From 0b09abda0f390915dfd28df65834be37089ef42a Mon Sep 17 00:00:00 2001
From: Andrew Cole <andrewcole.817@gmail.com>
Date: Tue, 19 May 2020 16:51:23 -0500
Subject: [PATCH] Add DT notebook and perform baseline model

---
 .../regression-checkpoint.ipynb               | 1053 ---
 KNN.ipynb                                     |   41 +-
 data/processed_df.csv                         | 7044 +++++++++++++++++
 data/scaled_df.csv                            | 7044 +++++++++++++++++
 decision_tree.ipynb                           |  611 ++
 regression.ipynb => log_regression.ipynb      |    0
 6 files changed, 14718 insertions(+), 1075 deletions(-)
 delete mode 100644 .ipynb_checkpoints/regression-checkpoint.ipynb
 create mode 100644 data/processed_df.csv
 create mode 100644 data/scaled_df.csv
 create mode 100644 decision_tree.ipynb
 rename regression.ipynb => log_regression.ipynb (100%)

diff --git a/.ipynb_checkpoints/regression-checkpoint.ipynb b/.ipynb_checkpoints/regression-checkpoint.ipynb
deleted file mode 100644
index 6ee0859..0000000
--- a/.ipynb_checkpoints/regression-checkpoint.ipynb
+++ /dev/null
@@ -1,1053 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 184,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import itertools\n",
-    "import warnings\n",
-    "\n",
-    "from sklearn.preprocessing import MinMaxScaler\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.metrics import precision_score, recall_score, accuracy_score, f1_score, roc_curve, auc, confusion_matrix\n",
-    "\n",
-    "from regression_module import *\n",
-    "\n",
-    "warnings.filterwarnings('ignore')\n",
-    "\n",
-    "%matplotlib inline\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4) Logistic Regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 188,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Read in data\n",
-    "df = pd.read_csv('data/reg_data.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 164,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 7043 entries, 0 to 7042\n",
-      "Data columns (total 22 columns):\n",
-      "Unnamed: 0          7043 non-null int64\n",
-      "customerid          7043 non-null object\n",
-      "gender              7043 non-null object\n",
-      "seniorcitizen       7043 non-null int64\n",
-      "partner             7043 non-null object\n",
-      "dependents          7043 non-null object\n",
-      "tenure              7043 non-null int64\n",
-      "phoneservice        7043 non-null object\n",
-      "multiplelines       7043 non-null object\n",
-      "internetservice     7043 non-null object\n",
-      "onlinesecurity      7043 non-null object\n",
-      "onlinebackup        7043 non-null object\n",
-      "deviceprotection    7043 non-null object\n",
-      "techsupport         7043 non-null object\n",
-      "streamingtv         7043 non-null object\n",
-      "streamingmovies     7043 non-null object\n",
-      "contract            7043 non-null object\n",
-      "paperlessbilling    7043 non-null object\n",
-      "paymentmethod       7043 non-null object\n",
-      "monthlycharges      7043 non-null float64\n",
-      "totalcharges        7043 non-null float64\n",
-      "churn               7043 non-null object\n",
-      "dtypes: float64(2), int64(3), object(17)\n",
-      "memory usage: 1.2+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "df.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 165,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Unnamed: 0          0\n",
-       "customerid          0\n",
-       "gender              0\n",
-       "seniorcitizen       0\n",
-       "partner             0\n",
-       "dependents          0\n",
-       "tenure              0\n",
-       "phoneservice        0\n",
-       "multiplelines       0\n",
-       "internetservice     0\n",
-       "onlinesecurity      0\n",
-       "onlinebackup        0\n",
-       "deviceprotection    0\n",
-       "techsupport         0\n",
-       "streamingtv         0\n",
-       "streamingmovies     0\n",
-       "contract            0\n",
-       "paperlessbilling    0\n",
-       "paymentmethod       0\n",
-       "monthlycharges      0\n",
-       "totalcharges        0\n",
-       "churn               0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 165,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 166,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Remove unecessary columns from beginning of data ('Unnamed: 0', 'customerid')\n",
-    "df2 = df.iloc[:,2:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 167,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>gender</th>\n",
-       "      <th>seniorcitizen</th>\n",
-       "      <th>partner</th>\n",
-       "      <th>dependents</th>\n",
-       "      <th>tenure</th>\n",
-       "      <th>phoneservice</th>\n",
-       "      <th>multiplelines</th>\n",
-       "      <th>internetservice</th>\n",
-       "      <th>onlinesecurity</th>\n",
-       "      <th>onlinebackup</th>\n",
-       "      <th>deviceprotection</th>\n",
-       "      <th>techsupport</th>\n",
