diff --git "a/Credit Card Clustering with Machine Learning.ipynb" "b/Credit Card Clustering with Machine Learning.ipynb" new file mode 100644--- /dev/null +++ "b/Credit Card Clustering with Machine Learning.ipynb" @@ -0,0 +1,27371 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b56129b-062d-4caf-b41f-9ac67d9a9afe", + "metadata": {}, + "source": [ + "“Credit Card Clustering with Machine Learning” projesi, kredi kartı kullanıcılarını benzer davranışlara göre gruplamak için kümeleme (clustering) algoritmalarını kullanır. Bu projede denetimsiz öğrenme (unsupervised learning) yöntemiyle, kullanıcılar arasında benzer harcama alışkanlıkları tespit edilerek pazarlama stratejileri veya müşteri segmentasyonu için bilgi elde edilir." + ] + }, + { + "cell_type": "markdown", + "id": "88047185-3fa8-4fbf-9d76-a8528a941abd", + "metadata": {}, + "source": [ + "## Amaç" + ] + }, + { + "cell_type": "markdown", + "id": "95174cf0-679d-4589-9ad6-b80b275e8d3b", + "metadata": {}, + "source": [ + "Müşterileri davranışlarına göre segmentlere ayırmak:\n", + "\n", + "Kim daha fazla harcıyor?\n", + "\n", + "Kim düzenli ödeme yapıyor?\n", + "\n", + "Kim promosyonlara daha açık?\n", + "\n", + "Kime hangi kampanya uygulanmalı?" + ] + }, + { + "cell_type": "markdown", + "id": "49bbbbec-8ee7-436c-9a51-56a04ab1bebf", + "metadata": {}, + "source": [ + "## Veri Kümesi" + ] + }, + { + "cell_type": "raw", + "id": "18e2e186-fffc-4133-ad24-44d0f8a02d50", + "metadata": {}, + "source": [ + "Özellik Adı\tAçıklama\n", + "BALANCE \t Ortalama bakiye\n", + "PURCHASES\t Toplam harcama\n", + "CREDIT_LIMIT\tKredi kartı limiti\n", + "PAYMENTS\t Ödeme miktarı\n", + "TENURE\t Kaç aydır müşteri\n", + "ONEOFF_PURCHASES\tTek seferde yapılan harcamalar\n", + "INSTALLMENTS_PURCHASES\tTaksitli harcamalar\n", + "CASH_ADVANCE\t Nakit avans miktarı" + ] + }, + { + "cell_type": "markdown", + "id": "2c321949-f3ab-42f4-89eb-ead46ced06b3", + "metadata": {}, + "source": [ + "Adım 1: Veri Ön İşleme" + ] + }, + { + "cell_type": "markdown", + "id": "f1c6f60e-cefa-41c6-9228-521b211c582e", + "metadata": {}, + "source": [ + "Eksik veriler varsa doldurulur veya silinir.\n", + "\n", + "Gerekirse log transform uygulanır (aşırı uç değerleri bastırmak için).\n", + "\n", + "Veriler ölçeklendirilir (StandardScaler veya MinMaxScaler ile)." + ] + }, + { + "cell_type": "markdown", + "id": "b70a5655-7729-41fa-90f1-1fea1b3a4ae6", + "metadata": {}, + "source": [ + " ## Adım 2: Kümeleme Yöntemleri" + ] + }, + { + "cell_type": "markdown", + "id": "823a9395-7ca6-46c8-9956-32f88fb71cf3", + "metadata": {}, + "source": [ + "En çok kullanılan algoritmalar:\n", + "KMeans\n", + "\n", + "DBSCAN\n", + "\n", + "Hierarchical Clustering\n", + "\n", + "KMeans için yapılması gereken:\n", + "Elbow Method veya Silhouette Score kullanılarak ideal küme sayısı belirlenir (k).\n", + "\n", + "KMeans(n_clusters=k) ile model eğitilir.\n", + "\n", + "Her müşteriye bir “cluster label” atanır." + ] + }, + { + "cell_type": "markdown", + "id": "ea97e7e0-6c99-493d-9367-42fb0898cfd7", + "metadata": {}, + "source": [ + " ## Adım 3: Sonuçları Yorumlama" + ] + }, + { + "cell_type": "markdown", + "id": "43cb0e2b-791d-4836-b02d-8069e3d8d74d", + "metadata": {}, + "source": [ + "Her kümenin davranışı analiz edilir:\n", + "\n", + "Küme 0 → Düşük harcama, düşük bakiye, pasif kullanıcı\n", + "\n", + "Küme 1 → Yüksek ödeme, aktif kullanıcı\n", + "\n", + "Küme 2 → Sadece taksitli alışveriş yapanlar\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "0ceddeaa-8c69-4e3c-a927-ba67cd148b76", + "metadata": {}, + "source": [ + "## Adım 4: Görselleştirme" + ] + }, + { + "cell_type": "markdown", + "id": "1a2ca129-86aa-4d67-ab08-04276479883d", + "metadata": {}, + "source": [ + "PCA veya t-SNE ile boyut indirgeme yapılır → 2 boyutta küme görselleştirmesi\n", + "\n", + "seaborn, matplotlib, plotly ile grafikler çizilir" + ] + }, + { + "cell_type": "markdown", + "id": "2d4ef2b7-5595-4b05-9142-8b38d5a359c3", + "metadata": {}, + "source": [ + "## Proje Sonuçları\n" + ] + }, + { + "cell_type": "markdown", + "id": "3f187a5a-d032-4c14-ad39-e1cd2abbd118", + "metadata": {}, + "source": [ + "Her küme farklı müşteri tipini temsil eder.