{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "id": "dl0dW3rVVdFZ" }, "outputs": [], "source": [ "# Import the necessary packages\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.preprocessing import OneHotEncoder\n", "from sklearn.compose import ColumnTransformer\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.svm import SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.ensemble import AdaBoostClassifier\n", "from xgboost import XGBClassifier\n", "\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report\n", "from sklearn.metrics import roc_auc_score, roc_curve, make_scorer\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import precision_score, recall_score\n", "\n", "pd.set_option('display.max_rows', None)\n", "pd.set_option('display.max_columns', None)\n", "sns.set(color_codes=True)\n", "%matplotlib inline\n", "%config InlineBackend.figure_formats = {'png', 'retina'}\n", "\n", "# Suppressing Warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')\n" ] }, { "cell_type": "code", "source": [ "# Load dataset\n", "df = pd.read_csv(\"/content/BankChurners.csv\")\n", "df.head()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 313 }, "id": "aP5uIFfYVurU", "outputId": "69c66fa6-456f-49c0-a03b-c3832a2e80fe" }, "execution_count": 2, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " CLIENTNUM Attrition_Flag Customer_Age Gender Dependent_count \\\n", "0 768805383 Existing Customer 45 M 3 \n", "1 818770008 Existing Customer 49 F 5 \n", "2 713982108 Existing Customer 51 M 3 \n", "3 769911858 Existing Customer 40 F 4 \n", "4 709106358 Existing Customer 40 M 3 \n", "\n", " Education_Level Marital_Status Income_Category Card_Category \\\n", "0 High School Married $60K - $80K Blue \n", "1 Graduate Single Less than $40K Blue \n", "2 Graduate Married $80K - $120K Blue \n", "3 High School Unknown Less than $40K Blue \n", "4 Uneducated Married $60K - $80K Blue \n", "\n", " Months_on_book Total_Relationship_Count Months_Inactive_12_mon \\\n", "0 39 5 1 \n", "1 44 6 1 \n", "2 36 4 1 \n", "3 34 3 4 \n", "4 21 5 1 \n", "\n", " Contacts_Count_12_mon Credit_Limit Total_Revolving_Bal Avg_Open_To_Buy \\\n", "0 3 12691.0 777 11914.0 \n", "1 2 8256.0 864 7392.0 \n", "2 0 3418.0 0 3418.0 \n", "3 1 3313.0 2517 796.0 \n", "4 0 4716.0 0 4716.0 \n", "\n", " Total_Amt_Chng_Q4_Q1 Total_Trans_Amt Total_Trans_Ct Total_Ct_Chng_Q4_Q1 \\\n", "0 1.335 1144 42 1.625 \n", "1 1.541 1291 33 3.714 \n", "2 2.594 1887 20 2.333 \n", "3 1.405 1171 20 2.333 \n", "4 2.175 816 28 2.500 \n", "\n", " Avg_Utilization_Ratio \\\n", "0 0.061 \n", "1 0.105 \n", "2 0.000 \n", "3 0.760 \n", "4 0.000 \n", "\n", " Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 \\\n", "0 0.000093 \n", "1 0.000057 \n", "2 0.000021 \n", "3 0.000134 \n", "4 0.000022 \n", "\n", " Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 \n", "0 0.99991 \n", "1 0.99994 \n", "2 0.99998 \n", "3 0.99987 \n", "4 0.99998 " ], "text/html": [ "\n", "
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CLIENTNUMAttrition_FlagCustomer_AgeGenderDependent_countEducation_LevelMarital_StatusIncome_CategoryCard_CategoryMonths_on_bookTotal_Relationship_CountMonths_Inactive_12_monContacts_Count_12_monCredit_LimitTotal_Revolving_BalAvg_Open_To_BuyTotal_Amt_Chng_Q4_Q1Total_Trans_AmtTotal_Trans_CtTotal_Ct_Chng_Q4_Q1Avg_Utilization_RatioNaive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
0768805383Existing Customer45M3High SchoolMarried$60K - $80KBlue3951312691.077711914.01.3351144421.6250.0610.0000930.99991
1818770008Existing Customer49F5GraduateSingleLess than $40KBlue446128256.08647392.01.5411291333.7140.1050.0000570.99994
2713982108Existing Customer51M3GraduateMarried$80K - $120KBlue364103418.003418.02.5941887202.3330.0000.0000210.99998
3769911858Existing Customer40F4High SchoolUnknownLess than $40KBlue343413313.02517796.01.4051171202.3330.7600.0001340.99987
4709106358Existing Customer40M3UneducatedMarried$60K - $80KBlue215104716.004716.02.175816282.5000.0000.0000220.99998
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df" } }, "metadata": {}, "execution_count": 2 } ] }, { "cell_type": "code", "source": [ "df = df.drop([\n", " # Variabel identitas unik pelanggan\n", " \"CLIENTNUM\",\n", "\n", " # Variabel hasil prediksi model Naive Bayes yang disisipkan ke dalam dataset\n", " \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1\",\n", " \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2\"\n", "\n", " # Variabel transaksional yang sangat mungkin mencerminkan perilaku setelah churn mulai terjadi (berpotensi leakage)\n", " # \"Total_Trans_Ct\", # Jumlah transaksi total – bisa menurun setelah mulai churn\n", " # # \"Total_Ct_Chng_Q4_Q1\", # Perubahan jumlah transaksi antar kuartal – reaktif terhadap churn\n", " # # \"Total_Amt_Chng_Q4_Q1\", # Perubahan total transaksi – cenderung terjadi setelah churn\n", " # # \"Contacts_Count_12_mon\",\n", " # \"Avg_Open_To_Buy\",\n", " # \"Total_Revolving_Bal\",\n", " # # \"Total_Trans_Amt\",\n", " # \"Months_on_book\"\n", "], axis=1)" ], "metadata": { "id": "q4V32zs_2d0Y" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "# Menampilkan info dataset\n", "print(df.info())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7V4a9jU62RHh", "outputId": "abfe3637-43b4-47a8-a5bf-145b953b2348" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 10127 entries, 0 to 10126\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Attrition_Flag 10127 non-null object \n", " 1 Customer_Age 10127 non-null int64 \n", " 2 Gender 10127 non-null object \n", " 3 Dependent_count 10127 non-null int64 \n", " 4 Education_Level 10127 non-null object \n", " 5 Marital_Status 10127 non-null object \n", " 6 Income_Category 10127 non-null object \n", " 7 Card_Category 10127 non-null object \n", " 8 Months_on_book 10127 non-null int64 \n", " 9 Total_Relationship_Count 10127 non-null int64 \n", " 10 Months_Inactive_12_mon 10127 non-null int64 \n", " 11 Contacts_Count_12_mon 10127 non-null int64 \n", " 12 Credit_Limit 10127 non-null float64\n", " 13 Total_Revolving_Bal 10127 non-null int64 \n", " 14 Avg_Open_To_Buy 10127 non-null float64\n", " 15 Total_Amt_Chng_Q4_Q1 10127 non-null float64\n", " 16 Total_Trans_Amt 10127 non-null int64 \n", " 17 Total_Trans_Ct 10127 non-null int64 \n", " 18 Total_Ct_Chng_Q4_Q1 10127 non-null float64\n", " 19 Avg_Utilization_Ratio 10127 non-null float64\n", "dtypes: float64(5), int64(9), object(6)\n", "memory usage: 1.5+ MB\n", "None\n" ] } ] }, { "cell_type": "code", "source": [ "# Delete the last two columns\n", "# \"CLIENTNUM\" is not needed for prediction. So, let's delete it.\n", "# df=df.drop([\"CLIENTNUM\",\n", "# \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1\",\n", "# \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2\"],\n", "# axis = 1)\n", "# Menghapus variabel yang tidak relevan dan berpotensi menyebabkan data leakage\n", "# df = df.drop([\n", "# # Variabel identitas unik pelanggan\n", "# \"CLIENTNUM\",\n", "\n", "# # Variabel hasil prediksi model Naive Bayes yang disisipkan ke dalam dataset\n", "# \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1\",\n", "# \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2\",\n", "\n", "# # Variabel transaksional yang sangat mungkin mencerminkan perilaku setelah churn mulai terjadi (berpotensi leakage)\n", "# \"Total_Trans_Ct\", # Jumlah transaksi total – bisa menurun setelah mulai churn\n", "# \"Total_Ct_Chng_Q4_Q1\", # Perubahan jumlah transaksi antar kuartal – reaktif terhadap churn\n", "# \"Total_Amt_Chng_Q4_Q1\", # Perubahan total transaksi – cenderung terjadi setelah churn\n", "# \"Contacts_Count_12_mon\",\n", "# \"Avg_Open_To_Buy\"\n", "# ], axis=1)\n" ], "metadata": { "id": "k0QASM2Di0qK" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Display first five rows\n", "df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 313 }, "id": "c84ggtq5i6EO", "outputId": "7e5a614e-f669-444a-a3ab-3e372a5c1495" }, "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Attrition_Flag Customer_Age Gender Dependent_count Education_Level \\\n", "0 Existing Customer 45 M 3 High School \n", "1 Existing Customer 49 F 5 Graduate \n", "2 Existing Customer 51 M 3 Graduate \n", "3 Existing Customer 40 F 4 High School \n", "4 Existing Customer 40 M 3 Uneducated \n", "\n", " Marital_Status Income_Category Card_Category Months_on_book \\\n", "0 Married $60K - $80K Blue 39 \n", "1 Single Less than $40K Blue 44 \n", "2 Married $80K - $120K Blue 36 \n", "3 Unknown Less than $40K Blue 34 \n", "4 Married $60K - $80K Blue 21 \n", "\n", " Total_Relationship_Count Months_Inactive_12_mon Contacts_Count_12_mon \\\n", "0 5 1 3 \n", "1 6 1 2 \n", "2 4 1 0 \n", "3 3 4 1 \n", "4 5 1 0 \n", "\n", " Credit_Limit Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 \\\n", "0 12691.0 777 11914.0 1.335 \n", "1 8256.0 864 7392.0 1.541 \n", "2 3418.0 0 3418.0 2.594 \n", "3 3313.0 2517 796.0 1.405 \n", "4 4716.0 0 4716.0 2.175 \n", "\n", " Total_Trans_Amt Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio \n", "0 1144 42 1.625 0.061 \n", "1 1291 33 3.714 0.105 \n", "2 1887 20 2.333 0.000 \n", "3 1171 20 2.333 0.760 \n", "4 816 28 2.500 0.000 " ], "text/html": [ "\n", "
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Attrition_FlagCustomer_AgeGenderDependent_countEducation_LevelMarital_StatusIncome_CategoryCard_CategoryMonths_on_bookTotal_Relationship_CountMonths_Inactive_12_monContacts_Count_12_monCredit_LimitTotal_Revolving_BalAvg_Open_To_BuyTotal_Amt_Chng_Q4_Q1Total_Trans_AmtTotal_Trans_CtTotal_Ct_Chng_Q4_Q1Avg_Utilization_Ratio