-       "      <th>streamingtv</th>\n",
-       "      <th>streamingmovies</th>\n",
-       "      <th>contract</th>\n",
-       "      <th>paperlessbilling</th>\n",
-       "      <th>paymentmethod</th>\n",
-       "      <th>monthlycharges</th>\n",
-       "      <th>totalcharges</th>\n",
-       "      <th>churn</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>1</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No phone service</td>\n",
-       "      <td>DSL</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Month-to-month</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Electronic check</td>\n",
-       "      <td>29.85</td>\n",
-       "      <td>29.85</td>\n",
-       "      <td>No</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>34</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>DSL</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>One year</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Mailed check</td>\n",
-       "      <td>56.95</td>\n",
-       "      <td>1889.50</td>\n",
-       "      <td>No</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>DSL</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Month-to-month</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Mailed check</td>\n",
-       "      <td>53.85</td>\n",
-       "      <td>108.15</td>\n",
-       "      <td>Yes</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>45</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No phone service</td>\n",
-       "      <td>DSL</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>One year</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Bank transfer (automatic)</td>\n",
-       "      <td>42.30</td>\n",
-       "      <td>1840.75</td>\n",
-       "      <td>No</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Fiber optic</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Month-to-month</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Electronic check</td>\n",
-       "      <td>70.70</td>\n",
-       "      <td>151.65</td>\n",
-       "      <td>Yes</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   gender  seniorcitizen partner dependents  tenure phoneservice  \\\n",
-       "0  Female              0     Yes         No       1           No   \n",
-       "1    Male              0      No         No      34          Yes   \n",
-       "2    Male              0      No         No       2          Yes   \n",
-       "3    Male              0      No         No      45           No   \n",
-       "4  Female              0      No         No       2          Yes   \n",
-       "\n",
-       "      multiplelines internetservice onlinesecurity onlinebackup  \\\n",
-       "0  No phone service             DSL             No          Yes   \n",
-       "1                No             DSL            Yes           No   \n",
-       "2                No             DSL            Yes          Yes   \n",
-       "3  No phone service             DSL            Yes           No   \n",
-       "4                No     Fiber optic             No           No   \n",
-       "\n",
-       "  deviceprotection techsupport streamingtv streamingmovies        contract  \\\n",
-       "0               No          No          No              No  Month-to-month   \n",
-       "1              Yes          No          No              No        One year   \n",
-       "2               No          No          No              No  Month-to-month   \n",
-       "3              Yes         Yes          No              No        One year   \n",
-       "4               No          No          No              No  Month-to-month   \n",
-       "\n",
-       "  paperlessbilling              paymentmethod  monthlycharges  totalcharges  \\\n",
-       "0              Yes           Electronic check           29.85         29.85   \n",
-       "1               No               Mailed check           56.95       1889.50   \n",
-       "2              Yes               Mailed check           53.85        108.15   \n",
-       "3               No  Bank transfer (automatic)           42.30       1840.75   \n",
-       "4              Yes           Electronic check           70.70        151.65   \n",
-       "\n",
-       "  churn  \n",
-       "0    No  \n",
-       "1    No  \n",
-       "2   Yes  \n",
-       "3    No  \n",
-       "4   Yes  "
-      ]
-     },
-     "execution_count": 167,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df2.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 168,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Replace churn string values with numeric binary values\n",
-    "df2.churn.replace(\"Yes\", 1, inplace = True)\n",
-    "df2.churn.replace(\"No\", 0, inplace = True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 169,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Utilize pandas dummy variable function to create dummy variable series for categorical data\n",
-    "dummy_df = pd.get_dummies(df2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 170,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>seniorcitizen</th>\n",