\n", + "\n", + "Banka, bu kümelere göre promosyon, kampanya, kredi limiti teklifleri geliştirebilir.\n", + "\n", + "İşletmeler kişiselleştirilmiş pazarlama yapabilir.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "a8edfea3-e219-44a3-9d1b-07a765aa5800", + "metadata": {}, + "source": [ + "[Credit Card Clustering with Machine Learning](https://amanxai.com/2022/10/03/credit-card-clustering-with-machine-learning/)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e357c7dc-1fd0-4b6c-b99a-c7325872611e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " CUST_ID BALANCE BALANCE_FREQUENCY PURCHASES ONEOFF_PURCHASES \\\n", + "0 C10001 40.900749 0.818182 95.40 0.00 \n", + "1 C10002 3202.467416 0.909091 0.00 0.00 \n", + "2 C10003 2495.148862 1.000000 773.17 773.17 \n", + "3 C10004 1666.670542 0.636364 1499.00 1499.00 \n", + "4 C10005 817.714335 1.000000 16.00 16.00 \n", + "\n", + " INSTALLMENTS_PURCHASES CASH_ADVANCE PURCHASES_FREQUENCY \\\n", + "0 95.4 0.000000 0.166667 \n", + "1 0.0 6442.945483 0.000000 \n", + "2 0.0 0.000000 1.000000 \n", + "3 0.0 205.788017 0.083333 \n", + "4 0.0 0.000000 0.083333 \n", + "\n", + " ONEOFF_PURCHASES_FREQUENCY PURCHASES_INSTALLMENTS_FREQUENCY \\\n", + "0 0.000000 0.083333 \n", + "1 0.000000 0.000000 \n", + "2 1.000000 0.000000 \n", + "3 0.083333 0.000000 \n", + "4 0.083333 0.000000 \n", + "\n", + " CASH_ADVANCE_FREQUENCY CASH_ADVANCE_TRX PURCHASES_TRX CREDIT_LIMIT \\\n", + "0 0.000000 0 2 1000.0 \n", + "1 0.250000 4 0 7000.0 \n", + "2 0.000000 0 12 7500.0 \n", + "3 0.083333 1 1 7500.0 \n", + "4 0.000000 0 1 1200.0 \n", + "\n", + " PAYMENTS MINIMUM_PAYMENTS PRC_FULL_PAYMENT TENURE \n", + "0 201.802084 139.509787 0.000000 12 \n", + "1 4103.032597 1072.340217 0.222222 12 \n", + "2 622.066742 627.284787 0.000000 12 \n", + "3 0.000000 NaN 0.000000 12 \n", + "4 678.334763 244.791237 0.000000 12 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn import cluster\n", + "\n", + "data = pd.read_csv(\"CC GENERAL.csv\")\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67ff582a-36ff-40e2-82b1-378cb36ac2a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CUST_ID 0\n", + "BALANCE 0\n", + "BALANCE_FREQUENCY 0\n", + "PURCHASES 0\n", + "ONEOFF_PURCHASES 0\n", + "INSTALLMENTS_PURCHASES 0\n", + "CASH_ADVANCE 0\n", + "PURCHASES_FREQUENCY 0\n", + "ONEOFF_PURCHASES_FREQUENCY 0\n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0\n", + "CASH_ADVANCE_FREQUENCY 0\n", + "CASH_ADVANCE_TRX 0\n", + "PURCHASES_TRX 0\n", + "CREDIT_LIMIT 1\n", + "PAYMENTS 0\n", + "MINIMUM_PAYMENTS 313\n", + "PRC_FULL_PAYMENT 0\n", + "TENURE 0\n", + "dtype: int64" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "07282126-0c52-437f-82ea-a62affd722bd", + "metadata": {}, + "outputs": [], + "source": [ + "data = data.