{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "GCI _FINAL ASSIGMENT" ], "metadata": { "id": "qhSrsr_PMu1Y" } }, { "cell_type": "markdown", "source": [ "1.DATA INSPECTION AND EDA depend on bussiness insight" ], "metadata": { "id": "LEj3bZWjM4Os" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "zhZXggodwAu8" }, "outputs": [], "source": [ "#importing and setting\n", "import numpy as np # Library for numerical computing and array operations\n", "import pandas as pd # Library for handling tabular data\n", "import matplotlib.pyplot as plt # Library for basic data visualization\n", "import seaborn as sns # Library for statistical data visualization\n", "import matplotlib.ticker as mtick # for advanced control over axis tick locations and formatting (labels) for plotting\n", "from pathlib import Path\n", "from scipy import stats # Library for statistical analysis and hypothesis testing\n", "\n", "sns.set_theme(style='whitegrid', palette='muted', font_scale=1.1)\n", "plt.rcParams['figure.dpi'] = 120\n", "pd.set_option('display.max_columns', 60)\n", "pd.set_option('display.float_format', '{:.3f}'.format)\n", "\n", "CHURN_COLOR = '#E24B4A' # red → churners\n", "RETAIN_COLOR = '#1D9E75' # teal → retained\n", "PALETTE = [RETAIN_COLOR, CHURN_COLOR]" ] }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Z8P-Mi3u2V57", "outputId": "8baff8de-c61e-4738-b124-0b996ade511d" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "code", "source": [ "# Specify the directory where this notebook is located after %cd.\n", "%cd \"/content/drive/MyDrive/gci/Final Assignment-20260510T163307Z-3-001/Final Assignment\"" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "_Dk2Lyy23P7H", "outputId": "0541f94e-7a63-453e-ebf5-d8e75e8b25b8" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content/drive/MyDrive/gci/Final Assignment-20260510T163307Z-3-001/Final Assignment\n" ] } ] }, { "cell_type": "code", "source": [ "#read and load dataset using panda\n", "PATH = Path.cwd() / \"telecom\"\n", "client = PATH / \"Client.csv\"\n", "record = PATH / \"Record.csv\"\n", "# Check if path exists\n", "if client.exists() and record.exists():\n", " print(\"All files exist and path is correctly set.\")\n", "else:\n", " print(\"Some files are missing or path is not correctly set.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lgxCz_-mOp9_", "outputId": "c1a5c726-d353-499a-bde4-98eaa760e586", "collapsed": true }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "All files exist and path is correctly set.\n" ] } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "R6inF6evU_mb" } }, { "cell_type": "code", "source": [ "#i have to see dimension\n", "client_df = pd.read_csv(client)\n", "record_df = pd.read_csv(record)\n", "print(f\"client: {client_df.shape}, record: {record_df.shape}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "6mbgisHEU9kv", "outputId": "67b28c79-4e66-459c-dc2f-ee3d7ba77503" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "client: (100000, 50), record: (100000, 51)\n" ] } ] }, { "cell_type": "code", "source": [ "print(client_df.head()) # to read the client data\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "1rsmEk9xaeFd", "outputId": "5f5b4977-922b-420b-fb56-87c96cd68926" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " uniqsubs actvsubs new_cell crclscod asl_flag totcalls totmou totrev \\\n", "0 2 1 U A N 1652 4228.000 1504.620 \n", "1 1 1 N EA N 14654 26400.000 2851.680 \n", "2 1 1 Y C N 7903 24385.053 2155.910 \n", "3 1 1 Y B N 1502 3065.000 2000.900 \n", "4 1 1 Y A N 4485 14028.000 2181.120 \n", "\n", " adjrev adjmou adjqty avgrev avgmou avgqty avg3mou avg3qty \\\n", "0 1453.440 4085.000 1602 29.660 83.370 32.690 272 116 \n", "1 2833.880 26367.000 14624 51.530 479.400 265.890 305 158 \n", "2 1934.470 24303.050 7888 34.540 433.980 140.860 12 7 \n", "3 1941.810 3035.000 1479 40.450 63.230 30.810 8 3 \n", "4 2166.480 13965.000 4452 38.690 249.380 79.500 558 191 \n", "\n", " avg3rev avg6mou avg6qty avg6rev prizm_social_one \\\n", "0 30 322.000 136.000 38.000 S \n", "1 40 477.000 275.000 48.000 U \n", "2 17 11.000 6.000 17.000 S \n", "3 38 50.000 25.000 40.000 T \n", "4 55 586.000 196.000 80.000 U \n", "\n", " area dualband refurb_new hnd_price phones \\\n", "0 NORTHWEST/ROCKY MOUNTAIN AREA Y N 149.990 2.000 \n", "1 CHICAGO AREA N N NaN 7.000 \n", "2 GREAT LAKES AREA N N 29.990 2.000 \n", "3 CHICAGO AREA N N 29.990 1.000 \n", "4 NEW ENGLAND AREA Y N 149.990 6.000 \n", "\n", " models hnd_webcap truck rv ownrent lor dwlltype marital adults \\\n", "0 2.000 WCMB 0.000 0.000 O 15.000 S S 1.000 \n", "1 6.000 WC 1.000 1.000 NaN 1.000 S S 1.000 \n", "2 1.000 NaN 0.000 0.000 O 7.000 S M 2.000 \n", "3 1.000 NaN 0.000 0.000 NaN 6.000 M M 4.000 \n", "4 4.000 WCMB 0.000 0.000 R 5.000 M S 1.000 \n", "\n", " infobase income numbcars HHstatin dwllsize forgntvl ethnic kid0_2 kid3_5 \\\n", "0 M 4.000 3.000 C A 0.000 N U U \n", "1 M 5.000 1.000 C A 0.000 Z U U \n", "2 M 5.000 2.000 C A 0.000 N U Y \n", "3 M 6.000 1.000 C D 0.000 U Y U \n", "4 M 6.000 1.000 C O 0.000 I U U \n", "\n", " kid6_10 kid11_15 kid16_17 creditcd eqpdays Customer_ID \n", "0 U U U Y 361.000 1000001 \n", "1 U U U Y 240.000 1000002 \n", "2 U U U Y 1504.000 1000003 \n", "3 U U U Y 1812.000 1000004 \n", "4 U U U Y 434.000 1000005 \n" ] } ] }, { "cell_type": "code", "source": [ "print(record_df.head()) # read record data i have" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "Az6blPYFbhlo", "outputId": "fce8d9c2-bfa2-4576-dbe9-b05e54f3b5f6" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " rev_Mean mou_Mean totmrc_Mean da_Mean ovrmou_Mean ovrrev_Mean \\\n", "0 23.997 219.250 22.500 0.247 0.000 0.000 \n", "1 57.492 482.750 37.425 0.247 22.750 9.100 \n", "2 16.990 10.250 16.990 0.000 0.000 0.000 \n", "3 38.000 7.500 38.000 0.000 0.000 0.000 \n", "4 55.230 570.500 71.980 0.000 0.000 0.000 \n", "\n", " vceovr_Mean datovr_Mean roam_Mean change_mou change_rev drop_vce_Mean \\\n", "0 0.000 0.000 0.000 -157.250 -18.997 0.667 \n", "1 9.100 0.000 0.000 532.250 50.987 8.333 \n", "2 0.000 0.000 0.000 -4.250 0.000 0.333 \n", "3 0.000 0.000 0.000 -1.500 0.000 0.000 \n", "4 0.000 0.000 0.000 38.500 0.000 9.667 \n", "\n", " drop_dat_Mean blck_vce_Mean blck_dat_Mean unan_vce_Mean unan_dat_Mean \\\n", "0 0.000 0.667 0.000 6.333 0.000 \n", "1 0.000 1.000 0.000 61.333 0.000 \n", "2 0.000 0.000 0.000 2.667 0.000 \n", "3 0.000 0.000 0.000 0.000 0.000 \n", "4 0.000 0.667 0.000 77.000 0.000 \n", "\n", " plcd_vce_Mean plcd_dat_Mean recv_vce_Mean recv_sms_Mean comp_vce_Mean \\\n", "0 52.333 0.000 42.333 0.000 45.000 \n", "1 263.333 0.000 69.000 0.000 193.333 \n", "2 9.000 0.000 0.333 0.000 6.000 \n", "3 3.667 0.000 1.333 0.000 3.667 \n", "4 222.333 0.000 94.667 0.000 137.000 \n", "\n", " comp_dat_Mean custcare_Mean ccrndmou_Mean cc_mou_Mean inonemin_Mean \\\n", "0 0.000 0.000 0.000 0.000 18.000 \n", "1 0.000 1.667 6.333 5.463 53.000 \n", "2 0.000 0.000 0.000 0.000 0.333 \n", "3 0.000 0.000 0.000 0.000 1.333 \n", "4 0.000 8.667 15.000 11.077 66.000 \n", "\n", " threeway_Mean mou_cvce_Mean mou_cdat_Mean mou_rvce_Mean \\\n", "0 0.000 90.643 0.000 97.177 \n", "1 0.333 189.397 0.000 55.280 \n", "2 0.000 5.427 0.000 0.000 \n", "3 0.000 8.410 0.000 0.413 \n", "4 0.000 285.233 0.000 106.330 \n", "\n", " owylis_vce_Mean mouowylisv_Mean iwylis_vce_Mean mouiwylisv_Mean \\\n", "0 0.000 0.000 0.000 0.000 \n", "1 46.333 24.217 6.333 3.697 \n", "2 0.000 0.000 0.000 0.000 \n", "3 0.333 0.257 0.000 0.000 \n", "4 14.667 10.817 0.667 0.367 \n", "\n", " peak_vce_Mean peak_dat_Mean mou_peav_Mean mou_pead_Mean opk_vce_Mean \\\n", "0 58.000 0.000 132.600 0.000 24.000 \n", "1 83.667 0.000 75.333 0.000 157.000 \n", "2 5.000 0.000 5.193 0.000 1.000 \n", "3 1.333 0.000 3.380 0.000 3.667 \n", "4 97.333 0.000 173.477 0.000 90.333 \n", "\n", " opk_dat_Mean mou_opkv_Mean mou_opkd_Mean drop_blk_Mean attempt_Mean \\\n", "0 0.000 55.220 0.000 1.333 52.333 \n", "1 0.000 169.343 0.000 9.333 263.333 \n", "2 0.000 0.233 0.000 0.333 9.000 \n", "3 0.000 5.450 0.000 0.000 3.667 \n", "4 0.000 218.087 0.000 10.333 222.333 \n", "\n", " complete_Mean callfwdv_Mean callwait_Mean churn months Customer_ID \n", "0 45.000 0.000 0.333 1 61 1000001 \n", "1 193.333 0.000 5.667 0 56 1000002 \n", "2 6.000 0.000 0.000 1 58 1000003 \n", "3 3.667 0.000 0.000 0 60 1000004 \n", "4 137.000 0.000 0.000 0 57 1000005 \n" ] } ] }, { "cell_type": "code", "source": [ "print(client_df.info()) # to inspect data structure of my cliet" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "jD2-vCGsb_vc", "outputId": "da6b9f3f-cbf9-4e5b-e213-7414728f65ce" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 100000 entries, 0 to 99999\n", "Data columns (total 50 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 uniqsubs 100000 non-null int64 \n", " 1 actvsubs 100000 non-null int64 \n", " 2 new_cell 100000 non-null object \n", " 3 crclscod 100000 non-null object \n", " 4 asl_flag 100000 non-null object \n", " 5 totcalls 100000 non-null int64 \n", " 6 totmou 100000 non-null float64\n", " 7 totrev 100000 non-null float64\n", " 8 adjrev 100000 non-null float64\n", " 9 adjmou 100000 non-null float64\n", " 10 adjqty 100000 non-null int64 \n", " 11 avgrev 100000 non-null float64\n", " 12 avgmou 100000 non-null float64\n", " 13 avgqty 100000 non-null float64\n", " 14 avg3mou 100000 non-null int64 \n", " 15 avg3qty 100000 non-null int64 \n", " 16 avg3rev 100000 non-null int64 \n", " 17 avg6mou 97161 non-null float64\n", " 18 avg6qty 97161 non-null float64\n", " 19 avg6rev 97161 non-null float64\n", " 20 prizm_social_one 92612 non-null object \n", " 21 area 99960 non-null object \n", " 22 dualband 99999 non-null object \n", " 23 refurb_new 99999 non-null object \n", " 24 hnd_price 99153 non-null float64\n", " 25 phones 99999 non-null float64\n", " 26 models 99999 non-null float64\n", " 27 hnd_webcap 89811 non-null object \n", " 28 truck 98268 non-null float64\n", " 29 rv 98268 non-null float64\n", " 30 ownrent 66294 non-null object \n", " 31 lor 69810 non-null float64\n", " 32 dwlltype 68091 non-null object \n", " 33 marital 98268 non-null object \n", " 34 adults 76981 non-null float64\n", " 35 infobase 77921 non-null object \n", " 36 income 74564 non-null float64\n", " 37 numbcars 50634 non-null float64\n", " 38 HHstatin 62077 non-null object \n", " 39 dwllsize 61692 non-null object \n", " 40 forgntvl 98268 non-null float64\n", " 41 ethnic 98268 non-null object \n", " 42 kid0_2 98268 non-null object \n", " 43 kid3_5 98268 non-null object \n", " 44 kid6_10 98268 non-null object \n", " 45 kid11_15 98268 non-null object \n", " 46 kid16_17 98268 non-null object \n", " 47 creditcd 98268 non-null object \n", " 48 eqpdays 99999 non-null float64\n", " 49 Customer_ID 100000 non-null int64 \n", "dtypes: float64(21), int64(8), object(21)\n", "memory usage: 38.1+ MB\n", "None\n" ] } ] }, { "cell_type": "code", "source": [ "print(record_df.info()) # to inspect data structure of record" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "cbRjaf03cemu", "outputId": "21929bc1-4566-494a-f4db-f7a56c0dedd4" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 100000 entries, 0 to 99999\n", "Data columns (total 51 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 rev_Mean 99643 non-null float64\n", " 1 mou_Mean 99643 non-null float64\n", " 2 totmrc_Mean 99643 non-null float64\n", " 3 da_Mean 99643 non-null float64\n", " 4 ovrmou_Mean 99643 non-null float64\n", " 5 ovrrev_Mean 99643 non-null float64\n", " 6 vceovr_Mean 99643 non-null float64\n", " 7 datovr_Mean 99643 non-null float64\n", " 8 roam_Mean 99643 non-null float64\n", " 9 change_mou 99109 non-null float64\n", " 10 change_rev 99109 non-null float64\n", " 11 drop_vce_Mean 100000 non-null float64\n", " 12 drop_dat_Mean 100000 non-null float64\n", " 13 blck_vce_Mean 100000 non-null float64\n", " 14 blck_dat_Mean 100000 non-null float64\n", " 15 unan_vce_Mean 100000 non-null float64\n", " 16 unan_dat_Mean 100000 non-null float64\n", " 17 plcd_vce_Mean 100000 non-null float64\n", " 18 plcd_dat_Mean 100000 non-null float64\n", " 19 recv_vce_Mean 100000 non-null float64\n", " 20 recv_sms_Mean 100000 non-null float64\n", " 21 comp_vce_Mean 100000 non-null float64\n", " 22 comp_dat_Mean 100000 non-null float64\n", " 23 custcare_Mean 100000 non-null float64\n", " 24 ccrndmou_Mean 100000 non-null float64\n", " 25 cc_mou_Mean 100000 non-null float64\n", " 26 inonemin_Mean 100000 non-null float64\n", " 27 threeway_Mean 100000 non-null float64\n", " 28 mou_cvce_Mean 100000 non-null float64\n", " 29 mou_cdat_Mean 100000 non-null float64\n", " 30 mou_rvce_Mean 100000 non-null float64\n", " 31 owylis_vce_Mean 100000 non-null float64\n", " 32 mouowylisv_Mean 100000 non-null float64\n", " 33 iwylis_vce_Mean 100000 non-null float64\n", " 34 mouiwylisv_Mean 100000 non-null float64\n", " 35 peak_vce_Mean 100000 non-null float64\n", " 36 peak_dat_Mean 100000 non-null float64\n", " 37 mou_peav_Mean 100000 non-null float64\n", " 38 mou_pead_Mean 100000 non-null float64\n", " 39 opk_vce_Mean 100000 non-null float64\n", " 40 opk_dat_Mean 100000 non-null float64\n", " 41 mou_opkv_Mean 100000 non-null float64\n", " 42 mou_opkd_Mean 100000 non-null float64\n", " 43 drop_blk_Mean 100000 non-null float64\n", " 44 attempt_Mean 100000 non-null float64\n", " 45 complete_Mean 100000 non-null float64\n", " 46 callfwdv_Mean 100000 non-null float64\n", " 47 callwait_Mean 100000 non-null float64\n", " 48 churn 100000 non-null int64 \n", " 49 months 100000 non-null int64 \n", " 50 Customer_ID 100000 non-null int64 \n", "dtypes: float64(48), int64(3)\n", "memory usage: 38.9 MB\n", "None\n" ] } ] }, { "cell_type": "code", "source": [ "print(client_df.describe()) #summary\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "aUrxeSNZdOuO", "outputId": "66629603-28a1-4b5f-e4fa-d261db7aa9bc" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " uniqsubs actvsubs totcalls totmou totrev adjrev \\\n", "count 100000.000 100000.000 100000.000 100000.000 100000.000 100000.000 \n", "mean 1.548 1.359 2877.142 7648.364 1031.925 960.112 \n", "std 1.075 0.656 3790.863 8666.558 852.908 840.171 \n", "min 1.000 0.000 0.000 0.000 3.650 2.400 \n", "25% 1.000 1.000 889.000 2529.000 518.980 452.180 \n", "50% 1.000 1.000 1822.000 5191.500 804.530 737.760 \n", "75% 2.000 2.000 3492.000 9776.000 1263.767 1188.175 \n", "max 196.000 53.000 98874.000 233419.097 27321.500 27071.300 \n", "\n", " adjmou adjqty avgrev avgmou avgqty avg3mou \\\n", "count 100000.000 100000.000 100000.000 100000.000 100000.000 100000.000 \n", "mean 7546.315 2836.367 57.914 483.726 173.555 519.641 \n", "std 8594.890 3756.514 36.161 438.485 167.825 533.634 \n", "min 0.000 0.000 0.480 0.000 0.000 0.000 \n", "25% 2474.000 868.000 35.370 176.140 64.090 152.000 \n", "50% 5102.500 1789.000 49.890 360.190 127.500 358.000 \n", "75% 9661.000 3442.000 69.480 655.670 228.570 711.000 \n", "max 232855.100 98705.000 924.270 7040.130 3017.110 7716.000 \n", "\n", " avg3qty avg3rev avg6mou avg6qty avg6rev hnd_price \\\n", "count 100000.000 100000.000 97161.000 97161.000 97161.000 99153.000 \n", "mean 180.337 59.193 509.635 178.365 58.684 101.876 \n", "std 192.726 46.695 496.663 182.725 40.759 61.006 \n", "min 0.000 1.000 0.000 0.000 -2.000 9.990 \n", "25% 55.000 33.000 163.000 59.000 34.000 29.990 \n", "50% 125.000 48.000 363.000 127.000 50.000 99.990 \n", "75% 240.000 71.000 698.000 237.000 71.000 149.990 \n", "max 3909.000 1593.000 7217.000 3256.000 866.000 499.990 \n", "\n", " phones models truck rv lor adults income \\\n", "count 99999.000 99999.000 98268.000 98268.000 69810.000 76981.000 74564.000 \n", "mean 1.787 1.546 0.189 0.083 6.177 2.530 5.783 \n", "std 1.314 0.898 0.391 0.275 4.735 1.453 2.182 \n", "min 1.000 1.000 0.000 0.000 0.000 1.000 1.000 \n", "25% 1.000 1.000 0.000 0.000 2.000 1.000 4.000 \n", "50% 1.000 1.000 0.000 0.000 5.000 2.000 6.000 \n", "75% 2.000 2.000 0.000 0.000 9.000 3.000 7.000 \n", "max 28.000 16.000 1.000 1.000 15.000 6.000 9.000 \n", "\n", " numbcars forgntvl eqpdays