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\"num_unique_values\": 6,\n \"samples\": [\n 3,\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education_Level\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"High School\",\n \"Graduate\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Marital_Status\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Single\",\n \"Divorced\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Income_Category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"$60K - $80K\",\n \"Less than $40K\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Card_Category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Gold\",\n \"Platinum\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Months_on_book\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7,\n \"min\": 13,\n \"max\": 56,\n \"num_unique_values\": 44,\n \"samples\": [\n 51,\n 35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Relationship_Count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 6,\n \"num_unique_values\": 6,\n \"samples\": [\n 5,\n 6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Months_Inactive_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 1,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Contacts_Count_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 3,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Credit_Limit\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9088.776650223113,\n \"min\": 1438.3,\n \"max\": 34516.0,\n \"num_unique_values\": 6205,\n \"samples\": [\n 4517.0,\n 16692.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Revolving_Bal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 814,\n \"min\": 0,\n \"max\": 2517,\n \"num_unique_values\": 1974,\n \"samples\": [\n 287,\n 502\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Open_To_Buy\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9090.685323679128,\n \"min\": 3.0,\n \"max\": 34516.0,\n \"num_unique_values\": 6813,\n \"samples\": [\n 658.0,\n 6245.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Amt_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.21920676923070248,\n \"min\": 0.0,\n \"max\": 3.397,\n \"num_unique_values\": 1158,\n \"samples\": [\n 0.391,\n 0.742\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Amt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3397,\n \"min\": 510,\n \"max\": 18484,\n \"num_unique_values\": 5033,\n \"samples\": [\n 1829,\n 3441\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Ct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 23,\n \"min\": 10,\n \"max\": 139,\n \"num_unique_values\": 126,\n \"samples\": [\n 80,\n 38\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Ct_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.23808609133294173,\n \"min\": 0.0,\n \"max\": 3.714,\n \"num_unique_values\": 830,\n \"samples\": [\n 0.596,\n 0.893\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Utilization_Ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2756914692523933,\n \"min\": 0.0,\n \"max\": 0.999,\n \"num_unique_values\": 964,\n \"samples\": [\n 0.661,\n 0.505\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "# Display dataset shape\n", "df.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vf0Phz5QjFzy", "outputId": "b085f8b8-6d9f-4e03-ecc3-395ccd50079e" }, "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(10127, 20)" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "# Menampilkan info dataset\n", "print(df.info())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ragMVoN1cJq4", "outputId": "a01abda5-0bd9-4831-a6b8-ba2e677e720d" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 10127 entries, 0 to 10126\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Attrition_Flag 10127 non-null object \n", " 1 Customer_Age 10127 non-null int64 \n", " 2 Gender 10127 non-null object \n", " 3 Dependent_count 10127 non-null int64 \n", " 4 Education_Level 10127 non-null object \n", " 5 Marital_Status 10127 non-null object \n", " 6 Income_Category 10127 non-null object \n", " 7 Card_Category 10127 non-null object \n", " 8 Months_on_book 10127 non-null int64 \n", " 9 Total_Relationship_Count 10127 non-null int64 \n", " 10 Months_Inactive_12_mon 10127 non-null int64 \n", " 11 Contacts_Count_12_mon 10127 non-null int64 \n", " 12 Credit_Limit 10127 non-null float64\n", " 13 Total_Revolving_Bal 10127 non-null int64 \n", " 14 Avg_Open_To_Buy 10127 non-null float64\n", " 15 Total_Amt_Chng_Q4_Q1 10127 non-null float64\n", " 16 Total_Trans_Amt 10127 non-null int64 \n", " 17 Total_Trans_Ct 10127 non-null int64 \n", " 18 Total_Ct_Chng_Q4_Q1 10127 non-null float64\n", " 19 Avg_Utilization_Ratio 10127 non-null float64\n", "dtypes: float64(5), int64(9), object(6)\n", "memory usage: 1.5+ MB\n", "None\n" ] } ] }, { "cell_type": "code", "source": [ "# Display descriptive statistics\n", "df.describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 321 }, "id": "9IclOeZrjLhw", "outputId": "66713686-f393-45cf-c897-4fc1c3c10fa9" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Customer_Age Dependent_count Months_on_book \\\n", "count 10127.000000 10127.000000 10127.000000 \n", "mean 46.325960 2.346203 35.928409 \n", "std 8.016814 1.298908 7.986416 \n", "min 26.000000 0.000000 13.000000 \n", "25% 41.000000 1.000000 31.000000 \n", "50% 46.000000 2.000000 36.000000 \n", "75% 52.000000 3.000000 40.000000 \n", "max 73.000000 5.000000 56.000000 \n", "\n", " Total_Relationship_Count Months_Inactive_12_mon \\\n", "count 10127.000000 10127.000000 \n", "mean 3.812580 2.341167 \n", "std 1.554408 1.010622 \n", "min 1.000000 0.000000 \n", "25% 3.000000 2.000000 \n", "50% 4.000000 2.000000 \n", "75% 5.000000 3.000000 \n", "max 6.000000 6.000000 \n", "\n", " Contacts_Count_12_mon Credit_Limit Total_Revolving_Bal \\\n", "count 10127.000000 10127.000000 10127.000000 \n", "mean 2.455317 8631.953698 1162.814061 \n", "std 1.106225 9088.776650 814.987335 \n", "min 0.000000 1438.300000 0.000000 \n", "25% 2.000000 2555.000000 359.000000 \n", "50% 2.000000 4549.000000 1276.000000 \n", "75% 3.000000 11067.500000 1784.000000 \n", "max 6.000000 34516.000000 2517.000000 \n", "\n", " Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 Total_Trans_Amt Total_Trans_Ct \\\n", "count 10127.000000 10127.000000 10127.000000 10127.000000 \n", "mean 7469.139637 0.759941 4404.086304 64.858695 \n", "std 9090.685324 0.219207 3397.129254 23.472570 \n", "min 3.000000 0.000000 510.000000 10.000000 \n", "25% 1324.500000 0.631000 2155.500000 45.000000 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Customer_AgeDependent_countMonths_on_bookTotal_Relationship_CountMonths_Inactive_12_monContacts_Count_12_monCredit_LimitTotal_Revolving_BalAvg_Open_To_BuyTotal_Amt_Chng_Q4_Q1Total_Trans_AmtTotal_Trans_CtTotal_Ct_Chng_Q4_Q1Avg_Utilization_Ratio
count10127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.00000010127.000000
mean46.3259602.34620335.9284093.8125802.3411672.4553178631.9536981162.8140617469.1396370.7599414404.08630464.8586950.7122220.274894
std8.0168141.2989087.9864161.5544081.0106221.1062259088.776650814.9873359090.6853240.2192073397.12925423.4725700.2380860.275691
min26.0000000.00000013.0000001.0000000.0000000.0000001438.3000000.0000003.0000000.000000510.00000010.0000000.0000000.000000
25%41.0000001.00000031.0000003.0000002.0000002.0000002555.000000359.0000001324.5000000.6310002155.50000045.0000000.5820000.023000
50%46.0000002.00000036.0000004.0000002.0000002.0000004549.0000001276.0000003474.0000000.7360003899.00000067.0000000.7020000.176000
75%52.0000003.00000040.0000005.0000003.0000003.00000011067.5000001784.0000009859.0000000.8590004741.00000081.0000000.8180000.503000
max73.0000005.00000056.0000006.0000006.0000006.00000034516.0000002517.00000034516.0000003.39700018484.000000139.0000003.7140000.999000
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10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Relationship_Count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3579.204849565556,\n \"min\": 1.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.8125802310654686,\n 4.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Months_Inactive_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3579.609721574483,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 10127.0,\n 2.3411671768539546,\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Contacts_Count_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3579.5991227316104,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 10127.0,\n 2.4553174681544387,\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Credit_Limit\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10439.274058388912,\n \"min\": 1438.3,\n \"max\": 34516.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 8631.953698034955,\n 4549.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Revolving_Bal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3276.8377072771536,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 1162.8140614199665,\n 1276.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Open_To_Buy\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10849.334071476527,\n \"min\": 3.0,\n \"max\": 34516.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 7469.139636614989,\n 3474.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Amt_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3580.101879688154,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.7599406536980349,\n 0.736,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Amt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5770.786816057116,\n \"min\": 510.0,\n \"max\": 18484.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 4404.086303939963,\n 3899.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Ct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3558.916913530285,\n \"min\": 10.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 64.85869457884863,\n 67.0,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Ct_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3580.0936222607697,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.7122223758269972,\n 0.702,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Utilization_Ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3580.321478482974,\n \"min\": 0.0,\n \"max\": 10127.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.2748935518909845,\n 0.176,\n 10127.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "# Cek missing value\n", "print(df.isnull().sum())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NGVq3ZybcPg3", "outputId": "578af188-7ab7-4724-cad2-1930bacf454e" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Attrition_Flag 0\n", "Customer_Age 0\n", "Gender 0\n", "Dependent_count 0\n", "Education_Level 0\n", "Marital_Status 0\n", "Income_Category 0\n", "Card_Category 0\n", "Months_on_book 0\n", "Total_Relationship_Count 0\n", "Months_Inactive_12_mon 0\n", "Contacts_Count_12_mon 0\n", "Credit_Limit 0\n", "Total_Revolving_Bal 0\n", "Avg_Open_To_Buy 0\n", "Total_Amt_Chng_Q4_Q1 0\n", "Total_Trans_Amt 0\n", "Total_Trans_Ct 0\n", "Total_Ct_Chng_Q4_Q1 0\n", "Avg_Utilization_Ratio 0\n", "dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "# Cek data duplikat\n", "print(df.duplicated().sum())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OUzhsWz4cZdh", "outputId": "ee9887e3-716c-4da2-9b4b-fcdede1b6ed9" }, "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0\n" ] } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# 1. Hitung jumlah dan persentase untuk masing-masing kategori\n", "counts = df['Attrition_Flag'].value_counts()\n", "total = counts.sum()\n", "percentages = [count / total * 100 for count in counts]\n", "\n", "# 2. Buat bar plot\n", "plt.figure(figsize=(6, 4))\n", "sns.countplot(x='Attrition_Flag', data=df, palette='Set2')\n", "\n", "# 3. Menambahkan label persentase ke setiap bar\n", "for i in range(len(counts)):\n", " plt.text(i, counts[i] + 10, f'{percentages[i]:.1f}%', ha='center', va='bottom', fontsize=12)\n", "\n", "# 4. Menambahkan judul dan label\n", "plt.title('Distribusi Churn vs Tidak Churn')\n", "plt.xlabel('Attrition Flag')\n", "plt.ylabel('Jumlah')\n", "plt.xticks([0, 1], ['Churn No', 'Churn Yes']) # Menyesuaikan label sumbu x\n", "\n", "# 5. Menampilkan plot\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 416 }, "id": "-vvXZ0hD5Em-", "outputId": "6a0d9b5d-adce-4b1f-9e03-d3cb663beb53" }, "execution_count": 11, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 559, "height": 399 } } } ] }, { "cell_type": "markdown", "source": [ "# Preprocessing Data" ], "metadata": { "id": "zps8f3gajuhx" } }, { "cell_type": "markdown", "source": [ "## Convert categorical variables to