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "29182731-2b1f-4617-80d9-fe8d6176d2c7", + "metadata": {}, + "outputs": [], + "source": [ + "clustering_data = data[[\"BALANCE\", \"PURCHASES\", \"CREDIT_LIMIT\"]]\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "for i in clustering_data.columns:\n", + " MinMaxScaler(i)\n", + " \n", + "from sklearn.cluster import KMeans\n", + "kmeans = KMeans(n_clusters=5)\n", + "clusters = kmeans.fit_predict(clustering_data)\n", + "data[\"CREDIT_CARD_SEGMENTS\"] = clusters" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "047d9d89-7132-46f1-a687-50671c39711d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 Cluster 4\n", + "1 Cluster 3\n", + "2 Cluster 3\n", + "4 Cluster 4\n", + "5 Cluster 4\n", + "6 Cluster 2\n", + "7 Cluster 4\n", + "8 Cluster 1\n", + "9 Cluster 3\n", + "10 Cluster 4\n", + "Name: CREDIT_CARD_SEGMENTS, dtype: object\n" + ] + } + ], + "source": [ + "data[\"CREDIT_CARD_SEGMENTS\"] = data[\"CREDIT_CARD_SEGMENTS\"].map({0: \"Cluster 1\", 1: \n", + " \"Cluster 2\", 2: \"Cluster 3\", 3: \"Cluster 4\", 4: \"Cluster 5\"})\n", + "print(data[\"CREDIT_CARD_SEGMENTS\"].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b1973a1e-9e78-4641-8ad6-d6ccbc39a912", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "BALANCE: %{x}
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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "PLOT = go.Figure()\n", + "for i in list(data[\"CREDIT_CARD_SEGMENTS\"].unique()):\n", + " \n", + "\n", + " PLOT.add_trace(go.Scatter3d(x = data[data[\"CREDIT_CARD_SEGMENTS\"]== i]['BALANCE'],\n", + " y = data[data[\"CREDIT_CARD_SEGMENTS\"] == i]['PURCHASES'],\n", + " z = data[data[\"CREDIT_CARD_SEGMENTS\"] == i]['CREDIT_LIMIT'], \n", + " mode = 'markers',marker_size = 6, marker_line_width = 1,\n", + " name = str(i)))\n", + "PLOT.update_traces(hovertemplate='BALANCE: %{x}
PURCHASES %{y}
DCREDIT_LIMIT: %{z}')\n", + "\n", + " \n", + "PLOT.update_layout(width = 800, height = 800, autosize = True, showlegend = True,\n", + " scene = dict(xaxis=dict(title = 'BALANCE', titlefont_color = 'black'),\n", + " yaxis=dict(title = 'PURCHASES', titlefont_color = 'black'),\n", + " zaxis=dict(title = 'CREDIT_LIMIT', titlefont_color = 'black')),\n", + " font = dict(family = \"Gilroy\", color = 'black', size = 12))" + ] + }, + { + "cell_type": "raw", + "id": "a98cbd12-a1e3-4fdd-9a98-6bd6046dbeb7", + "metadata": {}, + "source": [ + "Katkı Sağlamak İçin Adımlar\n", + "Proje Kodunu İnceleyin: Projenin mevcut kodlarını detaylıca inceleyin ve hangi alanlarda iyileştirme yapabileceğinizi belirleyin.\n", + "\n", + "Fork ve Clone: Projeyi GitHub üzerinden fork'layarak kendi hesabınıza alın ve yerel makinenize klonlayın.\n", + "\n", + "Geliştirmeleri Yapın: Belirlediğiniz iyileştirmeleri kod üzerinde uygulayın.\n", + "\n", + "Pull Request Oluşturun: Yaptığınız değişiklikleri orijinal projeye önermek için bir pull request oluşturun.\n", + "\n", + "Geri Bildirimleri Değerlendirin: Proje sahibi veya diğer katkıda bulunanlardan gelen geri bildirimleri dikkate alarak gerekli düzenlemeleri yapın.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "dedcab1d-3c7d-4e14-a84c-1e7bb22712c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['model.pkl']" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.cluster import KMeans\n", + "import joblib\n", + "\n", + "# Veriyi yükle\n", + "df = pd.read_csv(\"CC GENERAL.csv\")\n", + "\n", + "# CUST_ID kolonunu kaldır\n", + "df.drop(\"CUST_ID\", axis=1, inplace=True)\n", + "\n", + "# Eksik verileri kaldır\n", + "df.dropna(inplace=True)\n", + "\n", + "# Veriyi ölçekle\n", + "scaler = StandardScaler()\n", + "scaled_data = scaler.fit_transform(df)\n", + "\n", + "# KMeans modeli (örnek olarak 4 küme)\n", + "kmeans = KMeans(n_clusters=4, random_state=42)\n", + "kmeans.fit(scaled_data)\n", + "\n", + "# Model ve scaler'ı birlikte kaydet\n", + "joblib.dump((scaler, kmeans), \"model.pkl\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47574f5c-11f0-488d-bab0-55a6c7efcb23", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}