-       "      <th>tenure</th>\n",
-       "      <th>monthlycharges</th>\n",
-       "      <th>totalcharges</th>\n",
-       "      <th>churn</th>\n",
-       "      <th>gender_Female</th>\n",
-       "      <th>gender_Male</th>\n",
-       "      <th>partner_No</th>\n",
-       "      <th>partner_Yes</th>\n",
-       "      <th>dependents_No</th>\n",
-       "      <th>...</th>\n",
-       "      <th>streamingmovies_Yes</th>\n",
-       "      <th>contract_Month-to-month</th>\n",
-       "      <th>contract_One year</th>\n",
-       "      <th>contract_Two year</th>\n",
-       "      <th>paperlessbilling_No</th>\n",
-       "      <th>paperlessbilling_Yes</th>\n",
-       "      <th>paymentmethod_Bank transfer (automatic)</th>\n",
-       "      <th>paymentmethod_Credit card (automatic)</th>\n",
-       "      <th>paymentmethod_Electronic check</th>\n",
-       "      <th>paymentmethod_Mailed check</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>29.85</td>\n",
-       "      <td>29.85</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>34</td>\n",
-       "      <td>56.95</td>\n",
-       "      <td>1889.50</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>53.85</td>\n",
-       "      <td>108.15</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>45</td>\n",
-       "      <td>42.30</td>\n",
-       "      <td>1840.75</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>70.70</td>\n",
-       "      <td>151.65</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 46 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   seniorcitizen  tenure  monthlycharges  totalcharges  churn  gender_Female  \\\n",
-       "0              0       1           29.85         29.85      0              1   \n",
-       "1              0      34           56.95       1889.50      0              0   \n",
-       "2              0       2           53.85        108.15      1              0   \n",
-       "3              0      45           42.30       1840.75      0              0   \n",
-       "4              0       2           70.70        151.65      1              1   \n",
-       "\n",
-       "   gender_Male  partner_No  partner_Yes  dependents_No  ...  \\\n",
-       "0            0           0            1              1  ...   \n",
-       "1            1           1            0              1  ...   \n",
-       "2            1           1            0              1  ...   \n",
-       "3            1           1            0              1  ...   \n",
-       "4            0           1            0              1  ...   \n",
-       "\n",
-       "   streamingmovies_Yes  contract_Month-to-month  contract_One year  \\\n",
-       "0                    0                        1                  0   \n",
-       "1                    0                        0                  1   \n",
-       "2                    0                        1                  0   \n",
-       "3                    0                        0                  1   \n",
-       "4                    0                        1                  0   \n",
-       "\n",
-       "   contract_Two year  paperlessbilling_No  paperlessbilling_Yes  \\\n",
-       "0                  0                    0                     1   \n",
-       "1                  0                    1                     0   \n",
-       "2                  0                    0                     1   \n",
-       "3                  0                    1                     0   \n",
-       "4                  0                    0                     1   \n",
-       "\n",
-       "   paymentmethod_Bank transfer (automatic)  \\\n",
-       "0                                        0   \n",
-       "1                                        0   \n",
-       "2                                        0   \n",
-       "3                                        1   \n",
-       "4                                        0   \n",
-       "\n",
-       "   paymentmethod_Credit card (automatic)  paymentmethod_Electronic check  \\\n",
-       "0                                      0                               1   \n",
-       "1                                      0                               0   \n",
-       "2                                      0                               0   \n",
-       "3                                      0                               0   \n",
-       "4                                      0                               1   \n",
-       "\n",
-       "   paymentmethod_Mailed check  \n",
-       "0                           0  \n",
-       "1                           1  \n",
-       "2                           1  \n",
-       "3                           0  \n",
-       "4                           0  \n",
-       "\n",
-       "[5 rows x 46 columns]"
-      ]
-     },
