 -- .../GradientBoostingClassifier.txt | 21 -- .../LinearSVC-i5000.txt | 21 -- .../LogisticRegression-i1000.txt | 21 -- .../LogisticRegression-i10000.txt | 21 -- .../MLPClassifier-i10000.txt | 21 -- games_march2025_cleaned_2k/MultinomialNB.txt | 21 -- .../RandomForestClassifier.txt | 21 -- games_march2025_cleaned_2k/SVC-RBF-i10000.txt | 21 -- comparison.py => generate_compare_dataset.py | 70 +++---- notebook.ipynb | 183 ++++-------------- 38 files changed, 70 insertions(+), 878 deletions(-) create mode 100644 compare_dataset_sizes.png rename plot_maker.py => compare_dataset_sizes.py (97%) create mode 100644 compare_models_2k.png delete mode 100644 games_march2025_cleaned/BernoulliNB.txt delete mode 100644 games_march2025_cleaned/DecisionTreeClassifier.txt delete mode 100644 games_march2025_cleaned/GaussianNB.txt delete mode 100644 games_march2025_cleaned/GradientBoostingClassifier.txt delete mode 100644 games_march2025_cleaned/LinearSVC-i5000.txt delete mode 100644 games_march2025_cleaned/LogisticRegression-i1000.txt delete mode 100644 games_march2025_cleaned/LogisticRegression-i10000.txt delete mode 100644 games_march2025_cleaned/MLPClassifier-i10000.txt delete mode 100644 games_march2025_cleaned/MultinomialNB.txt delete mode 100644 games_march2025_cleaned/RandomForestClassifier.txt delete mode 100644 games_march2025_cleaned/SVC-RBF-i10000.txt delete mode 100644 games_march2025_cleaned_10k/BernoulliNB.txt delete mode 100644 games_march2025_cleaned_10k/DecisionTreeClassifier.txt delete mode 100644 games_march2025_cleaned_10k/GaussianNB.txt delete mode 100644 games_march2025_cleaned_10k/GradientBoostingClassifier.txt delete mode 100644 games_march2025_cleaned_10k/LinearSVC-i5000.txt delete mode 100644 games_march2025_cleaned_10k/LogisticRegression-i1000.txt delete mode 100644 games_march2025_cleaned_10k/LogisticRegression-i10000.txt delete mode 100644 games_march2025_cleaned_10k/MLPClassifier-i10000.txt delete mode 100644 games_march2025_cleaned_10k/MultinomialNB.txt delete mode 100644 games_march2025_cleaned_10k/RandomForestClassifier.txt delete mode 100644 games_march2025_cleaned_10k/SVC-RBF-i10000.txt delete mode 100644 games_march2025_cleaned_2k/BernoulliNB.txt delete mode 100644 games_march2025_cleaned_2k/DecisionTreeClassifier.txt delete mode 100644 games_march2025_cleaned_2k/GaussianNB.txt delete mode 100644 games_march2025_cleaned_2k/GradientBoostingClassifier.txt delete mode 100644 games_march2025_cleaned_2k/LinearSVC-i5000.txt delete mode 100644 games_march2025_cleaned_2k/LogisticRegression-i1000.txt delete mode 100644 games_march2025_cleaned_2k/LogisticRegression-i10000.txt delete mode 100644 games_march2025_cleaned_2k/MLPClassifier-i10000.txt delete mode 100644 games_march2025_cleaned_2k/MultinomialNB.txt delete mode 100644 games_march2025_cleaned_2k/RandomForestClassifier.txt delete mode 100644 games_march2025_cleaned_2k/SVC-RBF-i10000.txt rename comparison.py => generate_compare_dataset.py (65%) diff --git a/compare_dataset_sizes.png b/compare_dataset_sizes.png new file mode 100644 index 0000000000000000000000000000000000000000..0f8cbbbe64bc1317173440e7ef6888da7f07a9d7 GIT binary patch literal 63967 zcmeFa2UwNawk?QSYMCu#DJ3QhWEBx5nq`ZMk~1oj1(YaR%Tz{mlSGmMBfP^ke|>LvzvjDj58`I;|6l)FbB;0QnA2M)PaIh=clBHr7M2AJ ziG$KCEI&oCuuR|o^DO-2L$FvA{zu5{kfNE4v9_7z851p*<7dn+oHsT*uXlExg_en_ zp0N=>@AhrH{M_qw&CD*C3i0t7{__>Q#wI#^+M8l;<6Y)lkWeyZVOeyB{+kvc?ytwf zG9<}3xKH+yXM44k=e>rB%x?qkFLM>&rOlt^Wd3VZmt??0p3u0cYuO49eIJDIEMY7= 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3307ceb..d1afe52 100644 --- a/notebook.ipynb +++ b/notebook.ipynb @@ -23,36 +23,7 @@ "is_executing": true } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " appid name release_date required_age price dlc_count \\\n", - "0 730 Counter-Strike 2 2012-08-21 0 0.0 1 \n", - "\n", - " detailed_description \\\n", - "0 For over two decades, Counter-Strike has offer... \n", - "\n", - " about_the_game \\\n", - "0 For over two decades, Counter-Strike has offer... \n", - "\n", - " short_description reviews ... \\\n", - "0 For over two decades, Counter-Strike has offer... NaN ... \n", - "\n", - " average_playtime_2weeks median_playtime_forever median_playtime_2weeks \\\n", - "0 879 5174 350 \n", - "\n", - " discount peak_ccu tags \\\n", - "0 0 1212356 {'FPS': 90857, 'Shooter': 65397, 'Multiplayer'... \n", - "\n", - " pct_pos_total num_reviews_total pct_pos_recent num_reviews_recent \n", - "0 86 8632939 82 96473 \n", - "\n", - "[1 rows x 47 columns]\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -120,27 +91,7 @@ "is_executing": true } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " desc \\\n", - "0 For over two decades, Counter-Strike has offer... \n", - "1 LAND, LOOT, SURVIVE! Play PUBG: BATTLEGROUNDS ... \n", - "2 The most-played game on Steam. Every day, mill... \n", - "3 When a young street hustler, a retired bank ro... \n", - "4 Edition Comparison Ultimate Edition The Tom Cl... \n", - "\n", - " genres \n", - "0 ['Action', 'Free To Play'] \n", - "1 ['Action', 'Adventure', 'Massively Multiplayer... \n", - "2 ['Action', 'Strategy', 'Free To Play'] \n", - "3 ['Action', 'Adventure'] \n", - "4 ['Action'] \n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.compose import ColumnTransformer\n", "from sklearn.preprocessing import FunctionTransformer\n", @@ -200,20 +151,7 @@ "execution_count": null, "id": "ebc5a24e9bc87fdd", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 [Action, Free To Play]\n", - "1 [Action, Adventure, Massively Multiplayer, Fre...\n", - "2 [Action, Strategy, Free To Play]\n", - "3 [Action, Adventure]\n", - "4 [Action]\n", - "Name: genres, dtype: object\n" - ] - } - ], + "outputs": [], "source": [ "import ast\n", "\n", @@ -236,27 +174,7 @@ "execution_count": null, "id": "d2c3527a5fc876bf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Action Adventure Casual Early Access Free To Play Gore Indie \\\n", - "0 1 0 0 0 1 0 0 \n", - "1 1 1 0 0 1 0 0 \n", - "2 1 0 0 0 1 0 0 \n", - "3 1 1 0 0 0 0 0 \n", - "4 1 0 0 0 0 0 0 \n", - "\n", - " Massively Multiplayer RPG Racing Simulation Sports Strategy Violent \n", - "0 0 0 0 0 0 0 0 \n", - "1 1 0 0 0 0 0 0 \n", - "2 0 0 0 0 0 1 0 \n", - "3 0 0 0 0 0 0 0 \n", - "4 0 0 0 0 0 0 0 \n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.preprocessing import MultiLabelBinarizer\n", "\n", @@ -288,29 +206,7 @@ "execution_count": null, "id": "4e8b407c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 00 000 000km 000th 00am 00f 00i 00p 00v 01 ... 