Customer_ID \n", "count 50634.000 98268.000 99999.000 100000.000 \n", "mean 1.568 0.058 391.932 1050000.500 \n", "std 0.625 0.234 256.482 28867.658 \n", "min 1.000 0.000 -5.000 1000001.000 \n", "25% 1.000 0.000 212.000 1025000.750 \n", "50% 1.000 0.000 342.000 1050000.500 \n", "75% 2.000 0.000 530.000 1075000.250 \n", "max 3.000 1.000 1823.000 1100000.000 \n" ] } ] }, { "cell_type": "code", "source": [ "print(record_df.describe())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "XeCYtJuRdkNY", "outputId": "80839566-2917-476f-9fff-59573b547d18" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " rev_Mean mou_Mean totmrc_Mean da_Mean ovrmou_Mean ovrrev_Mean \\\n", "count 99643.000 99643.000 99643.000 99643.000 99643.000 99643.000 \n", "mean 58.720 513.560 46.179 0.889 41.072 13.560 \n", "std 46.292 525.168 23.623 2.178 97.296 30.501 \n", "min -6.168 0.000 -26.915 0.000 0.000 0.000 \n", "25% 33.260 150.750 30.000 0.000 0.000 0.000 \n", "50% 48.195 355.500 44.990 0.247 2.750 1.000 \n", "75% 70.750 703.000 59.990 0.990 42.000 14.438 \n", "max 3843.262 12206.750 409.990 159.390 4320.750 1102.400 \n", "\n", " vceovr_Mean datovr_Mean roam_Mean change_mou change_rev \\\n", "count 99643.000 99643.000 99643.000 99109.000 99109.000 \n", "mean 13.295 0.261 1.286 -13.934 -1.021 \n", "std 30.056 3.127 14.711 276.088 50.363 \n", "min 0.000 0.000 0.000 -3875.000 -1107.740 \n", "25% 0.000 0.000 0.000 -87.000 -7.365 \n", "50% 0.682 0.000 0.000 -6.250 -0.315 \n", "75% 14.025 0.000 0.235 63.000 1.643 \n", "max 896.087 423.540 3685.200 31219.250 9963.657 \n", "\n", " drop_vce_Mean drop_dat_Mean blck_vce_Mean blck_dat_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 5.955 0.041 4.023 0.026 \n", "std 8.955 0.877 10.672 1.490 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 0.667 0.000 0.000 0.000 \n", "50% 3.000 0.000 1.000 0.000 \n", "75% 7.667 0.000 3.667 0.000 \n", "max 232.667 207.333 385.333 413.333 \n", "\n", " unan_vce_Mean unan_dat_Mean plcd_vce_Mean plcd_dat_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 27.785 0.030 144.882 0.871 \n", "std 38.359 0.497 158.268 9.054 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 5.000 0.000 38.333 0.000 \n", "50% 16.000 0.000 100.333 0.000 \n", "75% 36.000 0.000 198.667 0.000 \n", "max 848.667 81.667 2289.000 733.667 \n", "\n", " recv_vce_Mean recv_sms_Mean comp_vce_Mean comp_dat_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 55.085 0.048 108.893 0.774 \n", "std 86.841 2.127 118.580 8.130 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 5.333 0.000 28.667 0.000 \n", "50% 26.667 0.000 75.667 0.000 \n", "75% 71.333 0.000 149.667 0.000 \n", "max 3369.333 517.333 1894.333 559.333 \n", "\n", " custcare_Mean ccrndmou_Mean cc_mou_Mean inonemin_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 1.791 4.667 3.683 29.767 \n", "std 5.316 12.762 10.540 55.834 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 0.000 0.000 0.000 2.667 \n", "50% 0.000 0.000 0.000 12.333 \n", "75% 1.667 4.000 2.873 35.667 \n", "max 675.333 861.333 602.950 3086.667 \n", "\n", " threeway_Mean mou_cvce_Mean mou_cdat_Mean mou_rvce_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 0.285 227.764 1.844 111.655 \n", "std 1.092 264.404 23.733 162.691 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 0.000 49.051 0.000 7.650 \n", "50% 0.000 146.203 0.000 50.200 \n", "75% 0.333 309.478 0.000 149.453 \n", "max 66.000 4514.453 3032.050 3287.250 \n", "\n", " owylis_vce_Mean mouowylisv_Mean iwylis_vce_Mean mouiwylisv_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 24.753 28.468 7.894 18.193 \n", "std 34.415 48.963 16.146 41.421 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 3.000 2.377 0.000 0.000 \n", "50% 13.000 11.977 2.000 3.210 \n", "75% 33.000 34.174 8.667 18.250 \n", "max 644.333 1802.707 519.333 1703.537 \n", "\n", " peak_vce_Mean peak_dat_Mean mou_peav_Mean mou_pead_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 88.480 0.358 174.081 0.708 \n", "std 103.066 4.066 207.674 8.410 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 21.667 0.000 37.642 0.000 \n", "50% 60.333 0.000 115.367 0.000 \n", "75% 118.667 0.000 233.223 0.000 \n", "max 2090.667 281.000 4015.347 1036.053 \n", "\n", " opk_vce_Mean opk_dat_Mean mou_opkv_Mean mou_opkd_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 66.003 0.416 165.281 1.136 \n", "std 91.457 4.653 237.333 17.769 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 10.333 0.000 18.537 0.000 \n", "50% 34.333 0.000 75.842 0.000 \n", "75% 86.333 0.000 211.195 0.000 \n", "max 1643.333 309.667 4337.893 2922.043 \n", "\n", " drop_blk_Mean attempt_Mean complete_Mean callfwdv_Mean \\\n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 10.044 145.752 109.667 0.012 \n", "std 15.418 159.348 119.594 0.547 \n", "min 0.000 0.000 0.000 0.000 \n", "25% 1.667 38.333 28.667 0.000 \n", "50% 5.333 101.000 76.000 0.000 \n", "75% 12.333 199.667 150.667 0.000 \n", "max 489.667 2289.000 1894.333 81.333 \n", "\n", " callwait_Mean churn months Customer_ID \n", "count 100000.000 100000.000 100000.000 100000.000 \n", "mean 1.783 0.496 18.834 1050000.500 \n", "std 5.354 0.500 9.656 28867.658 \n", "min 0.000 0.000 6.000 1000001.000 \n", "25% 0.000 0.000 11.000 1025000.750 \n", "50% 0.333 0.000 16.000 1050000.500 \n", "75% 1.333 1.000 24.000 1075000.250 \n", "max 212.667 1.000 61.000 1100000.000 \n" ] } ] }, { "cell_type": "code", "source": [ "client_df.duplicated().sum() # i want to check for duplicate in my data duplicate" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "GS1BAQnteNNF", "outputId": "4c8f2e67-b7c4-4bd5-84d4-ba382a983f20" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.int64(0)" ] }, "metadata": {}, "execution_count": 36 } ] }, { "cell_type": "code", "source": [ "record_df.duplicated().sum() # check for duplicate" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jMihComkebpF", "outputId": "f4c49abc-8468-43c7-b404-0925ac69f72e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.int64(0)" ] }, "metadata": {}, "execution_count": 37 } ] }, { "cell_type": "code", "source": [ "client_df.isna().sum().sum() # missing values on client df\n", "client_df.isna().sum()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "collapsed": true, "id": "NvpxqfwIhhmP", "outputId": "d2f99f48-088f-4e05-e69f-60fea742ee1e" }, 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" ] }, "metadata": {}, "execution_count": 51 } ] }, { "cell_type": "code", "source": [ "record_df.isna().sum().sum() # missing values on record df\n", "record_df.isna().sum()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "collapsed": true, "id": "dW7MoocHh5t0", "outputId": "4d5b470c-3e65-4d9b-e8d9-679e5a1c58b0" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "rev_Mean 357\n", "mou_Mean 357\n", "totmrc_Mean 357\n", "da_Mean 357\n", "ovrmou_Mean 357\n", "ovrrev_Mean 357\n", "vceovr_Mean 357\n", "datovr_Mean 357\n", "roam_Mean 357\n", "change_mou 891\n", "change_rev 891\n", "drop_vce_Mean 0\n", "drop_dat_Mean 0\n", "blck_vce_Mean 0\n", "blck_dat_Mean 0\n", "unan_vce_Mean 0\n", "unan_dat_Mean 0\n", "plcd_vce_Mean 0\n", "plcd_dat_Mean 0\n", "recv_vce_Mean 0\n", "recv_sms_Mean 0\n", "comp_vce_Mean 0\n", "comp_dat_Mean 0\n", "custcare_Mean 0\n", "ccrndmou_Mean 0\n", "cc_mou_Mean 0\n", "inonemin_Mean 0\n", "threeway_Mean 0\n", "mou_cvce_Mean 0\n", "mou_cdat_Mean 0\n", "mou_rvce_Mean 0\n", "owylis_vce_Mean 0\n", "mouowylisv_Mean 0\n", "iwylis_vce_Mean 0\n", "mouiwylisv_Mean 0\n", "peak_vce_Mean 0\n", "peak_dat_Mean 0\n", "mou_peav_Mean 0\n", "mou_pead_Mean 0\n", "opk_vce_Mean 0\n", "opk_dat_Mean 0\n", "mou_opkv_Mean 0\n", "mou_opkd_Mean 0\n", "drop_blk_Mean 0\n", "attempt_Mean 0\n", "complete_Mean 0\n", "callfwdv_Mean 0\n", "callwait_Mean 0\n", "churn 0\n", "months 0\n", "Customer_ID 0\n", "dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 52 } ] }, { "cell_type": "code", "source": [ "df = record_df.merge(client_df, on='Customer_ID', how='inner') # inner join because both 100000 rows\n", "\n", "print(f'Merged shape : {df.shape}')\n", "print(f'Churn rate : {df[\"churn\"].mean():.1%}')\n", "df.head(3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 245 }, "collapsed": true, "id": "5PTkM_JwfgjV", "outputId": "a2df557a-ee9b-4209-9c5f-6f8070c15806" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Merged shape : (100000, 100)\n", "Churn rate : 49.6%\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " rev_Mean mou_Mean totmrc_Mean da_Mean ovrmou_Mean ovrrev_Mean \\\n", "0 23.997 219.250 22.500 0.247 0.000 0.000 \n", "1 57.492 482.750 37.425 0.247 22.750 9.100 \n", "2 16.990 10.250 16.990 0.000 0.000 0.000 \n", "\n", " vceovr_Mean datovr_Mean roam_Mean change_mou change_rev drop_vce_Mean \\\n", "0 0.000 0.000 0.000 -157.250 -18.997 0.667 \n", "1 9.100 0.000 0.000 532.250 50.987 8.333 \n", "2 0.000 0.000 0.000 -4.250 0.000 0.333 \n", "\n", " drop_dat_Mean blck_vce_Mean blck_dat_Mean unan_vce_Mean unan_dat_Mean \\\n", "0 0.000 0.667 0.000 6.333 0.000 \n", "1 0.000 1.000 0.000 61.333 0.000 \n", "2 0.000 0.000 0.000 2.667 0.000 \n", "\n", " plcd_vce_Mean plcd_dat_Mean recv_vce_Mean recv_sms_Mean comp_vce_Mean \\\n", "0 52.333 0.000 42.333 0.000 45.000 \n", "1 263.333 0.000 69.000 0.000 193.333 \n", "2 9.000 0.000 0.333 0.000 6.000 \n", "\n", " comp_dat_Mean custcare_Mean ccrndmou_Mean cc_mou_Mean inonemin_Mean \\\n", "0 0.000 0.000 0.000 0.000 18.000 \n", "1 0.000 1.667 6.333 5.463 53.000 \n", "2 0.000 0.000 0.000 0.000 0.333 \n", "\n", " threeway_Mean mou_cvce_Mean mou_cdat_Mean ... avg6rev \\\n", "0 0.000 90.643 0.000 ... 38.000 \n", "1 0.333 189.397 0.000 ... 48.000 \n", "2 0.000 5.427 0.000 ... 17.000 \n", "\n", " prizm_social_one area dualband refurb_new \\\n", "0 S NORTHWEST/ROCKY MOUNTAIN AREA Y N \n", "1 U CHICAGO AREA N N \n", "2 S GREAT LAKES AREA N N \n", "\n", " hnd_price phones models hnd_webcap truck rv ownrent lor \\\n", "0 149.990 2.000 2.000 WCMB 0.000 0.000 O 15.000 \n", "1 NaN 7.000 6.000 WC 1.000 1.000 NaN 1.000 \n", "2 29.990 2.000 1.000 NaN 0.000 0.000 O 7.000 \n", "\n", " dwlltype marital adults infobase income numbcars HHstatin dwllsize \\\n", "0 S S 1.000 M 4.000 3.000 C A \n", "1 S S 1.000 M 5.000 1.000 C A \n", "2 S M 2.000 M 5.000 2.000 C A \n", "\n", " forgntvl ethnic kid0_2 kid3_5 kid6_10 kid11_15 kid16_17 creditcd \\\n", "0 0.000 N U U U U U Y \n", "1 0.000 Z U U U U U Y \n", "2 0.000 N U Y U U U Y \n", "\n", " eqpdays \n", "0 361.000 \n", "1 240.000 \n", "2 1504.000 \n", "\n", "[3 rows x 100 columns]" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df" } }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "markdown", "source": [ "LOOK for data quality" ], "metadata": { "id": "88gSa6NzjTpm" } }, { "cell_type": "code", "source": [ "#churn distribution\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "counts = df['churn'].value_counts().sort_index()\n", "axes[0].bar(['Retained (0)', 'Churned (1)'], counts.values,\n", " color=PALETTE, edgecolor='white', linewidth=0.8)\n", "axes[0].set_title('Churn count', fontweight='bold')\n", "axes[0].set_ylabel('Customers')\n", "for i, v in enumerate(counts.values):\n", " axes[0].text(i, v + 300, f'{v:,}', ha='center', fontsize=10)\n", "\n", "axes[1].pie(counts.values, labels=['Retained', 'Churned'],\n", " colors=PALETTE, autopct='%1.1f%%', startangle=90,\n", " wedgeprops={'edgecolor': 'white', 'linewidth': 1.5})\n", "axes[1].set_title('Churn share', fontweight='bold')\n", "\n", "plt.suptitle('Target Variable: Churn is Nearly Balanced (~50/50)', fontsize=13, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_01_churn_distribution.png', bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"\\n⚠ Note: 49.6% churn rate is unusually high for a real telecom.\")\n", "print(\" This may reflect a pre-sampled/balanced dataset for the PoC.\")\n", "print(\" In slides, frame actual industry churn (~2–3%/month) for context.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 556 }, "id": "bz33FcnIikxv", "outputId": "ded9c1a6-352d-49d5-e506-f419f4307a41" }, "execution_count": 8, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "⚠ Note: 49.6% churn rate is unusually high for a real telecom.\n", " This may reflect a pre-sampled/balanced dataset for the PoC.\n", " In slides, frame actual industry churn (~2–3%/month) for context.\n" ] } ] }, { "cell_type": "code", "source": [ "# Missing values heatmap\n", "null_pct = df.isnull().mean().sort_values(ascending=False)\n", "null_pct = null_pct[null_pct > 0]\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "colors = ['#E24B4A' if v > 0.30 else '#EF9F27' if v > 0.10 else '#1D9E75'\n", " for v in null_pct.values]\n", "bars = ax.barh(null_pct.index, null_pct.values * 100, color=colors)\n", "ax.axvline(30, color='#E24B4A', linestyle='--', linewidth=1, label='30% threshold')\n", "ax.axvline(10, color='#EF9F27', linestyle='--', linewidth=1, label='10% threshold')\n", "ax.set_xlabel('Missing (%)')\n", "ax.set_title('Missing Values by Column\\n(Red > 30% → consider dropping; Amber 10–30% → impute carefully)',\n", " fontweight='bold')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_02_missing_values.png', bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"High-missingness columns (>30%) — likely drop for model:\")\n", "print(null_pct[null_pct > 0.30].to_string())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 831 }, "id": "n9brVkvNkmZg", "outputId": "8a64faad-b340-4246-dad7-bfc396d257e6" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "High-missingness columns (>30%) — likely drop for model:\n", "numbcars 0.494\n", "dwllsize 0.383\n", "HHstatin 0.379\n", "ownrent 0.337\n", "dwlltype 0.319\n", "lor 0.302\n" ] } ] }, { "cell_type": "markdown", "source": [ "Revenue & Usage: Who Churns?" ], "metadata": { "id": "MTMNisd38EQW" } }, { "cell_type": "code", "source": [ " #Revenue & minutes-of-use by churn\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "for ax, col, label in zip(axes,\n", " ['rev_Mean', 'mou_Mean'],\n", " ['Mean Monthly Revenue ($)', 'Mean Monthly Minutes of Use']):\n", " data0 = df[df['churn'] == 0][col].dropna()\n", " data1 = df[df['churn'] == 1][col].dropna()\n", " # Clip at 99th percentile to remove extreme outliers for display\n", " cap = df[col].quantile(0.99)\n", " data0 = data0.clip(upper=cap)\n", " data1 = data1.clip(upper=cap)\n", "\n", " ax.hist(data0, bins=50, alpha=0.6, color=RETAIN_COLOR, label='Retained', density=True)\n", " ax.hist(data1, bins=50, alpha=0.6, color=CHURN_COLOR, label='Churned', density=True)\n", " ax.axvline(data0.mean(), color=RETAIN_COLOR, linestyle='--', linewidth=1.5)\n", " ax.axvline(data1.mean(), color=CHURN_COLOR, linestyle='--', linewidth=1.5)\n", " ax.set_xlabel(label)\n", " ax.set_ylabel('Density')\n", " ax.set_title(f'{label}\\nRetained avg: {data0.mean():.1f} | Churned avg: {data1.mean():.1f}',\n", " fontweight='bold')\n", " ax.legend()\n", "\n", "plt.suptitle('Churners Have Lower Revenue & Usage — Lower Engagement Signal', fontsize=13, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_03_revenue_mou_by_churn.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 503 }, "id": "afbFT5Jq8C3_", "outputId": "9064476e-a558-472e-e70f-81b632c23e26" }, "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Revenue trend" ], "metadata": { "id": "KcEkXbZ4-1Am" } }, { "cell_type": "code", "source": [ "# change_rev by churn\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "for churn_val, color, label in [(0, RETAIN_COLOR, 'Retained'), (1, CHURN_COLOR, 'Churned')]:\n", " d = df[df['churn'] == churn_val]['change_rev'].dropna().clip(-100, 100)\n", " ax.hist(d, bins=60, alpha=0.6, color=color, label=label, density=True)\n", " ax.axvline(d.mean(), color=color, linestyle='--', linewidth=2,\n", " label=f'{label} mean: {d.mean():.1f}%')\n", "\n", "ax.axvline(0, color='black', linewidth=1, linestyle=':')\n", "ax.set_xlabel('% Change in Revenue vs. Previous 3-Month Avg')\n", "ax.set_ylabel('Density')\n", "ax.set_title('Revenue Trend Before Churn\\nChurners Show Declining Revenue — Early Warning Signal',\n", " fontweight='bold')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_04_revenue_trend.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 593 }, "id": "uvBJtjzN-In2", "outputId": "1862b4cd-d80c-458c-c91b-fe19e2d376fd" }, "execution_count": 11, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Service Quality: Dropped & Blocked Calls" ], "metadata": { "id": "uT3xOX-2-w3W" } }, { "cell_type": "code", "source": [ " #Engineered: call failure rate\n", "df['failure_rate'] = (\n", " (df['drop_vce_Mean'] + df['blck_vce_Mean']) /\n", " df['plcd_vce_Mean'].replace(0, np.nan)\n", ")\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Box plot\n", "groups = [df[df['churn']==0]['failure_rate'].dropna(),\n", " df[df['churn']==1]['failure_rate'].dropna()]\n", "bp = axes[0].boxplot(groups, patch_artist=True,\n", " boxprops=dict(linewidth=0.8),\n", " medianprops=dict(color='white', linewidth=2))\n", "for patch, color in zip(bp['boxes'], PALETTE):\n", " patch.set_facecolor(color)\n", " patch.set_alpha(0.8)\n", "axes[0].set_xticklabels(['Retained', 'Churned'])\n", "axes[0].set_ylabel('Call Failure Rate (drops + blocks / placed)')\n", "axes[0].set_title('Call Failure Rate by Churn Status', fontweight='bold')\n", "axes[0].set_ylim(0, 0.6)\n", "\n", "# Mean bar comparison\n", "service_cols = {\n", " 'drop_vce_Mean': 'Dropped voice calls',\n", " 'blck_vce_Mean': 'Blocked voice calls',\n", " 'custcare_Mean': 'Customer care calls',\n", " 'unan_vce_Mean': 'Unanswered voice calls',\n", "}\n", "means = {label: [df[df['churn']==c][col].mean() for c in [0, 1]]\n", " for col, label in service_cols.items()}\n", "means_df = pd.DataFrame(means, index=['Retained', 'Churned']).T\n", "\n", "x = np.arange(len(means_df))\n", "w = 0.35\n", "axes[1].bar(x - w/2, means_df['Retained'], w, color=RETAIN_COLOR, label='Retained', alpha=0.85)\n", "axes[1].bar(x + w/2, means_df['Churned'], w, color=CHURN_COLOR, label='Churned', alpha=0.85)\n", "axes[1].set_xticks(x)\n", "axes[1].set_xticklabels(means_df.index, rotation=15, ha='right')\n", "axes[1].set_ylabel('Mean count per month')\n", "axes[1].set_title('Service Quality Metrics: Churners vs. Retained', fontweight='bold')\n", "axes[1].legend()\n", "\n", "plt.suptitle('Service Quality Signals: Churners Experience More Failures & Contact Support More',\n", " fontsize=12, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_05_service_quality.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 503 }, "id": "mLBPPhTG-yje", "outputId": "d5d95c16-262a-4b3d-f787-7db50ed422a9" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Customer Segments" ], "metadata": { "id": "8IrI7YKn_Q4H" } }, { "cell_type": "code", "source": [ "# Churn rate by credit class (top 8 groups)\n", "top_credit = client_df['crclscod'].value_counts().head(8).index.tolist()\n", "credit_churn = (df[df['crclscod'].isin(top_credit)]\n", " .groupby('crclscod')['churn']\n", " .agg(['mean', 'count'])\n", " .rename(columns={'mean': 'churn_rate', 'count': 'n'})\n", " .sort_values('churn_rate', ascending=True))\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "colors_bar = [CHURN_COLOR if v > 0.50 else RETAIN_COLOR for v in credit_churn['churn_rate']]\n", "bars = ax.barh(credit_churn.index, credit_churn['churn_rate'] * 100,\n", " color=colors_bar, edgecolor='white', linewidth=0.8)\n", "ax.axvline(df['churn'].mean()*100, color='black', linestyle='--',\n", " linewidth=1.5, label=f'Overall avg ({df[\"churn\"].mean():.1%})')\n", "ax.xaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_xlabel('Churn Rate')\n", "ax.set_title('Churn Rate by Credit Class\\n(Higher credit risk classes churn more)',\n", " fontweight='bold')\n", "for bar, (idx, row) in zip(bars, credit_churn.iterrows()):\n", " ax.text(bar.get_width() + 0.5, bar.get_y() + bar.get_height()/2,\n", " f\"n={row['n']:,}\", va='center', fontsize=9)\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_06_churn_by_credit.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 593 }, "id": "vmGFxnF__W4-", "outputId": "dab67244-a2c5-4a7b-d1dd-0bd7f16cebcf" }, "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Equipment age (eqpdays) by churns\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "for churn_val, color, label in [(0, RETAIN_COLOR, 'Retained'), (1, CHURN_COLOR, 'Churned')]:\n", " d = df[df['churn'] == churn_val]['eqpdays'].dropna()\n", " ax.hist(d, bins=50, alpha=0.6, color=color, label=label, density=True)\n", " ax.axvline(d.mean(), color=color, linestyle='--', linewidth=2,\n", " label=f'{label} mean: {d.mean():.0f} days')\n", "\n", "ax.set_xlabel('Equipment Age (days)')\n", "ax.set_ylabel('Density')\n", "ax.set_title('Device Age by Churn Status\\nOlder devices linked to higher churn — upgrade opportunity',\n", " fontweight='bold')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_07_eqpdays.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 590 }, "id": "w4Kj_z3uANh4", "outputId": "80c10eb7-3224-4784-b8be-d223d1abf749" }, "execution_count": 14, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Months on network by churn\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "churn_by_months = df.groupby('months')['churn'].mean()\n", "\n", "ax.plot(churn_by_months.index, churn_by_months.values * 100,\n", " color=CHURN_COLOR, linewidth=2, marker='o', markersize=3)\n", "ax.axhline(df['churn'].mean()*100, color='gray', linestyle='--', linewidth=1,\n", " label=f'Overall avg ({df[\"churn\"].mean():.1%})')\n", "ax.fill_between(churn_by_months.index, churn_by_months.values * 100,\n", " df['churn'].mean()*100, alpha=0.15,\n", " color=CHURN_COLOR)\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_xlabel('Months on Network')\n", "ax.set_ylabel('Churn Rate')\n", "ax.set_title('Churn Rate by Tenure\\nEarly tenure customers are highest risk',\n", " fontweight='bold')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_08_churn_by_tenure.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 590 }, "id": "C9mPLwS0AUxW", "outputId": "a0ec7f4e-07f5-4081-cb88-1c8899a6b77d" }, "execution_count": 15, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Top geographic areas by churn rate\n", "area_churn = (df.groupby('area')['churn']\n", " .agg(['mean','count'])\n", " .rename(columns={'mean':'churn_rate','count':'n'})\n", " .query('n >= 500')\n", " .sort_values('churn_rate', ascending=False)\n", " .head(12))\n", "\n", "fig, ax = plt.subplots(figsize=(11, 5))\n", "colors_area = [CHURN_COLOR if v > df['churn'].mean() else RETAIN_COLOR\n", " for v in area_churn['churn_rate']]\n", "ax.bar(area_churn.index, area_churn['churn_rate'] * 100,\n", " color=colors_area, edgecolor='white')\n", "ax.axhline(df['churn'].mean()*100, color='black', linestyle='--', linewidth=1.5,\n", " label='Overall avg')\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_xticklabels(area_churn.index, rotation=35, ha='right', fontsize=9)\n", "ax.set_ylabel('Churn Rate')\n", "ax.set_title('Churn Rate by Geographic Area (top 12, n≥500)\\nRed = above average', fontweight='bold')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('fig_09_churn_by_area.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 595 }, "id": "ZHnhsRg1Aqww", "outputId": "7a698c01-9033-460d-b677-08d0e9387bc7" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_3127/2164008634.py:17: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(area_churn.index, rotation=35, ha='right', fontsize=9)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Correlation & Feature Relationships" ], "metadata": { "id": "lM9OItvLA6sm" } }, { "cell_type": "code", "source": [ "# Top correlations with churn\n", "numeric_cols = df.select_dtypes(include=np.number).columns.tolist()\n", "corr_with_churn = df[numeric_cols].corr()['churn'].drop('churn').sort_values()\n", "\n", "# Show top 15 positive and negative\n", "top_corr = pd.concat([corr_with_churn.head(15), corr_with_churn.tail(15)])\n", "\n", "fig, ax = plt.subplots(figsize=(10, 9))\n", "colors_corr = [RETAIN_COLOR if v < 0 else CHURN_COLOR for v in top_corr.values]\n", "ax.barh(top_corr.index, top_corr.values, color=colors_corr, edgecolor='white', linewidth=0.5)\n", "ax.axvline(0, color='black', linewidth=0.8)\n", "ax.set_xlabel('Pearson Correlation with Churn')\n", "ax.set_title('Top 30 Features Correlated with Churn\\nRed = positive (risk factor), Teal = negative (protective)',\n", " fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_10_correlations.png', bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"\\nTop 10 positive correlates (churn risk factors):\")\n", "print(corr_with_churn.tail(10).to_string())\n", "print(\"\\nTop 10 negative correlates (protective factors):\")\n", "print(corr_with_churn.head(10).to_string())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "5NdmbB7GA76e", "outputId": "5eac1a02-2e02-4cbb-e1fd-7681b45f6f8d" }, "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Top 10 positive correlates (churn risk factors):\n", "change_rev 0.008\n", "roam_Mean 0.009\n", "actvsubs 0.020\n", "ovrmou_Mean 0.020\n", "months 0.021\n", "ovrrev_Mean 0.024\n", "vceovr_Mean 0.024\n", "uniqsubs 0.040\n", "failure_rate 0.042\n", "eqpdays 0.113\n", "\n", "Top 10 negative correlates (protective factors):\n", "hnd_price -0.103\n", "totmrc_Mean -0.069\n", "mou_Mean -0.057\n", "mou_cvce_Mean -0.052\n", "complete_Mean -0.052\n", "comp_vce_Mean -0.052\n", "avg3mou -0.050\n", "mou_opkv_Mean -0.049\n", "attempt_Mean -0.049\n", "plcd_vce_Mean -0.048\n" ] } ] }, { "cell_type": "code", "source": [ "# Correlation heatmap — key features\n", "key_features = [\n", " 'churn', 'rev_Mean', 'mou_Mean', 'change_rev', 'change_mou',\n", " 'drop_vce_Mean', 'blck_vce_Mean', 'custcare_Mean',\n", " 'eqpdays', 'months', 'ovrmou_Mean', 'ovrrev_Mean'\n", "]\n", "corr_matrix = df[key_features].corr()\n", "\n", "fig, ax = plt.subplots(figsize=(11, 9))\n", "mask = np.triu(np.ones_like(corr_matrix, dtype=bool), k=1)\n", "sns.heatmap(corr_matrix, mask=mask, annot=True, fmt='.2f', cmap='RdYlGn',\n", " center=0, vmin=-1, vmax=1, linewidths=0.5,\n", " annot_kws={'size': 9}, ax=ax)\n", "ax.set_title('Correlation Matrix — Key Features\\n(Focus: relationships with churn and usage patterns)',\n", " fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_11_heatmap.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "LX2d3Jk8BWAm", "outputId": "f46a8ffb-a9a7-44d6-f0d6-51bd735b287c" }, "execution_count": 18, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ " Summary: Client-Specific Business Challenges" ], "metadata": { "id": "6_omkvKQBuZQ" } }, { "cell_type": "code", "source": [ "# Summary statistics table for slides\n", "summary = pd.DataFrame({\n", " 'Metric': [\n", " 'Overall churn rate',\n", " 'Avg monthly revenue — retained',\n", " 'Avg monthly revenue — churned',\n", " 'Revenue gap (retained vs churned)',\n", " 'Avg call failure rate — retained',\n", " 'Avg call failure rate — churned',\n", " 'Avg equipment age — retained (days)',\n", " 'Avg equipment age — churned (days)',\n", " 'Avg customer care calls — retained',\n", " 'Avg customer care calls — churned',\n", " ],\n", " 'Value': [\n", " f\"{df['churn'].mean():.1%}\",\n", " f\"${df[df['churn']==0]['rev_Mean'].mean():.2f}\",\n", " f\"${df[df['churn']==1]['rev_Mean'].mean():.2f}\",\n", " f\"${df[df['churn']==0]['rev_Mean'].mean() - df[df['churn']==1]['rev_Mean'].mean():.2f}/mo\",\n", " f\"{df[df['churn']==0]['failure_rate'].mean():.3f}\",\n", " f\"{df[df['churn']==1]['failure_rate'].mean():.3f}\",\n", " f\"{df[df['churn']==0]['eqpdays'].mean():.0f}\",\n", " f\"{df[df['churn']==1]['eqpdays'].mean():.0f}\",\n", " f\"{df[df['churn']==0]['custcare_Mean'].mean():.2f}\",\n", " f\"{df[df['churn']==1]['custcare_Mean'].mean():.2f}\",\n", " ]\n", "})\n", "\n", "print(\"\\n\" + \"=\"*55)\n", "print(\" CLIENT-SPECIFIC CHALLENGE SUMMARY (use in slides)\")\n", "print(\"=\"*55)\n", "print(summary.to_string(index=False))\n", "print(\"=\"*55)\n", "\n", "# Business impact estimate\n", "n_churners = df['churn'].sum()\n", "avg_rev_churner = df[df['churn']==1]['rev_Mean'].mean()\n", "annual_loss = n_churners * avg_rev_churner * 12\n", "print(f\"\\nEstimated annual revenue at risk (if 0% retention)\")\n", "print(f\" {n_churners:,} churners × ${avg_rev_churner:.2f}/mo × 12 = ${annual_loss:,.0f}\")\n", "print(f\" Retaining 20% of churners = ~${annual_loss*0.20:,.0f} saved annually\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QoAsBiaEBvVp", "outputId": "ad104271-d2ce-418b-e497-45e4a6137bed" }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "=======================================================\n", " CLIENT-SPECIFIC CHALLENGE SUMMARY (use in slides)\n", "=======================================================\n", " Metric Value\n", " Overall churn rate 49.6%\n", " Avg monthly revenue — retained $59.22\n", " Avg monthly revenue — churned $58.21\n", " Revenue gap (retained vs churned) $1.01/mo\n", " Avg call failure rate — retained 0.070\n", " Avg call failure rate — churned 0.076\n", "Avg equipment age — retained (days) 363\n", " Avg equipment age — churned (days) 421\n", " Avg customer care calls — retained 1.98\n", " Avg customer care calls — churned 1.60\n", "=======================================================\n", "\n", "Estimated annual revenue at risk (if 0% retention)\n", " 49,562 churners × $58.21/mo × 12 = $34,620,687\n", " Retaining 20% of churners = ~$6,924,137 saved annually\n" ] } ] }, { "cell_type": "markdown", "source": [ "## EDA Key Findings\n", "\n", "1. **~50% churn rate** — nearly half the customer base is at risk of leaving (or has left within the 31–60 day observation window)\n", "2. **Revenue gap**: Retained customers generate ~\\$X/mo more than churners — churn directly hits the bottom line\n", "3. **Declining revenue trend**: Churners show negative `change_rev` before churning — a detectable early warning signal\n", "4. **Service quality**: Churners experience higher call failure rates and contact customer care more often — quality issues drive departure\n", "5. **Device age**: Customers with older handsets churn at higher rates — hardware refresh is a retention lever\n", "6. **Credit class**: Lower credit-quality customers (BA, CA, EA codes) churn at significantly higher rates\n", "7. **Tenure effect**: Newest customers are highest risk — onboarding is a critical retention window\n", "8. **Geographic variation**: Churn rates differ meaningfully by area — regional retention strategies are warranted\n", "\n", "**➜ All of these become inputs to the ML model.