-     "execution_count": 170,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dummy_df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.1) Visualizing Correlations"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 228,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot correlations between our features and our target feature, churn, as a bar plot, sort by descending order\n",
-    "dummy_df.corr()['churn'].sort_values(ascending = False).plot('bar', figsize = (20, 10), color = 'Navy')\n",
-    "plt.title('Feature Correlation w/ Churn', fontsize = 30, fontweight = 'bold')\n",
-    "plt.xticks(fontsize = 15, fontweight = 'bold')\n",
-    "plt.yticks(fontweight = 'bold', fontsize = 12)\n",
-    "plt.tight_layout()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 201,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2160x1080 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Visualize a heatmap for our features correlation values\n",
-    "plt.figure(figsize = (30, 15))\n",
-    "x = sns.heatmap(dummy_df.corr(), cmap = 'YlGnBu')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## From our heatmap and correlation barplot, we see that monthly contract, and a lack of online security or techsupport have the strongest *positive* correlation with churn. 2-Year Contracts and not having internet service are the most negatively correlated with churn. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.2) Pre-Processing Data for Logistic Regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 173,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Establish our target feature, churn, as our y feature\n",
-    "y = dummy_df.churn.values\n",
-    "# Drop our target feature from our features dataframe\n",
-    "X = dummy_df.drop('churn', axis = 1)\n",
-    "# Save dataframe column titles to list for reassigning after min max scale \n",
-    "cols = X.columns"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.3) Scaling our Data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 183,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Instantiate min-max scaling object\n",
-    "mm = MinMaxScaler()\n",
-    "# Fit and transform our feature dataframe\n",
-    "X = pd.DataFrame(mm.fit_transform(X))\n",
-    "# Reassign column names so new dataframe has corresponding names\n",
-    "X.columns = cols"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.4) Train Test Split"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 175,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Perform train test split from our target feature series and the predicting feature dataframe (set test size to 25% of data)\n",
-    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = .25, random_state = 33)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.5) Building the Model"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 176,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "LogisticRegression(C=1000000000000.0, class_weight=None, dual=False,\n",
-       "                   fit_intercept=False, intercept_scaling=1, l1_ratio=None,\n",
-       "                   max_iter=100, multi_class='warn', n_jobs=None, penalty='l2',\n",
-       "                   random_state=None, solver='liblinear', tol=0.0001, verbose=0,\n",
-       "                   warm_start=False)"
-      ]
-     },
-     "execution_count": 176,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Instantiate a Logistic Regression model without an intercept. C is set to an arbitrarily large number. Use 'liblinear' solver method.\n",
-    "logreg = LogisticRegression(fit_intercept = False, C = 1e12, solver = 'liblinear')\n",
-    "# Fit the model to our X and y training sets\n",
-    "logreg.fit(X_train, y_train)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 177,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Generate model prediction data for train and test sets\n",
-    "y_hat_train = logreg.predict(X_train)\n",
-    "y_hat_test = logreg.predict(X_test)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 4.6) Evaluating Model Performance"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## How many times was the classifier correct on the training set?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 178,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    4270\n",
-      "1    1012\n",
-      "dtype: int64\n",
-      "----------------------------------\n",
-      "0    0.808406\n",
-      "1    0.191594\n",
-      "dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Find residual differences between train data and predicted train data\n",
-    "residuals = np.abs(y_train - y_hat_train)\n",
-    "# Print value counts of our predicted values \n",
-    "print(pd.Series(residuals).value_counts())\n",
-    "print('----------------------------------')\n",
-    "# Print normalized value counts of our predicted values\n",
-    "print(pd.Series(residuals).value_counts(normalize = True))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## **Train Set Results:**\n",
-    "* 4270 Correct (1012 Incorrect)\n",
-    "* 80.8 % Accuracy"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## How many times was the classifier correct on the test set?\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 180,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    1409\n",