이터널 이터널리턴 \\\n", - "0 0.0 0.0 0.0 0.00000 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", - "1 0.0 0.0 0.0 0.00000 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", - "2 0.0 0.0 0.0 0.14649 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", - "3 0.0 0.0 0.0 0.00000 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", - "4 0.0 0.0 0.0 0.00000 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", - "\n", - " 이현준 정대찬 중입니다 철권 토탈워 페르소나 한국어 한글을 \n", - "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", - "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", - "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", - "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", - "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", - "\n", - "[5 rows x 29351 columns]\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer\n", "\n", @@ -356,15 +252,7 @@ "execution_count": null, "id": "4919bf1b37d171a7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "13\n" - ] - } - ], + "outputs": [], "source": [ "mask = y.sum(axis=1).map(lambda x: x > 0)\n", "print((mask == False).sum()) # count of unpredictable datapoints\n", @@ -399,12 +287,38 @@ "X_train, X_test, y_train, y_test = train_test_split(X_clean, y_clean, random_state=0)" ] }, + { + "cell_type": "markdown", + "id": "84f56229", + "metadata": {}, + "source": [ + "Now that all data is prepared, we need to choose a Classification Model that meets our stanadrds." + ] + }, + { + "cell_type": "markdown", + "id": "917ba82f", + "metadata": {}, + "source": [ + "# Excursion: Choosing a classification Model\n", + "``sklearn`` has many different classification Models to choose from, but we only have limited time and computing power.\n", + "As such, we tested many different models on the 2k Dataset and chose the 5 best performing ones for the big dataset.\n", + "\n", + "### The comparison\n", + "We won't put the comparison script in this notebook, but you can find it in the ``compare_models.py`` file and try it out yourself.\n", + "There were some rules as a baseline for comparison:\n", + "- All Hyperparameters are set to default\n", + "- All iteration limits are set to 3000\n", + "\n", + "![Comparison Image](./compare_models_2k.png)" + ] + }, { "cell_type": "markdown", "id": "12b5283d", "metadata": {}, "source": [ - "# Model Selection\n", + "## Model Selection\n", "**TODO Deciding which model to use for this task**\n", "\n", "As a game can have multiple genres, our Model(s) has to be capable of multi-label-classification. sklearn's ``MultiOutputClassifier`` can do this. As a backend for ``MultiOutputClassifier`` we use ``LogisticRegression``" @@ -442,36 +356,7 @@ "execution_count": null, "id": "e2ebea6945193e07", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.78 0.91 0.84 300\n", - " 1 0.78 0.62 0.69 216\n", - " 2 1.00 0.03 0.07 86\n", - " 3 0.00 0.00 0.00 46\n", - " 4 1.00 0.04 0.07 83\n", - " 5 0.00 0.00 0.00 0\n", - " 6 0.79 0.81 0.80 245\n", - " 7 0.00 0.00 0.00 42\n", - " 8 0.90 0.34 0.49 127\n", - " 9 0.00 0.00 0.00 12\n", - " 10 0.89 0.25 0.39 127\n", - " 11 0.00 0.00 0.00 14\n", - " 12 0.88 0.14 0.24 106\n", - " 13 0.00 0.00 0.00 0\n", - "\n", - " micro avg 0.79 0.50 0.61 1404\n", - " macro avg 0.50 0.22 0.26 1404\n", - "weighted avg 0.77 0.50 0.53 1404\n", - " samples avg 0.77 0.56 0.60 1404\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import classification_report\n", "\n",