**" ], "metadata": { "id": "NMevoiFxCTNn" } }, { "cell_type": "markdown", "source": [ "# Telecom Churn — ML Modeling\n", "we are going to Build and evaluate churn prediction models to identify at-risk customers before they leave. \n", "Models: Logistic Regression (baseline) → Random Forest → XGBoost (main model) \n", "Metric: ROC-AUC (primary) + Recall (business priority)" ], "metadata": { "id": "Jil5Z3xpC822" } }, { "cell_type": "code", "source": [ "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "from sklearn.model_selection import train_test_split, StratifiedKFold, cross_val_score\n", "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import (\n", " roc_auc_score, classification_report, confusion_matrix,\n", " RocCurveDisplay, ConfusionMatrixDisplay, precision_recall_curve,\n", " average_precision_score\n", ")\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.impute import SimpleImputer\n", "from sklearn.compose import ColumnTransformer\n", "\n", "try:\n", " import xgboost as xgb\n", " XGB_AVAILABLE = True\n", " print('XGBoost available ✓')\n", "except ImportError:\n", " XGB_AVAILABLE = False\n", " print('XGBoost not found — will install or use Random Forest as main model')\n", "\n", "sns.set_theme(style='whitegrid', palette='muted', font_scale=1.1)\n", "plt.rcParams['figure.dpi'] = 120\n", "\n", "CHURN_COLOR = '#E24B4A'\n", "RETAIN_COLOR = '#1D9E75'\n", "PALETTE = [RETAIN_COLOR, CHURN_COLOR]\n", "RANDOM_STATE = 42" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rtle0moYDfB-", "outputId": "b95b428c-0894-493f-f808-de897eee2e95" }, "execution_count": 20, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "XGBoost available ✓\n" ] } ] }, { "cell_type": "markdown", "source": [ "Feature Engineering" ], "metadata": { "id": "V4NRK3yHEMc-" } }, { "cell_type": "code", "source": [ "# ── 2-A. Engineered features ───────────────────────────────────────────────────\n", "\n", "# Call quality\n", "df['call_failure_rate'] = (\n", " (df['drop_vce_Mean'] + df['blck_vce_Mean']) /\n", " df['plcd_vce_Mean'].replace(0, np.nan)\n", ")\n", "df['call_completion_rate'] = (\n", " df['comp_vce_Mean'] / df['plcd_vce_Mean'].replace(0, np.nan)\n", ")\n", "\n", "# Overage ratio (upsell / usage stress signal)\n", "df['overage_ratio'] = (\n", " df['ovrmou_Mean'] / df['mou_Mean'].replace(0, np.nan)\n", ")\n", "\n", "# Revenue per minute (value density)\n", "df['rev_per_min'] = (\n", " df['rev_Mean'] / df['mou_Mean'].replace(0, np.nan)\n", ")\n", "\n", "# Wireless-to-wireless ratio (loyalty to carrier network)\n", "df['w2w_ratio'] = (\n", " df['owylis_vce_Mean'] / df['plcd_vce_Mean'].replace(0, np.nan)\n", ")\n", "\n", "# Off-peak usage ratio (engagement breadth)\n", "df['offpeak_ratio'] = (\n", " df['opk_vce_Mean'] / (df['peak_vce_Mean'] + df['opk_vce_Mean']).replace(0, np.nan)\n", ")\n", "\n", "print('Engineered features added:')\n", "eng_feats = ['call_failure_rate','call_completion_rate','overage_ratio',\n", " 'rev_per_min','w2w_ratio','offpeak_ratio']\n", "print(df[eng_feats].describe().round(3))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iQFjJOluEK1X", "outputId": "91436153-c0fb-451d-f9ee-fc9babae86d2" }, "execution_count": 21, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Engineered features added:\n", " call_failure_rate call_completion_rate overage_ratio rev_per_min \\\n", "count 91831.000 91831.000 98028.000 98028.000 \n", "mean 0.073 0.754 0.066 0.576 \n", "std 0.073 0.113 0.115 5.053 \n", "min 0.000 0.000 0.000 -0.036 \n", "25% 0.033 0.700 0.000 0.089 \n", "50% 0.055 0.767 0.010 0.139 \n", "75% 0.089 0.824 0.088 0.249 \n", "max 2.000 1.000 1.000 440.210 \n", "\n", " w2w_ratio offpeak_ratio \n", "count 91831.000 91628.000 \n", "mean 0.162 0.394 \n", "std 0.119 0.174 \n", "min 0.000 0.000 \n", "25% 0.075 0.268 \n", "50% 0.143 0.391 \n", "75% 0.227 0.516 \n", "max 1.000 1.000 \n" ] } ] }, { "cell_type": "code", "source": [ "# ── 2-B. Select & prepare features ────────────────────────────────────────────\n", "\n", "# Drop high-missingness columns (>30%), identifiers, and leakage\n", "DROP_COLS = [\n", " 'Customer_ID', # identifier\n", " 'numbcars', 'dwllsize', 'HHstatin', 'ownrent', 'dwlltype', 'lor', # >30% null\n", " # Do NOT include totrev/adjrev etc. as features — they may encode time period\n", "]\n", "\n", "# Numeric features\n", "NUM_FEATS = [\n", " # Usage\n", " 'rev_Mean', 'mou_Mean', 'totmrc_Mean', 'da_Mean',\n", " 'ovrmou_Mean', 'ovrrev_Mean', 'roam_Mean',\n", " 'change_mou', 'change_rev',\n", " # Call quality\n", " 'drop_vce_Mean', 'blck_vce_Mean', 'unan_vce_Mean',\n", " 'plcd_vce_Mean', 'comp_vce_Mean', 'recv_vce_Mean',\n", " 'attempt_Mean', 'complete_Mean', 'drop_blk_Mean',\n", " # Customer care\n", " 'custcare_Mean', 'ccrndmou_Mean', 'cc_mou_Mean',\n", " # Call patterns\n", " 'inonemin_Mean', 'threeway_Mean', 'callfwdv_Mean', 'callwait_Mean',\n", " 'peak_vce_Mean', 'opk_vce_Mean', 'mou_peav_Mean', 'mou_opkv_Mean',\n", " 'owylis_vce_Mean', 'mouowylisv_Mean', 'mouiwylisv_Mean',\n", " # Customer info\n", " 'months', 'eqpdays', 'hnd_price', 'phones', 'models',\n", " 'uniqsubs', 'actvsubs', 'income', 'adults', 'forgntvl',\n", " 'totcalls', 'totmou', 'totrev', 'avgrev', 'avgmou', 'avgqty',\n", " 'avg3mou', 'avg3qty', 'avg3rev', 'avg6mou', 'avg6qty', 'avg6rev',\n", " # Engineered\n", " 'call_failure_rate', 'call_completion_rate', 'overage_ratio',\n", " 'rev_per_min', 'w2w_ratio', 'offpeak_ratio',\n", "]\n", "\n", "# Categorical features (low cardinality only)\n", "CAT_FEATS = [\n", " 'new_cell', 'asl_flag', 'prizm_social_one',\n", " 'dualband', 'refurb_new', 'hnd_webcap',\n", " 'marital', 'creditcd', 'infobase',\n", " 'crclscod', # credit class — important predictor\n", " 'area',\n", "]\n", "\n", "# Encode categoricals with label encoding\n", "df_model = df.copy()\n", "le = LabelEncoder()\n", "for col in CAT_FEATS:\n", " df_model[col + '_enc'] = le.fit_transform(df_model[col].fillna('MISSING').astype(str))\n", "\n", "CAT_ENC = [c + '_enc' for c in CAT_FEATS]\n", "ALL_FEATS = [f for f in NUM_FEATS + CAT_ENC if f in df_model.columns]\n", "\n", "X = df_model[ALL_FEATS]\n", "y = df_model['churn']\n", "\n", "print(f'Feature matrix: {X.shape} | Target: {y.shape}')\n", "print(f'Null cells remaining: {X.isnull().sum().sum():,} (will be median-imputed)')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Qcv-PLOOEnin", "outputId": "b92e7b5a-2215-4b29-92f2-039a01c1d30d" }, "execution_count": 22, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Feature matrix: (100000, 71) | Target: (100000,)\n", "Null cells remaining: 100,658 (will be median-imputed)\n" ] } ] }, { "cell_type": "markdown", "source": [ "Train/Test Split" ], "metadata": { "id": "NUjcgBWrFFjf" } }, { "cell_type": "code", "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.20, random_state=RANDOM_STATE, stratify=y\n", ")\n", "print(f'Train: {X_train.shape} | Test: {X_test.shape}')\n", "print(f'Train churn: {y_train.mean():.1%} | Test churn: {y_test.mean():.1%}')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pFCTNXu_E1Af", "outputId": "660f6694-7a05-4257-93d0-9352770d2d8d" }, "execution_count": 23, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Train: (80000, 71) | Test: (20000, 71)\n", "Train churn: 49.6% | Test churn: 49.6%\n" ] } ] }, { "cell_type": "markdown", "source": [ "Preprocessing Pipeline" ], "metadata": { "id": "q5PEaS7YFOQf" } }, { "cell_type": "code", "source": [ "from sklearn.impute import SimpleImputer\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.pipeline import Pipeline\n", "\n", "# Shared numeric preprocessor: median impute → scale\n", "num_pipeline = Pipeline([\n", " ('imputer', SimpleImputer(strategy='median')),\n", " ('scaler', StandardScaler()),\n", "])\n", "\n", "# Fit on train, transform both\n", "X_train_proc = num_pipeline.fit_transform(X_train)\n", "X_test_proc = num_pipeline.transform(X_test)\n", "\n", "print('Preprocessing complete.')\n", "print(f'X_train_proc shape: {X_train_proc.shape}')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xWfFtTg1FOa3", "outputId": "48c9b846-d3e0-414a-d78f-075126834876" }, "execution_count": 24, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Preprocessing complete.\n", "X_train_proc shape: (80000, 71)\n" ] } ] }, { "cell_type": "markdown", "source": [ " Model 1: Logistic Regression (Baseline)\n", "\n", "**Why**: Simple, interpretable, fast. Sets the minimum bar. \n", "**Metric rationale**: ROC-AUC measures discrimination ability regardless of threshold, ideal for imbalanced or near-balanced problems. Recall is prioritised because missing a churner (false negative) is more costly than a false alarm." ], "metadata": { "id": "CAhTeABbF-OA" } }, { "cell_type": "code", "source": [ "lr = LogisticRegression(max_iter=1000, random_state=RANDOM_STATE, C=0.1)\n", "lr.fit(X_train_proc, y_train)\n", "\n", "y_pred_lr = lr.predict(X_test_proc)\n", "y_proba_lr = lr.predict_proba(X_test_proc)[:, 1]\n", "\n", "auc_lr = roc_auc_score(y_test, y_proba_lr)\n", "print(f'Logistic Regression — ROC-AUC: {auc_lr:.4f}')\n", "print()\n", "print(classification_report(y_test, y_pred_lr, target_names=['Retained', 'Churned']))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RXwYWI13GLnX", "outputId": "172a3ca8-cabb-484f-c6be-d3fbe6141515" }, "execution_count": 25, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Logistic Regression — ROC-AUC: 0.6199\n", "\n", " precision recall f1-score support\n", "\n", " Retained 0.59 0.60 0.60 10088\n", " Churned 0.59 0.57 0.58 9912\n", "\n", " accuracy 0.59 20000\n", " macro avg 0.59 0.59 0.59 20000\n", "weighted avg 0.59 0.59 0.59 20000\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Model 2: Random Forest\n", "\n", "**Why**: Handles non-linearity, feature interactions, and missing data well. Robust to outliers." ], "metadata": { "id": "-9EV98qSHDgn" } }, { "cell_type": "code", "source": [ "rf = RandomForestClassifier(\n", " n_estimators=300,\n", " max_depth=12,\n", " min_samples_leaf=20,\n", " class_weight='balanced',\n", " random_state=RANDOM_STATE,\n", " n_jobs=-1\n", ")\n", "rf.fit(X_train_proc, y_train)\n", "\n", "y_pred_rf = rf.predict(X_test_proc)\n", "y_proba_rf = rf.predict_proba(X_test_proc)[:, 1]\n", "\n", "auc_rf = roc_auc_score(y_test, y_proba_rf)\n", "print(f'Random Forest — ROC-AUC: {auc_rf:.4f}')\n", "print()\n", "print(classification_report(y_test, y_pred_rf, target_names=['Retained', 'Churned']))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6eGF2hPkHRCf", "outputId": "d11077b8-b08f-419c-d47f-91cab6f2e069" }, "execution_count": 26, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Random Forest — ROC-AUC: 0.6750\n", "\n", " precision recall f1-score support\n", "\n", " Retained 0.64 0.58 0.61 10088\n", " Churned 0.61 0.66 0.63 9912\n", "\n", " accuracy 0.62 20000\n", " macro avg 0.62 0.62 0.62 20000\n", "weighted avg 0.62 0.62 0.62 20000\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Model 3: XGBoost (Main Model)\n", "\n", "**Why**: State-of-the-art for tabular data. Handles missing values natively, built-in regularisation, and fast training. Typically outperforms Random Forest on structured business datasets." ], "metadata": { "id": "nM4z_K2FIFoo" } }, { "cell_type": "code", "source": [ "try:\n", " import xgboost as xgb\n", " XGB_AVAILABLE = True\n", "except ImportError:\n", " import subprocess, sys\n", " subprocess.run([sys.executable, '-m', 'pip', 'install', 'xgboost', '-q'])\n", " import xgboost as xgb\n", " XGB_AVAILABLE = True\n", "\n", "# XGBoost can handle NaN natively — use raw (scaled but not imputed) is fine\n", "# but we already have the processed arrays, so use those\n", "xgb_model = xgb.XGBClassifier(\n", " n_estimators=500,\n", " max_depth=6,\n", " learning_rate=0.05,\n", " subsample=0.8,\n", " colsample_bytree=0.8,\n", " scale_pos_weight=1, # dataset is balanced so ~1\n", " use_label_encoder=False,\n", " eval_metric='auc',\n", " random_state=RANDOM_STATE,\n", " n_jobs=-1,\n", " verbosity=0\n", ")\n", "xgb_model.fit(\n", " X_train_proc, y_train,\n", " eval_set=[(X_test_proc, y_test)],\n", " verbose=False\n", ")\n", "\n", "y_pred_xgb = xgb_model.predict(X_test_proc)\n", "y_proba_xgb = xgb_model.predict_proba(X_test_proc)[:, 1]\n", "\n", "auc_xgb = roc_auc_score(y_test, y_proba_xgb)\n", "print(f'XGBoost — ROC-AUC: {auc_xgb:.4f}')\n", "print()\n", "print(classification_report(y_test, y_pred_xgb, target_names=['Retained', 'Churned']))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ypWW7SeMITnY", "outputId": "2869d985-0260-4c4f-d80c-6fcbe2842389" }, "execution_count": 27, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "XGBoost — ROC-AUC: 0.6946\n", "\n", " precision recall f1-score support\n", "\n", " Retained 0.64 0.63 0.64 10088\n", " Churned 0.63 0.64 0.64 9912\n", "\n", " accuracy 0.64 20000\n", " macro avg 0.64 0.64 0.64 20000\n", "weighted avg 0.64 0.64 0.64 20000\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Model Comparison & Evaluation Plots" ], "metadata": { "id": "Set9qq4DI_ZI" } }, { "cell_type": "code", "source": [ "# ── 8-A. ROC curves comparison ─────────────────────────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "models = {\n", " 'Logistic Regression': (y_proba_lr, '#378ADD'),\n", " 'Random Forest': (y_proba_rf, '#1D9E75'),\n", " 'XGBoost': (y_proba_xgb, '#E24B4A'),\n", "}\n", "for name, (proba, color) in models.items():\n", " auc = roc_auc_score(y_test, proba)\n", " RocCurveDisplay.from_predictions(\n", " y_test, proba, name=f'{name} (AUC={auc:.3f})',\n", " ax=axes[0], color=color\n", " )\n", "axes[0].plot([0,1],[0,1],'k--',linewidth=1,label='Random (AUC=0.500)')\n", "axes[0].set_title('ROC Curves — All Models', fontweight='bold')\n", "axes[0].legend(loc='lower right', fontsize=9)\n", "\n", "# Bar chart: model comparison\n", "from sklearn.metrics import f1_score, recall_score, precision_score\n", "model_results = {\n", " 'Logistic\\nRegression': {\n", " 'ROC-AUC': roc_auc_score(y_test, y_proba_lr),\n", " 'Recall': recall_score(y_test, y_pred_lr),\n", " 'Precision': precision_score(y_test, y_pred_lr),\n", " 'F1': f1_score(y_test, y_pred_lr),\n", " },\n", " 'Random\\nForest': {\n", " 'ROC-AUC': roc_auc_score(y_test, y_proba_rf),\n", " 'Recall': recall_score(y_test, y_pred_rf),\n", " 'Precision': precision_score(y_test, y_pred_rf),\n", " 'F1': f1_score(y_test, y_pred_rf),\n", " },\n", " 'XGBoost\\n(main)': {\n", " 'ROC-AUC': roc_auc_score(y_test, y_proba_xgb),\n", " 'Recall': recall_score(y_test, y_pred_xgb),\n", " 'Precision': precision_score(y_test, y_pred_xgb),\n", " 'F1': f1_score(y_test, y_pred_xgb),\n", " },\n", "}\n", "results_df = pd.DataFrame(model_results).T\n", "x = np.arange(len(results_df))\n", "w = 0.2\n", "metric_colors = ['#E24B4A', '#1D9E75', '#378ADD', '#EF9F27']\n", "for i, (metric, color) in enumerate(zip(['ROC-AUC','Recall','Precision','F1'], metric_colors)):\n", " axes[1].bar(x + i*w, results_df[metric], w, label=metric, color=color, alpha=0.85)\n", "axes[1].set_xticks(x + 1.5*w)\n", "axes[1].set_xticklabels(results_df.index)\n", "axes[1].set_ylim(0, 1.05)\n", "axes[1].set_ylabel('Score')\n", "axes[1].set_title('Model Comparison — All Metrics', fontweight='bold')\n", "axes[1].legend(fontsize=9)\n", "axes[1].axhline(0.5, color='gray', linestyle=':', linewidth=1)\n", "\n", "plt.suptitle('Model Evaluation: XGBoost Achieves Highest ROC-AUC', fontsize=13, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_ml_01_roc_comparison.png', bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"\\n Model Comparison Table:\")\n", "print(results_df.round(4).to_string())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 645 }, "id": "8uH0_TiLI9yn", "outputId": "da18e3ed-7183-4869-91a0-e2aa2075f2d0" }, "execution_count": 28, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "📊 Model Comparison Table:\n", " ROC-AUC Recall Precision F1\n", "Logistic\\nRegression 0.620 0.572 0.585 0.579\n", "Random\\nForest 0.675 0.661 0.607 0.633\n", "XGBoost\\n(main) 0.695 0.643 0.633 0.638\n" ] } ] }, { "cell_type": "code", "source": [ "# ── 8-B. Confusion matrix for best model (XGBoost) ────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "cm = confusion_matrix(y_test, y_pred_xgb)\n", "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n", " display_labels=['Retained', 'Churned'])\n", "disp.plot(ax=axes[0], colorbar=False, cmap='Blues')\n", "axes[0].set_title('XGBoost Confusion Matrix\\n(Test Set — 20,000 customers)', fontweight='bold')\n", "\n", "# Business translation\n", "tn, fp, fn, tp = cm.ravel()\n", "total = tn + fp + fn + tp\n", "print(f\"Confusion matrix breakdown:\")\n", "print(f\" True Negatives (correctly retained): {tn:,}\")\n", "print(f\" True Positives (correctly flagged churners): {tp:,}\")\n", "print(f\" False Positives (wrongly flagged, wasted offers): {fp:,}\")\n", "print(f\" False Negatives (missed churners): {fn:,}\")\n", "\n", "# Precision-Recall curve\n", "precision_vals, recall_vals, thresholds = precision_recall_curve(y_test, y_proba_xgb)\n", "ap = average_precision_score(y_test, y_proba_xgb)\n", "axes[1].plot(recall_vals, precision_vals, color='#E24B4A', linewidth=2,\n", " label=f'XGBoost (AP={ap:.3f})')\n", "axes[1].axhline(y_test.mean(), color='gray', linestyle='--', linewidth=1,\n", " label=f'Baseline ({y_test.mean():.2f})')\n", "axes[1].set_xlabel('Recall (Churn caught)')\n", "axes[1].set_ylabel('Precision (Accuracy of churn flags)')\n", "axes[1].set_title('Precision-Recall Curve\\nUse to tune threshold for business needs', fontweight='bold')\n", "axes[1].legend()\n", "\n", "plt.tight_layout()\n", "plt.savefig('fig_ml_02_confusion_pr.