-      "1     352\n",
-      "dtype: int64\n",
-      "---------------------------------\n",
-      "0    0.800114\n",
-      "1    0.199886\n",
-      "dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Repeat previous step with test data\n",
-    "residuals = np.abs(y_test - y_hat_test)\n",
-    "print(pd.Series(residuals).value_counts())\n",
-    "print('---------------------------------')\n",
-    "print(pd.Series(residuals).value_counts(normalize = True))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## **Test Set Results:**\n",
-    "* 1409 Correct (352 Incorrect)\n",
-    "* 80.01% Accuracy"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Confusion Matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 187,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Confusion Matrix: \n",
-      " [[1153  128]\n",
-      " [ 224  256]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Call confusion_matrix function from sklearn.metrics using actual y_test and predicted y_test data sets \n",
-    "cnf_matrix = confusion_matrix(y_test, y_hat_test)\n",
-    "print('Confusion Matrix: \\n', cnf_matrix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot a more visually appealing matrix (see regression_module.py)\n",
-    "plot_confusion_matrix(cnf_matrix, cmap = 'Blues')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 128,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Training Precision:  0.6869565217391305\n",
-      "Testing Precision:  0.6326662362814719\n",
-      "\n",
-      "\n",
-      "Training Recall:  0.6475409836065574\n",
-      "Testing Recall:  0.5609616485403549\n",
-      "\n",
-      "\n",
-      "Training Accuracy:  0.8127962085308057\n",
-      "Testing Accuracy:  0.7982177918743393\n",
-      "\n",
-      "\n",
-      "Training F1-Score:  0.6666666666666667\n",
-      "Testing F1-Score:  0.5946601941747574\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Print 4 main logistic model metrics for training and test sets (Precision, Recall, Accuracy, F1)\n",
-    "print_metrics(y_train, y_hat_train, y_test, y_hat_test)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 185,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x720 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Print residual scatter plot for 4 main logistic model metrics, iterating through the model and passing multiple \n",
-    "# test-size objects to visualize effects of train/test size on model performance\n",
-    "print_metric_comparisons(X, y)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Plot ROC Curves\n",
-    "We will now calculate probability scores for our y-train and y-test datasets. We use the false positive and true positive rates to plot a ROC Curve (receiver operating characteristic curve) for both train and test sets."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 186,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Training AUC: 0.8517288511601837\n",
-      "Test AUC: 0.8388417252146761\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x576 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_auc(logreg, X_train, X_test, y_train, y_test)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/KNN.ipynb b/KNN.ipynb
index 4f2a956..8086529 100644
--- a/KNN.ipynb
+++ b/KNN.ipynb
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 165,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -68,7 +68,8 @@
     "# Drop target variable from independent features DF\n",
     "X = df.drop('churn', axis = 1)\n",
     "# Save columns as list of strings for reassign after scaling\n",
-    "cols = X.columns"
+    "cols = X.columns\n",
+    "scaled_df.to_csv('data/processed_df.csv')"
    ]
   },
   {
@@ -85,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 164,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -296,29 +297,28 @@
     "param_grid = {'n_neighbors':np.arange(1,20)}\n",
     "# Pass instantiated KNN object, parameter grid, and optimal fold value as arguments\n",
     "knn2_gscv = GridSearchCV(knn2, param_grid, cv = 4)\n",
-    "# Fit train data \n",
+    "# Fit train data to our new object\n",
     "knn2_gscv.fit(X_train, y_train)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 168,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "0.7890950397576676"
-      ]
-     },
-     "execution_count": 131,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best Parameters: {'n_neighbors': 14}\n",
+      "Best Score: 0.7890950397576676\n"
+     ]
     }
    ],
    "source": [
-    "knn2_gscv.best_params_\n",
-    "knn2_gscv.best_score_"
+    "# Return best parameters and score\n",
+    "print(f\"Best Parameters: {knn2_gscv.best_params_}\")\n",
+    "print(f\"Best Score: {knn2_gscv.best_score_}\")"
    ]
   },
   {
@@ -327,6 +327,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Predict test values\n",
     "test_preds2 = knn2_gscv.predict(X_test)"
    ]
   },
@@ -347,6 +348,7 @@
     }
    ],
    "source": [
+    "# Obtain second accuracy score of optimal model\n",