numerical" ], "metadata": { "id": "5bjLjXhuj19j" } }, { "cell_type": "code", "source": [ "# Show the unique values of categorical variables\n", "print(\"Attrition_Flag :\",df[\"Attrition_Flag\"].unique())\n", "print(\"Gender :\",df[\"Gender\"].unique())\n", "print(\"Education_Level:\",df[\"Education_Level\"].unique())\n", "print(\"Marital_Status :\",df[\"Marital_Status\"].unique())\n", "print(\"Income_Category:\",df[\"Income_Category\"].unique())\n", "print(\"Card_Category :\",df[\"Card_Category\"].unique())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V91K724rcc0y", "outputId": "51f57c61-2d85-4c24-bf33-d6d7fe426736" }, "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Attrition_Flag : ['Existing Customer' 'Attrited Customer']\n", "Gender : ['M' 'F']\n", "Education_Level: ['High School' 'Graduate' 'Uneducated' 'Unknown' 'College' 'Post-Graduate'\n", " 'Doctorate']\n", "Marital_Status : ['Married' 'Single' 'Unknown' 'Divorced']\n", "Income_Category: ['$60K - $80K' 'Less than $40K' '$80K - $120K' '$40K - $60K' '$120K +'\n", " 'Unknown']\n", "Card_Category : ['Blue' 'Gold' 'Silver' 'Platinum']\n" ] } ] }, { "cell_type": "code", "source": [ "# 1. Mengonversi 'Attrition_Flag' menjadi biner\n", "# 'Existing Customer' menjadi 0 (Tidak Churn)\n", "# 'Attrited Customer' menjadi 1 (Churn)\n", "df.loc[df[\"Attrition_Flag\"] == \"Existing Customer\", \"Attrition_Flag\"] = 0\n", "df.loc[df[\"Attrition_Flag\"] == \"Attrited Customer\", \"Attrition_Flag\"] = 1\n", "df[\"Attrition_Flag\"] = df[\"Attrition_Flag\"].astype(int)\n", "\n", "# 2. Mengonversi 'Gender' menjadi biner\n", "# 'F' menjadi 0 (Female)\n", "# 'M' menjadi 1 (Male)\n", "df.loc[df[\"Gender\"] == \"F\", \"Gender\"] = 0\n", "df.loc[df[\"Gender\"] == \"M\", \"Gender\"] = 1\n", "df[\"Gender\"] = df[\"Gender\"].astype(int)\n", "\n", "# Menampilkan hasil konversi\n", "print(\"Setelah konversi:\")\n", "print(df[['Attrition_Flag', 'Gender']].head())\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DwsrOLTB2pQp", "outputId": "ef767645-905d-4c11-8e0b-a5e8456d2f60" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Setelah konversi:\n", " Attrition_Flag Gender\n", "0 0 1\n", "1 0 0\n", "2 0 1\n", "3 0 0\n", "4 0 1\n" ] } ] }, { "cell_type": "code", "source": [ "df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 226 }, "id": "EYnKpQPBf_ft", "outputId": "c80d07ff-5e40-48f0-e694-dcaf7278068d" }, "execution_count": 14, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Attrition_Flag Customer_Age Gender Dependent_count Education_Level \\\n", "0 0 45 1 3 High School \n", "1 0 49 0 5 Graduate \n", "2 0 51 1 3 Graduate \n", "3 0 40 0 4 High School \n", "4 0 40 1 3 Uneducated \n", "\n", " Marital_Status Income_Category Card_Category Months_on_book \\\n", "0 Married $60K - $80K Blue 39 \n", "1 Single Less than $40K Blue 44 \n", "2 Married $80K - $120K Blue 36 \n", "3 Unknown Less than $40K Blue 34 \n", "4 Married $60K - $80K Blue 21 \n", "\n", " Total_Relationship_Count Months_Inactive_12_mon Contacts_Count_12_mon \\\n", "0 5 1 3 \n", "1 6 1 2 \n", "2 4 1 0 \n", "3 3 4 1 \n", "4 5 1 0 \n", "\n", " Credit_Limit Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 \\\n", "0 12691.0 777 11914.0 1.335 \n", "1 8256.0 864 7392.0 1.541 \n", "2 3418.0 0 3418.0 2.594 \n", "3 3313.0 2517 796.0 1.405 \n", "4 4716.0 0 4716.0 2.175 \n", "\n", " Total_Trans_Amt Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio \n", "0 1144 42 1.625 0.061 \n", "1 1291 33 3.714 0.105 \n", "2 1887 20 2.333 0.000 \n", "3 1171 20 2.333 0.760 \n", "4 816 28 2.500 0.000 " ], "text/html": [ "\n", "
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$80K\",\n \"Less than $40K\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Card_Category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Gold\",\n \"Platinum\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Months_on_book\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7,\n \"min\": 13,\n \"max\": 56,\n \"num_unique_values\": 44,\n \"samples\": [\n 51,\n 35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Relationship_Count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 6,\n \"num_unique_values\": 6,\n \"samples\": [\n 5,\n 6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Months_Inactive_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 1,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Contacts_Count_12_mon\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 3,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Credit_Limit\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9088.776650223113,\n \"min\": 1438.3,\n \"max\": 34516.0,\n \"num_unique_values\": 6205,\n \"samples\": [\n 4517.0,\n 16692.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Revolving_Bal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 814,\n \"min\": 0,\n \"max\": 2517,\n \"num_unique_values\": 1974,\n \"samples\": [\n 287,\n 502\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Open_To_Buy\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9090.685323679128,\n \"min\": 3.0,\n \"max\": 34516.0,\n \"num_unique_values\": 6813,\n \"samples\": [\n 658.0,\n 6245.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Amt_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.21920676923070248,\n \"min\": 0.0,\n \"max\": 3.397,\n \"num_unique_values\": 1158,\n \"samples\": [\n 0.391,\n 0.742\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Amt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3397,\n \"min\": 510,\n \"max\": 18484,\n \"num_unique_values\": 5033,\n \"samples\": [\n 1829,\n 3441\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Trans_Ct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 23,\n \"min\": 10,\n \"max\": 139,\n \"num_unique_values\": 126,\n \"samples\": [\n 80,\n 38\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total_Ct_Chng_Q4_Q1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.23808609133294173,\n \"min\": 0.0,\n \"max\": 3.714,\n \"num_unique_values\": 830,\n \"samples\": [\n 0.596,\n 0.893\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Avg_Utilization_Ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2756914692523933,\n \"min\": 0.0,\n \"max\": 0.999,\n \"num_unique_values\": 964,\n \"samples\": [\n 0.661,\n 0.505\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 14 } ] }, { "cell_type": "code", "source": [ "# 1. Mengonversi fitur kategorikal menjadi numerik\n", "# Jika kolom seperti 'Education_Level' memiliki banyak kategori, kita akan menggunakan pd.get_dummies untuk One-Hot Encoding\n", "df = pd.get_dummies(df, drop_first=True) # drop_first=True untuk menghindari multikolinieritas\n", "\n", "# 2. Memilih hanya kolom numerik\n", "numeric_df = df.select_dtypes(include=['float64', 'int64'])\n", "\n", "# 3. Hitung korelasi antara fitur numerik\n", "correlation_matrix = numeric_df.corr()\n", "\n", "# 4. Visualisasi korelasi dengan heatmap\n", "plt.figure(figsize=(12, 8))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", "plt.title('Korelasi Antar Fitur')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 880 }, "id": "R683bIx6kBGI", "outputId": "bdcd8ad8-99bc-46ce-a370-6134aaddf13b" }, "execution_count": 15, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 1097, "height": 863 } } } ] }, { "cell_type": "code", "source": [ "df = df.drop([\n", " # Variabel identitas unik pelanggan\n", " # \"CLIENTNUM\",\n", "\n", " # # Variabel hasil prediksi model Naive Bayes yang disisipkan ke dalam dataset\n", " # \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1\",\n", " # \"Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2\",\n", "\n", " # Variabel transaksional yang sangat mungkin mencerminkan perilaku setelah churn mulai terjadi (berpotensi leakage)\n", " \"Total_Trans_Ct\", # Jumlah transaksi total – bisa menurun setelah mulai churn\n", " # \"Total_Ct_Chng_Q4_Q1\", # Perubahan jumlah transaksi antar kuartal – reaktif terhadap churn\n", " # \"Total_Amt_Chng_Q4_Q1\", # Perubahan total transaksi – cenderung terjadi setelah churn\n", " # \"Contacts_Count_12_mon\",\n", " \"Avg_Open_To_Buy\",\n", " \"Total_Revolving_Bal\",\n", " # \"Total_Trans_Amt\",\n", " \"Months_on_book\"\n", "], axis=1)" ], "metadata": { "id": "DCkrjhBOiSuK" }, "execution_count": 16, "outputs": [] }, { "cell_type": "code", "source": [ "# 1. Mengonversi fitur kategorikal menjadi numerik\n", "# Jika kolom seperti 'Education_Level' memiliki banyak kategori, kita akan menggunakan pd.get_dummies untuk One-Hot Encoding\n", "df = pd.get_dummies(df, drop_first=True) # drop_first=True untuk menghindari multikolinieritas\n", "\n", "# 2. Memilih hanya kolom numerik\n", "numeric_df = df.select_dtypes(include=['float64', 'int64'])\n", "\n", "# 3. Hitung korelasi antara fitur numerik\n", "correlation_matrix = numeric_df.corr()\n", "\n", "# 4. Visualisasi korelasi dengan heatmap\n", "plt.figure(figsize=(12, 8))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", "plt.title('Korelasi Antar Fitur')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 880 }, "id": "p4lisvyCi8rB", "outputId": "0b8165f7-ba86-4e5b-cc69-d43f5f8ac2bf" }, "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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tXidTYb5yMlM0650puvU/n6hdl6rfnHB13YX5uYretrLEa/5BYWreuqv8g8NUbDYr/vg+nTxhDWRLS47V56/eppseeFedeo9wyfbUZ5lpJ/Xd2/9Udob1WMhgUIv2/dUovIVys1N1dO86mU35ys1K0c8f3afrpnyq1p0Gl7/SOlr/ijmvKSs9wWVtr8s4vzm/JevNh5tGGBXga73AZ7FYdDzJ+uSbr5dBbSIkD3eD/L0NunaoUd/9Waxjia6p29vTUK03JQpMFu08UvGF1ob4BFxqcoJeefo+paVaMzgYDAZFde2txk2aKysjXbu3b1RhYYEyM1L1zsv/0X+e/Z+69qj6DdjcnOxqDSLx9vHT0BGXV1guwMVZN+q6lOREPf/kw0pNSZZkPd5duvVURJNmysxI147tf6uwoEAZ6Wl67f+e1FMvvK7uPftUqc64mBNnBZE0a95CLVq1UWBgkHJyshW9d5cti8jundv0xCP36r+vvqcmTZtVuP6P3ntdK5f9YZuPaNJMHTtZg8j379ujhJNxslgs+m3+T8rNzdF9Dz1Wpe1pCDJTT2rWW/9UVrq9v9Syg72/dGTvOpkL85WTlaIfP7hPNzz4qdp0dmF/zYX1Fxbk6sCOFSVe8wsMU9NW3eQfFKaiIrMSTuxVYoz1uz0jJVaz3vqnrr3nfXXoeX58t+dknNTvn01WbpZ9fzdp3U8BIS2Un5OmuEPrVGTKV35OipbNmqJLbv1Ezdq5ph9XmJ/l0iCSM7l7+CgovK0CQ1vI0ztQxcVm5WYkKPHEdpkKsiVJR3YuUnriIY29c5Y8vf2rrS11RYCvdMvF7gp06K8dS7QoLUvy9ZbaNjFY+2s+Bl1/oZu+WV6kowmuudns7SmX99c2RjufUSQ8yKA2Tew313ccafg3mxsFGDX1pkA1CrBm2Su2WHTguFmJaUUK8DWocxtPeXkYFOhv1H3XBuqd7zK171jVg0mahLqdFURyMsWs2KQiZecWy9fbqHaR7goJtLarU2tPTftnkF79KkPJ6eUfl2tG+urSwfZrifkFxYo+blZ6drH8vA2KaumhAD+jfLyMmnxFgNzdDPpzy/kRmBzoK/1zjIft/C62WHQswaLULIv8vA1q29T6m8nfx6AbRrjr66VmHTnpqvPb4PIgEkm6YpCb+kfZs0SazBbFpliUlmWRu5sUGmhQs1NBM96eBo0f4i53N7M27Gv45/f5wlhHgg8BVyKQBKiiv//+W4cPlxzyYc2aNTp58qSaNGlSS62qnMjISJdnxXjllVdcMkROffbggw+qY8eOtd0MuEj+ySRlbN6p9M27lLF5p8IvGao2D9xa7fX2+vpNWxBJ7tEYbb76XmXtsJ+vHqGN1GfWWwobNURGT0/1+f4drYgaLXNGVpnr7PDkvbYgkqK8fG2/fZrif1xoe9/g4aGoFx5Su0dulyR1fOZ+pf61UamrNlXHJtYpP05/xHajNzismW5+6AM1bdnJ9n5OVpp++OBhHdqzXkVFJn333kOa+sZi+fhVPbiuOur28QtS7wvGqc/wiSXWddrR6L81+5PHlZYUo+Iis3786FE9/Noi+QeFVXl76rNfPptqC+IIDGmuq+/9UBGR9v2Xm52q+TMe1rF961RcZNK8Tx/S3f9dIm9f1wRZ1lT9Jw5s1rbVP0qSuvS/Qns2/eaS9tdVnN+c35J01WB7EEl6jkU/rSpWYvrpdy3y8ZQmDDGqTRNr+vKJFxj14W/FKnDNg4+SrE+WxqdKcakWxada1LaJQQOijBUvWIG8QumPLefHU6tn+vDNp21BJGGNm+qhJ15Xqzb2fnhWZro+eP1J7d6xSUVms95/bZre+Giu/PwDXFJ/UHCI2nToorbtu6hthy7auXW9/vj1+yqv1z8gULfe9R8XtLBhefu1/9qCSMIbN9HjT7+o1m3b297PzEjXW6++oJ3b/5bZbNYbLz+rD2d865Lj3aRZc118yRUaPmK0QsPCS7xXXFysFUsX6bOP3lVBQb5SU5L1vzf+q5fe+FAGQ9kXl5ctXmALIjEajbr1X/fq8nFXy2g02ta78JefNfOzD1VcXKzlSxaqa/eeumjUpVXenvps7oyptiCOoNDmuu6+DxXRwqG/lJWqOZ8+rKN7rf2lOR8/pPtecl1/rTrq9/YNUo/B49XzgqtLrOu04wc265fPH1N6svW7fd5nj+ie//tD/oEN/7t95Y+P2IJI/IObadTNHyi0qX0f5eekacUPDyv+0HoVF5m04ruHdM3UxfLycd1DUD7+YQpr3k1hkd0U1ry7Yg+u1p61X1dqXYGhrdR39ENq3mGoQppEyeh29qV6s6lAu9d+pS1L3pHFUqy0hP36e/HbGjzu6apuSp139QVutpvM6dkWfb/SrIR0+/s+XtI1Q93UtqlRbm4GXTvcTe/OM7u8vxabYlHcqX/tmho0qPO5DSd42qJNzt8svmaYvY64FIuSMipVZb1yx1UBtiCS5PQivf9TpmIS7cE3/j4G3TkhQF3aeMrdzaC7JwZo2odpyitwTb83IbVIq7bla/2us4eZMUga0tNLN17iLy9PgxoFuOmO8QF6eWbZB6ZnB88SQSTrd+Zr1h85Jdrr7iZdOcxXYy+wlrtxjJ+OxJl0/GTDH8bomuH2ILG0bIu+XW5WQpp93/h6WbOVtGtmlLubQf+40F3vzDEp34Xnd1aeRXHJFsUmFys2xaL2zYwa3KVy53frCEOJIJKdR4r0+6YiZZ0RfxgZZtD4IW6KaGTt313S1017jhcrK7fSmwEA1arqV6mA89zs2bNt0xMnTpRkvcAzZ875NzY1Ste3b19dfPHFFf5D3Zb0xyota3uRlrUYqs0T7tHBFz9Q0h9/yZSeWe11h186XKHDrE/LFhUUavOEe0oEkUiSKSVNmyfeq5xDxyVJnqGNbAEgpfEMD1Gbh/5pm98z9aUSQSSSZDGZtG/a64r7YYEkyWA0qtOLD7tik+q06O1/6mj035IkN3cPTfr39LNuzvoFNNLN//5AIY1bSLKOY75q4Wd1rm43dw+NuOpePfLWUo29+YlSbzJLUuuovvrX41/Ky8f6VFtBXrbW/OH82N4N0aGdfyrm4GZJ1v14zX3TSwRxSJKvf4iuvudDBYdZj0V+Tro2LJ5Rr+o3mwq06JsnJYtFjcJb6YKx97qk/XUV5zfntyS1ayq1bGy9aGkusujHvxyDSKzyCqWfVhUrLdt6MdPXy6DBnV3zdNGheIve+6VI/5tfrB9XFWv1bosOxculF0XPR9s2r1H0nm2SJHd3Dz385JslgkgkKSAwWA89+YYaN2kuScrOytSCuZW7+eeoR59BenvGL3p/5u+a+tRbmnD97erZd4h8/Rr+0+K15e9N67V39w5J1uM97dmXSgSRSFJgULAef+ZFRTSxZgLJzsrUvJ+/q1K9jUJCdd9Dj+vdj77WhGtvPCuIRLIGgYy6ZKwefORJ22v79+3Rti1lB2ObTIX68dsvbfPjr75BV1x1rS2I5PR6r7jqWo2beL3tte+/+UIm0/n7x+Pgzj914oC9v/SP+6efFXjhGxCi6+77UMHhp79b07X2d9f011xdv5u7h4ZdcZ+mvLJcl1z/ZKlBJJLUskM/3Tx1Zonv9o1LZ7pkm+qyE9F/KuGotS9ldPPQxZOmlwgikSRvv0a6+OYPFBBi3d8FeRnauarq/ThJat5hqK77zzLdMG2VRt8yXb1H3qcWUcPl6V35IJVWXUap50V3Kax511KDSCTJ3cNLPS+8Q71G2vvpB7fNl9nUAFOLOWjfzKBWEda/geYii747I4hEkvIKpO9XFik1y95fu6Cra253HIyz6O05Jr35s1nfryzSXzuLdTDOUiP9NW9P69A6p20/3PCzFXRv56GOLa1ZQUxmi977sWQQiWQN6nn/p0wlpllf9/c16tLBPlWuOyO7WJ//mqWnPkrT7+vyzgoikSSLpDXbCzTjF/vDWu0iPdS1benD4UjShAvtQSS7DhVqxi/ZZwW9mIukuStztXSjNdrAzWjQNSP8qrhFdV+H5ga1dji/Zy0rGUQiWbMnfrvCbD+/vQ0a2q1yQR5nOhhbrDdnF+r1H02atdyslTuKdSDWovzCyq+zd3v73564lGLN/uvsIBJJikm26OulZpnM1u3ycDeoS0tu0wKou/gLBVRBdna2fv/9d0lS69at9eSTT8rb21uSNGfO2WMaA6i/ChKSlX8ivlbqbn3PTbbp2K/nKmvX/lLLFeXmaf/z79rmW97xDxncSv+RFTlpgtz9rT9Os6OP6PinP5RZ/95pr8tSZP2h3mhwHwX26nzO21CfrF/6rW2699Cr1KRF6RmFPL18NWqifZixjct/UFGRuU7V7esfrIsnTpG3T8U3shqFN9eAkf+wzUdv//Ncmt7gbPlzlm2626AJatw8qtRynl6+GnblA7b5rat+UHEVPwc1Wf+aBR8oNeGoJGnMjc/Jzd2rcg2uJzi/rc7387tfB/vP4J1Hy37C01Qk/bnT3p/v3c6gcpIJOC0nX8rkiTOXW7rQHuA/dORYtWjdvtRy3t4+mnjDXbb5FX/MqfL5HdwoTGHh9SsbZX33+29zbdMXjRqjVq3blVrO29tH1998m21+8aJfq3S8u3bvpZGjL5NbGX1sRwOHDFeHjvZ+85ZN68osu2n9GiUnWbMs+Pr569rrbymz7HU33CpfX2s/PinxZLnrbeg2r7D3l3oMnqDGkWX3ly4c59Bf+ss1/TVX1+/jF6wLxz9gCxApT3BYpPoMtwcVHdyx8hxaXj/tXW/vS7XvfZVCmpTel/Lw9FWfUfa+VPRG1xxv34Bw+QdXPERVdenY92rbtKkgR1mpx2qtLTWhv0OWtu2HLWcF/Z5mKpJWbrcHHPTtYKz3/bVurawZGCSpqMiinUcbfiDJiH72gJC1OwsUm1R6Ro5CkzT/T/uBubC3t4xVPN77j5u1dkeBnLmMvzW6UIdj7dFEPdp7llquSaibIiPswWE/r8gpd72/rMpVgcnagC5tPdU0zDUBE3XVwE727dt2qFiJ6aXvfJNZWr7V/lno19FY5eMtSdn5Ukb5h+ScRTSyN2zX0WKV93HKzJWOOQzDFRrIcCgA6i4CSYAqWLRokXJzrZ3XcePGyd/f35ZZ4sSJE9qwYUOpy02aNElRUVHauHGj7bWoqKiz/j3++OOVKn/ayJEjFRUVpZEjR0qSCgsLNWvWLE2aNElDhw5V586dbe9JUkxMTJnrevzxxxUVFaW5c+0X7EaNGnVWGyZNmlTqclFRUYqJiSl3fx49elQvv/yyxo0bp/79+6t79+4aPny47r77bs2ZM0dFReWn9Tu9n6Ki7BdvlixZojvvvFPDhg1Tt27dNHToUE2ZMkWbNjWMoTksFov+/vtv/e9//9PkyZM1fPhwde/eXT169LDtu9mzZ6uw0PmQ6uXLl+vuu+/W0KFD1b17d1100UV64IEHtG6d9QLlhg0bbPv5vffeq65Nwylufr4KHWkfQ/vEzPKzHZ2c84fMWdZfQ56hjRRyKpPJmSLG27PgxHxV/jrzT8QrecV623yT8aMrbHd9VZCfo8N77Nvad9iEcst37XeJPL2tT5nk5WToaPTmeln3aa069LFNpyfFVnl99VVhfo6O7rPflOkxZGK55aP6jJGnl/VY5Oek6/iBqn3H1FT9CTH7tGGx9QnNrgPHqXXnIZVscf3A+c35LUke7lLrCPv89sPlXzHed8Jiu6jr62VQy7OTD6AOyM/L1Z4d9r99w0ddUW75/kNGyPvUOZadlal9u7dWa/vgWnl5udq5fYttfuToy8otP+iC4fL2sd6gys7K1J5dO6q1fY6iunSzTScmnCyz3Mb1q23TFwwbIa9TD6iUxsvbW0OGXWSb37BuVdUaWU8V5ufoyF57f6nnBeX3lzr3tfeX8nLSdWx/1ftrtVm/JLVo7/DdntKwv9tNBTmKP2zvS3XsW35fqlXXS+Tuad3fBXkZOnm06n2p2ubtF1Ji3lTg4rugdYiHu9S2if3G6rZD5QdS7Dlesr/WqnH9vinbs629/ftjLcpr2Mln5OUhdW5tz+yxZnt+ueX/3leg/ALrZ8Lf12jLZFJTDsbYA9NCg0q/vda2mT2IJD27WCcSyr+mnZtv0aEYe4BK306lB6g0BJ7uUpum9s/41oMVnN/Hiu3nt7dBrSLq5vnt6W5vlzPnbG6h/XeoK4LfAKC6EEgCVMHpYW0MBoPGjx8vSZowYcJZ79cFMTExuvrqq/XCCy9o48aNSkpKUnFx3Ylo//DDDzV27Fh9+eWXio6OVmZmpgoLC5WQkKAVK1Zo2rRpGj9+vI4fP+7U+goKCvTAAw/o/vvv159//qnExESZTCYlJSVp8eLFuvnmmzVjhmvS2damJ554QjfeeKM+/PBDrV27VgkJCSosLFRBQYFt3z355JMaP368jh49Wu66zGazHnnkEd1zzz1asWKFkpKSVFhYqPj4eP3xxx/65z//qVdffbVmNgw2jQb3lpu3NUOAOTtHGZt2llu+uKBQaevtN0NCRww6q4zRy1ONBva0zaf8tfGsMmdKWWkPjCttnQ3F8QPbZDZZA688vXzVvG33cst7eHqpZftetnnHG8X1qW4bh1+vdek7oqbFHt6qIrP1WHh4+appq/KPhbuHl5q17W2bPx5dtWNRE/UXFxdp0ddPqrjYLG+/YI26ZlqV2lwfcH5zfktSZJhsT3gWmiyKSy2/fFGxFJtin29dRy9cnu8O7Nsh06lzzMvbR207dCm3vKenl9p3sp+He3bU/xuM55Povbttx9vb20ftO5Y+/Mdpnp5eiurU1TbvGIRS3QxO/u3dtcPef+/avVeF6+3Ww/69v3P7+RkIdeJQyf5Ss9YV95eat7Pvt6P7qvbdWtv1Syrx3W5p4N/tice32fa3u6evwppXvL8bt+xlm3cMQqmv0hMPlpj3D25eSy2pfi3CDSX6a7Ep5Qf+FhVLMUn2Mm2a1N/+WkiAFBnumI2lYZ/bknWIGI9TN+HzCy06Gld+BiFzkXQo1l6mU+uaDSRxTDVhLCM9RqCf/RimZJQfRGIvZz/WnVs33ECSFo0N8jh1fheYLIpNLv/8NhdLJxzO77ZN6+YtzYwcexsbB1f8NyjCoczJVLLaNxQGN8N5+Q8NW+mDLwKo0MGDB7Vt2zZJUv/+/RUZGSlJGjJkiCIiIpSQkKAlS5YoKytLAQEBJZZ98MEHlZ6ernfeeUcHDhyQJH3wwQdn1dG0adNKlT9TYWGhpkyZov3796tXr14aM2aMmjRpovT0dB08eLDUZc40adIkXXzxxfrqq69smVZeeOEFhYaGligXHBzs1PocvfPOO5o+fbok64W2Sy65REOHDpWfn5+OHDmiOXPmKDY2VgcOHNANN9ygOXPmKCIiotx1PvHEE/rjjz/UsWNHjR07Vi1btlRubq5WrFihpUuXSpLeeOMN9erVS/369TvnNtcV+fn58vDwUN++fdWzZ0+1bNlS/v7+Kiws1PHjx7V48WJFR0fr8OHDuuOOOzR37lz5+5eeJvfZZ5/Vr7/+Kklyd3e3ZYbx9PRUdHS0Zs+erc8//1zx8bUzvMv5yr+zPU131q79tiFmypOxdY/CRw+1Lt+p7Vnv+0W1sQ15YykuVubWPRWu07FMaetsKJLiDtmmIyI7yK2McaodNWvVRQd3rT21/OF6WfdpCSfswyYFhZ6/KfqT4+3HIrxZxzLHK3fUpGUXHd27xrr8yaodi5qof9PSL3Xy2C5J0oiJ/5FvQEgFS9R/nN+c35IU5pA2ODFDTqWwPplqsT0Va12+bl/oMxqkNhFS0xCDfLykoiLrGOPxaRbFpVhvtjQ0cTFHbdMtWrVz6hxr3TZKu7ZtOGv5uqioqEg7t23QkYN7lZ2ZLg8PT/kHBqtt+85q27GrPDwa7s2G0sScsA/n0LJ1G6eOd5t2HbV96+azlq9ux4/a/36HhTcutUxOTrbSUu0Ra23blz5ch6M27exlUlOSlJubYxvu5nyR4tBfatzcuf5S05ZddGSPtb+UUsX+Wm3XL0mJMfbv9sCQhv3dnp5k39+NIjo4tb9Dm3VR3MG1p5av+v6uTUXmQm3+4y3bfOOWveUbWPrflIYg3KG/lpBucaq/Fp9qUbtTIw+FBdXfm1q92tpvkufkW3Qgtm73O13BcRiX2ESzip3Y5OMnzera1vOs5WtC88b2+lIzy7hGV8WPYLMGPLRNuMP5mZhmcep4x6dY1L6On9/7ThSrXTPr+du7vVEb9hUpNav0sj3bGhXRyFo2J9+iXefB8FUA6i8CSYBKcsw24piFxGg0avz48frkk0+Un5+vX3/9VTfeeGOJZU8HLsycOdP22ukhcUpzruXPlJSUpKSkJE2dOlV33nmn08s56tq1q7p27WoLwpCkCy64wBZAU1nbt2/Xxx9/LEny8vLS+++/r+HDh5coc9ttt+mBBx7QqlWrlJycrKeeekqffvppuev97bffNHnyZD366KMyGu0/wq655hp9+OGH+t///ieLxaIZM2bU60CSG2+8Uc8995yCgoJKff++++7Tp59+qjfffFPHjx/XV199pXvvvfescuvXr7d9pv39/fX555+rZ097xoorrrhCkydP1uTJk7Vo0aLq2RiUyr9jG9t03rE4p5bJP2EP9vGPOjvow7+j/bWCxBQVF1Q89FHeCXvdnqGN5BnWSIXJaU61pz5Jij9imw4Oc27866BQexBfUnwVbjTXYt2S9SnZbWt+sc236zq4nNINW2qC/VgEhTp3LAIb2Y9FahVvDFR3/elJJ7T6N+vQZC069FePIVeXW76h4Pzm/JakUIf4bsenxsqTaR+GXaGBLm5QNQj0NejGEaVffM4rsOjvgxat3WuRqfyHPeuV+Fh7YEBoeOnB9WcKDbffdI2v44EkaSmJeu3ZKaW+5+cfqFGXXa0rr75V3j6+Ndyy2hEXY89SGd7YuZvn4Q5BHLExzmW5rKqkxIQS2UJ69Opbarm4mBMl5sPCy39oQpLCzygTF3Nc7Tt2rkQr66+UyvSXQux/H5Kr+N1a2/Vbiou1c/1823ybBj5EYUaSfX/7Bzu3v/2D7Ps7ox4GkhSZC5WXlaSTx/7WrtVfKjV+ryTJw8tPg654spZbV70c+1sZTo7gk+HQX3MMHK5vejgEkuw6WuzUTfb6rkmovd/qmJWjPCmZ9nKOy1e3kEBjiQwoe4+YSi2XlWtvX2igcxk0HMsF+Bnl72NQdl7D+wA4np/pTv4ecywXXvol8Fr39/5i9etYrIhGRnl7GnTXFR5au7tIe49blJ5tkbubFBpoUP8oo3q0sR7rvEKLfvzTrILSP0YAUCcQSAJUgslk0vz51h/sPj4+GjNmTIn3r7rqKn3yySeSpJ9//vmsQJLaMGrUqEoHkVSnGTNm2FL8PvDAA2cFkUiSr6+v3n77bV122WVKSkrSX3/9pX379qlTp7JTGA8YMECPPfZYiVTCp9111136/vvvlZCQoLVr18psNsvdvfr+HN5yyy0Vltm0aZMCA8/9zkT//v3Lfd9gMOjOO+/UypUr9ffff2vevHmlBpJ8+eWXtulHH320RBDJaSEhIXrrrbc0btw4mc0N6M5DHecREmybLkhMKbugg4KTSQ7Ln/0LyyPUvs5Cp9eZfFa7GmIgSV52um3aPyjMqWUCHMrlZmfUy7olacOy72w3qw0GowaOvL5K66vP8nLSbdO+AaFlF3TgFxTusHzVjkV1179o1tMyFebJzd1Dl970fKnflQ0R5zfntyT5eNmnc8offt0mO99+4dKnnid+8PEyaGhXgzq1sOinVcVlPiVX32Rn2s+RoGDnMiwFNbL/fc3OznR5m2pKTnamfvnpC21au1z/fvINNW3eqrabVO2ysuzHKyi4kVPLBDse76yaOd5fzvhAxcXWJ5XDwiPUb2DpN/qzsuyfX19fP3l5eZVazpGXt7d8fHyVl5d7ah0N5GQ+B47frX6BzvWX/B36S/m5Veyv1XL9m1d+a8tqYjAY1ffCG6q0vrquIC/dNu3j71xfyifAXq6givu7pnzxdDdZisvOQhoY1lqjbvyfGkVUnLmoPvPxsv8+ycl37kaz4w13n4r/jNZJbZoYFORn3/Zt58GwNpLk72MPoMjMcW6bM7Pt5fx8am6ok+su9pPbqeFsUjKKtP1A6Q9mHYu3XzcNDnBTZGM3xSSWfW77eBnULrLkED1+DTSQxPH8zM5zbpkS57dn3bx+YS6WPvvdrOsvclfbpkb5eBo0qre7RvUupWyRRfuOFWvJFrNS6u/PEADnibo5oBhQxy1fvlypqdYB1UePHi0/v5IpZNu1a6cePXpIknbt2qV9+/bVeBvPNGnSpNpuwlkKCwu1cuVKSdZgkfICbgICAnTDDfYLI4sXLy533bfeemuZN8bc3Nw0cOBASVJBQYGOH6+ZJ9JqU9++1qffjh07prS0kjf/CwoKtHr1aklSYGBgiQw7Z2rXrp2GDRtWfQ3FWdz97U+WFuU5d8erKK/AYfmzU1y7+1VmnSXLufk3zCdeCwrsjzF5eDh39cnd09s2XeiwfH2qOyHmgBb/ZE+V3PfCqxUR2aHS66vvTI7HwmEfl8fd4ZiZCpx8bK4W6t++ZraO7VsnSRo05k6FNmlXZtmGhvPb6nw/vz3d7f1Ds3PDlZco51GHH8UoMFm0/XCx5qwp1vQFRXrtpyK9/GOR3p1fpJ9XF+nwSfsF2LBAg66/0Cjfenqj5Uz5+far0J6ezm2UY7mCPCevYtcwbx8/DRt5he575EW99uFP+vSHP/XF7DX632e/asqjL6trzwG2svGxx/T68w8qM6PhBfqeKT+vEsfbyx4F5vh5qS4rlv6u9Wv+tM3f/M87yhyCqDLbI0meDgEnNbFNdU1hie/Wc+8vFeZXrb9Wm/UnxR7Qijlv2uZ7Db1G4c0b9ne7Y//Yzcm+lJu7/biYCivfl6oLDEY39bjwLk184NcGH0QiSZ4O99OdzaDm2F/zrMP9tfKczlIgSQlpFp1MrcXG1CAvh8AAk9m5wIlCh3LeHuUUdKEh3b3Ur7P978/PK3LL/D0Rk1ikpDT7mxMuKn/4ubEX+JTYD5LkXUcDJqrKy6Nqv8c8a+h4V0Z+ofTlYrO+WmJSalbZn+X4FOtwNqkEkQCoB+pptwqoXT///LNtuqyb7ldddZV27NghyToMzlNPPVUjbSuNm5ub+vTpU2v1l2Xfvn0qLLRGbvfp00e+vuXfmB42bJjeffddSdYhccrTu3cp4b4OmjSxp0DOzKzeXtuDDz6ojh3L/6Hv4+NT6fWbzWYtXrxYy5Yt0969e5WYmKicnBxbppczJSQkqFEj+5N7+/btk8lkzaHXp08feXqW/6jtoEGDtGLFikq3F+fG6G3/kWopdC7XoeNQNcZSHsVxXGdxJdYpSW4+zl0srW/MJvt2urk79+vU3eGmgLmwoJySdbPuvJxMzfrf/SrMt15cDY1opctvfKxS62oozCb7vjS6OXcs3Nztx8JkqvznoDrrz8lM1oqfX5MkhUS01uBL765CK+sfzm/Ob0lyc8h8XeTkQ54lAknq6HDl2XnS/+YXl3qzJStP2hcj7YspVu92Bl3WzyCDwaBG/gaN6GHQgk31/0lHx7977k6fY/ZyhVU4v6tLcEiY3vtiQanD1YSERWhAWIQGXDBKy/+Yqy+nvyKLxaKkhDj9+NUHun1K7f32rAkmh7+pzmaWdAziKHRiWMeqOHhgnz75wH6Tf+iFozTsotFlli903J5ziFbzcPwMF9S9z3B1K9FfcvK8r7b+Wg3Wn5+bqR8/vM8WyBLSuLVGX/d4pdZVnxSZHfpSlegfF5nrxznSeeCNtowkZlOesjPilRyzU6aCHO3482Md3bVIg654SpEdG/YDPu4Oj742pP5aeTzcpS4t7TfYt58n2UikksfL6cAChz6vh0f1B1y0auqumy/zt81v2JWvjbvL/7uycG2ubh1rHVezZwdPTb7CX98vyVFegb3v7WaUxl7gq0sHn93f83BvmIEk7lX8PeZeh89vo0Ea2s2oIV3d5OtlUIHJouOJFmXkWORmlCIaGdQs1KgWja3/jncu1ncrzE5nykTdZ3RrmOctzm8EkgDnKCEhwZa9oUmTJho0aFCp5caOHauXX35ZJpNJv/76qx599NEKb9BXl+DgYKfS49a0xMRE23SbNm0qLN+6detSly2NY6BEaRyPRUE1X3Tr27evLQOKqx0+fFhTpkzRwYMHnV4mOzu7xLzjvmzRokWFy0dGRjrfQFRZcb7982lwMuze6PDEZXHe2Z9vx3UaK7FOyflMJvWN443bIrNzQTaON4jdz+Ep0rpQt6mwQN+8c59SEqyZmbx8/HXjlP/Jy7v8p2UaOsenRYuLnDsWjhe3nc04UdP1L/7+BVsa9TE3vlDiM3c+4Pzm/JakIoeLkG5O5ud0vFhpcvLidk0rKnbuQuzWQxYF+UoXdLVe4OrRxqCVOyzKqR/318rk+HfP7PQ5Zi93LlkgaoqHh2eZGSwcjRwzQSmJ8fpl9peSpFXLF+jaSfcoKNi5oTbqI8f94uyQm47BJ55e1ff9l3AyXi8/P832wESrNu101/1Ty13G03F7nH30XrI9DCCVzE5yvijRX3LyvK+2/loN1W82FejHD+5VWuIxSdbv9qvv+Z88z4Pv9hJBIZXoH7u5149zZNAVT5z1mqkwV3vXf6uty95TZspxLfnqbg2d+KI69Lmq5htYQ8wOfZqG1F8rT5eWBnmeCogoKrZox5HzJ5DEVIkgAcc4UpOpeoOiw4KMmnJdoO34nEgw6+tFFWeVWrWtQF3betqymFzQ01t9Onkq+phJGdnF8vMxqmMLDwX6Wz/kf+8rUN9ODtnGCut/sHdpzFX8PeZssFFN83CTbhplHdZGkjZFF2nJ30XKP+Mrq1moQVcPc1d4kEEtGxt1y8Xu+mSh2emgGgCoaQSSAOdozpw5Kjp1BXrcuHEyGkvv8QQHB2vkyJH6448/lJ6erqVLl+ryyy+vyabaeHvXzcwBOTn2TrczGTkcM5Y4Lluaso5LQ5KVlaVbb73VFgjSuHFjXXTRRWrXrp1CQ0Pl5eVl2w8LFizQwoULJcn2+T0tN9ee4vVcjwOqnznbIYWvk1lA3ByykJizzz5XzDmVWWfJckUO7WpIvLzsn29nnxI0F9qDajy9Kn9+1HTdRUVmff/BwzoavVmS9WL4pH9/oCYto85pPfVB3JHt2rV+frllug0ar2ZtekqSPByPRaFzQVOOT6V6eFXtYn511L9/21JFb/lDktR98ES1iqqeAMe6jPO7YZ7fzUKk7q3Lf+pn51GL4k6lBremwbaWd/pCteONCefv8dZZa/ZaNCDKIg93g4xGg9o0MWjXsfp9odrb296HdTa7iGM5rypkB6wLrrzmn/r9l+9UWFig4uIi7dq2URdcdFltN6vaePtU4ng7ZCFx/Ly4Ulpqil54aqrS06x/cCKaNNPTL7wuX9/y+wWV2R6pZBaS6tqmmhR7eLt2VtBf6z5ovJq3tfbXPEt8t557f6mqwRc1XX9xkVlzPn5Ix/dvkmT9br/uvumKiOx0TuupKxJPbNehrb+UW6Zd73Fq3OLs/nmRk32pIrP9uHh41t/rGB6evuox/HYFhrbS8m8fkMVSrLXzn1NE674KDKn4YaC6oHmoQT3alt9f23HYotgUa3/EMXGqs4maHPtrhfWwv+Y4rM2hOEu9zlDQppm7BncvP3hr3c4CHYmzHqgCh4AJZ7NwOA5XeeaNelcK8jfo4RuDFHwq2CMxrUjvfJ/hdJDHp/OylJFdrBH9vGU0GOTjZVSvjiX3TbHFoiUb8rRxT2GJQJLc/PrRP48MM6hnu/Kvw28/VKyYZOv2FDgE/lTm95iTiZVr3KX93WxBJFsPFunX9aVHvMSlWPTlHybdc6WH/H0Mahpq1ODORq3eTSQJgLqJQBLgHFgslhLD2nzyySf65JNPnFr2559/rrVAkrrKz89+4STPiXHJHQMeHJc9X33zzTe2IJIrr7xSL730UplZb/7+++8y1+MYGHKuxwHVz5Sabpv2auzck6VeTcIdls84e50p9nV6Or3OsDLb1ZD4+AfbprMzkp1aJsuhnK9/UL2ou7i4WD9/+oT2bV0uSTK6ueuG+99Wm04DnF5HfZIcf0hb/pxVbpkmrbrZAkl8/IJtr+dmpThVR05Gkm3ax6/yn4PqqN9UmKfF3z1vfc+/kUZe/WiV2ldfcX43zPM7LMigfh3Lv3AZn1asuFTrBUvHRF1+TsZa+3vbL1TnVe+IGDXCZJZiU6TWEdb5sMDabY8r+Afaz5GM9FSnlslIs/999fev3zvB28dX7Tp2095d1j5/3Ikjtdyi6hUQYD9eGelpTi2T7ni8A1x/vLMyM/T8U1N1Mj5WktQoJFTPvviWGoVU3NcOCLB/fnNzc1RYWFBhlpyC/Hzl5dl/lwUEBFSy5XVHcvwhbV5Rfn+taatutkASx+/WnEzn+kvZDv0lb98q9tdqsH5LcbF++eJx7d9u/26/+q7/qVVU/f1uz0g6rL0bvi23TFhkN1sgiZdPsO31vGzn+lJ5WfZyXlU83nVB666j1bTdIMUfWq8ic4H2bfhOAy6rH/36sCBpQFT5d4zjUsyKPXUqOQ794eftXGCBv49Df62eZVoL9JXaNGk4w9o0DXPTyH7lBzgejTfbAkmy8+zbG+jn3IOBp7N4SFJOXvXsLz8fgx6+IUiNQ6yf3fSsIr01K0MZ2c4HeBQVS98tztGfW/N1YW9vRbX0UEiQUR7uBqVnFWv/cZNWbsnXkTizurSxZww2F1mUmVM/PgdhQQYN7FT++R2bbLEFkjien/5OxsGWOL/rYKaWAF+pTwfrZ7LYYtHSreWnTcnKk9bvLdLFfay3Z3u3dyOQBECdRSAJcA42bNigEydOVGrZtWvXKj4+Xk2bNnVxq+qvxo0b26aPHj1aYXnHMo7Lnq/WrFkjyTou+NNPP13u0EmxsbFlvue4L535fMfExJxDK1FV2fvtNwJ8WjVzahnvFva/M9nRh0tZp/01r8ahMnp5qriCseJ9WtjrLkxJU2Gycxft65vwpvZhttKT45xaJiMl3mH5tvWi7vlfPqfta3+VJBkMRl1z5yvq1HuE08s3dCER9mORkeLcschMsx+LkCaV/xxUR/05mSnKzrAGHhoMBv30wV1lrsdsLvm3YM7H98v9VCrxdt0u1AVj73OqPXUR5zckKSXLPh3kZ5BU8YXIQIeHmFMyXd+m2pCdb8/M4lM/sv2Xq2nzVrbplKT4ckrapSSdtC8f2drVTapxwQ4BC1lZZwcSNyTNIlvappMST5ZT0i4pyT6cZ3OH5V0hNzdH/336PzpxzNpvDwwM0rMvvqWIJs799m8WWTKjQFJiQoVtTEpKOGMdrt2m+iC0Mv2lVPvfh7AqfK/XdP0Lv3lWuzbYv9vHTX5VHXqeX9/tQeH2/Z2d7tz+zs6w7++g8Kod77qiefshij+0XpKUcGxLLbem+jj2t4KcfI4syKG/lpxZ9240l6dnW6MMBmu/LK/AouiY+tX+qjqZYr/pHhrkXCBJaKC9nOPyruLtadC/bwhU88bW22dZOcV689tMJWdU7mZ/XFKRvltcfnbt5uH2YIzYxKI6O4RLVTmen8F+zgWKOZZLqoPd3HZNjXIzWtuYkiFlOfEM5pGT9v0QHmyQp3v9zKYEoOEjkAQ4B7Nnz7ZNjxkzRh06dKhwma1bt2rNmjUqLi7WnDlzdN999hswp38kSNZsJ47zpTnX8tXhzDZURadOneTp6anCwkL9/fffysvLK3dolVWrVtmme/bsWaW6G4KkJOvTTMHBwQoKKvvpmoKCAm3YsKHM9zt16iQPDw+ZTCZt3bpVhYWF5QalrF+/vvKNxjnL3nvINh3QraMMbm6yFJX/azKodxf78vvODiTJiT4iS1GRDG5uMhiNCuzVWekbtpe7zsAK1tlQhDdrZ5tOiDmgoiKz3NzK7y7FHdvjsHwVbjTXUN0LZr2szSt/ss2Pn/yceg4ee46trV96DJmoHkMmOl0+rKn9WCTF7VdxkVnGCo7FyeP2YxFWxUCS6qw/NytVuVnOPa0vSYkn9tqmQyLq9wV4zu+GaccRi3Yccf4qq+OFy8ZBksEgVdSlbRJi7//WtxsTZfF0s29TQxiup5lDIMiJY4ecOseOHo4udfn6qiDfngPfy6tuDm3qKpEt7IFDx48ecep4Hzm0v9Tlqyo/P08vPvuYDh20fp58/fz11Auvq0XL1k6vw8/PX41CQpWWmnKqrQcqDCRx3J6Q0PAKh8+pD3peMFE9L3C+vxbq0F9KjHWuvxTv0F8KrWJ/rabqX/zDS9q66kfb/OWTXlC3gVecY2vrng59JqhDnwlOlw8Ot+/vtIQDTu3vlDj7/g5uIIEknt72az8Fuem115BztP2wRdsPOz8eRZJDfysi2OBUf62pY38to37113q0tQdF7DparKJ6nphg7Y4Crd3hfFqY+GR7X755Y3cZDVJxBYewZRP7+e+4vCt4ekgPXh+o1k2tGUJy84v1zvcZLq/nTO0i7RlJDsbU0fFbSrHtULG2HXI+bWOSw/nZuJHBqePdNLRun9+ODx7kFjjXvpwzhi7y8iCQpCEwGGv+fh1Q3ZwL8QSgzMxMLV68WJI1A8Rzzz2nKVOmVPjv0UftaSbnzJlTIvjCcUgRZ4YLOdfy1eFch6Mpj6enp0aMsD5Fk5ubq2+/LTutaXZ2tr777jvb/CWXXFKluhuC05+HlJQUZWdnl1lu5syZSk9PL/N9Ly8vDR06VJKUkZGhuXPnlln20KFDJQJ6UP3S1m1VUb71B7i7v5+C+nUrt7zR00PBA3vZ5lNWnB34U1xQqDSHwJHQ4RWnRA4d3r/cdTYULTv0kruHNZCqsCBXsUd2lVvebCrUiYP2fdm2y6A6Xffin97R2j++ss1ffuPj6n/RtZVsccPVvG1vuZ3KwmEqyFX8sYqPRdyRbbb5llGV/xzUhfobKs5vSFJMsjVVtCR5ehjUNKT88m5GqbnDyBRHE+rehcvKiGhkn86qWpe+TujQqYc8Tp1jBfl5OnJwb7nlTaZCHYy2n4ddevSr1vbVhGMOgTHBIeHllKz/ojp3tR3v/Pw8HToQXW55k6lQ+/fZbyh379nHJe0oLCzQKy88oX17dkqyBvA8+dwratch6pzX1a1Hb9v07p3bKiy/e6f9O6J7z97llGy4WrQr2V+KO1rxd2vs4W22+dadqtZfqon6V8x9WxuXzrTNj/7HNPUedn5+tzdu2cu2v82FuUqOLX9/F5kLlXTCfp40bdsw+sd5WfbhkRrCcD1lOZFkKdFfaxZa/o05N6MUGWYv4/ikf13XPMygsEDHYW3qT9td5VCMSSazdbu9PQ1q3bT8IDF3N6ltc3uZfUddF3Th7iZNuTZQHVpYgzoKCi1694dMHTtZvUEkXh5S93b2h/rW76pn4zOdgxOJFplOnd9elTi/D8fXvUgrk8PHw8fLuUAC3zPK5TeAIVQBNEwEkgBO+vXXX1VQYO3EDRs2TCEhFVx1PqVTp07q3LmzJOuQII7ZHCIjI23Te/bsOWvZM51r+erg6jb861//ktFo/VP0v//9r9Qghby8PE2dOtWWgePCCy9Up06dqlx3fde9e3dJ1swwb7/9dqllfvvtN7377rsVruvWW2+1Tb/22mvavv3s7BSpqal6+OGHZTYTHl2TinJylbJ8nW0+8pbyn9JrMuESeQT6S7IOQZO6alOp5RLmL3V6nd6RTRQ6crBt/uQvS8spXb95efuVuGG7ZdW8csvv3rxEBfnW9KQ+fkFqHVX5G1HVXfeKXz7Sn79+bJsfNXGKLrj01nKWOH95evupdSf7Z37nujnllt+/bbEKTx0Lb79gtezQv9zyNV1/cFikHv8o2ql/d//fshLL3v1/y2zvXfHPV6q0XbWN8xuSNfvGUYcRIXq2Kf9CX1SkQV4e1jK5BRYdTyq3eL3QOuL0sD5WxxPr/w0Lbx9fdelh/9u3atlv5ZbfvG6F8vOs55h/QKA6da3fN+J3bduolGT7B7tzN9cEStRVPj6+JYJBViz9vdzy69f8pbw864MY/gGB6tKtR5XbYDab9fqLz2jnduvQEh4ennrs6RfVqUv3Sq1vwKChtuk1fy23XXsoTUFBgdauWuGw7LBK1VnfeXr7qU1ne39px9ry+0v7ttj7Sz5+wWrVser9teqsf/WC6Vqz8CPb/IXjH9DAi/9Z+QbXcx5efiWCQQ5smVdu+aO7l8hUYN3fXj5BatK6/gcMStKJ6JW2accsLQ2NySwddggG6dW2/P5a55YGeXna+2vH6lHfxnHbkjIsik2pP213lQKTtNchGGRIz/LHXewT5SkfL+u15OzcYu0/7ppAEjejdO81gerc5lSQoNmi93/K1MGY6r8OevkFvrbP8LF4s47ENdxrr4Vm6Ui8/XPeu335tyi7tDLK+/T5nW/RsToY2J+RbW9TWJDkX3bCdZu2Te3nfmaupUQwCgDUJQSSAE76+eefbdNXXXXVOS3rWN5xeJwhQ4bYpp988kl98803Wrlypf766y/99ddfio4u+WTVuZavDoMH2y+UvP766/rss8+0fPlyWxt27NhxTuvr2bOn7rrrLknWC2J33HGHHnzwQf30009auHChPvjgA40dO1YrV66UJIWFhem///2vy7anPrvpppvk7m6NwP/mm290/fXX68svv9TChQv19ddf65///KemTp0qDw8PjRkzptx1DR48WNdcc40ka/aXm266SdOmTdOcOXP022+/6c0339TYsWO1b98+XXbZZbblamN4pfPRsY/s2Xoib5kg/y7tSy1n9PFWx2cfsM0fn/FjmcPgxHw9V+bsUzdQOrVVi9uuKbP+Ti89IuOpz1raui3K3Fo7gWw1ZeCoG2zTW1fPVULMgVLLFRbkadkce6BW/xHXVZhWvbbqXvvHV1o6+3+2+WFj/6WRV91bpbY2dL0vvNE2vXPdXCXFlX4sTIV5WvWL/Vj0GnpdhWm260P9DRXnNyTp7wP2p9h6tDEoLLD0cu5u0oXd7X2drYcsFaZVrw1Go/WfM3y9pMv62QsnZVgUn1ZNDathF19+tW161fIFijl+qNRyBQX5+vnbT2zzF10yocrnt6uZTSaZTc7dFMnMSNMX0+2Bfs0i26h1u4YfdH/p2Kts0yuW/q7jx46UWq4gP1/fz/rcNj/60iurfLyLior0zmsvaMtm60Mibm5umvr4c+rZu/I3qvsPukChYdZMMjk52fr5h6/LLDv7+5nKybFmpAxv3ER9Bwwus2xD1/cie39p+9q5Sooto79UkKc/HfpLvYe7pr9UXfVvXDpTK+e9Y5sfPOZ2DbvivjLLny86D7T3pQ5unau0hNL3t7kwT1uX2fd3VP+62T82FebKbHI+68DeDd+VyMTSquvo6mhWnbF5v72/1qudUeFlJGBxd5Mu6uFmm99yoLhO9tdK42aUuray98u2H657mRZqyoq/7SnyLujhrWZhbqWW83SXxl9oz5b919b8CodFcYbBIN1xVYB6tD+V+ajIoo/mZJUIcKkuXdp46JKB1siD4mKLvltcdtbphmLjPvu1yl7tjQoPLv36soebNLKX/bOw+UCxS463qx05aVHRqYYZDQaN6l365/c0f29pUGd7mYNx5++5D6DuI5AEcMLevXu1e/duSVJQUJBGjhx5TstfeeWVthv+S5YsUWZmpiRrZo0BA6xDShw7dkz//e9/ddddd+mOO+7QHXfcoS+++KLEes61fHWIiorSuHHjJEnJycl67bXXdM8999ja8Prrr5/zOh966CE98MADcnd3l8Vi0e+//66nnnpK//73v/Xuu+8qNjZWktS+fXt99913ioiIcOk21VdRUVF6/vnnbZ+trVu36uWXX9a///1v/d///Z/WrVun4OBgvffee+rQoUOF63v++ed1xRXWsZZNJpPmzJmjadOmaerUqfrkk0+Umpqq2267Tdddd51tGX9//+rZuPOAT6vmGmuKtv2LvKXs8aETF/2plFOZRdy8vdR/3scK6F4yZbZHSLD6/fyB/Dq0lmTNRnLo9U/LXGdhUqqOvPOlbb7r20+p6TWXlShjcHdX1ItT1fyGK22v7XvyLWc3sd7q1OsitY7qK8magvrrt+7RyeMlA/Vys9I063/3KyXhuCRrxoDhY28vdX1pSbF68pbOtn9bVpU9fJSr65akzX/+rIXf2m8wDbz4Rl36j0fKLA+r9t0vUmR76w2hInOhZn9wlxJj9pUok5edpp+n36e0pGOSrNlABo25o8x1pifH6JW7o2z/yntytTrqB+c3rA7G27NwuLsZ9I/hRjU+4+aEj6d07TCjQgLsT7eu21v2VcsgP+nJ691s/3pUkOnElQJ8pPuuMGpQJ0OJ8bnP1L6pNPkS+zZZLBYt29ZwLlr26jdUUV16SbIOZfLmfx/W8aMlbzJmZabrnZf+o4T4E5Ks2SmumHhLqetLSojTpPEDbP/+qiDLiSulpSZp6l0T9Nucr5ScGF9qGYvFom2bV+vZR/6pxJMxkqxB3jdMfsCW8bEh6ztgsDp3tWYWMZkK9fLzj+vokZLBQ1mZGXr1/57UyTjr70n/gEBNuOaGs9YlSYkJ8bp67IW2f8uXLCq1nMVi0Yf/e03r1vwpSTIajXpg6pPqP+iCKm2Ph4en/nHTZNv83J9macEvs1VcbD9Hi4uLteCX2Zo32z7k6/U3T5aHh0eV6q7POvS4SC062PtL3793lxLO6C/lZqfpxw/vU1qitb/k4xesIZeW31/7vzuibP+2rym7v1Yd9W9bPVuLf3zZNt9vxE0adc1/yix/PmnR6SJFtLb2pYrMhVry9T1KPVmyL5Wfm6als+5XZoq1L+XlE6Tuw8vuS2WlxerzJzvb/h3YUnZfztUyk49p9ltjtHPVZ8pOL/1vvSTlZiVpw4KXte5X+0NVEa37qmWnETXRzFpzINaiYwnWv4HubgbdMMJdjYNLlvHxlK6/0E2hgfb+2urdZfdtgvykZ2/2sP3rWUGmk+oWFWmwDYNRXGzRjiMNp192rnYeNNkyi3i4GzTlH4GKbFzyZryfj0H3XRuoiBDr69m5xVq0ruwxGkODjJrxZJjt35AeZWc6+edYf/XrbH2/uNiiz37J0vYDVR9r5PZx/urUykOlPYfn4S5dOthH918bKA93a4HFG/JqJANKbdsfa9HRU+e3h5tBN490V0SjkjvJx0u6YaS7/fzOt2j1zrLTdgT7SS/c6mn716tdzfWH8wqlbYfs52/fDm4aO9BNXqV00ZqGGPTPMe7y97Gf+2vK+buF+sXgZjwv/6Fhq3vh2EAd5JhF5LLLLpOnp2c5pc8WGhqqYcOGacWKFSooKNCvv/6qm266SW5ubvrss8/0zTffaMmSJTp8+LCys7PLHDrkXMtXl1dffVUDBgzQb7/9pgMHDigzM1MmJ5+YK8t9992nyy+/XN9//73Wrl2r+Ph45efnq1GjRurSpYvGjBmjcePG2YImYHXNNdeoc+fO+uKLL7Rp0yalpKTIz89PTZs21YgRI3T99dcrIiJCW7durXBd7u7utswjP/74o3bs2KHMzEyFhoaqZ8+euuGGGzR48GAtXLjQtkxQUMMdk7c0/X/5RF7NGpd4zSsizDYd1Lebhm6ed9Zym668UwXxiVWqe9ukqbpg7Wx5N2ss3zaRGrZ5nlL/2qScw8flGRaisFGD5e5nvXtUbDJpyw0PyZyRVe46D7z4oRoN6aOwkYPl5uujPt+9o8wn7lHG1t1y8/JSyLD+8nbY3ujn3i1zqJyG5rp73tD0565TVnqS0pJj9f7TE9S6U3+FNG6hnMw0Hdq9TqZC6wULo5u7brj/bfn4lfFIey3WffLEfs37/BlZTj2S5enlK1ks+uUr5zI7DblkksKatHbJdtVH4/71pr565RplZyQpIyVWn794lVp26K/g8JbKzUrVsX0Ox8LorqvueEfevq75HNSF+hsqzm+r8/38nreuWJMvMSrAx6Bgf4Nuv9SoY4lSerZFvl4GtW4ieZ66oFtUbNHctcUqcOEDif8YblTAGSmP/bzt000bSbePOfuCzPd/Fis7/+z1BfoaNKqXQaN6WbchMUPKK7CoqNg6/nbzUCnAt+TF2WXbLDpU9n2reuneqf/Vs49MVnpaspIT4/XUQzerU9c+atykubIy07Vr+0YVFlh3oJubm+7/z0vy8w9wSd2vv/CQ0lNLjn2UkZZimz5ycK+efOims5Z75Ol31Cg0/KzXU1MS9cPM9/XDzPcV1ripWrRqr4DAYLm5uysrI02H9u9W2hn1/ePWKerVr2oBDfXJvx99Wo/9+26lpaYoMeGkHpnyL3Xp1lNNmjZXZka6dmz7WwUOx3vq489V+Xj/sWCeVi6zD6UT0aSZ9u7Zqb17djq1/B33PFTme6MuGavdO7fpz+WLVVxcrM8/fk8Lf5mjjlFdJEn7o/foZHysrfzI0ZfpolGXVm5DGpAJt7+pz1+y95c+feEqterYX41O9ZeO7C353TrxLtf2l1xZf2JMtBZ89bROp1Pw8PK1Pmzz7QtOtWXAqFsUEtHaJdtVV1103Rv6Zfp1ystKUnZarOa9P0FNWvdXYEgL5eekKe7QOplN1v1tMLprxA1vy8vHdcd78cw7lZtZ8m9vXnaybTo5drfmvXf2QyKX3PqxfAMbn/V6bmaCNv3+hjb9/ob8GzVXo8Yd5O3XSEY3T5kKspWRdFipCftlKbbfPA0Ka6MR/2j4D3hI0s9rinTHpQYF+BrUyN+gu8e662iCRWnZ1ixrbZsaSvTXZq8qcml/7cYRbgrwKdl/chyyolmIQXddfvZ1ylkrzMouO77Bpkdbe1/vyEmLsnIr3dQG4dN5WXpycpCCA9wUHuymZ24P1v5jJiWlF8vf16AurT1tw7+Yiyz6aG6W8gqqnp7ior7euqCnvSOemFasDi081KGFc4Ga3/6RU+Z7fTt7aVB3b2XnFuvYSbNSM60BA40CjOrQwsO2PZI1u8rs5efPh2D2X2bdOdZDgb4GNQow6J4r3XXspEWpWRb5ehvUrqlBnh728/vHP83Kd+H5ffModwWcEYTv73C+Nwu1tulM3yw1K6uU83vx30Vq2dio8CDrOgZ2clOvdkYdT7AoI9ciN6MU0cigZqElf+Mt2VKkpPQ6mGYFAE7hjizghKefflpPP/10ldbx0Ucflfq6p6enbrvtNt12221Oredcyi9fvvyc2hgZGenU8DhGo1HXXnutrr322grLvvLKK3rllVcqLCdJbdq00bRp05wqW5qvvy47/e+ZpkyZoilTplS6Lle2pSwTJ07UxIkTKyzXtWtXvfHGG+WWOZftHTlyZLlZdxyHL+rUqeGnzXbk37mdfFtHlvm+u7+fgnp2Put1o2fVnxLMj03Q+ktuVe9v3lRQry4yGI0KvWigQi8aWKJcQWKKdtw+TSkr1le4TovZrL+vvV/dp/9Xza67XJIU2D1KgWdkOykuLNT+F97XoVc/rvJ21BdBIU30r8e/1A8fPqL443tlsVh0ZO9GHdm7sUQ5v4AQTbzjRbXr6rqU4q6sOzc7XRaL/cmGwoJcbVj2XZnlz9St/5jz+kZzYKMmuuHfMzX/s6lKPLFXslh0fP9GHd9f8lj4BoTo8lteVutOrk0tX9v1N1Sc31bn+/mdlSfNWl6sq4YY1aSRQQaDQa0jJEWUvFmQk2/RbxuKdTTBtfWHBUnBfmU/BevpYVBEo7Nfdys/S7IkKdjfoGB/SSp9/Zm5Fv2+uVgH4pxra30SEhahaf/3oT584ykdO7JfFotFe3f9rb27/i5RLiCoke584Gl17TnAZXXHnThSZvYQSSrIz9PxI2cPw2A2V3xFPDkxvtx1NwptrH/e9aj6DBzuXGMbiNCwxnrupbf1zmsv6Mjhg7JYLNq9c5t279xWolxgULDuf+hx9ejVt8p1ZmSkl5iPj4tRfFyM08uXF0giSfc88Kh8ff30+4J5slgsOhkfWyJ4RLJmnrnsyom69V8MYyZJgSFNdPPUmZr76VQlnOovHYveqGPRZ/eXrvzny2rT2cX9NRfWn5tT8rvdVJCrv1d+W2b5M3XqO6bBB5L4BTXRZf/6Uit/eESp8db9ffLIRp08UnJ/e/uFaNjEF9WsnWuPd3riIWWnl/0Fai7MVerJfWe9XlR09t96o5u7DAaj7Zhnp8UqOy32rHKnGQxGdeh7tfpfOlVePufHQz1ZudLMpWZdPdRdTUOs/bU2TQxqc0a5nHyL5q8r0pGTrr0ZGx5kDTgui6eHQU1Czn7dmYezfb2k9s3s6952Hg9rc1paVrHemJWpO68KUMsm7jIaDOrU2lNnXnnMzCnWF79laZ+Lhp0J9C15wJqEuqlJqE8Zpc9WXiDJaf6+RnVtW/qDqbn5xZq7Mlcr/i4lWrwBy8yVvvzDpGuHu6tpqFFGg0FtmhrUpmnJctl5Fs1bY9ZhV5/fwdYAtbJ4eRjUNOTs98s6v/MKpC9+N+mqC9zVMdJoW0eHyNLrKDBZ9PumohLDrgJAXUQgCQDAaVlZWZo/f74kKSQkxKkhc+A6OdGHtWbIdWr2j8vV7B9XKKBLe3lGhMmcnqncIyd0cu4SnZg5R6aUNKfXac7M1tab/q3jn/2oyFsmqNHAXvJqGi6Lyay8mHglL16tE1/MVva+w9W4ZXVTeLO2uvu577Vz/UJtX79QiTEHlZ2ZLG/fQIWER6prv9HqM3yi/AJKudNXj+tGSaFN2unWx37Uns0LtXfTb0qOO6icrGR5+QQqOKyFonqPVvchE+XrX8oVxAZQf0PF+Q1JSsmSvlhSrK4tDera0qCwIGtWkHyTlJ4tRcdYtP2wRXlVz2pdrTJypE8WFal5qEGRYdabHj5e1nTvHu5SgUnKzpPiU60ZSKJjLHVybHFXaRbZWs+9/oXWr1qsdasWK/b4YWWkp8rXL0CNmzRTv0EjNPziKxUQGFz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}, "metadata": { "image/png": { "width": 