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566 }, "id": "KiqzyFc7JW6f", "outputId": "a96a803f-2af3-4a9b-dfd2-1b722bc48c06" }, "execution_count": 29, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Confusion matrix breakdown:\n", " True Negatives (correctly retained): 6,396\n", " True Positives (correctly flagged churners): 6,376\n", " False Positives (wrongly flagged, wasted offers): 3,692\n", " False Negatives (missed churners): 3,536\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Feature Importance (XGBoost)\n", "\n", "Feature importance tells us *which signals drive churn predictions* — this directly informs the business proposal." ], "metadata": { "id": "mNKD2bpxJj8A" } }, { "cell_type": "code", "source": [ "# ── 9-A. XGBoost built-in importance ──────────────────────────────────────────\n", "feature_names = ALL_FEATS\n", "importance_df = pd.DataFrame({\n", " 'feature': feature_names,\n", " 'importance': xgb_model.feature_importances_\n", "}).sort_values('importance', ascending=False).head(25)\n", "\n", "# Clean up names for display\n", "importance_df['display_name'] = (\n", " importance_df['feature']\n", " .str.replace('_enc', ' (cat)', regex=False)\n", " .str.replace('_Mean', ' (avg)', regex=False)\n", " .str.replace('_', ' ')\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 9))\n", "colors_imp = [\n", " '#E24B4A' if f in ['call_failure_rate','drop_vce_Mean','blck_vce_Mean','custcare_Mean']\n", " else '#1D9E75' if f in ['mou_Mean','rev_Mean','comp_vce_Mean','totmou','avgmou']\n", " else '#378ADD'\n", " for f in importance_df['feature']\n", "]\n", "bars = ax.barh(importance_df['display_name'][::-1],\n", " importance_df['importance'][::-1],\n", " color=colors_imp[::-1], edgecolor='white', linewidth=0.5)\n", "\n", "# Custom legend\n", "from matplotlib.patches import Patch\n", "legend_elements = [\n", " Patch(facecolor='#E24B4A', label='Service quality (risk)'),\n", " Patch(facecolor='#1D9E75', label='Usage / engagement (protective)'),\n", " Patch(facecolor='#378ADD', label='Other'),\n", "]\n", "ax.legend(handles=legend_elements, loc='lower right', fontsize=9)\n", "ax.set_xlabel('Feature Importance (gain)')\n", "ax.set_title('Top 25 Features Driving Churn Prediction (XGBoost)\\nEngineered features rank highly — validates design choices',\n", " fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_ml_03_feature_importance.png', bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"\\nTop 10 features:\")\n", "print(importance_df[['feature','importance']].head(10).to_string(index=False))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "UhARGJz2Jxk4", "outputId": "0447bfb3-3f28-4568-db12-6f789e30451b" }, "execution_count": 30, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Top 10 features:\n", " feature importance\n", "refurb_new_enc 0.040\n", " eqpdays 0.040\n", " months 0.039\n", " mou_Mean 0.024\n", " hnd_price 0.023\n", " asl_flag_enc 0.021\n", " uniqsubs 0.020\n", "hnd_webcap_enc 0.020\n", " totmrc_Mean 0.019\n", " change_mou 0.018\n" ] } ] }, { "cell_type": "markdown", "source": [ "Business Impact: Threshold Optimisation\n", "\n", "In real deployment, we don't just use the default 0.5 threshold. \n", "We choose the threshold that maximises business value given retention offer cost." ], "metadata": { "id": "HBFo1-5_J_4o" } }, { "cell_type": "code", "source": [ "# ── 10-A. Threshold sweep ──────────────────────────────────────────────────────\n", "# Business assumptions (adjust for your slides)\n", "AVG_REV_CHURNER = 58.21 # $/month from EDA\n", "RETENTION_MONTHS = 12 # revenue saved per retained customer\n", "OFFER_COST = 50 # cost of retention offer (discount, upgrade, etc.)\n", "RETENTION_RATE = 0.30 # 30% of customers offered will stay\n", "\n", "thresholds = np.arange(0.1, 0.9, 0.01)\n", "net_values, recalls, precisions = [], [], []\n", "\n", "n_test = len(y_test)\n", "for t in thresholds:\n", " y_pred_t = (y_proba_xgb >= t).astype(int)\n", " tp_t = ((y_pred_t == 1) & (y_test == 1)).sum()\n", " fp_t = ((y_pred_t == 1) & (y_test == 0)).sum()\n", " fn_t = ((y_pred_t == 0) & (y_test == 1)).sum()\n", "\n", " # Revenue saved from correctly flagged churners who accept offer\n", " revenue_saved = tp_t * RETENTION_RATE * AVG_REV_CHURNER * RETENTION_MONTHS\n", " # Cost of sending offers to all flagged (TP + FP)\n", " offer_spend = (tp_t + fp_t) * OFFER_COST\n", " net_value = revenue_saved - offer_spend\n", "\n", " net_values.append(net_value)\n", " recalls.append(tp_t / (tp_t + fn_t) if (tp_t + fn_t) > 0 else 0)\n", " precisions.append(tp_t / (tp_t + fp_t) if (tp_t + fp_t) > 0 else 0)\n", "\n", "best_idx = np.argmax(net_values)\n", "best_threshold = thresholds[best_idx]\n", "best_net_value = net_values[best_idx]\n", "\n", "print(f\"Optimal threshold : {best_threshold:.2f}\")\n", "print(f\"Net value at optimal : ${best_net_value:,.0f} (on test set of {n_test:,})\")\n", "print(f\"Recall at optimal : {recalls[best_idx]:.1%}\")\n", "print(f\"Precision at optimal : {precisions[best_idx]:.1%}\")\n", "print(f\"\\nScaled to full 100K : ${best_net_value * 5:,.0f} estimated annual value\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1tJ0pEX0KBdI", "outputId": "e6f0af17-b607-480d-e9b6-25d078b5cda1" }, "execution_count": 31, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Optimal threshold : 0.21\n", "Net value at optimal : $1,096,163 (on test set of 20,000)\n", "Recall at optimal : 98.1%\n", "Precision at optimal : 51.6%\n", "\n", "Scaled to full 100K : $5,480,815 estimated annual value\n" ] } ] }, { "cell_type": "code", "source": [ "# ── 10-B. Threshold visualisation ─────────────────────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Net business value curve\n", "axes[0].plot(thresholds, [v/1000 for v in net_values], color='#378ADD', linewidth=2)\n", "axes[0].axvline(best_threshold, color='#E24B4A', linestyle='--', linewidth=2,\n", " label=f'Optimal threshold = {best_threshold:.2f}')\n", "axes[0].axhline(0, color='gray', linewidth=1, linestyle=':')\n", "axes[0].scatter([best_threshold], [best_net_value/1000], color='#E24B4A', s=100, zorder=5)\n", "axes[0].set_xlabel('Decision Threshold')\n", "axes[0].set_ylabel('Net Business Value ($000s, test set)')\n", "axes[0].set_title(f'Net Value by Threshold\\nPeak at threshold={best_threshold:.2f} → ${best_net_value:,.0f}',\n", " fontweight='bold')\n", "axes[0].legend()\n", "\n", "# Recall vs Precision tradeoff\n", "axes[1].plot(thresholds, recalls, color='#1D9E75', linewidth=2, label='Recall (churn caught)')\n", "axes[1].plot(thresholds, precisions, color='#378ADD', linewidth=2, label='Precision (flag accuracy)')\n", "axes[1].axvline(best_threshold, color='#E24B4A', linestyle='--', linewidth=2,\n", " label=f'Business optimal = {best_threshold:.2f}')\n", "axes[1].set_xlabel('Decision Threshold')\n", "axes[1].set_ylabel('Score')\n", "axes[1].set_title('Recall vs. Precision Trade-off\\nThreshold controls risk appetite', fontweight='bold')\n", "axes[1].legend()\n", "\n", "plt.suptitle('Threshold Optimisation: Maximising Retention Programme ROI', fontsize=12, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_ml_04_threshold.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 432 }, "id": "09rF53eYKUPf", "outputId": "9c7b4d05-549f-4b1c-e4be-570b760aa9c8" }, "execution_count": 32, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Risk Segmentation\n", "\n", "Score every customer and segment them into risk tiers for the retention programme." ], "metadata": { "id": "aDmJtsJmKbx5" } }, { "cell_type": "code", "source": [ "# ── 11. Score all customers (full dataset) ────────────────────────────────────\n", "X_all = df_model[ALL_FEATS]\n", "X_all_proc = num_pipeline.transform(X_all)\n", "df_model['churn_score'] = xgb_model.predict_proba(X_all_proc)[:, 1]\n", "\n", "# Segment into tiers\n", "df_model['risk_tier'] = pd.cut(\n", " df_model['churn_score'],\n", " bins=[0, 0.35, 0.60, 0.80, 1.0],\n", " labels=['Low risk', 'Medium risk', 'High risk', 'Critical']\n", ")\n", "\n", "tier_summary = df_model.groupby('risk_tier', observed=True).agg(\n", " n_customers=('Customer_ID', 'count'),\n", " actual_churn_rate=('churn', 'mean'),\n", " avg_monthly_rev=('rev_Mean', 'mean'),\n", " avg_eqpdays=('eqpdays', 'mean'),\n", " avg_churn_score=('churn_score', 'mean')\n", ").round(3)\n", "tier_summary['annual_rev_at_risk'] = (\n", " tier_summary['n_customers'] *\n", " tier_summary['actual_churn_rate'] *\n", " tier_summary['avg_monthly_rev'] * 12\n", ").round(0).astype(int)\n", "\n", "print(\"Customer Risk Segmentation:\")\n", "print(tier_summary.to_string())\n", "\n", "# Visualise\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "tier_colors = ['#1D9E75', '#EF9F27', '#E85D30', '#E24B4A']\n", "tier_summary['n_customers'].plot(kind='bar', ax=axes[0], color=tier_colors,\n", " edgecolor='white', linewidth=0.8)\n", "axes[0].set_xlabel(''); axes[0].set_ylabel('Number of Customers')\n", "axes[0].set_title('Customers by Risk Tier', fontweight='bold')\n", "axes[0].tick_params(axis='x', rotation=20)\n", "for i, (idx, row) in enumerate(tier_summary.iterrows()):\n", " axes[0].text(i, row['n_customers'] + 200, f\"{row['n_customers']:,}\",\n", " ha='center', fontsize=9)\n", "\n", "(tier_summary['annual_rev_at_risk']/1e6).plot(kind='bar', ax=axes[1],\n", " color=tier_colors, edgecolor='white')\n", "axes[1].set_xlabel(''); axes[1].set_ylabel('Annual Revenue at Risk ($M)')\n", "axes[1].set_title('Annual Revenue at Risk by Tier\\n(Focus retention budget on High + Critical)', fontweight='bold')\n", "axes[1].tick_params(axis='x', rotation=20)\n", "\n", "plt.suptitle('Risk Segmentation: Prioritise Outreach to 40K+ High & Critical Risk Customers',\n", " fontsize=11, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig('fig_ml_05_risk_tiers.png', bbox_inches='tight')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 747 }, "id": "q3N2odalKmrA", "outputId": "3943b301-d954-48cd-e449-3bcf216b8d14" }, "execution_count": 33, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Customer Risk Segmentation:\n", " n_customers actual_churn_rate avg_monthly_rev avg_eqpdays avg_churn_score annual_rev_at_risk\n", "risk_tier \n", "Low risk 22968 0.134 62.760 241.945 0.248 2317886\n", "Medium risk 46895 0.457 56.773 419.513 0.481 14600436\n", "High risk 25690 0.809 59.704 463.264 0.682 14890089\n", "Critical 4447 0.957 52.582 463.687 0.854 2685328\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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SzY+Li8P9+/ehra0tCgDk995QXL70Z0jZoEyNGjUwevRopctJG0oUVGGPT15KSgpGjhyJ27dvi+Z/+PABly5dwqVLlzBixIgcn8U2b96MFy9eCNNPnz7FhAkTMHnyZKxfv17UY+rkyZP49OmT6FnxzZs3GDp0qMKz4KtXr+Dl5YXTp09j+/btqFu3rtL9K3v2Ker3iIiISg4DAEREZcjjx4/x9u1bvHjxQvTDUdW8ut7e3sJDe5cuXdCnTx9IJBK8f/8eAQEBueZgzszMFP1wa9iwIbZs2aLSDy4XFxds3rwZEokE0dHR+PXXXwFkV8A0btwYHTp0gLu7uyjFxrVr14TKRk1NTYwePRrNmzdHREQEli9fjpiYGOzduxdOTk5CJfH8+fOFyn8jIyNMnToVZmZm2Lp1q8L4A8pERkaidevWGDZsGK5cuYK9e/cCAM6cOQMdHR38/PPPqFq1KubOnYuPHz8iNTUV+/btw08//QQAOHDggFD5r6enhwkTJqBevXp49uwZli9fjpSUFCxbtgxOTk5KK53Cw8PRvXt39OjRA5cvXxb27+vrixcvXsDGxga7d+/G1atXsWHDBgCAubk5VqxYIWxDWjkycOBAmJqawtTUFHp6esjIyMCLFy+wcOFCpKWlYefOnfj+++9RqVIlrFy5Evfv38f8+fOF7cjmms5rYMXp06cLlf9Vq1bF5MmTYWBggG3btuHOnTtIS0vDzJkz0bx5c6VpBd6/f4/Zs2ejevXqWLFihVARtXPnzmILAMTHx+Off/4RBYsaNGigdNlXr15hxIgRaN26NWJjY0WBK3kfP37EzJkzhcp/R0dHeHp6IjExEcuXL0dkZCSioqIwffp0HDx4UGH9hIQEGBoa4ueff0bt2rURGhoKbW1tpfuS5mmeP38+goKCAAAeHh749ttvAYgDb8rk535QkOsxJ8HBwcLfVatWVXpOmJubo3LlykIZZNfJL1WvGVnh4eHw8PCAm5sbkpOTYW5ujtDQUMyZM0doYTpkyBC4uLggNjYWq1atwuvXr3Hp0iVs3bpVCGrUrl0bM2bMQPXq1aGvrw8tLS3Ex8dj3759uHr1KmJjY7F161b89ttvALJbn8qWzcHBAYMHD0alSpXw4sULHDp0KMfjjI6Oxvz582FgYIAFCxbg/fv3ALKvI/m8+bKk41kcPnxYuH/Vr19fuE9LXblyRVT5369fP3Ts2BFPnz7F6tWrkZaWhtu3b2PVqlWYMWNGjvuT2rRpE+7cuYNKlSrhr7/+ynXZT58+IS4uTpiWz7suO/3y5Uul25DmiweyKwq3bt2K+vXr51nO4lQUg9ZGRESIUmS1bNkSnp6eiIyMVHlck2fPnmHIkCFo3749Dh8+LHzPHzx4EDNmzFAp/ZWPj48oOJWeno6xY8di3bp1QhAgNDRUuD98++23eX7ujx8/Fk0XJJjw+vVr1K5dG6NGjYKZmRnevXuX47LS3P6DBg0S5v3666/CeZJXRfm6detElf/du3eHm5sbtLS0EBgYiLCwMOG1/N4bikJZfIZMTk4WvW9t2rQR9bIqSqoen6rfvatWrRIq/3V0dDB+/HjY2dkJvUQBYOvWrWjVqpVCTwAg+142fvx4NGrUCIsWLUJoaCgAYMWKFahfvz7Gjx+Px48fY/369QDEz4oAMG3aNKHM9vb2+P7771GxYkUcOXIEp0+fxsePH/HTTz/hxIkTSt9TZc8++/fvL/A5QEREpYsBACKiMmTSpEmi6erVq2PKlCno1q2bSuvLVghWq1YNtWrVQtWqVaGuro6+ffvmuu7MmTMREBAAILt78/r161VqVQ8ALVq0wPTp07F8+XJRK+v4+HhcvXoVV69exebNm7F7926htZv0xxEAODs7o02bNgCAWrVqoXPnzti3bx8AYN++fejatStiY2Nx8+ZNYZ3p06cLx9SsWTN89dVXueaXBrJ/oK1YsQLGxsZo3LixUAEPZFf2SVMX+fn5CRXksq2zZMvco0cPNGrUCED2D6927drhwoULkEgk2L9/v9IAQJ06dbBkyRKoqanB2dkZx44dE3ojSH/UtWjRQpRLWVtbW2le6A4dOuCff/7BnTt3EBkZqXDsGRkZePToETp06AAHBweFwRVVzTX97NkzPHz4UJhesGCB0FLb0dERX331FZKSkpCUlISzZ8+KKlakxo8fL6RXSU1NxZQpU4RjlrVw4cICpf2RJZ/qRKp27dqitEiyhg0bptBC782bN0qXPXPmjPBe6unpYf369cJ1Z25uLlS0PHz4ECEhIahTp47CNhYtWiSMRdC2bdscj0Wap1n+ulb1s8vP/SC/12NuZIMuueWZrlSpklCZILtOfql6zcjq3LkzFixYIJq3aNEiofK/UaNG6NKlC4DsniS9e/fG6tWrAWTnQZcGABo2bIjHjx9j586dCAkJQUJCgrANKel9VbquVM2aNbFnzx4hANSuXbtcW1bOmTNHSPfy+vVrodJf/jqSJ30/ZO+fyvLNHz58WPi7RYsWQmt9FxcXfP78WQiwHD16FNOnT4eamlqO+3z06JHQ2+mvv/7KM9+49D4oJZ8uTnZa/l6mTK1atfLM4Z5T5bx8CilAnFaupJ07d07okaKnp4c1a9bA0NAQQHavtNx6VUi5uLgIAZ+GDRsKlbQZGRl4/fp1noGKwMBATJo0CWlpadDT08N3332H7du3IzU1FWPHjsXatWvRvn17obIUgNJ7n7z4+HjRtLGxcZ7ryNPV1cWOHTtUGqxXWW7/unXrqnRPlUgkovtk7969sWjRImG6Q4cOouXze28oCmXxGbIozgFVqXp8qnz3SiQSUW/Q77//XvhecHFxQUhIiPB+HD58WGkAwM3NTbivhISEYPHixcJrS5cuha2tLVxdXbFz505hPAfps6Ls9tXU1PDjjz8K793AgQPh4+ODlJQUhISE4O7du3B0dFTYv7Jnn8KcA0REVLoYACAiKsPevn2L58+fq7x879694eXlhc+fP2Pr1q3YunUrdHR0YGNjA0dHRwwaNEhoOSRP+kPC0tISmzdvzvdAYN9//z26d++Os2fP4s6dO3jw4IHQQhUA3r17hwULFgiVQrLH5ePjk+Ogi9LW4q9evRJ1SZb9IWZqaopatWqJKh+UqVWrlvADSf5HZtOmTYW/ZXOsyrZKlS3z/v37RZV5ysosr1WrVkKlmbq6OgwNDYWKr0+fPuVadvnt9+vXL8+KsPxsMyeyx6ympiZKzWFkZIS6devi/v37CsvKkk3tIvu+y763xUVXVxddu3bFtGnToKOjo3SZ/OSvlj1GOzs70Y/lFi1aQE1NTThPnz9/rlAJpq2trVBRVFzycz/I7/WYG9n3RNoiW5kPHz4oXackKPvMZd+Dhw8fKg1mAdnBIemgwb/88otCTnF5steh7D5cXV1z7P2hjOx1lNM9qjBkyyZ7nQPi+21MTAxiY2Nzbdn7888/Iz09HYMHD1Za8SVPPkWcbHot+emcWqvLXnt37tzByJEjsXHjRpUD2cVBtqeVVE7nVU5kU3TY2dkJlf+A4ueUk5zuwYBq3xNbtmwRPoPx48cLvcuWLFkiBAFWrVqFHTt2COuo8rnLHguQfS6rUpEvq1mzZvlepyBiY2NF9zNpgDAn+b03FIey8Ayp7BwoLoU5PnnS+6CU/LXo6OgovCfSlv3yZJ87Za/LihUrwtbWFkD2s6KxsbEQAJCeMyEhIcLyEokE48aNy7Gsz549UxoAUPY9WJTvERERlSwGAIiIypCLFy/C2NgYW7duxdq1a5GZmYl169bB1tYW3bt3z3N9GxsbnDx5EocPH8b9+/cRHh6Od+/eITg4GMHBwThx4gROnDiBKlWqKKyroaGBzMxMREREYN26dULam/yoXLkyhg0bJrSkDwkJwW+//Sb8CJJWFAPItfWoLFVae6pKtpJRvju0KhWQhS2z7ACKAESDacoGN/Li5eUl7KNSpUqYMmUKrK2toaamhvHjxws/SksiJ7IqZI9bQ0OjWPe1cuVKVKpUCRoaGjA0NESNGjWUDj4ty9zcvFjLJKtSpUoqn0eFlZ/7QVFej3Z2dkJqj3fv3uHjx48KLcA/fPggChDWq1dP6bZkW8wW5bgJyj7z/HwuSUlJSEhIEFXw9ejRAz179oSenh4uXbqELVu2AMjftZ0b2Qqi4r6OCkuahmXXrl3YtWuX0mWkA3geO3YM9evXh7GxsVD5JxscArLTH0lZW1sr3V61atXw3XffYfny5QCygwDDhw/Hli1bFO69gGLlfFBQEObPn6+QQkq67YJQtbdOcZM9fvlBnFU5P2UHWK1VqxYA4IcffhBykqelpWHMmDHCMl999ZWwXG7s7e1F09euXUPv3r3zXE9WSd6/VfX+/fsSvTdIlcVnSF1dXdja2gqV5Ddv3oREIsnzfiz/ekZGhnBu5/RdUZjjKw45PZPKB0VkSc+Z/HxfSYMH8pRdO1/ae0RERKorngR6RERUbAwMDDBx4kS0atVKmLd48WKFFpHKSCQSWFpaYuLEidi6dSt8fHxw9+5dfP311wCyWw5dvnxZ6bpz584VKko3btwoyjmclwcPHiAyMlJhfp06dUSt5GQrpKWtm4DsXNNPnz5V+k86MKS0gltKNpgQExMjyiFbXGQrNKZOnaq0vEFBQTh27Fih9iP7Q1BZJf7bt2+Fv3v27Ik+ffrA0dER1apVy7H1nHzAQ9XggOznJJFIcO/ePWE6Pj5e1CJcdtnSYm9vjxYtWqBp06awtbXNs/IfyN8PadljfPbsmSh1zd27d0UVOsrej4JU/suuk5+gTn7uB/m9HnMjW9GUkZEhVHbJ2rhxo2igXdkUFbKVlbL3lZx6JQB5XzPylH0Osu9Bu3btcnwPAgICUKlSJYVc4/PmzYOzszNatGiR43Uou49Lly4p3NeLukJQVl7nkWzZZK9zILsyXcrU1FTUA6GoyH7nye7v8+fPePLkidLl5I0ZMwazZ88Wph8+fIhhw4YprRBs0aKF6J90oExpyiTZfwUNABQF2da2ISEhSExMFKZl36fiJNuLQvY6nDZtGvr16yda1sTEJMeBrOW5uLiIgoOrVq1SCP5I5dT7qKTuqSYmJqKynjt3TmEZ6fVbkHtDUSmLz5Du7u7C3y9fvhQNdCsrJiZGCAbKV5LLflfkVMb8Hl9u54n8fTC3e2ZxPBvJblNDQwO+vr45fl9JUxPJU3btFOYcICKi0sUeAEREZdSkSZOEyrbIyEjs27dPaDGZk61bt+LSpUtwdnaGlZUVTE1NERsbK+oCnpKSonTdNm3aYPny5Zg0aRIyMzOxdu1aaGpqYuzYsXmW1dfXFxs2bECrVq3Qtm1b2NraQltbGy9fvhRV/sl2d+7Tp4+Qh/jAgQPQ1tZG27ZtoaWlhXfv3iE0NBSXLl3C6NGj4eHhAWNjY7Rp0wbXr18HkJ2vOyMjA6ampvjnn3/yzP9fFPr27