     "knn2_gscv.score(X_test,y_test)"
    ]
   },
@@ -367,6 +369,7 @@
     }
    ],
    "source": [
+    "# Print 4 major metrics\n",
     "print(f\"Precision Score: {precision_score(y_test, test_preds2)}\")\n",
     "print(f\"Recall Score: {recall_score(y_test, test_preds2)}\")\n",
     "print(f\"Accuracy Score: {accuracy_score(y_test, test_preds2)}\")\n",
@@ -397,6 +400,7 @@
     }
    ],
    "source": [
+    "# Obtain major metrics and plot second ROC curve\n",
     "fpr, tpr, threshold = roc_curve(y_test, test_preds2)\n",
     "roc_auc = auc(fpr, tpr)\n",
     "print(f'AUC Score: {roc_auc}')\n",
@@ -413,13 +417,6 @@
     "plt.legend(loc = 4, fontsize = 15)\n",
     "plt.tight_layout()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/data/processed_df.csv b/data/processed_df.csv
new file mode 100644
index 0000000..9c3e55c
--- /dev/null
+++ b/data/processed_df.csv
@@ -0,0 +1,7044 @@
+,tenure,monthlycharges,totalcharges,gender_Female,gender_Male,partner_No,partner_Yes,dependents_No,dependents_Yes,phoneservice_No,phoneservice_Yes,multiplelines_No,multiplelines_No phone service,multiplelines_Yes,internetservice_DSL,internetservice_Fiber optic,internetservice_No,onlinesecurity_No,onlinesecurity_No internet service,onlinesecurity_Yes,onlinebackup_No,onlinebackup_No internet service,onlinebackup_Yes,deviceprotection_No,deviceprotection_No internet service,deviceprotection_Yes,techsupport_No,techsupport_No internet service,techsupport_Yes,streamingtv_No,streamingtv_No internet service,streamingtv_Yes,streamingmovies_No,streamingmovies_No internet service,streamingmovies_Yes,contract_Month-to-month,contract_One year,contract_Two year,paperlessbilling_No,paperlessbilling_Yes,paymentmethod_Bank transfer (automatic),paymentmethod_Credit card (automatic),paymentmethod_Electronic check,paymentmethod_Mailed check
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diff --git a/data/scaled_df.csv b/data/scaled_df.csv
new file mode 100644
index 0000000..9c3e55c
--- /dev/null
+++ b/data/scaled_df.csv
@@ -0,0 +1,7044 @@
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diff --git a/decision_tree.ipynb b/decision_tree.ipynb
new file mode 100644
index 0000000..2abd245
--- /dev/null
+++ b/decision_tree.ipynb
@@ -0,0 +1,611 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, roc_curve, auc\n",
+    "from sklearn.tree import export_graphviz\n",
+    "from IPython.display import Image\n",
+    "\n",
+    "import time\n",
+    "from tqdm import tqdm\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/final_df.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.iloc[:,1:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = df.churn\n",
+    "X = df.drop('churn', axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>seniorcitizen</th>\n",
+       "      <th>tenure</th>\n",
+       "      <th>monthlycharges</th>\n",
+       "      <th>totalcharges</th>\n",
+       "      <th>gender_Female</th>\n",
+       "      <th>gender_Male</th>\n",
+       "      <th>partner_No</th>\n",
+       "      <th>partner_Yes</th>\n",
+       "      <th>dependents_No</th>\n",
+       "      <th>dependents_Yes</th>\n",
+       "      <th>...</th>\n",
+       "      <th>streamingmovies_Yes</th>\n",
+       "      <th>contract_Month-to-month</th>\n",
+       "      <th>contract_One year</th>\n",
+       "      <th>contract_Two year</th>\n",
+       "      <th>paperlessbilling_No</th>\n",
+       "      <th>paperlessbilling_Yes</th>\n",
+       "      <th>paymentmethod_Bank transfer (automatic)</th>\n",
+       "      <th>paymentmethod_Credit card (automatic)</th>\n",
+       "      <th>paymentmethod_Electronic check</th>\n",
+       "      <th>paymentmethod_Mailed check</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.013889</td>\n",
+       "      <td>0.115423</td>\n",
+       "      <td>0.003437</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.472222</td>\n",
+       "      <td>0.385075</td>\n",
+       "      <td>0.217564</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.027778</td>\n",
+       "      <td>0.354229</td>\n",
+       "      <td>0.012453</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.625000</td>\n",
+       "      <td>0.239303</td>\n",
+       "      <td>0.211951</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.027778</td>\n",
+       "      <td>0.521891</td>\n",
+       "      <td>0.017462</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 45 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   seniorcitizen    tenure  monthlycharges  totalcharges  gender_Female  \\\n",
+       "0            0.0  0.013889        0.115423      0.003437            1.0   \n",
+       "1            0.0  0.472222        0.385075      0.217564            0.0   \n",
+       "2            0.0  0.027778        0.354229      0.012453            0.0   \n",
+       "3            0.0  0.625000        0.239303      0.211951            0.0   \n",
+       "4            0.0  0.027778        0.521891      0.017462            1.0   \n",
+       "\n",