1097, "height": 863 } } } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# # 1. Distribusi Churn vs Tidak Churn dengan Bar Plot\n", "# plt.figure(figsize=(6, 4))\n", "# sns.countplot(x='Attrition_Flag', data=df, palette='Set2')\n", "# plt.title('Distribusi Churn vs Tidak Churn')\n", "# plt.xlabel('Attrition Flag')\n", "# plt.ylabel('Jumlah')\n", "# plt.xticks([0, 1], ['Churn No', 'Churn Yes']) # Menyesuaikan label sumbu x\n", "# plt.show()\n", "\n", "# # 2. Hitung Korelasi antara Fitur dengan Target (Attrition_Flag)\n", "# # Menghitung korelasi antara fitur dan target\n", "# correlation_matrix = df.corr()\n", "\n", "# 3. Visualisasi Heatmap Korelasi Fitur dengan Target\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(correlation_matrix[['Attrition_Flag']], annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", "plt.title('Korelasi Fitur dengan Attrition_Flag')\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 702 }, "id": "N8wQ2fRwtU6J", "outputId": "84dc1064-57d8-4368-9ec1-d08bae92c928" }, "execution_count": 18, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 965, "height": 685 } } } ] }, { "cell_type": "code", "source": [ "# Cek nama kolom yang ada dalam dataset\n", "print(df.columns)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Db9Eb1_i4Ke2", "outputId": "e713afa0-12ba-4f7a-dbd4-92a615310262" }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Index(['Attrition_Flag', 'Customer_Age', 'Gender', 'Dependent_count',\n", " 'Total_Relationship_Count', 'Months_Inactive_12_mon',\n", " 'Contacts_Count_12_mon', 'Credit_Limit', 'Total_Amt_Chng_Q4_Q1',\n", " 'Total_Trans_Amt', 'Total_Ct_Chng_Q4_Q1', 'Avg_Utilization_Ratio',\n", " 'Education_Level_Doctorate', 'Education_Level_Graduate',\n", " 'Education_Level_High School', 'Education_Level_Post-Graduate',\n", " 'Education_Level_Uneducated', 'Education_Level_Unknown',\n", " 'Marital_Status_Married', 'Marital_Status_Single',\n", " 'Marital_Status_Unknown', 'Income_Category_$40K - $60K',\n", " 'Income_Category_$60K - $80K', 'Income_Category_$80K - $120K',\n", " 'Income_Category_Less than $40K', 'Income_Category_Unknown',\n", " 'Card_Category_Gold', 'Card_Category_Platinum', 'Card_Category_Silver'],\n", " dtype='object')\n" ] } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "oSAPC4witXzg" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Splitting Data" ], "metadata": { "id": "VfO01A65kMPu" } }, { "cell_type": "code", "source": [ "# Split data into train and test Datasets\n", "\n", "# Separate the dataset into features and target\n", "X = df.drop([\"Attrition_Flag\"],axis=1)\n", "y = df[\"Attrition_Flag\"]\n", "\n", "# Splitting the data into train and test\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.20, stratify=y, random_state=42)" ], "metadata": { "id": "J42v_eA7kIBl" }, "execution_count": 20, "outputs": [] }, { "cell_type": "code", "source": [ "# Scale the data\n", "\n", "# Standardize the columns the values of which are out of 0-1 range\n", "scaler = StandardScaler().fit(X_train)\n", "\n", "X_train = scaler.transform(X_train)\n", "X_test = scaler.transform(X_test)" ], "metadata": { "id": "fiVGf9KKkfls" }, "execution_count": 21, "outputs": [] }, { "cell_type": "code", "source": [ "# Periksa apakah 'Attrition_Flag' ada dalam fitur\n", "if 'Attrition_Flag' in X.columns:\n", " print(\"\\nPeringatan: 'Attrition_Flag' ada sebagai fitur, yang dapat menyebabkan data leakage!\")\n", "else:\n", " print(\"\\n'Attrition_Flag' tidak ada sebagai fitur, aman dari data leakage.\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JRaQSbYCRV31", "outputId": "9a8dea7a-767b-4341-ff00-4109f5a97c92" }, "execution_count": 22, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "'Attrition_Flag' tidak ada sebagai fitur, aman dari data leakage.\n" ] } ] }, { "cell_type": "code", "source": [ "# Misalnya, jika Anda memiliki fitur seperti 'Churn_Date', pastikan fitur ini tidak digunakan untuk prediksi churn.\n", "if 'Churn_Date' in X.columns:\n", " print(\"\\nPeringatan: Fitur 'Churn_Date' ada sebagai fitur, yang dapat menyebabkan data leakage!\")\n" ], "metadata": { "id": "FaOTmRk4tmV9" }, "execution_count": 23, "outputs": [] }, { "cell_type": "code", "source": [ "# Check the data balance\n", "\n", "# Count the number of churn (=1)\n", "y.value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 178 }, "id": "eRqBeM47kj1j", "outputId": "9a18c3c7-c86a-417f-ff79-0d847d8a2659" }, "execution_count": 24, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Attrition_Flag\n", "0 8500\n", "1 1627\n", "Name: count, dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 24 } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Hitung jumlah untuk setiap kelas\n", "counts = df['Attrition_Flag'].value_counts()\n", "\n", "# Format label dengan persentase\n", "total = counts.sum()\n", "percentages = [count / total * 100 for count in counts]\n", "labels = [f'Attrition_Flag {label}' for label in counts.index]\n", "label_with_pct = [f'{l}\\n({p:.1f}%)' for l, p in zip(labels, percentages)]\n", "\n", "# Tambahkan warna untuk dua kelas\n", "colors = ['#66b3ff', '#ff9999'] # Anda bisa ganti sesuai preferensi\n", "\n", "# Buat pie chart\n", "plt.figure(figsize=(6, 6))\n", "plt.pie(counts, labels=label_with_pct, colors=colors, autopct='%.1f%%',\n", " startangle=90, wedgeprops={'edgecolor': 'black'})\n", "plt.title('Proporsi Kelas pada Attrition_Flag')\n", "plt.axis('equal') # Agar lingkaran tidak oval\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 520 }, "id": "GFwjcMATlPPs", "outputId": "0fd33387-83fc-4adc-f9b3-4b6841ea3bf0" }, "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 484, "height": 503 } } } ] }, { "cell_type": "code", "source": [ "### Check the churn rate\n", "churn_rate = (sum(df['Attrition_Flag'])/len(df['Attrition_Flag'].index))*100\n", "churn_rate" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9r0lmMT7lo4P", "outputId": "fbb839c7-0d9a-46c0-d248-d31d6a547845" }, "execution_count": 26, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "16.065962279055988" ] }, "metadata": {}, "execution_count": 26 } ] }, { "cell_type": "markdown", "source": [ "# Prediction Model" ], "metadata": { "id": "UdRFt2sHmQD9" } }, { "cell_type": "markdown", "source": [ "## Random Forest" ], "metadata": { "id": "v6cGKqBYmZxk" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "from imblearn.over_sampling import SMOTE\n", "from imblearn.combine import SMOTEENN\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import accuracy_score, f1_score, roc_auc_score\n", "\n", "# Pastikan X_train adalah DataFrame. Ini penting untuk mempertahankan nama kolom setelah SMOTE/SMOTEENN.\n", "if not isinstance(X_train, pd.DataFrame):\n", " X_train = pd.DataFrame(X_train, columns=X.columns)\n", "# --- Akhir Simulasi Data ---\n", "\n", "\n", "# --- 2. Balancing ---\n", "# Inisialisasi SMOTE dan SMOTEENN\n", "smote = SMOTE(random_state=42)\n", "smoteenn = SMOTEENN(random_state=42)\n", "\n", "# --- Proses Balancing untuk SMOTE ---\n", "print(\"--- Proses Balancing dengan SMOTE ---\")\n", "# smote.fit_resample akan mengembalikan NumPy array\n", "smote_X_train_np, smote_y_train_np = smote.fit_resample(X_train, y_train)\n", "\n", "# Konversi kembali ke DataFrame/Series untuk mempertahankan nama kolom/indeks\n", "smote_X_train = pd.DataFrame(smote_X_train_np, columns=X_train.columns)\n", "smote_y_train = pd.Series(smote_y_train_np)\n", "\n", "print(f\"Proporsi kelas y_train_smote:\\n{smote_y_train.value_counts(normalize=True)}\")\n", "print(f\"Ukuran X_train_smote: {smote_X_train.shape}\")\n", "print(f\"Ukuran y_train_smote: {smote_y_train.shape}\\n\")\n", "\n", "\n", "# --- Proses Balancing untuk SMOTE-ENN ---\n", "print(\"--- Proses Balancing dengan SMOTE-ENN ---\")\n", "# smoteenn.fit_resample akan mengembalikan NumPy array\n", "smoteenn_X_train_np, smoteenn_y_train_np = smoteenn.fit_resample(X_train, y_train)\n", "\n", "# Konversi kembali ke DataFrame/Series untuk mempertahankan nama kolom/indeks\n", "smoteenn_X_train = pd.DataFrame(smoteenn_X_train_np, columns=X_train.columns)\n", "smoteenn_y_train = pd.Series(smoteenn_y_train_np)\n", "\n", "print(f\"Proporsi kelas y_train_smoteenn:\\n{smoteenn_y_train.value_counts(normalize=True)}\")\n", "print(f\"Ukuran X_train_smoteenn: {smoteenn_X_train.shape}\")\n", "print(f\"Ukuran y_train_smoteenn: {smoteenn_y_train.shape}\\n\")\n", "\n", "\n", "# --- 3. Model & evaluasi (pakai fungsi print_metrics yang sudah kamu buat) ---\n", "\n", "def check_overfit(model, X_train, y_train, X_test, y_test, threshold=0.05):\n", " # Pastikan y_train dan y_test adalah Series atau 1D array\n", " if isinstance(y_train, pd.Series):\n", " y_train_pred = model.predict(X_train)\n", " y_test_pred = model.predict(X_test)\n", " else: # asumsikan numpy array 1D\n", " y_train_pred = model.predict(X_train)\n", " y_test_pred = model.predict(X_test)\n", "\n", " train_acc = accuracy_score(y_train, y_train_pred)\n", " test_acc = accuracy_score(y_test, y_test_pred)\n", " return \"Yes\" if (train_acc - test_acc) > threshold else \"No\"\n", "\n", "def print_metrics(model, X_train, y_train, X_test, y_test, name):\n", " y_pred = model.predict(X_test)\n", " # predict_proba membutuhkan X_test dalam format yang sesuai (misalnya DataFrame jika model dilatih dengan DataFrame)\n", " # dan jika ada 2 kelas, ambil kolom ke-1 (probabilitas kelas positif)\n", " y_proba = model.predict_proba(X_test)[:, 1]\n", "\n", " acc = accuracy_score(y_test, y_pred)\n", " f1 = f1_score(y_test, y_pred)\n", " auc = roc_auc_score(y_test, y_proba)\n", " overfit = check_overfit(model, X_train, y_train, X_test, y_test)\n", "\n", " print(f\"\\n{name}\")\n", " print(f\" Accuracy : {acc:.4f}\")\n", " print(f\" F1-score : {f1:.4f}\")\n", " print(f\" AUC : {auc:.4f}\")\n", " print(f\" Overfitting : {overfit}\")\n", "\n", "print(\"\\n=== Evaluasi Model Random Forest ===\")\n", "\n", "# 1. Imbalanced (Original)\n", "print(\"\\n--- Random Forest - Imbalanced ---\")\n", "base_rfc = RandomForestClassifier(random_state=42)\n", "# .ravel() digunakan untuk memastikan y_train adalah 1D array yang diperlukan oleh fit()\n", "base_rfc_model = base_rfc.fit(X_train, y_train.ravel())\n", "print_metrics(base_rfc_model, X_train, y_train, X_test, y_test, \"Random Forest - Imbalanced\")\n", "\n", "# 2. SMOTE\n", "print(\"\\n--- Random