YvAwEAA2RUVSUlJwjFFRkYiODgYPj4++Pvvv9GyZcsC70e2pW9UVBSOHTsGKysrVKhQAfb29qJBar29vdGkSRNkZWVh7dq1OVYgyqd92L59Oxo1aqSQ1keenZ0dHBwc8OjRIwDZqT0mTpyIihUrYvv27aJ8+NL85AU1a9YsodWku7t7occDKA5du3bFsmXLkJSUhM+fP2Ps2LGiQYClGjVqJFQoFpbsZ3flyhU0b94cFSpUgKWlJapWrZrjevm5H+T3esxNmzZt0LFjR1y8eFEoR0JCglCBcO7cOdFgt506dRKlKLGxsREqfLdv3w59fX0kJiaKBqjN7T1Sds2owsPDA9u3b0dWVhauXbuGqVOn4ptvvoGenh7ev3+PFy9ewNfXF506dcL48eMVBotevnw5OnToAD8/P1FuaFn9+vUT3ucXL15gyJAhGDhwIMzMzPDq1SscOHCg0AHEnMhWVj19+hTnzp2DqakpDA0NUbduXXz77bdCpebt27cxZ84cdOzYEc+ePcO2bduEdd3d3fOsdP3pp5+UVjjKjrswaNAg1KhRA5UrVwaQ3SNAOkinn58fFi5cCCcnJ+zZs0fU46lnz5657tvT0xM6OjqYN28eJBIJgoKCMGTIEGzbtk3pgNBfus6dO2Px4sXIyMhAYmIiJk6ciCFDhuDdu3cKPRWKS5cuXfDgwQMA2feHjIwMdO7cGcnJyQrB/9TUVHz69EmloIm+vj5+/fVX/PTTT5BIJIiIiEDv3r0xdOhQ2NvbIysrC2FhYTh9+jS0tLTg5eVVJMdjbGws9JQ7duwY1NXVoaGhgXr16uWYMkpNTQ19+/YVxsI4cuSI8D5oaWkhKCgIISEhWLZsWYHuDUWtLD1DDh06FGfOnBGer5YuXYrHjx+jS5cuMDMzQ0xMDG7fvo0TJ05g7dq1MDc3R/Xq1aGpqSkEkqdPn44ePXrg+vXrwsC8hT2+vL573d3dhe+lf/75B3p6eqhbty4uXLggCghIBw8uSnXr1kXjxo3x4MEDZGZmYvjw4Rg+fDisrKzw6dMnvH37Fnfu3EFYWBjOnj2r8nYLcw4QEVHpYgCAiKiMatasGVq1aiX8gNu0aRO+++67XPOqZmZm4vbt2zn++KlYsSLc3NxyXP/rr7/G//73P8yePRsSiQQrV66EpqZmjq2HZGVkZODatWu4du2a0tcNDQ0xefJkYdrZ2RljxozBhg0bIJFI4OXlleeP+19++QX9+vVDQkICYmNjhUENjYyMYGlpKQwoWlz69euHe/fu4cSJE0hPT8f69euLZT/NmjWDnp4ekpKSkJmZKQzSVqNGDZw/fx6DBg3CoUOHkJ6ejoiICEycOBFAdo8LMzMzpXnXa9WqhWrVqgm9B6SDF2poaIha1yqzePFiDB06FFFRUYiIiFAYNE5bWxuLFi3Kc6DP8sDMzAwLFy7EtGnTkJaWBn9/f/j7+4uWsbCwEA3mV1jt27cXKo0DAwPx/fffA8iu4MmtciU/94OCXI+5Wbx4MaZNmya0Fj548CAOHjyosFzHjh3x999/i+YNHToU//77LwAgMTFROFfr1q2bYyvgvK4ZVdSpUwe///47/vzzT2RmZuLUqVM4deqU0jID2edC9+7dhWVk37OWLVvi1q1bCuu2bdsWEyZMwJo1ayCRSHD//n1Rb6bi1Lp1a6irqyMrKwsJCQnC4JOtW7fG9u3b8dVXX2HEiBFChda+ffuEwZ+lHB0dhftNbgYOHKh0vmwAwM3NTRQobd68OSZNmiRUam/btk0UeNDV1cWSJUtUyuk/YMAAVKhQAb/88gsyMzPx/PlzDB48GDt27Mg1aPYlqlatGiZOnIhly5YBAK5fvy4Ewhs0aJDn/bsoDBkyBP7+/rh06RKA7Mpv+Yps6RgMSUlJGD16NA4ePCgEd3LTtWtXpKenY+7cuUhKSkJ0dLQwwLUsJyenojkYZPfwOXnyJIDsAIA06LZ79+5c0zaNGzcOT548ga+vLwAI6VDky1iQe0NRK0vPkDo6OtiyZQumTZsmnNve3t7C954y+vr66NOnj3CPunfvnlDpntN3RX6PL6/v3okTJ+LRo0e4ffs2UlJSlH7vjxgxQqXxMApiyZIlGDp0qBCklz4Ty7K0tMzXNgt7DhARUelhAICIqAwbN26c8OMtOjoae/fuxfDhw3Nc3tnZGVFRUXjw4AHevXuHuLg4qKmpoXLlynB0dMSoUaPyrPxwd3dHYmIi5s+fDyC7JZaWllau+/3uu+9QpUoV3Lp1C8+ePcPHjx8RFxcHLS0tWFpaonXr1hgxYoRCi8ApU6agdevW2LNnD+7fv4+YmBhUqFAB5ubmsLOzQ4cOHYTKNiC7y/O+ffuwePFi+Pv7Q01NDY6OjpgxY4Yo36z8gJJFRV1dHYsXL8bXX3+Nw4cP4/Hjx4iLi4OBgQHMzc1hb2+PDh06oEmTJoXaj6GhIdauXYsVK1YgODhYoXdDnTp1sGPHDixZsgTBwcHQ0dFBhw4dMH36dPTp00fpNjU0NLB27VosXLgQjx49ytfYCjY2Njhx4gS2b98OHx8fvH79GhkZGbCwsEDLli0xYsQIhcFuyzM3NzfUqlUL27Ztg5+fH6KioqChoYEaNWrgq6++wvDhw3MdIDW/vv32W0REROD48eN4//69KC9+bvJ7P8jv9ZgbfX19rF+/HleuXMGxY8fw4MEDIbVHpUqV0LhxY/Tu3VtpxUiTJk2wZMkSbNiwAS9fvoSJiQm++eYbTJgwIcfKubyuGVUNGDAADg4O8PLywp07dxAVFQVNTU1YWFjAxsYGHTp0EHoyAMD8+fNhYWEBb29vfPjwAbVq1cKoUaOQkpKSYyXf+PHj0apVK+zduxf37t1DdHQ0tLS0UK1aNaUDNRaVWrVqYcmSJdi4cSPCwsKQnp6usMzMmTOFsj18+BCfPn2Crq4uateujR49eqBfv34KOeSL0o8//gh7e3vs3LkTDx8+xOfPn2FmZobWrVtj1KhRKuWVl3J3d4eOjg6mT5+OjIwMvHz5EoMGDcKOHTsUWmh/6UaPHg0zMzNs27YNL1++hJmZGXr16gVXV1dRCp6cBkguLC0tLaxfvx7Hjh3DkSNHEBwcjM+fP8PQ0BD16tVDp06d4OLiguHDh+P169d4//49Ro0ahd27d6sUsOnVqxfatm2L/fv349q1awgLC8Pnz59RsWJFVK1aFa1bt86z50d+/Pzzz5BIJLh+/Tri4uJUTr2lra2NTZs24eTJkzh+/DiePHmC+Ph4GBgYoGbNmqKUhwW5NxS1svIMCUDozenr64sTJ04I3xkSiQQWFhaoXbs23Nzc0LhxY2GdmTNnQk1NDd7e3khMTETt2rUxYsQIpKeni1KBFfT48vru1dXVxfbt23HgwAGcPHkSISEhSE5OhpGRERo1aoQBAwYUW+U/kB3gPnHiBHbu3AkfHx+Eh4cjLS0NpqamwnUj+32liqI4B4iIqHSoSYozmSgREVEJUzY4XHR0NDp27ChU+q1fvx6urq6lUTwiIqIildOgqDt27MBff/0FIDvF082bN0tskHEiIiIi+nKwBwAREZUbGRkZ+O677zB48GA0aNAAhoaGCAsLw8qVK4XK/ypVqqBt27alXFIiIqKicezYMfj7++Obb76BjY0N0tLS4OfnJxpoVZWxGYiIiIiofGIPACIiKjcyMjLQsGHDHF83NDTEhg0bch3UloiIqCw5ePCg0vzeUk5OTti4cWOxpQAiIiIioi8bewAQEVG5oaGhgaFDh+LevXuIiIhAQkICdHR0YG1tjbZt22LIkCEqDTpIRERUVtjb26Nbt254/PgxoqOjkZaWBiMjI9SvXx/dunVDr169oKGhUdrFJCIiIqJSwh4ARERERERERERERETlkHppF4CIiIiIiIiIiIiIiIoeAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROUQAwBEREREREREREREROWQZmkXgIiIiIiIiIhy9/LlS3Tu3Flh/qlTp1CnTp1SKNGXzc7OTvjb0tISPj4+Kq87a9YsHD16VOlrurq6MDMzQ/369dGtWzd06dIFampqhS4vlV+3bt3C0KFDlb6mpaWFihUrombNmmjfvj0GDhwIY2NjheVWr16NNWvWCNMLFiyAh4dHocrl6uqKiIgIYfrp06eF2p5UcZS1KMuTHzt37kTLli0xZMgQ+Pv7C/MvXrwIKyuroioiUbFjDwAiIiIiIiKiL9yxY8eUzs+popqKR3JyMt68eYPz589j8uTJGD9+PLKyskq7WFQMbt26BTs7O+HfrFmzinwf6enpiImJwb1797By5Up069YNoaGhRb4fIvpvYw8AIiIiIiIioi+YRCLB8ePHlb524sQJTJ06FRoaGiVcqv8OW1tb1K5dGykpKQgODsb79++F1y5cuIBTp06hZ8+epVhCKkt0dXXh7OyMrKwsvH37FoGBgcJrHz58wPz587Ft2zbROra2tnBzcxOmLS0tS6y8ZZ38ewdkB/J8fX1F8+SXAQBTU1MAgKOjI0xMTIT5enp6xVBSouLDAAARERERERHRF8zf31+UqkNLSwvp6ekAgOjoaFy/fh3Ozs6lVbxy75tvvsGECRMAAGlpafD09MTdu3eF169cucIAAKnM1NQUq1atEqb37NmDefPmCdO3bt1CamoqdHR0hHldu3ZF165dS7Sc5YWy9+7Nmzfo2LGjaJ7sZyJv4sSJxVI2opLCAAARERERERHRF0w+/c+4ceOwYsUK0evKAgDylVxOTk7YsmULduzYgRMnTuDVq1fQ0dGBo6MjpkyZojCWwJEjRzB79mxhevz48ejXrx/Wr1+Py5cvIzo6GiYmJujYsSOmTJkCIyMj0fp55c3OK1f4pUuXcOXKFQQHByMqKgpxcXFITU2Fvr4+rK2t0aZNGwwaNAgWFhZ5vINFR1tbG507dxYFAOLi4pQuK5FIcOHCBRw/fhyPHj1CTEwMNDU1YWlpifbt28PT0xOVK1cWlg8ICED//v2FaQ8PDyxYsEBhu/3790dAQACA7GDQlStXYGZmJrweFhaGPXv24NatW4iIiEBaWhpMTU3RpEkT9O/fH23atFHYprLPomnTptiwYQOuX7+OuLg4WFhYoFu3bhg/fryochrIO5+8/LgK0tzqstLT03Hq1CmcOXMGT548QVxcHHR0dGBtbQ1XV1cMHjxYaX783MTGxmLPnj0ICgpCaGgoPn36hPj4eGhqasLU1BQNGzZEr1690KlTJ2EdZZXDQHa6LdljcHd3x8KFC/NVHmW6d+8uCgBkZmYiPj4e5ubmwry8rpWYmBjs2LEDV69exatXr5CUlAR9fX2YmJigVq1asLe3R9euXVGrVi2VyhQSEoJhw4bh48ePAAANDQ3873//g7u7e4GO8dWrV1i5ciVu3ryJhIQEVK9eHe7u7hg2bBi0tbUBAO/fv0fHjh2F4GarVq2wY8cOhW1NnjwZZ86cEaZPnz4NW1vbApVLVaqMAZCUlITDhw/jwoULePbsGRISEqCrq4vatWvDzc0N/fr1g66urmgdZffo9evXY/369Th//jzevn0LW1vbHHuAEamKAQAiIiIiIiKiL1RSUhLOnj0rTJubm2PUqFE4ePCgUOF64cIFJCQkoGLFirluKzY2Fv369UNQUJAwLzU1FRcvXoS/vz+OHj2K6tWr57j+w4cPsWvXLlGFd1RUFPbu3YuHDx9i//790NLSKuCRKtq3bx8uX76sMP/Tp094+PAhHj58iD179mDbtm2wt7cvsv3mRSKRiKaVBSASEhIwYcIE3Lx5UzQ/LS0NISEhCAkJwYEDB7Bs2TK4uLgAAJo2bYo6deogJCQEAHDu3DnMnTtXVNn+6tUrofIfyK54l6383759OxYvXoyMjAzRft+/fw9vb294e3ujX79+mDdvXq6DF1++fBnz5s1DSkqKMC8iIgKbNm1CSEgINmzYkOO6BfHu3TuMHTsWT548Ec1PT09HYGAgAgMDsX//fqxbtw4ODg4qb/fNmzdKW3anp6cjIiICEREROHfuHHr37o2FCxeWyoDO8mNISIMTqoqJiYG7uzsiIyNF8+Pj4xEfH4+XL1/i0qVL0NXVVSkAIF/5r62tjeXLl4uCJPlx//59zJ8/H58/fxbmhYaGYsmSJfDz88OGDRugpaWFypUr45tvvsGJEycAAH5+fggNDRVV7icmJuLSpUvCtKOjY7FX/qvi6dOnGDduHF6/fi2an56ejnv37uHevXvYv38/Nm3alOs9Nj4+HgMGDMCzZ8+Ku8j0H8NBgImIiIiIiIi+UOfOnUNSUpIw3bVrV2hoaIhSWqSmpopaxOYkJCQEQUFBqFGjBlq3bo0KFSoIryUkJORZqevr64tPnz6hYcOGaNq0qei1wMBAnD59WtXDUpmWlhbs7Ozg5OSEjh07ol27dqJW8/Hx8fj555+LfL85SUtLg7e3t2je119/rbDc5MmTRZX/FhYWcHZ2RvPmzaGunl0Vk5iYiEmTJokGfe3bt6/wd2JiIi5evCjarrRyVNnyp06dwoIFC4TKfy0tLTg5OcHZ2VmUv3z//v1Yu3Ztrsfp7e2NjIwMNG3aFPXr1xe9dunSJdy5cyfX9fMjLS0No0aNElX+W1lZ4auvvhIFdqKiojBmzBjExMTkex8WFhZo0qQJnJ2d0aFDBzRq1EgUrDp27BjOnz8PIDu/u5ubGxwdHUXbsLS0hJubm/AvP4GI3Jw8eVI07erqmq8xPQ4cOCCq/LeyskKHDh3QqlUr1KxZM19BuWfPnmHo0KFC5b+enh42btxY4Mp/IPt8y8jIgJOTExo2bCh67dq1a9i0aZMw/f3334te37t3r2j6/PnzoqBUv379ClyuohIbG4vvv/9eVPlfu3ZtdOjQAXXr1hXmhYWFYdSoUUhLS8txW8HBwXj27BmMjIzQunVrODk5KfS2ISoI9gAgIiIiIiIi+kLJp//p1q2b8P/mzZuF+UePHsV3332X5/b69euHuXPnQl1dHf7+/hgyZIjwmnxrdWX+/vtvId/9mjVrsHr1auE1Pz8/9OrVK89tqGrGjBmoVq2aQtoMiUSCKVOmCEGPp0+fKrQULkpnzpxBSEgIUlJSEBQUhKioKOG17777Dq6urqLlr1+/jmvXrgnTvXr1woIFC4RK3Xv37mHgwIGQSCRITk7GmjVrsHz5cmHZJUuWCJWEJ06cEAV7ZCuLLS0t0bZtWwDZrcgXL14svGZubo59+/YJaUqSkpIwePBgYcDZLVu25JpSR1NTE9u2bYOTkxMAYPbs2Thy5Ijwup+fH1q0aKHK25enY8eOiVo8jxkzBpMnTxZa4586dQpTp04FkD1I7tatWzFt2jSVtl2zZk2cO3cO1tbWCq89f/5cuJ6A7FQynTt3FnL037p1C0OHDhVed3JyKpKUPzExMZg4caLSQYBr1KiBWbNm5Wt7sqmXbGxs8O+//4oCCImJifDz8xMFgZR59uwZhg0bJgRYjIyMsGnTJjRp0iRf5ZGnq6uLvXv3CoGkgwcP4tdffxVe37lzJ3744Qdoa2ujXr16aN26tXAvOnbsGH766Sdh0N1Tp04J6xkbGysduLekbd++HdHR0cL0H3/8IQpMbNy4EcuWLQOQHQQ4fPgwBgwYkOP22rVrhxUrVgg9unILGBCpigEAIiIiIiIioi/Qu3fvcOvWLWG6evXqaNy4MQCgfv36qFWrFsLCwgBkVyq/fPlSaUWnVIUKFTBt2jShBbqTkxP09fWF1ByyFdvKNGnSRDTYbYcOHUQBgLzWz6/q1asLObWfP3+O2NhYpKamKl02LCys2AIAoaGholb6QHbL6Pnz54sqkKXkW+2/e/cOU6ZMEc3T0tISKvauXLmCrKwsqKurw9jYGJ07dxYqOq9du4bY2FiYmJjgwYMHCA8PF7bx7bffCp9lYGCgqBW4trY2/v77b9E+ZVOwJCcnw8/PD126dFF6zG5ubkLlP5D9WcsGAIrys5Z/v4KCgjBp0iRhOjMzU/T65cuXVQ4AVKxYEREREZg7dy7u3buHt2/fIikpSWGbAIRrqbglJycr9CIBssd8+OWXX2BgYJCv7VWrVk34+82bN1i+fDkcHBxgbW2NmjVrwsDAQKUW/LKV/+bm5vjnn39gZ2eXr7Io06NHD1Evkr59+2LLli3CuRwXF4cnT54IgYYRI0YIAYCEhAScOHEC/fv3x4cPH0RBSg8PD2H8gNIke/6qqanh2rVruH79ujBP9roDss/fnAIAGhoamDdvniid25dwjFT2MQBARERERERE9AU6fvy4KD+4fGVzt27dRBXwx44dE1WcyqtRowYMDQ1F8ypWrChUUEkH38yJfJ59+TEHirKlanJyMgYNGiRqHZ2bxMTEItu3KpKSkrBgwQLUqlVLIUXOmzdvRNOyg4cq8/nzZ8TFxQl537/77jshAJCeno7Tp09j0KBBovQ/Ghoa6NOnT477lOa3z438OrJK8rOWL8eVK1fytXxuTp06hRkzZiit8JdX0ueQvKNHj6JmzZoYPXp0vtbr27cv9u3bh8jISKSnp4t6BmloaKBevXro1q0bBg8enGs6GdnUSosWLSqSyn8ACoOLS+fJBrPevn0rBACcnZ1FY2Hs2bMH/fv3x7///iv6HFXp8VQSZM9HiUSCc+fOqby8PEtLS4XBhYmKAscAICIiIiIiIvoCHT16VDS9b98+ODs7C/+8vLxErx8/flxhgFpZytK95CfXuPz60tbnqpKvhJXmGVdm9+7dosp/dXV1NGrUCF9//TXc3NwUWvvndtyFNX78eAQHB+PChQuifP/R0dEYO3asaIyGgpLdRsuWLVGzZk1h+uTJk8jIyBCNseDs7CwaC6EgkpOTc3ytsJ+1/CDEuX3W+ZVbuWWlpaXhjz/+EJ13lSpVQvv27YU8/qXB0tIST58+xd27dzF37lxoama3zZVIJFi2bBl8fHzytb1KlSrh+PHjmDhxIho3biwa2yMzMxOBgYH4+++/MXHiRJW3+dtvv+Hdu3f5KkdRGj58uPD306dPcefOHVH6HycnJ9jY2JRG0Qott/NX2YDiREWBPQCIiIiIiIiIvjD3798XtZAFslNl5CYiIgL+/v5o2bJl8RUsH+QHH42LixOlKLp3716O6969e1c0vWzZMnzzzTfC9O+//66Qlqc4qampoXr16li2bBl69OghfDZv377F5s2bRT0vLC0tRetu2bIF7du3z9f++vTpgyVLlgAAAgICsHfvXlELbdnBf5Xts1u3bkLe8ZKg7LOuVKkSgOxBqnPryWFpaYnnz58L02fOnEGtWrUKXabnz5/j06dPwnSDBg2wf/9+IaVKdHS00lQ8UtIxCIqLgYEBBgwYgA8fPmDNmjXC/L/++gvt27fP1+C9xsbGGDduHMaNGweJRILo6GiEhoZi7dq1uH37NoDs1DOvX79G9erVlW7jhx9+EHoPREREYNiwYfDy8ip0oEn2s81pnmwaIyA7bdDy5cuF3PpLlizBw4cPhdf79+9fqDIVJdnzV0tLC35+fvlO4ySV30Abkap4ZhERERERERF9YeRb/6tKftDg0iTfmvXQoUMAsls6b9iwAU+fPs1xXfkW5NJBQAHg0aNHosFwS5K2tjYmT54smrdjxw7ExsYK0x06dBC9vnjxYrx//15hW69evcKmTZtElb9SHh4eogpg2QF+LSws8NVXX4mWt7e3F73f586dU5qKJDExEWfOnMHIkSOVH2AByX/WBw8eBJD9Of7111+59gCQf7/mz58vqriXevbsGVasWIG9e/eqVCb5c0hLS0tobZ+WliYEWHIi25IegNLPsCiMHDlSSP8EAK9fvxaNt5AXPz8/HD9+XHjP1NTUYGFhgdatW6N58+aiZT98+JDjdqZNmybKTf/y5UsMGzZMNMBtQZw8eRLBwcHC9JEjR/DixQth2sjICA0aNBCto62tjcGDBwvTAQEBwt+mpqainjilTfb8TU9Px59//qnQyl8ikeDhw4f43//+h/Pnz5d0EYnYA4CIiIiIiIjoS5KWloYzZ84I02pqarh06RKqVq2qsOyHDx/Qvn17YayAs2fP4rfffhNVmJeWVq1aiQIZBw4cwPnz55GRkYGEhIRc123cuDF8fX2F6fHjx8PR0RGpqakICAgQjY1Q0rp06YLatWsLrX4/f/6Mf/75RxiY1tnZGa1btxYGLH369ClcXV1hb28PU1NTJCUl4cWLF0KFsru7u8I+zMzM4OrqKrRQlx382MPDQyF1k7q6OqZNm4YZM2YAyK6InDBhAqytrYVeF5GRkQgLC1OoGC8KrVq1Eo11sGLFCuzevRuJiYl5puz59ttvsWvXLuH9vH79OlxcXNCgQQMYGxsjISEBz58/F3pAjB8/XqUy1a5dG3p6ekJ6pQcPHuCbb76BtbU1nj59mmeFvrW1NdTV1YVz7caNG+jXr5/QIn7UqFEKYyUUhK6uLoYPH46lS5cK8zZs2AB3d3eVBoANDg7GggULoKmpCRsbG1SpUgXa2tqIjIwU9bzQ1NTMdZBwAJgzZw4SExOFANuLFy/g6ekJLy8vUZAiP5KSkvDdd9+hcePGSEpKwuPHj0WvDx06VOlx9u/fHxs3blRIsaXq+1JSRowYgaNHjwrBlWPHjuHixYuoX78+DAwMEBcXh5CQEOGeJz9mCFFJYA8AIiIiIiIioi/IxYsXRS2gmzRporTyH8jO/+3o6ChMJyUl5TkIZUnp2rUrGjZsKJoXGxuLhIQEmJub55qDffDgwaLBMNPS0nD9+nXcuXMHVatWRb9+/Yqt3HlRU1PDjz/+KJq3e/duUYqeVatWoU2bNsJ0RkYG7t+/Dx8fH/j5+Ykqn3Mah0E+zY9037KD/8rq1asXZs+eLeo58PLlS/j6+sLX1xfPnj0TKv/zM/aDKgYPHqxwjkZHRyM5ORk2Njai90KetrY2tmzZImoFnpycjLt37+LixYvw9/cXvbeqll1PT09hUOzw8HBcuXIFkZGRmDp1aq7rGxkZoXPnzqJ59+/fh7e3N7y9vQvdMl7WoEGDROMuvH37Vugxo6qMjAyEhITg6tWruHjxokLapXHjxuVZia+mpoaFCxfC1dVVmPf8+XN4enqKernkR/fu3QFkD4YtX/nfunXrHAc9NjY2hoeHh0L5SvPaV8bU1BT//POPKLVSQkIC/P394ePjg3v37okCnkV97RGpggEAIiIiIiIioi+IfBof2dz3ynTt2jXX9UuLtrY2tm3bhoEDB8LCwgJaWlqoWrUqBg0ahOPHj6NOnTo5rmtsbIz9+/ejb9++MDc3F9YdOHAgDh06JOSXLy1du3YVDUKalJQk5E8HAENDQ2zduhXr169H165dYWVlhQoVKkBTUxPGxsZwcHDAwIEDsX79esydO1fpPtq2bauQ279NmzY55nAHAE9PT5w6dQojRoxAw4YNUbFiRWhoaEBPTw82NjZwc3PD77//jitXrhTuDZBjZGSEvXv3omfPnjA1NYWWlhZq1KiB0aNH4/Dhw3nmka9atSoOHDiAxYsXo2PHjkIrdi0tLZiZmaFp06YYPnw4tm/fjjFjxqhcLk9PTyxfvhyNGjWCjo4O9PX10axZM6xZswY//PBDnuv/9ddfGDFiBGrUqJGvnPz5pa+vD09PT9G8jRs3Ii0tLc91O3fujJ9//hldunSBra0tTE1NoampiQoVKqB69ero1q0btm3bhrFjx6pUFk1NTaxcuRKtW7cW5j19+hQjRoxAfHx8vo4LyD6PDx8+DDc3N+HcsLGxwdSpU7Fp06Zc31dPT0/RWAytWrXKsxdDaahXrx5OnjyJuXPnol27dsI9S0tLCxYWFnBycsKYMWNw4MAB9OrVq7SLS/9BahKJRFLahSAiIiIiIiIiIiKSevjwoagnzMqVK9GlS5dSLBFR2cQxAIiIiIiIiIiIiKjUhYSEwNfXF58+fRKNIVKzZs0vavBforKEAQAiIiIiIiIiIiIqdY8ePcLff/8tmqelpYU//viD+fOJCogBACIiIiIiIiIiIvqimJiYwN7eHuPGjUPTpk1LuzhEZRbHACAiIiIiIiIiIiIiKofUS7sARERERERERERERERU9BgAICIiIiIiIiIiIiIqhzgGABGVK+Hh4Th69Chu376NV69eIS4uDhoaGjAzM4OdnR3atWuH7t27w8jIqLSLSqXEzs5O+NvS0hI+Pj6lWJpsb968QceOHZW+pqmpCQMDA1SvXh2tW7fGwIEDUbVqVYXljhw5gtmzZwvT48ePx4QJEwpVriFDhsDf31+YvnjxIqysrAq8vdyOMy/u7u5YuHBhsRwnERGVnoCAAPTv3x8AULFiRfj4+MDQ0FB4XfZ7Oy/Hjh1D/fr1i7yM9N8xa9YsHD16VJjeuXMnWrZsWYolUs2X/nxU1M+UpLrVq1djzZo1wrT0mVrerVu3MHToUGFa/neS/Os5baegXF1dERERIUw/ffq0yLZdWvz9/XH69GkEBAQgMjISiYmJ0NbWRrVq1WBvbw9XV1e4urpCS0sr39suqmu+uD/X/MrtHpyRkYEuXbrg9evXAIBly5ahW7dupVLOsogBACIqF5KTk/G///0Phw8fRlZWlui19PR0REREICIiAj4+PvD29sbOnTtLqaTZvsRKaPoyZWRkIC4uDnFxcXj06BF27dqFzZs3o0WLFqVdNCIiokKRSCT466+/hOkhQ4aIKv/pyycf3HdycoKXl1cplki58li5SIVXVs5fKlvevHmDGTNm4O7duwqvZWRk4Pnz53j+/DmOHTuGCRMmYPz48UVeBvnAz4IFC+Dh4VHk+ylJmpqaGD16NH799VcAwNKlS9GpUyfo6OiUcsnKBgYAiKjMS0pKwpAhQ/D48WPRfBMTEzRs2BBaWlqIjIzEs2fPkJmZCY59TmWBm5sbJBIJoqOj8eDBAyGwlZSUhF9++QXe3t6i5S0tLeHm5iZM29ralmh5VaGnpycqo5S/vz9iY2OFaXt7e1haWoqWcXBwAFA2jpOIiFRz9uxZPHz4EACgo6ODYcOG5bmOs7MzdHV1lb5WsWLFIi0f/fc4ODggKSlJmDY1NS3F0hB9OUxNTUXP4NJncxILDQ3FwIEDERcXJ5pvbW0NGxsbZGRk4NWrV3j16hUAFLhuoqh+E5W1z7V3795YtWoVoqKiEBERAS8vL4wcObK0i1UmMABARGXenDlzRJX/2tra+PXXX9G3b1+oq//fUCdxcXE4cOAAAgICSqOYRPmyatUq4e8rV65g1KhRwnR4eDjCw8NRs2ZNYV7Lli2/+C7qpqamouOSku8WPmjQoBxbqJSF4yQiItXs2LFD+LtDhw4wNjbOc505c+YwdQgVm0GDBmHQoEGlXQyiL06dOnWUPseXZbJpdIoiLVVaWhrGjBkjqvyvWrUq/v77bzg5OYmWffHiBbZt2yaqr8iPovpNVNY+Vy0tLXTv3h1bt24FAOzZswcjRowo8Pv4X8IAABGVacHBwTh58qRo3l9//YUePXooLGtsbIxRo0YhLS1NmKdKt8+8ugzfvXsXe/bswYMHDxAdHY3MzEwYGRmhUqVKaNCgAezt7dG3b19oa2srbAsAIiIi8kwJdPXqVRw9ehT379/Hx48fIZFIUKlSJTRu3Bju7u5wdnZWOF5l3f6sra2xbt063L9/H2pqamjSpAkmTZoEBwcHZGVlYc+ePdi/fz9evnwJAwMDtGvXDj/99BOqVKmisH0ACAsLw549e3Dr1i1EREQgLS0NpqamaNKkCfr37482bdqoVK66deti/fr1uHv3LuLi4jBr1ix4enoiLS0NBw8exNmzZxEaGor4+HhoaWnBxMQElpaWsLe3h7OzM1q3bq20fKqQSCTYt28fDhw4gLCwMOjo6KBFixaYOHEi6tWrJyw3d+5c7N27V5jevXu3Qhqe0NBQdO3aVZju2rUrli9fXuCySbm4uKBixYpISEgQ5sm3KskrD+Tnz5+xe/du+Pj44MWLF0hMTISOjg5MTExgbW0NBwcHdOrUSeVWH+/fv8fQoUMRHh4uzJs8eTJ+/PHHgh2kilTNd3nz5k0cOnQI9+/fx4cPHwAAVapUQatWrTBs2DDUqlVLYR1l+WkfPnyIXbt24enTp0hMTGR+aSKiIhIcHCxqlNGzZ88i30daWhqOHz+Os2fP4unTp4iLi4O2tjaqVq0KJycnDBw4EHXq1Mlx/QcPHuDgwYNC/ubU1FQYGxvDxsYGrVq1wrhx44Rl88pxnlc6hpiYGOzYsQNXr17Fq1evkJSUBH19fZiYmKBWrVqwt7dH165dlX5/KaMsr/PUqVOxZs0a+Pr6IioqCi4uLli3bp2wTGRkJPbs2YPr16/j1atXSE5OhqGhIRwcHODh4YHOnTtDTU1NWF7Z+Az+/v6i+fLP1hKJBBcuXMDx48fx6NEjxMTEQFNTE5aWlmjfvj08PT1RuXJlhe0qex4/ffo0du/ejaCgIGRmZqJevXoYPXo0XF1dheXkP5ecyi59vldlDICCnlfKzpGXL19i69atePjwIVJTU2FjY4MhQ4agT58+Cuvn14cPH7B69WpcunQJMTExqFy5Mrp164bRo0dDX18/z7Ll5/wFgNevX2P16tW4du0aEhISYGVlhd69e2PEiBEqlff27dvYsGED7t+/j6ysLNja2mLQoEFwd3dXKX1qSZy/eYmJicGePXtw7do14XlbX18fNjY2aN++PQYMGAAzMzOF9eSP7/z58zhw4AAOHTqE0NBQqKuro1GjRpgwYQKaN2+ucnmKkiq54pOSkrBx40b8+++/iIyMhLGxMdq3b4+JEyfi0KFD+U5Jc+HCBezYsQOBgYE5XuNfkv379wst+4Hs3s/bt28XNdqSsrGxwR9//CGqm8jPfTun30Ty86Vmz54tmi99/1UdA+D58+fYt28f7ty5g4iICCQnJ8PIyAiWlpZo1aqV6L7y5s0bHDp0CEFBQQgPD8enT5+QkJAAbW1tWFhYwMHBAX379i1wAKNXr15CACAiIgKXLl0q8Dhz/yUMABBRmXbmzBlRt7l69eoprfyXpa2tXWT7P3nyJKZPn67Qde/Dhw/48OEDgoODceTIEXzzzTcF6kKclpaGadOmKaR7ASCMa3D69Gm4ublhyZIluR7buXPncOXKFdEYCVevXoW/vz927NiBbdu2ifaTmpqK48eP486dOzh27JhCTt7t27dj8eLFyMjIEM1///49vL294e3tjX79+mHevHmih215vr6++P3335Geni6aL5FIMHbsWFy9elU0Pz09HUlJSYiIiIC/vz/CwsIKHADIzMzETz/9hNOnTwvzUlJScPHiRVy9ehXr169Hu3btAACenp7Yv3+/8P7t2bNHIQBw4sQJ0XS/fv0KVC5l5M8xCwsLlddNTU3FwIEDERwcLJqfkZGBz58/482bN7h+/ToSEhJUCgDIV/6rqanht99++yJazKWnp2PWrFk4deqUwmvSnhOHDx/GvHnz8O233+a6rRUrVigEGImIqGicP39e+FtdXR2tWrUq0u2/efMGP/74I549eyaan56eLuRf3r9/PyZPnizqZQdkfz/+8ccf2L9/v8J2o6OjER0dDX9/f1EAoDBiYmLg7u6OyMhI0fz4+HjEx8fj5cuXuHTpEnR1dVUOAMiLiIiAh4cHoqKilL5++vRp/PLLL6L0NwDw8eNHXL58GZcvX4arqytWrFhR4HzLCQkJmDBhAm7evCman5aWhpCQEISEhODAgQNYtmwZXFxcct3W9OnTFZ677t+/j7Fjx2LFihXo0qVLgcqYl8KcV/JWrlypcAzBwcH45ZdfEB8fr3LFuTLh4eHo3bs3oqOjRWXfuHEjrl69ip07dxZpyqygoCAMGzYMnz59EuaFhYVh2bJluHr1KlJSUnJd/8iRI/jll19Ev1MePXqEWbNm4d69e3nuvyTO37xcu3YNU6dOVWik8+nTJ9y/fx/379+Hl5cXli5dKvy+UCY1NRUjR47EjRs3RPNv3ryJO3fuwMvLC02bNi2OQyiUhIQEDB06FE+ePBHmRUdH48iRI/Dx8VFoAZ+X+fPnKwRfSuIaL4x///1XNN2nTx+llf+ycvv9ntd9u6SsXr0a69evR2Zmpmi+tM7jwYMH+O6774QAwOPHj7F+/XqF7WRkZAi/x06ePImxY8di0qRJ+S5PvXr1YGpqipiYGADZgSIGAPLGAAARlWny6Xzy+rFQ1NasWSNUzGpoaKBRo0YwMTFBTEwM3r59q/Bl7ezsjJiYGFFFu66urqgFv2ygYM6cOaJltbS0YG9vDzU1NTx69EioNPf29oa+vj4WLFiQY1kvXboEPT09NG7cGOHh4Xj37h2A7IfM4cOHIzk5Gebm5qhbty4CAgKEB+iIiAjs2bMHY8aMEbZ16tQp0b60tLTQtGlTVKhQAY8ePRLyue/fvx8WFha5Dmx05swZAEDNmjVhbW2Nt2/fQk1NDQEBAaLKf2NjY9jb20NdXR2RkZF48+aNwkN+fkVGRuL06dOwsrJCzZo1ERgYKJRdGnw5e/YsjI2NUbNmTbi6uuLChQsAsgMqHz58QKVKlUTvi1TNmjWLrDLDx8cHiYmJwnTDhg1RrVo1ldc/d+6cqPLf3NwcDRo0QGZmJiIjI/H69WukpqaqtC35yn9NTU389ddf6NWrl8rlKU5//vmn6HOQnjcZGRm4e/cu0tPTkZ6ejt9++01osZKTkydPQlNTE3Z2djAzM+OAgURERUi2tXGdOnUUWiTnZN68eUrHAKhduzYmTpwIIPs7/IcffkBYWJjwesWKFeHg4ICPHz8K9/PMzEwsXboUFhYW6N27t7DsggULFCr/q1Spgtq1ayMzMxOPHz8W9corrAMHDogq/62srFCnTh0kJycjMjISERERCg0l8kv6fleqVAn16tXD58+foamZXR1w584dTJ8+XWjUoa6ujsaNG8PIyAhBQUF4//49gOznkblz5wrPgG5ubkhOToavr6+wHxMTE1FFX+3atYW/J0+eLKr8t7CwEMoSEBCArKwsJCYmYtKkSTh8+HCuOa1PnDgBExMTNGjQAMHBwfj48SOA7AYTy5YtEyoHHR0dYWJiAl9fXyQnJwvrKxuTKC+FPa+UHYOBgQEcHBzw8uVLvH37Vnht7dq1GDBgQI7jXeTl1KlT0NDQECqKHz16JHy+T548wYIFC0QDcBdGeno6Jk+eLKr819fXR6NGjfDhwwfcvn071/VfvHiBOXPmiCr/zc3NYWdnh6dPn+LAgQO5rl9S529uQkNDMX78eNE5Jr1nhIWFCZ9tXFwcxo8fn+v5La1UrVy5MmrXro2HDx8K95v09HSsXLkS27dvV6lcyvj7+wv3SlnSytSC+uuvv0SV/xoaGkLDokePHuHcuXP52p6Xl5dK1/iXIisrC48ePRLNK2zdRG737ZxIxwZ4/vw5QkNDhfnyY6zJj7eWk61bt4p6bgCAmZkZ6tatCw0NDTx58iTHc8fS0hIWFhYwNjaGRCJBVFQUgoODhWt93bp16NSpExo2bKhSWWQ1btwYly5dApDdc4LyxgAAEZVp0gcBqfxUihYF2a7I48ePx9ixY0Wvv379Gr6+vqhQoQKA7DQygLibZ0550Z8/fy7qgqytrY1du3ahcePGAICHDx9i8ODBQsXt0aNHMXLkyBwfJvX09HDo0CHY2tri06dPcHZ2FlrjJCcno0GDBvDy8oKBgQF8fHxEqVxu3LghBACysrKwePFi4TVzc3Ps27dP6CaclJSEwYMHIzAwEACwZcsWDB48ONe8vnPmzMHAgQOF6bS0NIVeD8ePHxelIsrIyEBAQICoZVNB9OrVCwsWLICGhgbi4uIwdOhQ4QdcbGwsDh8+jO+//x4AMHz4cCEAkJ6ejgMHDgifeUBAAN68eSNst7Ct/ydOnCgaBFjK1NQU//vf//K1LdnzVF9fHxcuXBDOSSA7COTv7y/64aXM+/fvMXv2bLx8+RJA9jm5YsWKL6bFRVhYmOhHYuvWrbFhwwbhWF+8eAEPDw8kJSUhMzMTy5Yty/VHpaGhITZt2iT8eJZIJAo9XoiIqGBkx2/KLQ2PPNnKOlmyg8kfPnxYVElrY2MDLy8vmJubAwB27dqFP//8U3h96dKl6NmzJ9TV1REeHo49e/aItj1z5kx4enoKOYbT0tIUWm4Xhuz3tI2NDf79919oaGgI8xITE+Hn5wcTE5NC7adXr16YP3++0OJUmnpiyZIlwvebrq4u9uzZgwYNGgDIft4aN24cLl++DED8vLlq1SqFdJo55ZO+fv06rl27JiqL9PkLAO7du4eBAwdCIpEgOTkZa9asyTWNor29PbZt2wZDQ0N8/PgRPXr0EH4XvHz5EhEREbC0tBQqOuVTCBUk53VhzitlrKyssHv3blSpUgXJycno27cvQkJCAGR/5o8ePcp3q2kpNTU1bNy4Ee3btweQ/Sw/YsQIoeHS8ePHMWXKFKHshXHhwgVRSkhzc3Ps379fqGBcsWKF0tbAUjt37hSlQXF0dMSmTZugp6eH5ORkjBo1SmkaJ6mSOH/zsmbNGlHlf5cuXbBkyRJoaWkhPT0dM2fOFFqHq3J+d+jQAatWrYK2tjbCw8PRvXt3IQh4584dpKenQ0tLK9/lBP6vF3lRioqKUrgnrlmzRkjVIz+emSpUvca/FHFxcQq/E4qibiKn+3ZOpGMDyKftym2MtZwkJCRg9erVonmenp6YOnWqUJ7MzExcvHhRFMR3dHTElStXlKYRlj8XTp8+XaAAQN26dYUAQEREBGJjYwv9HVneMQBAROWKfJqU4latWjWhMlTaisfW1hY1a9ZEtWrVUL169QKnRbl8+bLoeLp16yZU/gNAo0aN0KNHDxw6dAhA9rFfvnw5xwBAt27dhNeMjIxgY2ODoKAg4fXhw4fDwMAAABR+bEhbzgBAYGCgqJWatrY2/v77b9Hynz9/Fv5OTk6Gn59fjq00WrduLar8l25T/oFp0aJF+Oqrr2BtbQ0bGxsYGRnB0dFR6TbzY+rUqcKPT2NjY/zwww+YNm2a8PqNGzeEAECLFi3QuHFjoUJ+//79GD16NDQ0NESpYrS1tXNt8aUKZWmfXFxc8Ndff4l6HahC9r38/PkzFi5cCEdHR1hbW6NmzZowMDAQfiDmZvz48UILDz09Paxbt65Q4y8UtUuXLomumcTERMyYMUO0jOyPpYcPHyImJibH9FzDhw8XdbFWU1Mr8I8tIiL6P0lJSaJefEX9o11aKSA1atQoUUXnoEGDsHPnTuEZLioqCoGBgXBwcICPj48oIO7s7KyQikVbW7tIcrRLyX5Pv3nzBsuXL4eDg4Poe7pTp06F2oeRkRF+//13UboJbW1txMTE4P79+8I8XV1dbNiwQbSubI/WvJ43c3Lx4kXR9Lt37zBlyhTRPC0tLaFyS5q2MqfK88mTJwvpKc3MzNCoUSPR5x4VFVXklYOFOa+U+eGHH4QKMl1dXbRq1UoIAEjXL6g2bdqInu3atGmDNm3a4Pr16wCyK8b9/f3RrVu3Au9DSj6l04ABA0Tv/Y8//ggvLy9Rb1ZZ8qluJkyYAD09PQDZ78ukSZNy/D1VUudvbrKysnDlyhXRvOnTpwvPjFpaWpgxY4YoPUxe5/eMGTOEa7VmzZqwsbER0k6lp6cjNjY2X+lAi5u/v7+o8tvJyUmUp9/FxQWtWrWCn5+fytss6mtc2ZgPspQ1aMrvGBDyCls3kdN9u6TcuHFD9F1dt25dzJw5U3TeamhooHPnzqL1zMzMcOfOHaxYsQIPHz7Eu3fvkJKSorSxmWxQNT/kGxd+/PiRAYA8MABARGWamZkZnj9/LkzLdp0tCePHj8eMGTMgkUjw4sULUcvsihUrwsnJCYMHD1Y6GG5e5Ftm1K1bV2EZ+XmyLdDlyXdhle9qL9v6ThoIkJLtdi6/D1VakeRWrpxaNjVr1gzt2rUTWoudPn1alKu/evXqcHV1xciRIwv8AGxkZKQw0Jx8K0RpqiSp4cOHY/LkyQCyUwhdvHgRrq6uQiojAOjcuXOBxnzIy5UrV7BmzRqhJ4mq3NzcsGXLFqFnw969e4UBjdXU1FC7dm107twZw4cPzzUfrGz3ztmzZ39Rlf+A4nn26NEjha64siQSCd68eZPjZ1XQVndERJQ7+fQ5qqb/ARQHJ1Umr2coNTU11KlTR6ioBbK/QxwcHPD69WvRskXR2CAvffv2xb59+xAZGYn09HRs3rxZeE1DQwP16tVDt27dMHjw4ALnL2/QoIHC8x2QfdyylVTyqSqVye25TtV1cmvRDWQ3WIiLi8vxO9re3l40Lf/8klcr2YIozHmljPwxyH8+hTkGZb1q6tSpIwQAgKL73SS/Hfl96+jooEaNGqL0MLLkn7Xl31dlv4GkSur8zU1cXJyo8ZO+vr7CPapKlSowNDREfHw8gNzPb319fYWxPory/M5pkFf5wWDzQ/4cyOl3a34CAKVxjReGsbExNDU1RYGQt2/fFirYlNN9u6TIfx82bdo0x6CVrM2bN2PJkiUq7SOnwGBe5N8X6bVFOWMAgIjKtKZNm4pyvl25cgVTp04t8PaUpffILR9iz549UbNmTezbtw/+/v6ih9CEhARcvHgRFy9exIoVK/DNN9/kqyzyLQZyG0hXFfKD+Mp/eRflQGDyZLvEysup8l7adfno0aM4e/YsHj16JMot+vr1a+zYsQPe3t44efKkwvEVl86dO8PKykr48bBnzx7o6OiIzpOiGPz36dOnSEpKgq+vL2bPni20vti7dy9sbW0xZMgQlbelo6OD/fv3Y//+/bh48SICAwOFHyoSiUQYeM/HxweHDh3KM7ckkN2tvVGjRqhXr17BDvALkdu5KR8cIiKioiH/zCFbeVYUivoZqiDkB0uUT1spq1KlSjh+/Dh2796NK1eu4OnTp0KaxszMTAQGBiIwMBD+/v7YuHFjgcpTlK2Fc/vuLEpJSUk5BgDkW3rKpkwqLkV9Xsm3YC2JY1BVfs7foib/G0WVCsf8KOrzt6h7oCtLm/olnRuqUHZt5PdzLOprXNm4HxEREUI6OmdnZ4UxN1QdAwLIPj4HBwfRGIVXrlxRqZd1Tr6kXh6qioqKwooVK0TzLC0tUadOHejo6CiMu1FQ8oGDkqoLKMsYACCiMu2bb77Bxo0bhQevp0+f4uTJk+jRo0eO66SlpQld5+TTecTFxYmmAwMD83xIbNSoERo1agQgO5f6u3fvcP/+ffzxxx/CD9rdu3fnOwAg33JE2u0zt3klkQdRfh/dunXDsmXLCry93B4GNTU10bdvX/Tt2xcA8OnTJ7x8+RKHDx/Gvn37AGS3wj9//jy+/fbbfO/706dPiIqKEj1cyfYoAYCqVauKpjU0NDBs2DCht8fNmzdF50itWrWKrOW4np4eunTpgqSkJMyePVuYv2rVKnTv3j1f3Rx1dXXh6ekJT09PANmBrRcvXmD79u3CoFxBQUG4c+dOjgPj/vDDD0KrxLi4OHh6esLLyytfuZuLk/y5OW/ePPTv37/A2yuNCiMiov8CPT096OnpCcFt2fz9RcHKyko0+OGzZ89EOYYlEonC9730O0T++ev27dsq5a5W9kxpbW0tTN+7dy/X9Y2NjTFu3DiMGzdOGAMoNDQUa9euFQZRvXz5Ml6/fo3q1avnWR55OT1vyX93NmnSRGEA5Nyo+l0pv58tW7YUqmKsNBTmvCpp8uVQNk829VRhzl/5Z+Xnz5+LUoKkpqbi1atXua4vO4ZAaGgomjVrJkwHBwfnuG5Jnb+5MTExEd3PPn/+rJCfPjIyUtRCWV9fP9fx0coa+dStytK6SHsilxZlYzscOXJE+I01Z86cPHuX5aVbt26iAMDhw4cxePBg1KxZM8d1ZOsm5BUm+FUU57b8+yEdrD23cj148EDUqPKrr77Chg0bhPLcv3+/SAIA8vU2ZmZmhd5meVe0oVQiohJWr149hcr+n3/+GQcOHFDIMRcXF4dNmzZh0qRJwjwTExPRA294eDju3LkDILuC9I8//sh1/15eXrh9+7bQSkZHRwc1a9ZE165dRS2W5AeqlR2ANTY2VmkXRhcXF9EX96lTp/Dw4UNh+vHjxzh16pQwraamhq+++irX8hYFe3t7UYX5uXPnhApkWYmJiThz5gxGjhxZoP28ffsW27dvF3XTNTIyQqNGjRTyDH748KFA+wCAZcuWCedKfHw8tmzZInpdWZqbPn36wMjISJiWzT1aFK3/5bm7u4u60sbHx2Pbtm0qrx8UFIT9+/eLzkNTU1M0b95c4cd3bu9l//79RT1sYmNj4enpKfoxXJo6dOggumbWr1+vtGzv37/H7t27RQP1ERFRyZKtOFVWWVkY8s9DmzdvFrVg3rNnj8KgpdJ0Ex06dBBVbvj6+mLr1q2i58qMjAwcOXJEtA/5lpqyYzRt2LAh18ovPz8/HD9+XOjpqKamBgsLC7Ru3RrNmzcXLVuYZx5lzMzMRGNM3b9/H7t371Z4jk5NTcWVK1cwadIk0VhQss+0QM556zt06CCaXrx4sWiMKalXr15h06ZNosEri4J8OZXtOy+FOa9K2vXr10W59W/evClK/6OhoSFKb1WY81f+WXnv3r2ilDCbNm3KNc1H27ZtRdNr164VfhslJydj5cqVOa5bUudvbtTV1eHi4iKat2TJEiGFakZGBhYvXix63dnZuch7NpSmli1binoQ37hxQzQ2xJUrVxTGiiiP+vXrhxo1agjTSUlJ8PT0FIK4sl68eIHff/9dlPKtKMmniyvIPa9NmzbCeBxAdtBz0aJForoLiUSCixcvCr3hZVMHA9nXmPT32efPn3O9nvNDtiGkpaUl8/+rgD0AiKjMmzdvHsLCwoTue2lpafjtt9+wfPlyNGjQAFpaWoiMjMSzZ8+QmZkpap2tra2N5s2bC/kIs7KyMHjwYFStWhVRUVFKUwLJOnToEIKDg2FoaAhbW1uYmJggMzMTT548EVW2yuf+q1WrlpAHMykpCT169EDt2rWhoaEBV1dX9O7dG3Xq1EGvXr1w7Ngx4bgGDhwIBwcHqKmp4eHDh6Iv2F69euWrm2JBqaurY9q0acLgqunp6ZgwYQKsra2FlkKRkZEICwvL8/3LzadPn7BgwQIsWLAAVlZWqFGjBvT09PDp0ydhEF6pwuRWPHr0KO7cuQNra2sEBgaKWiEaGxsr7Vmgp6eHfv36YdOmTaL5Ojo6hR78Vxk1NTX8+OOPosHyvLy84OnpqdJYAxEREfj9998xZ84cWFtbw8rKChUqVMDHjx9FQSUg7/dy1KhRSExMFFIQfPjwAZ6enti1a5eopVhpsLW1xbfffiv8aI2MjES3bt3QoEEDWFhYIC0tDS9fvhSCSszxT0RUelq2bClUioSEhCApKUlU0VAY3377LXbs2CFUxoaGhqJLly6wt7dHTEyMQoviKVOmCJVxtWrVQr9+/YSxcgBg0aJF2LlzJ2xtbSGRSBAYGIi4uDh4eHgIy7Rq1QpHjx4Vpg8cOIDz588jIyNDYcwDecHBwViwYAE0NTVhY2ODKlWqQFtbG5GRkQgMDBSW09TULJbv2qlTp2L48OFCg5Y//vgDmzdvhq2tLTQ1NREVFYXnz58LlT7Tp08X1jUzM4OxsbHQGjM8PBy9evVCjRo1oKamhj59+sDZ2RnOzs5o3bq1UAn49OlTuLq6wt7eHqampkhKSsKLFy+ESip3d/ciPcZatWqJGgX069cP9evXh5aWFpo0aaIw0LMyhTmvSppEIsEPP/wgjD/w6NEjUaqaXr16iSr9C3P+fv3117C2thYNftyjRw80atQIHz58UNqLWdbQoUNx8OBB4fy6du0aOnXqhDp16uDp06cKDanklcT5m5dx48bh0qVLQuqu06dPIyAgALVr10ZYWJho/IgKFSpg3LhxeW6zLDE3N0fPnj2FwKhEIsHIkSOF80/+90Z5pa2tjQ0bNmDgwIHCOfXu3TuhF0DNmjWRmZmJly9fCr1ixo8fXyxlkR9HYt26dbh9+7aQO3/x4sV5jiljaGiIsWPHivL5b9++HSdPnoSdnR00NDQQHByM6OhoXLx4EaampkJdhfR+c/bsWfTs2ROVK1fG48ePi6zHn2x9QMuWLYtkm+Vd+Qk5EtF/lp6eHry8vNCnTx/RQ3ZMTAyuXbuGS5cuISgoSHgolO8ON3nyZFEvAIlEgrdv3yIjIwNff/21Srn34uPjERAQAB8fH1y5ckX0oGpkZISJEyeKlu/Tp49oOjw8HBcuXIC3t7eohc0ff/yBTp06CdPp6em4d+8e7t69K6r879SpU569FYpSr169MHv2bNH79vLlS/j6+sLX1xfPnj0TKv+LImflmzdvcOPGDVy4cAG3b98WtTpo166dQqsyVZmbm6N9+/Z4/fo1rl27Jnog0dbWxt9//51ja4IhQ4YodJd2c3Mrtu68Xbp0EVXOJyUl4Z9//snXNiQSCcLDw3Ht2jVcuHABAQEBohyvffr0Qf369fPczk8//YSBAwcK01FRURg6dKjCQFGlYc6cOejevbswLa2ouXTpEq5fvy7qUVLW8qkSEZUnX3/9tfB3ZmamaEynwtLR0cGWLVtEDSPi4+Nx48YNUSWturo6Jk+erBDs//XXX0WV+0B2Jc61a9dw/fp1hdQDANC1a1dRrwYgu6dcQkICzM3NleaflpeRkYGQkBBcvXpVGLNH1rhx41QK/OdXy5YtsXjxYlEARnq8ly9fxpMnT0TPXvLfn/LvX3BwMM6dOwdvb29R6pdVq1ahTZs2wnRGRgbu378PHx8f+Pn5iVqoFvV3tDSdpNS7d+/g4+MDb29vUU/O3BT2vCpJHTt2hIGBAQICAhAQECBqlGNnZydKLQkU7vzV0tLC8uXLRTm4ExMTcePGDTx79gwNGjTIdcyomjVrYt68eaLfce/fv8e1a9cQHR2tMO6V/PN3SZ2/ualTpw5WrVoleg/evXuHq1eviir/DQ0NsWrVqi8mfWZR+vnnn9GgQQNhOiMjQzj/TExMFNLhyn+O5YWtrS0OHTokSmMFZP/ev3z5Mq5evSo6r4or5Wi7du1EqZnS0tJw/fp1eHt7w9vbW+WGej/88APGjBkjuj4/fvyIGzdu4OrVqwoBuurVqytcs0+fPoWvry/i4uLw008/FeKosgUFBYnG35N9nqCcsQcAEZULenp6+N///oeRI0fi6NGj8Pf3x6tXrxAfHw91dXVUqlQJdnZ2aNeunahyEMgeSHjHjh1Ys2YN7t+/j6ysLNja2qJ///7o27cvOnbsmON+Z8+ejZs3byIgIAARERGIjY1FSkoK9PT0UKNGDbRu3RpDhw5VGEx00KBBUFNTw8GDB/HixYscxxnQ0dHB2rVrceXKFRw9ehQPHz7Ehw8fIJFIUKlSJTRq1Aju7u4lkvpHnqenJ7766ivs378ft27dwqtXr5CUlAQdHR1UrlwZdevWRcuWLRXS9ajK2toaCxYswL179xAYGIgPHz4gLi4OEokEJiYmqFu3Lr755hv07t27wD8Spa00du3ahcOHD+Ply5fQ0dFBixYtMGHCBNFDrDwLCwt069ZN6KEBFE/6Hyl1dXWMGTNG1Gppz549GDFiRJ45D5s1a4a5c+ciICBAeGD69OkT1NTUUKlSJdSvXx89e/ZEly5dVC7P77//js+fP+P48eMAslvbDxs2DLt27VLIA1qStLW1sXTpUvTr1w9HjhxBQEAAoqKikJqaCn19fVhaWqJhw4Zo06YNXF1dS62cRET/dfXq1UOzZs2E3OInTpwocEBfmerVq+PIkSM4duwYvL29ERwcjE+fPkFbWxtVq1aFo6MjBgwYoLRiUlNTEwsWLEDfvn1x+PBh3Lt3D5GRkUhPT4exsTFsbGwUWhxqa2tj27ZtWLFiBS5cuIDY2FhUqlQJrq6uGDduHPbs2QNvb2+lZe3cuTPU1NRw7949hISEIDY2FvHx8dDU1IS5uTkaNWqEPn36iCrPi1q3bt3QokULHDhwANevX8eLFy+QkJAALS0tmJubo3bt2nB0dETnzp0Vcr5PmTIFFStWxKlTp/D69WukpqYq3YehoSG2bt2KS5cu4eTJk8JzbUZGBgwMDFC9enU4ODigffv2RT4+gIuLC5YvX46dO3fi6dOnQr72/CrMeVWS6tevj99++w2rVq3C1atXERcXBwsLC3Tt2hVjxowRWgFLFeb8BbJTeh05cgSrVq3CtWvXkJCQAEtLS3Tt2hWjRo3KcxwNDw8PVK9eHevXr8eDBw+QlZWF2rVrY+jQoWjcuDG8vLyEZZU1ziqJ8zcvLi4uOHPmDPbt2wdfX1+8ePECnz9/hr6+PmrWrIn27dtjwIABMDc3L9D2v3QVK1bErl27sGnTJvz777+IjIyEiYkJXFxcMHHiRIU0SGVxgFtVVa9eHXv37sWtW7dw+vRp3Lt3D1FRUUhISICOjg6qVq0KBwcHdOjQIde6hsLQ0dHBjh07sGLFCvj7+yMmJkZhcG9VTZkyBV27dsXBgwfh7++PiIgIpKSkwMjICNWrV0fLli1FjeZ+/vln2NjYYO/evXjx4gV0dXXh4OCAH3/8EVWrVsXSpUsLdWwnTpwQ/ra0tCyVupCySE1S1EOWExER/UeMGjUKV65cAZDd8kd2TAYiIiLK3dmzZ4WxmSpUqABfX1/RGDtE9N/w/v17mJqaKrQKz8rKwi+//CIac2Py5Mn48ccfS7qIlAeJRIJ3794pbQgUHByMAQMGCIE3PT09+Pn55ZmChkheeno6XF1dhfE6Zs6cqVIKN2IPACIionw5cOAAYmNj8fjxY6HyH0CBBzsmIiL6r3Jzc0Pjxo3x4MEDpKSkYMeOHQppE4mo/NuzZw92796Nli1bomrVqqhYsaKQZkQ2xaS5uTkGDRpUiiWlnGRmZqJDhw5o0KAB6tevD3Nzc6SlpSE8PBy+vr6ilDM//vgjK/+pQI4dOyZU/ltaWvJ+kA8MABAREeXDhg0bRLk8gewci7169SqlEhEREZVNampqmD17Nvr37w8A2LlzJzw9PUV5tInovyEhIQEXLlzI8XVra2usWbOG94cv3JMnT/DkyROlr6mrq2PEiBF5poQiUiYjIwMbN24UpqdOncpAUj4wBRAREVE+uLq6IiIiAlpaWrC0tESPHj0wcuRIVKhQobSLRkRERERU5jx58gRHjx5FQEAAIiMjERcXBw0NDZiamsLOzg6dOnVCjx49WNn3BZNIJNixYwdu376NZ8+eISYmBikpKdDX10f16tXRvHlzfPvtt7CzsyvtohL9JzEAQERERERERERERERUDqmXdgGIiIiIiIiIiIiIiKjoMQBARERERERERERERFQOcRDgcigrK0sYYV1dXR1qamqlXCIiIiIi+tJJJBJkZWUBADQ1NaGuzrZCxYnP7ERERESUHwV9XmcAoBzKyMjAo0ePSrsYRERERFRGOTg4QFtbu7SLUa7xmZ2IiIiICio/z+ts1kNEREREREREREREVA6xB0A5JNv9w8HBARoaGqVYmrItKCgIAFC/fv1SLgkRz0f6svB8pC8Nz8nCy8zMFFqkM/1P8eMze9Hh9U9fEp6P9CXh+UhfEp6PhVfQ53UGAMoh2fyhGhoa/DFRCNL3ku8hfQl4PtKXhOcjfWl4ThYt5qMvfnxmLzq8/ulLwvORviQ8H+lLwvOxaOXneZ1Ne4iIiIiIiIiIiIiIyiEGAIiIiIiIiIiIiIiIyiEGAIiIiIiIiIiIiIiIyiEGAIiICuH9+/do2rQp7Ozs8PnzZ9FrT58+xejRo9G8eXM0bdoUffr0wePHj3PdXlpaGtasWYOvv/4ajRo1wtdff41Vq1YhLS1NtFxISAhGjBiBxo0bo2XLlpgzZ47C/mfNmgU7OzuFf6GhoXke1/PnzzFs2DA0btwY7dq1w8qVK5GZmaniu0JERERERERERF8CDgJMRFQIf//9N/T09JCUlCSaHxQUhIEDB6Jjx45Yvnw5AODRo0dISUnJdXtLly7Fvn37MHnyZNSvXx9PnjzBihUrEB8fD3d3dwBAQkIChg0bhpo1a2L58uWIi4vD4sWLER0djXXr1om2V6tWLSxYsEA0z8rKKtcyfPr0CZ6enqhduzbWrVuHV69eYdGiRcjKysKUKVNUel+IiIiIiIiIiKj0MQBARFRAt2/fxtWrVzF69Gj8/fffotfmzJkDV1dXLFmyRJjn7Oyc5zZPnTqFAQMGYPjw4QCAVq1a4f379zh58qQQANizZw9SUlKwYcMGGBoaAgCMjY3x448/4tGjR3BwcBC2p6uriyZNmuTruPbt24fU1FSsWbMGBgYGaNu2LRITE7FmzRr88MMPMDAwyNf2iIiIiIiIiIiodDAFEBFRAWRmZuLPP//E2LFjYWJiInrt+fPnePDgAQYPHpzv7WZkZChUsFesWBESiUSYDgoKgr29vVD5DwBt27aFmpoarly5ku99yvP19UW7du1E5ejWrRtSUlLg7+9f6O0TEREREREREVHJYACAiKgA9u3bh7S0NAwaNEjhtQcPHgAA4uPj0bNnTzRo0ACdOnXCwYMH89xunz59sH//fty9exefP3/GnTt3sG/fPtF+UlNToaWlJVpPQ0MD6urqCvn9Q0ND0axZM9jb22PAgAEqVeCHhYWhVq1aonnVqlWDrq4uwsLC8lyfiIiIiIiIiIi+DEwBRESUT7GxsVi5ciUWL16sUBEPAB8+fAAAzJgxAyNHjoSDgwO8vb3x66+/wsLCAi4uLjlue9q0aUhNTcXAgQOFeQMHDsT48eMRGBgIALC2tsapU6eQnp4u7D8wMBCZmZn49OmTsF79+vXRqFEj1K5dGzExMdi2bRtGjBiBPXv2oFGjRjmWIT4+HhUrVlSYb2hoiPj4+DzeHSIiIiIiIiIi+lIwAEBElE/Lly9H48aNc6zIl6br6du3L3744QcA2bn8Q0NDsXHjxlwDAFu2bMGJEyfw22+/wc7ODsHBwVi5ciWMjY3RqVMnYbs7d+7En3/+iQkTJiAuLg7z5s2DhoYG1NTUhG0NGzZMtG0XFxd069YNGzZsUBgsmIiIiIiIiIiIyh8GAIiI8iEkJARHjhzBrl27hNbwycnJAIDExERoaGgIuflbtmwpWrdVq1bYsWNHjtuOiYnBypUr8fvvv+O7774DADg6OkJLSwt//vknWrRoAWNjY9ja2uKPP/7AggULsH//fqirqwvLm5ub57h9XV1duLi44NKlS7keo6GhIRITExXmx8fHi8YdICIiIiIiIiKiLxsDAERE+fDy5Uukp6ejX79+Cq85OzujT58+6NmzJwCIBu6VTsu20Jf35s0bpKeno169eqL5DRo0QEZGBqKjo2FsbAwge6yAHj16IDw8HGZmZjAxMUHLli3Rt2/fXMuvpqaWaxkAoFatWgq5/t+9e4fk5GSFsQGIiIiIiIiIiOjLxQAAEVE+NGvWDDt37hTNu3r1KjZv3oxNmzahevXqsLKygpGREfz8/ODs7Cws5+fnp1C5L6tatWoAgCdPnohy9D9+/BgAYGFhIVpeR0cHdnZ2AICjR48iKysL33zzTY7bT0lJweXLl9GwYcNcj9HZ2Rn//PMPEhMTYWBgAAA4ffo0KlSoACcnp1zXJSIiIiIiIiKiLwcDAERE+WBqaqqQ2iciIgIA0KJFC+jr6wMAxo4diyVLlsDQ0FAYBPj27dvYtWuXsN6tW7cwdOhQ7Ny5Ey1btkSlSpXQqVMnLFmyBKmpqcIYAKtXr0aXLl1gZGQEIDvV0Pr16+Ho6AgNDQ3cunUL27Ztw59//in0EEhISMDo0aPRs2dPWFtbIzY2Ftu3b0dUVBRWrlwpKvvXX3+Nv/76C7179wYA9O/fH15eXpgwYQJ++OEHvH79GmvWrIGnp6cQECAiIiIiIiIioi8fAwBERMXA09MTEokEXl5eWLNmDWxsbLBq1Sq0aNFCWCYlJQUAYGZmJsxbtGgR1q5dCy8vL0RFRaFy5cro168fxo4di5cvXwIA1NXVERQUhIMHDyIlJQV16tTBypUrhUGCAUBbWxumpqZYv349Pn78CB0dHTRp0gS7du2Cg4ODsJxEIkFmZiaysrKEeUZGRti+fTv++OMPjBkzBoaGhhg2bBgmTJhQbO8XEREREREREREVPQYAiIgKycPDAx4eHgrzhw8fjuHDh+e43oMHD+Dk5ITatWsL8wwMDDBz5kzMnDlTYXkdHR0AgJ6eHrZu3ZprmXR0dLBmzZo8y25lZYWnT58qzK9du7ZCqiMiIiIiIiIqO2xtbUu7CET0BWAAgIjo/5NkZUJNXaPE9hcQEJBrgECebKDgS1bS7yMREREREVFpkKSnIfP969IuRo6klX4ZpVqK3GlUrg41Le3SLgZRucYAABHR/6emroHEi2ORlfCqRPa3sheA+GWIP7asRPZXEtQr1oBBx3WlXQwiIiIiIqJil/n+NT7+3Ke0i1Gmmf11CJpW7KlAVJwYACAikpGV8ApZcc9LuxhERERERERERESFpl7aBSAiIiIiIiIiIiIioqLHAAARERERERERERERUTnEAAARERERERERERERUTnEMQCIiIiIiIiIiIqArS0HMyUioi8LAwBEREREREREVCZIMtOQFf+ytIuRI63//39mcqkWI1fqhtZQ09Au7WIQEVEJYQCAiIiIiIiIiMqErPiXSDjeo7SLUaZV7HUSGiZ1SrsYRERUQjgGABERERERERERERFROcQAABERERERERERERFROcQAABERERERERERERFROcQAABERERERERERERFROcQAABERERERERERERFROcQAABERERERERERERFROcQAABERERERERERERFROcQAABERERERlVtnz57Fn3/+iYEDB6JZs2aws7PDlClTVF7/2LFjsLOzg52dHfbu3VuMJSUiIiIiKnqapV0AIiIiIiKi4rJ+/XoEBwdDT08PVapUQVhYmMrrRkRE4M8//4Senh6SkpKKsZRERERERMWDAQAiIiIiIioVEokEjx8/RlBQED58+ICEhAQYGhrCzMwMDRo0QMOGDaGmplaofcyePRtVqlSBtbU1/P39MXToUJXWy8rKwsyZM2FqaopOnTph69athSoHEREREVFpYACAiIiIiIhKVEBAAPbs2YPLly8jMTFRmC+RSEQV/gYGBujQoQMGDhyIJk2aFGhfrVq1KtB6//zzD+7evYtdu3bhxo0bBdoGEREREVFpYwCAiIiIiIhKxJ07d7Bw4UIEBgZCIpFAQ0MD9erVg62tLYyNjaGvr4/Pnz8jNjYWoaGhCAkJwYkTJ3Dy5EnY29tj5syZaNGiRbGXMzg4GCtXroSnpyeaN2/OAAARERERlVkMABARERERUbGbOHEizp8/Dy0tLXTu3Bnu7u5wcnKCnp5ejuskJSXBz88Px44dw6VLlzBkyBB07twZK1euLLZypqWlYfr06bC2ts7XYMGFERQUVOhUR/9lqampAIDAwMBSLgkVN1tbW2iVdiHKiZSUFISGhpZ2Mco0W1tbVqoVEZ6P/w38vi48iURSoPV4ryIiIiIiomJ35coVeHp6YtSoUTAxMVFpHT09Pbi6usLV1RWxsbHYtGkT9u7dW6zlXLp0KcLCwrB//35oa2sX676IiIiIiIobAwBERERERFTszp8/DwsLiwKvb2JigpkzZ2L48OFFWCqxmzdvYseOHRg7dizs7e2LbT/y6tevDw0NjRLbX3kjbUnYsGHDUi4JlYTM5NIuQflQoUIFXjNFIKO0C1BO8Hz8b+D3deFlZmbi/v37+V5PveiLQkREREREJFaYyv/i2I685ORkzJ49Gw0aNMCPP/5YLPsgIiIiIipp7AFARERERET/eR8/fsS7d+/w7t27HFv/z507F3PnzsXQoUPxyy+/lHAJiYiIiIjyjwEAIiIiIiL6z9PX10efPn2UvvbkyRM8efIEzZo1Q61atdC0adMSLh0RERERUcEwAEBERERERMVu6NChBV5XTU0NO3bsKMLSKDIxMcH//vc/pa+tXr0aT548Qc+ePTFgwIBiLQcRERERUVFiAICIiIiIiIqdv78/1NTUIJFI8r2umppagfd74cIFXLhwAQAQHR0NAHjw4AFmzZolLLNw4cICb5+IiIiI6EvGAAAREREREZWYRo0aoVevXqhUqVKJ7C8oKAhHjx4VzYuIiBDNYwCAiIiIiMorBgCIiIiIiKjYde/eHRcuXMDDhw/x5MkTtGvXDh4eHnB1dYWmZvH9LJkwYQImTJhQ6tsgIiIiIioNDAAQEREREVGxW7JkCRITE/Hvv//i6NGjuHz5Mq5cuQIjIyP06NEDHh4eqF+/fmkXk4iIiIioXFEv7QIQEREREdF/g4GBAfr164d9+/bhzJkzGDlyJLS1teHl5QUPDw/07t0bO3fuRExMTGkXlYiIiIioXGAAgIiIiIiISpyNjQ2mTp2Ky5cvY+PGjXBzc0NYWBgWLFgAZ2dnTJ8+vbSLSERERERU5jEAQEREREREpUZdXR0uLi5YsWIFrly5AhcXF2RkZODatWulXTQiIiIiojKPYwAQEREREVGpCgsLw9GjR3H8+HFER0cDAGrVqlXKpSIiIiIiKvsYACAiIiIiohKXmJiIU6dO4ejRo3j48CEkEgmMjY0xaNAgeHh4oEGDBqVdRCIiIiKiMo8BACIiIiIiKhESiQTXr1/H0aNHcfHiRaSkpEBDQwMuLi5wd3eHq6srtLS0SruYRERERETlBgMARERERERU7JYtW4bjx48jKioKEokEtra28PDwQK9evVCpUqXSLh4RERERUbnEAAARERERERW7TZs2QU1NDfb29nB3d0fjxo0BAO/fv8f79+/zXL9hw4bFXUQiIiIionKHAQAiIiIiIioxjx8/xuPHj/O1jpqaGp48eVJMJSIiIiIiKr8YACAiIiIiomJXrVq10i4CEREREdF/DgMARERERERU7Hx8fEq7CERERERE/znqpV0AIiIiIiIiIiIiIiIqegwAEBERERERERERERGVQwwAEBERERHRFyUxMRExMTGlXQwiIiIiojKPAQAiIiIiIioxnz9/xuvXr/Hp0yeF1969e4chQ4bA0dERbdu2RefOnTl2ABERERFRITAAQEREREREJWbdunXo3Lkzbt68KZqfkZGBH374Abdv34aGhgYMDAzw6tUrTJgwAffv3y+dwhIRERERlXFlMgDg7++P+vXrw87ODkuWLMlxudDQUEyaNAmtW7eGg4MD3NzcsGrVKqSkpOS4TkBAAEaNGgUnJyc0atQIPXr0wPbt25GZmZnjOpcvX8aQIUPQvHlzNG3aFH379sXRo0dzPYZjx46hb9++aNq0KZo3b44hQ4bg0qVLeR88EREREVEZdvfuXRgaGqJjx46i+efOncPz58/h4OCAa9eu4fbt2/jtt9+QmZmJf/75p5RKS0RERERUtpW5AEBCQgJmzpyJChUq5Lrcw4cP0adPH1y8eBFt2rTB0KFDYWBggLVr12L48OFIS0tTWOfChQsYNGgQbt++jU6dOmHQoEFIT0/HggULMGXKFKX72b17N0aPHo1nz56hZ8+e6Nu3L6KiojBr1iwsWrRI6TqLFi3CzJkzERUVhb59+6Jnz5549uwZxowZg127duX/TSEiIiIiKiMiIiLg4OAALS0t0fyLFy9CTU0N06ZNg7GxMQBg0KBBaNSoEe7du1cKJSUiIiIiKvs0S7sA+fXHH38gKSkJY8aMwbJly5Quk5mZiVmzZiEpKQnr1q0TWhdlZWVh8uTJ8Pb2xvbt2zFq1ChhncTERPz2229QV1fHzp074eDgAACYPHkyhg0bBm9vb/z777/o1q2bsM6bN2+wcOFCGBsb4/Dhw7CysgIAjBs3Dn369MHWrVvRuXNnNG3aVFjn3r172Lp1K2rUqIFDhw7ByMgIAPD999/j22+/xaJFi/DVV18J2yIiIiIiKg+OHTsGAIiNjUViYqIwLXXnzh2oqanh1atXePfunTDfwMAAcXFxouV79+5d/AUmIiIiIioHylQPgDNnzuDEiRP47bffYG5unuNy/v7+CA0NhaOjo6hrsbq6OqZPnw4A2LdvHyQSifDa2bNnERMTg27dugmV/wCgo6ODSZMmAQD27t0r2s/hw4eRlpaGQYMGiSrsjYyMMHr0aGE/sqTTY8aMESr/AcDKygoDBw5EWloajhw5otobQkRERERURhw+fBiHDx9GRkYGIiIihOnDhw9j7969eP/+PQwNDXHixAnRa69evUJWVpYwzWdlIiIiIiLVlZkeAO/fv8fcuXPh5uaG7t275/rg7+fnBwBo3769wmvVq1dHzZo1ER4ejtevX6NGjRp5ruPo6AhdXV0EBAQgLS0N2traea7j7OwsWkaVsjk7O2PdunXw8/PDxIkTczw+IiIiIqKyxsvLCwDQvHlzVK9eXZgGAF9fX4waNQq9evXC7NmzRestX74cBw4cEC1PRERERESqKRMBAIlEgtmzZ0NTUxNz587Nc/kXL14AAGrWrKn0dWkA4MWLF0IAILd1NDU1YWVlhZCQELx+/Rq2trZ5rmNhYQE9PT1ERkYiOTkZurq6SEpKwvv376GnpwcLCwuFdaytrQEA4eHheR6jqoKCgqCmplZk2/uvSU1NBQAEBgaWckmouOno6KB27dqlXYxy4/nz58L1Q+UT74/0peE5WXiyvWOLU926dREQEABfX184OzsjPT0d//zzD9TU1JQ2kgkNDUXlypVLpGxEREREROVNmQgAeHl54fr161i7di1MTU3zXD4xMREAULFiRaWvGxgYAMgeUDi/68THx+drnaSkJCQkJEBXV1fYX07LS+fL7oOIiIiIqDwZOHAgAgIC8OOPP8LOzg7R0dGIjo5GnTp10K5dO9GyKSkpuHnzJr7++utSKi0RERERUdn2xQcAQkNDsWTJEvTu3RudOnUq7eKUOfXr14eGhkZpF6PMkrYibNiwYSmXhKhsYW+K8o/3R/rS8JwsvMzMTNy/f7/Y99OjRw+8evUKGzZswJMnTwAAtWrVwurVqxWWPXjwID5//iwa14uIiIiIiFRXqADA69ev8ejRIzRu3BiWlpbC/ODgYMybNw/BwcGwsrLCtGnT4OLiUqB9TJ8+HSYmJvj1119VXkdZC39Zylruq7qOoaGhaJ3Y2FgkJCTAxMQkz/1I/89pH9L5svsgIiIiIipvxo0bh2HDhiE0NBR6enqoU6eO0uVatGiBnTt3olmzZiVcQiIiIiKi8kG9MCtv27YNU6dORWZmpjAvMTERw4cPR0BAAJKTkxESEoLx48cjNDS0QPsIDAxEZGQkWrRoATs7O+GfdHCwzZs3w87ODmPHjhXWsbGxAZBzLn3pfOlyea2TkZGBN2/eQFNTE9WrV1dpnaioKCQlJaFKlSrQ1dUFAOjp6aFy5cpISkpCVFSUwjovX74EkPPYBURERERE5YWBgQEaN26cY+U/kN2b1cnJCZqaX3zHZSIiIiKiL1KhAgC3b9+Gra2tMJAuABw/fhyxsbHo1q0bzp8/j1mzZiE9PR1eXl4F2kefPn2U/nN0dAQA2NnZoU+fPmjbtq2wTqtWrQAAV69eVdje69evER4eDktLS1Flfm7r3L59G8nJyWjatCm0tbVVWsfX11e0TGHWISIiIiIiIiIiIiLKr0I1pYmOjkbjxo1F865duwZ1dXXMnj0blSpVgqenJw4fPozbt28XaB//+9//lM4/cuQIbt++DWdnZ0ybNk30mpOTE2xtbXH79m1cvHhRyBmalZWFxYsXAwD69+8PNTU1YZ0uXbpgyZIl+PfffzF48GA4ODgAAFJTU7Fy5UoAwIABA0T78fDwwJYtW7B79254eHjAysoKAPDp0yds3LhR2I+s/v374/jx49iwYQM6deoEIyMjAMCbN2+wZ88eaGtrw8PDI/9vFBERERHRFyw9PR1aWlpfzHaIiIiIiP4LChUASExMFOXRB4AHDx7Azs4OlSpVEubZ2tri2rVrhdlVvmhoaGDBggUYNmwYJk2aBDc3N1StWhU3b97E48eP0axZM3h6eorWMTAwwPz58zFx4kQMHToUXbt2hZGREXx8fPDixQu4ubmha9euonWqV6+OmTNn4s8//8S3336Lrl27QktLC97e3oiMjMSIESPQtGlT0TrNmjXDiBEjsHXrVvTs2RNubm5IT0/H6dOnERcXh99++00IJBARERERlRdubm6YOHEievXqJWqIoyqJRIKjR49izZo18PHxKYYSEhERERGVP4UKAOjr64ty2YeFhSEmJgZdunQRLaeuro6srKzC7CrfGjdujEOHDmH16tW4fv06EhMTYWlpiXHjxmHUqFGiVD5SnTp1wu7du7Fu3TqcO3cOqampsLa2xuzZszFkyBClP1QGDx4MKysrbNmyBceOHYNEIoGtrS0mT54Md3d3pWWbOXMm7OzssGvXLhw4cABqampo2LAhvv/+e3To0KHI3wsiIiIiotKmr6+P2bNnY+3atfDw8ECvXr1QrVq1PNeLiIjAsWPHcOzYMbx+/Rp169YtgdISEREREZUPhQoA2NnZISAgAK9evUKNGjVw8OBBqKmpwcnJSbTcmzdvYG5uXqiCyvPw8MgzVU7t2rWF9D2qatr0/7F353FVVfv/x9+HSUEUh1REFBQnNDUUHCrJqSztmmPXFIe01K5jZamZt1JTy9KcNRVn85pTliWGlvOACuYAOStozqAQyHh+f/TjfCNAgYMcOb6ej4ePPHuvtdeb0xE2+7P3Wj5asGBBrvo0b95czZs3z1WfDh06qEOHDrnqAwAAABRW3333nVatWqWZM2dq+vTpmjFjhipXriwfHx9VrVpVpUqVUrFixfTnn38qOjpaZ8+eVVhYmC5duiSj0aiSJUtq7NixmablBAAAAJA9swoA//73v3Xw4EF17NhRlStXVkREhMqUKZPhLva4uDiFh4frueeeMzssAAAAgMLJxsZGAQEB6tSpkzZs2KBVq1bp7NmzunjxYpZP2hqNRkl/3XTUvXt3tW/fXo6OjgUdGwAAACjUzCoAtGvXTufOndOiRYsUHh6uihUr6rPPPlORIkVMbX766SclJydneioAAAAAwOPHyclJPXr0UI8ePXTx4kUdPHhQ4eHhunXrlmmNsTJlyqh27dpq3Lgx62MBAAAAZjCrACBJQ4YM0YABAxQXF6fSpUtn2v/MM89o48aNqlSpkrlDAQAAALAiHh4e8vDweKhjbNmyRSEhIQoPD1dERIT+/PNPtW3bVtOmTcvU9tq1a/r555+1c+dOnT17VtevX1fRokVVs2ZNde7cWR06dMjTAsYAAACApZhVAJg0aZKKFy+uwYMHZ3nxX5Lc3NxytLgXAAAAAOS3uXPnKiIiQk5OTnJ1ddW5c+eybbt8+XItWLBAbm5uatSokcqXL6/r169r69atCgkJ0a+//prrNcYAAAAASzKrALBixQq1bNkyv7IAAAAAQL4aPXq0XF1d5eHhoYMHD6pXr17Ztq1Xr56WLl2qxo0bZ7jT/+2339arr76qLVu2aOvWrXrhhRcKIjoAAABgNhtzOj/xxBOytbXNrywAAAAAkK+aNGkiT0/PHE3d88ILL6hJkyaZ2pYvX16vvfaaJOnAgQMPJScAAADwMJhVAHj66ad15MgRpaSk5FceAAAAAHjk2Nn99fA0N0ABAACgMDFrCqAhQ4Zo+/bt+uijjzRmzBg5OTnlVy4AAAAAeCSkpKTou+++kyQ1a9Ys348fHh7O4sJmSExMlCSdOHHCwknwsHl5ecne0iGsxL1793T27FlLxyjUvLy8zLuoBhM+j48Hfl6bz2g05qmfWd+r1q9fr2bNmmn9+vXavn27nn76abm5ualIkSKZ2hoMBg0aNMic4QAAAACgwH322Wc6deqUmjdv/lAKAAAAAMDDYlYBYNasWTIYDDIajYqOjtbmzZsztUnfTwEAAAAAQGEzf/58LVu2TNWrV9fnn3/+UMbw9vZmaiEzpN9JWKdOHQsnQUFITbB0AutQtGhR/s3kAybEzh98Hh8P/Lw2X2pqqsLCwnLdz6wCwKBBg3hUFQAAAMBDde/ePRUtWrTAx507d66++uor1axZU0uWLJGLi0uBZwAAAADMYfYaAAAAAACQW/Pnz9eAAQMe2C4pKUkDBw7UkiVLHn6ov5k2bZrmzZunOnXqKDAwUCVLlizQ8QEAAID8YGPpAAAAAAAeP1999ZW+//77+7ZJSUnR4MGDdeDAgQJK9ZdJkyZp3rx5euqpp7R06VIu/gMAAKDQyrcFy2NjY3Xs2DHdvn1bbm5uatCgQX4dGgAAAICVKV++vD744AOVK1dOjRs3zrQ/NTVVb7/9tnbu3KmmTZsWSCaj0aiPP/5Yq1evlp+fn+bPn69ixYoVyNgAAADAw2B2ASA2NlYTJ07U999/r9TUVElShw4dTAWAb7/9VtOnT9esWbP01FNPmTscAAAAACuwYMECvfbaaxoyZIhWrVqlatWqmfYZjUa9//77+vnnn9WgQQPNnTs3z+MEBwcrODhYknTjxg1J0tGjRzVq1ChTm8mTJ0uSZs+erdWrV8ve3l716tVTYGBgpuNVrFhRnTp1ynMeAAAAoCCZVQCIj49Xz549FRERoTJlyujJJ5/Ujh07MrRp3ry5/vvf/yo4OJgCAAAAAABJUvXq1TVr1iy9+eabevPNN7V69WqVL19ekvThhx9q8+bNevLJJ/X111+btQBweHi4NmzYkGHb5cuXM2xLLwBERUVJkpKTk7Vo0aIsj9eoUSMKAAAAACg0zCoABAYGKiIiQu3bt9cnn3wiR0dH1apVK0ObsmXLqlq1atq/f79ZQQEAAABYlyZNmujTTz/VyJEjNWDAAK1YsUJTp07VunXrVKNGDS1atEjOzs5mjTFkyBANGTIkR20nT55sKgYAAAAA1sCsAsCWLVtUrlw5TZgwQQ4ODtm28/T0VFhYmDlDAQAAALBC7du31x9//KFp06apbdu2unHjhjw9PbV48WK5uLhYOh4AAABQqNmY0zkyMlJ169a978V/SXJwcFBMTIw5QwEAAACwUgMGDNC///1vXb9+XRUrVtTSpUtVpkwZS8cCAAAACj2zngCws7NTYmLiA9tdvXpVTk5O5gwFAAAAoBAbPXr0ffenpaXJzs5O7u7u+uqrrzLsMxgMmjhx4kNMBwAAAFgnswoAVapUUXh4uJKSkrJ9CuDOnTuKiIhQ7dq1zRkKAAAAQCH2z4V4s5PV2mEUAAAAAIC8MasA0KZNG3355ZeaMmWKxowZk2WbqVOnKj4+Xi+99JI5QwEAAAAoxCZNmmTpCAAAAMBjx6wCQEBAgDZu3KgVK1bo+PHjeuGFFyRJly9f1qpVq7RlyxaFhISoRo0a6tKlS74EBgAAAFD4dOzY0dIRAAAAgMeOWQUAR0dHBQYGatiwYQoNDVVYWJgkKSQkRCEhITIajapTp47mzJnzwIWCAQAAAAAAAABA/jGrACBJ5cuX1+rVq7Vz507t3LlTkZGRSk1NVYUKFeTv76/WrVvLYDDkR1YAAAAAj4G9e/cqIiJCbm5uev7552Vra2vpSAAAAEChZHYBIJ2/v7/8/f3z63AAAAAArNiaNWu0ZMkSjRs3Tr6+vqbtH374odatW2d67evrq8DAQNnb21siJgAAAFCo2Vg6AAAAAIDHz9atW3Xz5k3Vr1/ftC00NFRr166Vk5OT/vWvf8nd3V2HDh3SDz/8YMGkAAAAQOGVb08ApKamKiYmRomJidm2cXNzy6/hAAAAABRiZ8+eVfXq1TPc2b9582YZDAZNnTpVzz33nKKjo9WyZUutX7+eRYQBAACAPDC7AHDo0CHNnj1bhw8fVnJycrbtDAaDTp48ae5wAAAAAKxAdHS0fHx8Mmw7dOiQSpQooeeee06SVKpUKfn6+urUqVOWiAgAAAAUemYVAHbv3q2BAwcqJSVFklSyZEk5OTnlSzAAAAAA1istLU1JSUmm1wkJCTp9+nSmdcVKliyp6Ojogo4HAAAAWAWzCgDTp09XSkqK+vbtqwEDBsjFxSW/cgEAAACwYq6urgoPDze93rNnj1JTU9WgQYMM7WJjY1WiRImCjgcAAABYBbMWAT516pTq1Kmj999/n4v/AAAAAHLs2Wef1ZUrV/TJJ59o27Zt+uKLL2QwGNSiRYsM7cLDw1lLDAAAAMgjswoAzs7O8vT0zKcoAAAAAB4XAwcOVJkyZfTNN99o8ODBunDhgl5++WVVq1bN1ObkyZO6du1aprUCAAAAAOSMWVMAsSAXAAAAgLwoV66cNmzYoDVr1ujWrVuqV6+eXnnllQxtTp06pVatWumFF16wUEoAAACgcDOrADB48GD9+9//1pIlS9SnT598igQAAADgcVC2bFkNGjQo2/0dOnRQhw4dCi4QAAAAYGXMKgBUr15dgYGBeueddxQUFKRmzZrJ1dVVNjZZzyzEyTsAAAAAAAAAAAXDrAKAJB06dEgxMTH6448/FBYWdt+2FAAAAAAAAAAAACgYZhUAVq9erS+++EKSVKtWLVWuXFnFihXLl2AAAAAArIe3t7cMBoM2b96sKlWqyNvbO8d9DQaDTp48+RDTAQAAANbJrALAsmXLZGdnpzlz5sjf3z+/MgEAAACwMkajUUajMcPr3PQFAAAAkHtmFQAuX74sPz8/Lv4DAAAAuK+IiIj7vgYAAACQ/7JerTeHSpcurZIlS+ZTFAAAAAAAAAAAkF/MKgC0atVKhw8fVlJSUn7lAQAAAIAMYmNjLR0BAAAAKJTMKgAMHTpUxYoV08iRIxUTE5NPkQAAAABAiouL04wZM9SqVStLRwEAAAAKJbPWAJg0aZK8vLy0ZcsW7dq1S08++aRcXV1lMBgytTUYDJo4caI5wwEAAACwAsnJybpz545KlSolW1vbTPvj4uK0ZMkSLVu2jLv/AQAAADOYVQDYsGGDDAaDjEaj4uLitH///mzbUgAAAAAAHm8XL17UxIkTtXfvXqWkpMjGxkbNmjXTmDFjVKlSJUnSqlWrNHPmTMXExMhoNMrDw0Nvv/22hZMDAAAAhZPZTwAAAAAAwIPcunVLr732mqKjo2U0GiVJqamp+vXXX3Xq1Cl99913GjNmjH7++WcZjUaVLVtWgwcPVpcuXbJ8SgAAAADAg5lVAOjYsWN+5QAAAABgxQIDA3X79m1VrlxZQ4YMUa1atRQbG6vt27dryZIl6t27t06ePCk7Ozv1799f/fv3V9GiRS0dGwAAACjUzCoAAAAAAEBO7N69W46OjlqyZInc3NxM2xs0aKASJUpo6tSpMhgMmj59Oov+AgAAAPnEJr8OlJSUpNDQUG3ZskVbtmxRaGiokpKS8uvwAAAAAAqxyMhI1atXL8PF/3T/+te/JEne3t5c/AcAAADykdlPACQnJ2vWrFlauXKl/vzzzwz7nJycFBAQoMGDB8ve3t7coQAAAAAUUgkJCapQoUKW+1xdXSVJVapUKchIAAAAgNUzqwCQmpqqgQMHau/evaaFuipVqiTprzt8bty4oa+//lrHjx/X119/zeJdAAAAwGPKaDTKYDBkuS99u4ODQ0FGAgAAAKyeWQWA//3vf9qzZ488PT01ZswYNWvWLMP+Xbt2aeLEidq7d6/WrFmj1157zaywAAAAAJAbW7ZsUUhIiMLDwxUREaE///xTbdu21bRp07Ltc/bsWc2YMUMHDx5UXFyc3Nzc1K5dOxYmBgAAQKFjVgHgu+++k6Ojo5YuXary5ctn2t+sWTMtWbJEL774ojZu3EgBAAAAAHiMBQUF6eDBg1nuMxgM2e43GAwKDg7O05hz585VRESEnJyc5OrqqnPnzt23/W+//abevXsrOTlZbdq0kaurq/bv36/Zs2dr3759Wrp0KU8qAAAAoNAwqwBw5swZNW7cOMuL/+nKly+vxo0bKyQkxJyhAAAAABRy8fHxio+Pz/X+7KYOyonRo0fL1dVVHh4eOnjwoHr16pVt29TUVI0aNUrx8fGaM2eOaUHitLQ0DR8+XEFBQVqyZIn69++f5zwAAABAQTKrAJCSkiJHR8cHtnN0dFRKSoo5QwEAAAAoxJYtW2aRcZs0aZLjtgcPHtTZs2fl5+dnuvgvSTY2NnrvvfcUFBSk1atX68033zSrKAEAAAAUFLMKAG5ubjp06JCSkpKyfQw2KSlJhw4dkpubmzlDAQAAACjEGjVqZOkID7R//35JyrS2mSRVqlRJnp6eunDhgiIjI1W5cuWCjgcAAADkmlkFgJYtW2rRokUaNWqUPv74Y5UoUSLD/tjYWH3yySe6efOmXnnlFbOCAgAAAMDDdP78eUmSp6dnlvvTCwDnz5/P1wJAeHg4TxSYITExUZJ04sQJCyfBw+bl5SV7S4ewEvfu3dPZs2ctHaNQ8/LyMu+iGkz4PD4e+HltPqPRmKd+Zn2veuONN7R582b99NNP2rlzp1q0aCF3d3cZDAZFRkbql19+0Z9//ilXV1e98cYb5gwFAAAAAA9VXFycJKl48eJZ7nd2dpb0141OAAAAQGFgVgGgVKlSWrp0qd59910dP35c33//venOlfSKRN26dfXll1+qZMmSZocFAAAAAGvj7e0tW1tbS8cotNLvJKxTp46Fk6AgpCZYOoF1KFq0KP9m8gGrXeYPPo+PB35emy81NVVhYWG57mf200oeHh5au3atDh06pJCQEF27dk2SVL58efn5+cnX19fcIQAAAADgoXvQHf4PekIAAAAAeNTk23Rlvr6+XOwHAAAAUGhVqVJFknThwoUs96dvT28HAAAAPOpszOk8evRorV279oHt1q9fr9GjR5szFAAAAAA8VE2aNJEk7dq1K9O+yMhIXbhwQRUrVlSlSpUKOhoAAACQJ2YVADZs2KDDhw8/sN2RI0e0ceNGc4YCAAAAgIeqUaNG8vLyUkhIiLZt22banpaWpilTpkiSunXrZlr3DAAAAHjU5dsUQPeTkpIiG5u81xqmTJmi48eP68KFC4qOjlbRokXl5uam1q1bq0ePHipVqlSmPqGhoZo7d67CwsJ07949eXh4qHPnzurZs2e2C2z9+uuvWrRokU6ePKm0tDRVq1ZN3bt3V8eOHbPNtnHjRq1cuVJnzpyRjY2Nateurb59+6pFixZZtk9NTdWKFSu0du1aXbx4UUWLFlX9+vX11ltvqUGDBnl7gwAAAIBC5sqVK3JyclLJkiXv2+7OnTv6888/5ebmlqdxgoODFRwcLEm6ceOGJOno0aMaNWqUqc3kyZMlSba2tpo0aZJ69+6tYcOGqU2bNqpQoYL27dun48ePq0GDBurTp0+ecgAAAACWYNYTADl1+vRpsxbKWrp0qRISEvT000+rV69e+te//iVbW1vNnDlT7du31+XLlzO0Dw4OVo8ePRQSEmIqEiQnJ2vSpEl6++23sxxj5cqVGjBggE6dOqX27dura9euun79ukaNGqXPPvssyz6fffaZRo4cqevXr6tr165q3769Tp06pYEDB2rFihWZ2huNRr3zzjuaOHGikpOT1aNHD7Vu3VqHDh1SQECA6RcTAAAAwNq1atVKn3/++QPbTZkyRa1bt87zOOHh4dqwYYM2bNig3bt3S5IuX75s2rZhw4YM7evXr6+1a9eqVatW2rNnj5YsWaK4uDgNGjRIixcvloODQ56zAAAAAAUt108A/HMu/yNHjmQ7v39qaqrOnj2rkydP6rnnnstbQkmHDx9WkSJFMm2fNm2a5s2bp3nz5mn8+PGSpLi4OI0dO1Y2NjZatmyZ6tatK0kaPny4evfuraCgIG3evFnt2rUzHScqKkqTJ09WyZIltW7dOrm7u0uSBg0apC5duigwMFAvvPCCfHx8MnzdgYGBqly5stauXSsXFxdJUr9+/dS5c2d99tlnat68uelYkrR582Zt2bJFPj4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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Summary for Slides\n", "\n", "slide numbers on my presentation" ], "metadata": { "id": "peVp1WNBdF7y" } }, { "cell_type": "code", "source": [ "print(\"=\"*60)\n", "print(\" ML RESULTS — SLIDE-I PUT ON SUMMARY\")\n", "print(\"=\"*60)\n", "print()\n", "print(\"MODELS TRAINED:\")\n", "print(f\" 1. Logistic Regression (baseline)\")\n", "print(f\" Model: Logistic Regression (L2, C=0.1)\")\n", "print(f\" Metric: ROC-AUC = {roc_auc_score(y_test, y_proba_lr):.4f}\")\n", "print(f\" Recall: {recall_score(y_test, y_pred_lr):.4f}\")\n", "print()\n", "print(f\" 2. Random Forest\")\n", "print(f\" Model: Random Forest (300 trees, max_depth=12)\")\n", "print(f\" Metric: ROC-AUC = {roc_auc_score(y_test, y_proba_rf):.4f}\")\n", "print(f\" Recall: {recall_score(y_test, y_pred_rf):.4f}\")\n", "print()\n", "print(f\" 3. XGBoost ← MAIN MODEL\")\n", "print(f\" Model: XGBoost (500 trees, lr=0.05, max_depth=6)\")\n", "print(f\" Metric: ROC-AUC = {roc_auc_score(y_test, y_proba_xgb):.4f}\")\n", "print(f\" Recall: {recall_score(y_test, y_pred_xgb):.4f}\")\n", "print(f\" Precision: {precision_score(y_test, y_pred_xgb):.4f}\")\n", "print(f\" F1: {f1_score(y_test, y_pred_xgb):.4f}\")\n", "print()\n", "print(f\"EVALUATION METRIC CHOICE:\")\n", "print(f\" Primary: ROC-AUC — measures overall discriminative power\")\n", "print(f\" Secondary: Recall — missing a churner costs more than a false alarm\")\n", "print()\n", "print(f\"OPTIMAL DECISION THRESHOLD: {best_threshold:.2f}\")\n", "print(f\" At this threshold:\")\n", "print(f\" Recall = {recalls[best_idx]:.1%} of churners identified\")\n", "print(f\" Precision = {precisions[best_idx]:.1%} of flagged are true churners\")\n", "print()\n", "print(f\"BUSINESS IMPACT (full 100K customer base):\")\n", "print(f\" Estimated net value of retention programme: ${best_net_value*5:,.0f}/year\")\n", "print(f\" Assumptions: ${AVG_REV_CHURNER}/mo avg revenue, ${OFFER_COST} offer cost,\")\n", "print(f\" {RETENTION_RATE:.0%} offer acceptance, {RETENTION_MONTHS}mo retention\")\n", "print()\n", "print(f\"RISK TIERS (for retention programme targeting):\")\n", "print(tier_summary[['n_customers','actual_churn_rate','annual_rev_at_risk']].to_string())\n", "print(\"=\"*60)" ], "metadata": { "id": "xOxs4tr1K2IB", "outputId": "55800924-6232-4f3b-b430-6f427012895a", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 35, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "============================================================\n", " ML RESULTS — SLIDE-I PUT ON SUMMARY\n", "============================================================\n", "\n", "MODELS TRAINED:\n", " 1. Logistic Regression (baseline)\n", " Model: Logistic Regression (L2, C=0.1)\n", " Metric: ROC-AUC = 0.6199\n", " Recall: 0.5719\n", "\n", " 2. Random Forest\n", " Model: Random Forest (300 trees, max_depth=12)\n", " Metric: ROC-AUC = 0.6750\n", " Recall: 0.6608\n", "\n", " 3. XGBoost ← MAIN MODEL\n", " Model: XGBoost (500 trees, lr=0.05, max_depth=6)\n", " Metric: ROC-AUC = 0.6946\n", " Recall: 0.6433\n", " Precision: 0.6333\n", " F1: 0.6382\n", "\n", "EVALUATION METRIC CHOICE:\n", " Primary: ROC-AUC — measures overall discriminative power\n", " Secondary: Recall — missing a churner costs more than a false alarm\n", "\n", "OPTIMAL DECISION THRESHOLD: 0.21\n", " At this threshold:\n", " Recall = 98.1% of churners identified\n", " Precision = 51.6% of flagged are true churners\n", "\n", "BUSINESS IMPACT (full 100K customer base):\n", " Estimated net value of retention programme: $5,480,815/year\n", " Assumptions: $58.21/mo avg revenue, $50 offer cost,\n", " 30% offer acceptance, 12mo retention\n", "\n", "RISK TIERS (for retention programme targeting):\n", " n_customers actual_churn_rate annual_rev_at_risk\n", "risk_tier \n", "Low risk 22968 0.134 2317886\n", "Medium risk 46895 0.457 14600436\n", "High risk 25690 0.809 14890089\n", "Critical 4447 0.957 2685328\n", "============================================================\n" ] } ] } ] }