Forest - SMOTE ---\")\n", "smote_rfc = RandomForestClassifier(random_state=42)\n", "# Gunakan X_train_smote dan y_train_smote yang sudah dibalancing\n", "smote_rfc_model = smote_rfc.fit(smote_X_train, smote_y_train.ravel())\n", "print_metrics(smote_rfc_model, smote_X_train, smote_y_train, X_test, y_test, \"Random Forest - SMOTE\")\n", "\n", "# 3. SMOTE-ENN\n", "print(\"\\n--- Random Forest - SMOTE-ENN ---\")\n", "smoteenn_rfc = RandomForestClassifier(random_state=42)\n", "# Gunakan X_train_smoteenn dan y_train_smoteenn yang sudah dibalancing\n", "smoteenn_rfc_model = smoteenn_rfc.fit(smoteenn_X_train, smoteenn_y_train.ravel())\n", "print_metrics(smoteenn_rfc_model, smoteenn_X_train, smoteenn_y_train, X_test, y_test, \"Random Forest - SMOTE-ENN\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v1OzxzPCiwye", "outputId": "0aa60e1b-5e36-40a4-d051-ff6ca26f1ae1" }, "execution_count": 27, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--- Proses Balancing dengan SMOTE ---\n", "Proporsi kelas y_train_smote:\n", "Attrition_Flag\n", "0 0.5\n", "1 0.5\n", "Name: proportion, dtype: float64\n", "Ukuran X_train_smote: (13598, 28)\n", "Ukuran y_train_smote: (13598,)\n", "\n", "--- Proses Balancing dengan SMOTE-ENN ---\n", "Proporsi kelas y_train_smoteenn:\n", "Attrition_Flag\n", "1 0.599649\n", "0 0.400351\n", "Name: proportion, dtype: float64\n", "Ukuran X_train_smoteenn: (10828, 28)\n", "Ukuran y_train_smoteenn: (10828,)\n", "\n", "\n", "=== Evaluasi Model Random Forest ===\n", "\n", "--- Random Forest - Imbalanced ---\n", "\n", "Random Forest - Imbalanced\n", " Accuracy : 0.9334\n", " F1-score : 0.7594\n", " AUC : 0.9702\n", " Overfitting : Yes\n", "\n", "--- Random Forest - SMOTE ---\n", "\n", "Random Forest - SMOTE\n", " Accuracy : 0.9289\n", " F1-score : 0.7647\n", " AUC : 0.9610\n", " Overfitting : Yes\n", "\n", "--- Random Forest - SMOTE-ENN ---\n", "\n", "Random Forest - SMOTE-ENN\n", " Accuracy : 0.9047\n", " F1-score : 0.7270\n", " AUC : 0.9463\n", " Overfitting : Yes\n" ] } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Hitung jumlah kelas setelah SMOTE\n", "smote_counts = pd.Series(smote_y_train).value_counts().sort_index()\n", "plt.figure(figsize=(5,5))\n", "plt.pie(smote_counts, labels=smote_counts.index.astype(str), autopct='%1.1f%%', startangle=140,\n", " colors=['#66b3ff','#ff9999'])\n", "plt.title('Distribusi Kelas Setelah SMOTE')\n", "plt.axis('equal')\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 443 }, "id": "vkQYjnPhos1M", "outputId": "da9fd034-44b3-410b-f545-34a79b32a741" }, "execution_count": 28, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 407, "height": 426 } } } ] }, { "cell_type": "code", "source": [ "# Hitung jumlah kelas setelah SMOTE-ENN\n", "smoteenn_counts = pd.Series(smoteenn_y_train).value_counts().sort_index()\n", "plt.figure(figsize=(5,5))\n", "plt.pie(smoteenn_counts, labels=smoteenn_counts.index.astype(str), autopct='%1.1f%%', startangle=140,\n", " colors=['#99ff99','#ffcc99'])\n", "plt.title('Distribusi Kelas Setelah SMOTE-ENN')\n", "plt.axis('equal')\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 443 }, "id": "xmAL5WKjo1Fu", "outputId": "ebce1cd9-0363-4088-efd5-2ccf839018f7" }, "execution_count": 29, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 407, "height": 426 } } } ] }, { "cell_type": "markdown", "source": [ "# Random Forest Setelah Hyperparameter Tuning" ], "metadata": { "id": "PxUGq2vGvZq-" } }, { "cell_type": "code", "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn.metrics import accuracy_score, f1_score, roc_auc_score\n", "\n", "# --- Definisi Fungsi print_metrics ---\n", "def print_metrics(model, X_train_balanced, y_train_balanced, X_test, y_test, name):\n", " # Menggunakan X_train_balanced dan y_train_balanced untuk perhitungan akurasi training\n", " y_pred_train = model.predict(X_train_balanced)\n", " y_pred_test = model.predict(X_test)\n", " y_proba_test = model.predict_proba(X_test)[:, 1]\n", "\n", " train_acc = accuracy_score(y_train_balanced, y_pred_train)\n", " test_acc = accuracy_score(y_test, y_pred_test)\n", " f1 = f1_score(y_test, y_pred_test)\n", " auc = roc_auc_score(y_test, y_proba_test)\n", "\n", " overfit = \"Yes\" if (train_acc - test_acc) > 0.05 else \"No\" # Threshold 0.05 untuk overfit\n", "\n", " print(f\"\\n{name}\")\n", " print(f\" Accuracy (Test) : {test_acc:.4f}\")\n", " print(f\" F1-score (Test) : {f1:.4f}\")\n", " print(f\" AUC (Test) : {auc:.4f}\")\n", " print(f\" Overfitting : {overfit} (Train Acc: {train_acc:.4f}, Test Acc: {test_acc:.4f})\")\n", "\n", "# --- Hyperparameter grid (contoh, bisa disesuaikan) ---\n", "param_grid = {\n", " 'n_estimators': [300], # Jumlah pohon.\n", " 'max_depth': [30], # Kedalaman maksimum pohon.\n", " 'min_samples_split': [5], # Jumlah sampel minimum yang diperlukan untuk membagi node internal.\n", " 'min_samples_leaf': [3], # Jumlah sampel minimum yang diperlukan untuk menjadi node daun.\n", " 'max_features': ['sqrt', 0.5] # Jumlah fitur yang dipertimbangkan saat mencari pemisahan terbaik.\n", "}\n", "\n", "print(\"\\n=== Melakukan Hyperparameter Tuning Random Forest ===\")\n", "\n", "# 1. Imbalanced (Original)\n", "print(\"\\n--- Tuning Random Forest - Imbalanced ---\")\n", "grid_orig = GridSearchCV(RandomForestClassifier(random_state=42), param_grid,\n", " cv=5, scoring='f1', n_jobs=-1, verbose=1)\n", "grid_orig.fit(X_train, y_train.ravel())\n", "print_metrics(grid_orig.best_estimator_, X_train, y_train, X_test, y_test, \"Random Forest - Imbalanced (Tuned)\")\n", "print(f\"Best parameters (Imbalanced): {grid_orig.best_params_}\")\n", "\n", "\n", "# 2. SMOTE\n", "print(\"\\n--- Tuning Random Forest - SMOTE ---\")\n", "grid_smote = GridSearchCV(RandomForestClassifier(random_state=42), param_grid,\n", " cv=5, scoring='f1', n_jobs=-1, verbose=1)\n", "grid_smote.fit(smote_X_train, smote_y_train.ravel())\n", "print_metrics(grid_smote.best_estimator_, smote_X_train, smote_y_train, X_test, y_test, \"Random Forest - SMOTE (Tuned)\")\n", "print(f\"Best parameters (SMOTE): {grid_smote.best_params_}\")\n", "\n", "\n", "# 3. SMOTE-ENN\n", "print(\"\\n--- Tuning Random Forest - SMOTE-ENN ---\")\n", "grid_smoteenn = GridSearchCV(RandomForestClassifier(random_state=42), param_grid,\n", " cv=5, scoring='f1', n_jobs=-1, verbose=1)\n", "grid_smoteenn.fit(smoteenn_X_train, smoteenn_y_train.ravel())\n", "print_metrics(grid_smoteenn.best_estimator_, smoteenn_X_train, smoteenn_y_train, X_test, y_test, \"Random Forest - SMOTE-ENN (Tuned)\")\n", "print(f\"Best parameters (SMOTE-ENN): {grid_smoteenn.best_params_}\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oguMDDx6j-WI", "outputId": "cb09f235-1643-4b62-894b-a7f5254dd0b0" }, "execution_count": 37, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "=== Melakukan Hyperparameter Tuning Random Forest ===\n", "\n", "--- Tuning Random Forest - Imbalanced ---\n", "Fitting 5 folds for each of 2 candidates, totalling 10 fits\n", "\n", "Random Forest - Imbalanced (Tuned)\n", " Accuracy (Test) : 0.9492\n", " F1-score (Test) : 0.8325\n", " AUC (Test) : 0.9774\n", " Overfitting : No (Train Acc: 0.9885, Test Acc: 0.9492)\n", "Best parameters (Imbalanced): {'max_depth': 30, 'max_features': 0.5, 'min_samples_leaf': 3, 'min_samples_split': 5, 'n_estimators': 300}\n", "\n", "--- Tuning Random Forest - SMOTE ---\n", "Fitting 5 folds for each of 2 candidates, totalling 10 fits\n", "\n", "Random Forest - SMOTE (Tuned)\n", " Accuracy (Test) : 0.9334\n", " F1-score (Test) : 0.7847\n", " AUC (Test) : 0.9625\n", " Overfitting : Yes (Train Acc: 0.9942, Test Acc: 0.9334)\n", "Best parameters (SMOTE): {'max_depth': 30, 'max_features': 'sqrt', 'min_samples_leaf': 3, 'min_samples_split': 5, 'n_estimators': 300}\n", "\n", "--- Tuning Random Forest - SMOTE-ENN ---\n", "Fitting 5 folds for each of 2 candidates, totalling 10 fits\n", "\n", "Random Forest - SMOTE-ENN (Tuned)\n", " Accuracy (Test) : 0.9013\n", " F1-score (Test) : 0.7268\n", " AUC (Test) : 0.9452\n", " Overfitting : Yes (Train Acc: 0.9965, Test Acc: 0.9013)\n", "Best parameters (SMOTE-ENN): {'max_depth': 30, 'max_features': 'sqrt', 'min_samples_leaf': 3, 'min_samples_split': 5, 'n_estimators': 300}\n" ] } ] }, { "cell_type": "markdown", "source": [ "# XGBoost" ], "metadata": { "id": "JV4iJVL8km8M" } }, { "cell_type": "code", "source": [ "# --- Definisi Fungsi eval_xgb_model ---\n", "def eval_xgb_model(model, X_train_balanced, y_train_balanced, X_test, y_test, name):\n", " # Evaluasi pada data test\n", " y_pred_test = model.predict(X_test)\n", " y_proba_test = model.predict_proba(X_test)[:, 1] # Probabilitas kelas positif\n", "\n", " acc_test = accuracy_score(y_test, y_pred_test)\n", " prec_test = precision_score(y_test, y_pred_test, zero_division=0) # tambahkan zero_division\n", " rec_test = recall_score(y_test, y_pred_test, zero_division=0) # tambahkan zero_division\n", " f1_test = f1_score(y_test, y_pred_test, zero_division=0) # tambahkan zero_division\n", " auc_test = roc_auc_score(y_test, y_proba_test)\n", "\n", " # Evaluasi pada data training (setelah balancing jika diterapkan)\n", " y_pred_train = model.predict(X_train_balanced)\n", " acc_train = accuracy_score(y_train_balanced, y_pred_train)\n", "\n", " overfit = \"Yes\" if (acc_train - acc_test) > 0.05 else \"No\" # Threshold 0.05 untuk overfit\n", "\n", " print(f\"\\nXGBoost Classifier: {name}\")\n", " print(f\" Accuracy (Test) : {acc_test:.4f}\")\n", " print(f\" Precision (Test): {prec_test:.4f}\")\n", " print(f\" Recall (Test) : {rec_test:.4f}\")\n", " print(f\" F1-score (Test) : {f1_test:.4f}\")\n", " print(f\" AUC (Test) : {auc_test:.4f}\")\n", " print(f\" Overfitting : {overfit} (Train Acc: {acc_train:.4f}, Test Acc: {acc_test:.4f})\")\n", " print(\" Confusion Matrix:\")\n", " print(confusion_matrix(y_test, y_pred_test))\n", "\n", "\n", "print(\"\\n=== Evaluasi Model XGBoost ===\")\n", "\n", "# 1. Data Asli (Imbalanced)\n", "print(\"\\n--- XGBoost - Imbalanced Data ---\")\n", "base_xgb = XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42)\n", "base_xgb_model = base_xgb.fit(X_train, y_train.ravel())\n", "eval_xgb_model(base_xgb_model, X_train, y_train, X_test, y_test, \"Imbalanced Data\")\n", "\n", "# 2. Data SMOTE\n", "print(\"\\n--- XGBoost - SMOTE ---\")\n", "smote_xgb = XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42)\n", "smote_xgb_model = smote_xgb.fit(smote_X_train, smote_y_train.ravel())\n", "eval_xgb_model(smote_xgb_model, smote_X_train, smote_y_train, X_test, y_test, \"SMOTE\")\n", "\n", "# 3. Data SMOTE-ENN\n", "print(\"\\n--- XGBoost - SMOTE-ENN ---\")\n", "smoteenn_xgb = XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42)\n", "smoteenn_xgb_model = smoteenn_xgb.fit(smoteenn_X_train, smoteenn_y_train.ravel())\n", "eval_xgb_model(smoteenn_xgb_model, smoteenn_X_train, smoteenn_y_train, X_test, y_test, \"SMOTE-ENN\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "T_usSg2HkpUx", "outputId": "ec06eeea-d752-4712-8b7c-ded1bcd9f597" }, "execution_count": 38, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "=== Evaluasi Model XGBoost ===\n", "\n", "--- XGBoost - Imbalanced Data ---\n", "\n", "XGBoost Classifier: Imbalanced Data\n", " Accuracy (Test) : 0.9561\n", " Precision (Test): 0.8933\n", " Recall (Test) : 0.8246\n", " F1-score (Test) : 0.8576\n", " AUC (Test) : 0.9849\n", " Overfitting : No (Train Acc: 1.0000, Test Acc: 0.9561)\n", " Confusion Matrix:\n", "[[1669 32]\n", " [ 57 268]]\n", "\n", "--- XGBoost - SMOTE ---\n", "\n", "XGBoost Classifier: SMOTE\n", " Accuracy (Test) : 0.9580\n", " Precision (Test): 0.8846\n", " Recall (Test) : 0.8492\n", " F1-score (Test) : 0.8666\n", " AUC (Test) : 0.9812\n", " Overfitting : No (Train Acc: 0.9996, Test Acc: 0.9580)\n", " Confusion Matrix:\n", "[[1665 36]\n", " [ 49 276]]\n", "\n", "--- XGBoost - SMOTE-ENN ---\n", "\n", "XGBoost Classifier: SMOTE-ENN\n", " Accuracy (Test) : 0.9388\n", " Precision (Test): 0.7709\n", " Recall (Test) : 0.8800\n", " F1-score (Test) : 0.8218\n", " AUC (Test) : 0.9741\n", " Overfitting : Yes (Train Acc: 1.0000, Test Acc: 0.9388)\n", " Confusion Matrix:\n", "[[1616 85]\n", " [ 39 286]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "# XGBoost Setelah Hyperparameter Tuning" ], "metadata": { "id": "Q9R-BQw_vSfZ" } }, { "cell_type": "code", "source": [ "from xgboost import XGBClassifier\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn.metrics import accuracy_score, f1_score, roc_auc_score\n", "\n", "def print_metrics(model, X_train_balanced, y_train_balanced, X_test, y_test, name):\n", " # Menggunakan X_train_balanced dan y_train_balanced untuk perhitungan akurasi training\n", " y_pred_train = model.predict(X_train_balanced)\n", " y_pred_test = model.predict(X_test)\n", " y_proba_test = model.predict_proba(X_test)[:, 1] # Probabilitas kelas positif\n", "\n", " train_acc = accuracy_score(y_train_balanced, y_pred_train)\n", " test_acc = accuracy_score(y_test, y_pred_test)\n", " f1 = f1_score(y_test, y_pred_test)\n", " auc = roc_auc_score(y_test, y_proba_test)\n", "\n", " overfit = \"Yes\" if (train_acc - test_acc) > 0.05 else \"No\" # Threshold 0.05 untuk overfit\n", "\n", " print(f\"\\n{name}\")\n", " print(f\" Accuracy : {test_acc:.4f}\")\n", " print(f\" F1-score : {f1:.4f}\")\n", " print(f\" AUC : {auc:.4f}\")\n", " print(f\" Overfitting : {overfit} (Train Acc: {train_acc:.4f}, Test Acc: {test_acc:.4f})\")\n", "\n", "\n", "# --- Hyperparameter grid (contoh, bisa disesuaikan) ---\n", "# CATATAN: Untuk XGBoost, 'min_samples_split' dan 'min_samples_leaf' tidak langsung ada.\n", "# Yang serupa adalah 'min_child_weight'. 'max_features' juga tidak ada, digantikan 'colsample_bytree'.\n", "# Saya akan sesuaikan param_grid agar lebih relevan untuk XGBoost.\n", "param_grid_xgb = {\n", " 'n_estimators': [300], # Cukup banyak pohon untuk stabilitas, tidak terlalu banyak untuk komputasi ekstrem\n", " 'max_depth': [8], # Kedalaman yang cukup dangkal untuk membatasi kompleksitas\n", " 'learning_rate': [0.07], # Learning rate yang moderat, tidak terlalu kecil (butuh n_estimators tinggi) atau terlalu besar (berisiko overshooting)\n", " 'subsample': [0.8], # Menggunakan 80% sampel, memperkenalkan randomness untuk mengurangi varians\n", " 'colsample_bytree': [0.8], # Menggunakan 80% fitur, memperkenalkan randomness untuk mengurangi varians\n", " 'gamma': [0.1], # Membutuhkan sedikit pengurangan loss untuk split, mendorong pohon lebih sederhana\n", " 'reg_alpha': [0.01]\n", "}\n", "\n", "print(\"\\n=== Melakukan Hyperparameter Tuning XGBoost ===\")\n", "\n", "# 1. Imbalanced (Original)\n", "print(\"\\n--- Tuning XGBoost - Imbalanced ---\")\n", "grid_xgb_orig = GridSearchCV(\n", " XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42),\n", " param_grid_xgb, cv=5, scoring='f1', n_jobs=-1, verbose=1\n", ")\n", "grid_xgb_orig.fit(X_train, y_train.ravel())\n", "print_metrics(grid_xgb_orig.best_estimator_, X_train, y_train, X_test, y_test, \"XGBoost - Imbalanced (Tuned)\")\n", "print(f\"Best parameters (Imbalanced): {grid_xgb_orig.best_params_}\")\n", "\n", "\n", "# 2. SMOTE\n", "print(\"\\n--- Tuning XGBoost - SMOTE ---\")\n", "grid_smote_xgb = GridSearchCV(\n", " XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42),\n", " param_grid_xgb, cv=5, scoring='f1', n_jobs=-1, verbose=1\n", ")\n", "grid_smote_xgb.fit(smote_X_train, smote_y_train.ravel())\n", "print_metrics(grid_smote_xgb.best_estimator_, smote_X_train, smote_y_train, X_test, y_test, \"XGBoost - SMOTE (Tuned)\")\n", "print(f\"Best parameters (SMOTE): {grid_smote_xgb.best_params_}\")\n", "\n", "\n", "# 3. SMOTE-ENN\n", "print(\"\\n--- Tuning XGBoost - SMOTE-ENN ---\")\n", "grid_smoteenn_xgb = GridSearchCV(\n", " XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=42),\n", " param_grid_xgb, cv=5, scoring='f1', n_jobs=-1, verbose=1\n", ")\n", "grid_smoteenn_xgb.fit(smoteenn_X_train, smoteenn_y_train.ravel())\n", "print_metrics(grid_smoteenn_xgb.best_estimator_, smoteenn_X_train, smoteenn_y_train, X_test, y_test, \"XGBoost - SMOTE-ENN (Tuned)\")\n", "print(f\"Best parameters (SMOTE-ENN): {grid_smoteenn_xgb.best_params_}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "M1bmOThjvRWs", "outputId": "7dbe2ba5-79b9-42dc-f572-f3b52cefd1c8" }, "execution_count": 39, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "=== Melakukan Hyperparameter Tuning XGBoost ===\n", "\n", "--- Tuning XGBoost - Imbalanced ---\n", "Fitting 5 folds for each of 1 candidates, totalling 5 fits\n", "\n", "XGBoost - Imbalanced (Tuned)\n", " Accuracy : 0.9580\n", " F1-score : 0.8636\n", " AUC : 0.9839\n", " Overfitting : No (Train Acc: 1.0000, Test Acc: 0.9580)\n", "Best parameters (Imbalanced): {'colsample_bytree': 0.8, 'gamma': 0.1, 'learning_rate': 0.07, 'max_depth': 8, 'n_estimators': 300, 'reg_alpha': 0.01, 'subsample': 0.8}\n", "\n", "--- Tuning XGBoost - SMOTE ---\n", "Fitting 5 folds for each of 1 candidates, totalling 5 fits\n", "\n", "XGBoost - SMOTE (Tuned)\n", " Accuracy : 0.9605\n", " F1-score : 0.8730\n", " AUC : 0.9828\n", " Overfitting : No (Train Acc: 1.0000, Test Acc: 0.9605)\n", "Best parameters (SMOTE): {'colsample_bytree': 0.8, 'gamma': 0.1, 'learning_rate': 0.07, 'max_depth': 8, 'n_estimators': 300, 'reg_alpha': 0.01, 'subsample': 0.8}\n", "\n", "--- Tuning XGBoost - SMOTE-ENN ---\n", "Fitting 5 folds for each of 1 candidates, totalling 5 fits\n", "\n", "XGBoost - SMOTE-ENN (Tuned)\n", " Accuracy : 0.9383\n", " F1-score : 0.8207\n", " AUC : 0.9719\n", " Overfitting : Yes (Train Acc: 1.0000, Test Acc: 0.9383)\n", "Best parameters (SMOTE-ENN): {'colsample_bytree': 0.8, 'gamma': 0.1, 'learning_rate': 0.07, 'max_depth': 8, 'n_estimators': 300, 'reg_alpha': 0.01, 'subsample': 0.8}\n" ] } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import roc_curve, auc\n", "# Asumsi modul dan variabel lain (X_test, y_test, grid_xgb_orig, grid_smote_xgb, grid_smoteenn_xgb)\n", "# sudah didefinisikan dari eksekusi script sebelumnya.\n", "\n", "plt.figure(figsize=(8,6))\n", "\n", "# # 1. Imbalanced (Original) - Pastikan variabel grid_xgb_orig ada dari script sebelumnya\n", "# try:\n", "# y_proba_imbal = grid_xgb_orig.best_estimator_.predict_proba(X_test)[:,1]\n", "# fpr_imbal, tpr_imbal, _ = roc_curve(y_test, y_proba_imbal)\n", "# roc_auc_imbal = auc(fpr_imbal, tpr_imbal)\n", "# plt.plot(fpr_imbal, tpr_imbal, label=f'Imbalanced (AUC = {roc_auc_imbal:.3f})', lw=2)\n", "# except NameError:\n", "# print(\"Variabel 'grid_xgb_orig' belum didefinisikan. Pastikan script tuning XGBoost untuk data imbalanced sudah dijalankan.\")\n", "\n", "\n", "# 2. SMOTE\n", "# Pastikan variabel grid_smote_xgb ada dari script sebelumnya\n", "try:\n", " y_proba_smote = grid_smote_xgb.best_estimator_.predict_proba(X_test)[:,1]\n", " fpr_smote, tpr_smote, _ = roc_curve(y_test, y_proba_smote)\n", " roc_auc_smote = auc(fpr_smote, tpr_smote)\n", " plt.plot(fpr_smote, tpr_smote, label=f'SMOTE (AUC = {roc_auc_smote:.3f})', lw=2)\n", "except NameError:\n", " print(\"Variabel 'grid_smote_xgb' belum didefinisikan. Pastikan script tuning XGBoost untuk data SMOTE sudah dijalankan.\")\n", "\n", "\n", "# 3. SMOTE-ENN\n", "# Pastikan variabel grid_smoteenn_xgb ada dari script sebelumnya\n", "try:\n", " y_proba_smoteenn = grid_smoteenn_xgb.best_estimator_.predict_proba(X_test)[:,1]\n", " fpr_smoteenn, tpr_smoteenn, _ = roc_curve(y_test, y_proba_smoteenn)\n", " roc_auc_smoteenn = auc(fpr_smoteenn, tpr_smoteenn)\n", " plt.plot(fpr_smoteenn, tpr_smoteenn, label=f'SMOTE-ENN (AUC = {roc_auc_smoteenn:.3f})', lw=2)\n", "except NameError:\n", " print(\"Variabel 'grid_smoteenn_xgb' belum didefinisikan. Pastikan script tuning XGBoost untuk data SMOTE-ENN sudah dijalankan.\")\n", "\n", "\n", "# Garis diagonal (random classifier)\n", "plt.plot([0, 1], [0, 1], color='gray', linestyle='--', lw=1)\n", "\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('ROC Curve XGBoost (Tuned) - Test Set')\n", "plt.legend(loc='lower right')\n", "plt.grid(True)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 570 }, "id": "dOo6ljEsChUV", "outputId": "6533faaa-6b78-4fad-a378-65c4b245534e" }, "execution_count": 40, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 699, "height": 553 } } } ] }, { "cell_type": "code", "source": [ "# Ambil nama fitur dari smote_X_train (pastikan sudah DataFrame)\n", "feature_names = smote_X_train.columns\n", "\n", "# Ambil feature importance dari model terbaik hasil GridSearchCV SMOTE\n", "# grid_smote_xgb.best_estimator_ adalah model XGBoost terbaik yang sudah dituning\n", "importances = grid_smote_xgb.best_estimator_.feature_importances_\n", "\n", "# Hitung persentase importance\n", "importance_percent = 100 * (importances / importances.sum())\n", "\n", "# Buat DataFrame dan urutkan\n", "feat_imp = pd.DataFrame({\n", " 'Feature': feature_names,\n", " 'Importance (%)': importance_percent\n", "})\n", "feat_imp = feat_imp.sort_values(by='Importance (%)', ascending=False)\n", "\n", "# Tampilkan tabel Top 10 fitur teratas beserta persentasenya\n", "print(\"\\nTop 10 Feature Importance (XGBoost SMOTE, persen):\")\n", "print(feat_imp.head(10).to_string(index=False))\n", "\n", "# Plot Top 10 fitur\n", "plt.figure(figsize=(10,6))\n", "# [::-1] digunakan untuk membalik urutan agar fitur dengan importance tertinggi berada di atas\n", "plt.barh(feat_imp['Feature'][:10][::-1], feat_imp['Importance (%)'][:10][::-1], color='steelblue')\n", "plt.xlabel('Importance (%)')\n", "plt.ylabel('Feature') # Tambahkan label y-axis\n", "plt.title('Top 10 Feature Importance (%) - XGBoost (SMOTE, Tuned)')\n", "plt.tight_layout() # Untuk menyesuaikan layout agar tidak tumpang tindih\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 824 }, "id": "9AXH9Qw_D5HH", "outputId": "6433e6c3-14e8-4923-cd45-039ef5b62cbf" }, "execution_count": 41, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Top 10 Feature Importance (XGBoost SMOTE, persen):\n", " Feature Importance (%)\n", " Months_Inactive_12_mon 13.053690\n", " Total_Trans_Amt 12.670626\n", "Total_Relationship_Count 10.770295\n", " Contacts_Count_12_mon 10.235566\n", " Total_Ct_Chng_Q4_Q1 8.246033\n", " Avg_Utilization_Ratio 4.817773\n", " Gender 4.783342\n", " Customer_Age 3.308232\n", " Dependent_count 3.168739\n", " Total_Amt_Chng_Q4_Q1 3.105609\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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