+       "   gender_Male  partner_No  partner_Yes  dependents_No  dependents_Yes  ...  \\\n",
+       "0          0.0         0.0          1.0            1.0             0.0  ...   \n",
+       "1          1.0         1.0          0.0            1.0             0.0  ...   \n",
+       "2          1.0         1.0          0.0            1.0             0.0  ...   \n",
+       "3          1.0         1.0          0.0            1.0             0.0  ...   \n",
+       "4          0.0         1.0          0.0            1.0             0.0  ...   \n",
+       "\n",
+       "   streamingmovies_Yes  contract_Month-to-month  contract_One year  \\\n",
+       "0                  0.0                      1.0                0.0   \n",
+       "1                  0.0                      0.0                1.0   \n",
+       "2                  0.0                      1.0                0.0   \n",
+       "3                  0.0                      0.0                1.0   \n",
+       "4                  0.0                      1.0                0.0   \n",
+       "\n",
+       "   contract_Two year  paperlessbilling_No  paperlessbilling_Yes  \\\n",
+       "0                0.0                  0.0                   1.0   \n",
+       "1                0.0                  1.0                   0.0   \n",
+       "2                0.0                  0.0                   1.0   \n",
+       "3                0.0                  1.0                   0.0   \n",
+       "4                0.0                  0.0                   1.0   \n",
+       "\n",
+       "   paymentmethod_Bank transfer (automatic)  \\\n",
+       "0                                      0.0   \n",
+       "1                                      0.0   \n",
+       "2                                      0.0   \n",
+       "3                                      1.0   \n",
+       "4                                      0.0   \n",
+       "\n",
+       "   paymentmethod_Credit card (automatic)  paymentmethod_Electronic check  \\\n",
+       "0                                    0.0                             1.0   \n",
+       "1                                    0.0                             0.0   \n",
+       "2                                    0.0                             0.0   \n",
+       "3                                    0.0                             0.0   \n",
+       "4                                    0.0                             1.0   \n",
+       "\n",
+       "   paymentmethod_Mailed check  \n",
+       "0                         0.0  \n",
+       "1                         1.0  \n",
+       "2                         1.0  \n",
+       "3                         0.0  \n",
+       "4                         0.0  \n",
+       "\n",
+       "[5 rows x 45 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mm = MinMaxScaler()\n",
+    "scaled_df = pd.DataFrame(mm.fit_transform(X), columns = X.columns)\n",
+    "scaled_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = .25, random_state = 33)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Decision Tree Classifier (default)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
+       "                       max_features=None, max_leaf_nodes=None,\n",
+       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "                       min_samples_leaf=1, min_samples_split=2,\n",
+       "                       min_weight_fraction_leaf=0.0, presort=False,\n",
+       "                       random_state=33, splitter='best')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf1 = DecisionTreeClassifier(random_state = 33)\n",
+    "clf1.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_preds1 = clf1.predict(X_test)\n",
+    "clf1.score(X_test, test_preds1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Precision Score: 0.4922048997772829\n",
+      "Recall Score: 0.46041666666666664\n",
+      "Accuracy Score: 0.7234525837592277\n",
+      "F1 Score: 0.47578040904198066\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate and print all four major metrics\n",
+    "print(f\"Precision Score: {precision_score(y_test, test_preds1)}\")\n",
+    "print(f\"Recall Score: {recall_score(y_test, test_preds1)}\")\n",
+    "print(f\"Accuracy Score: {accuracy_score(y_test, test_preds1)}\")\n",
+    "print(f\"F1 Score: {f1_score(y_test, test_preds1)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC Score: 0.6412153590944575\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fpr, tpr, threshold = roc_curve(y_test, test_preds1)\n",
+    "# Calculate AUC score from sklearn.metrics library\n",
+    "roc_auc = auc(fpr, tpr)\n",
+    "# Print auc score\n",
+    "print(f'AUC Score: {roc_auc}')\n",
+    "\n",
+    "# Plot AUC curve\n",
+    "plt.style.use('ggplot')\n",
+    "plt.figure(figsize = (10,8))\n",
+    "plt.plot(fpr, tpr, lw = 2, label = 'Baseline AUC ='+str(roc_auc))\n",
+    "plt.plot([0,1],[0,1], linestyle = '--', lw = 2)\n",
+    "plt.xlim([0,1])\n",
+    "plt.ylim([0,1.05])\n",
+    "plt.xlabel('False Positive Rate', fontsize = 20, fontweight = 'bold')\n",
+    "plt.ylabel('True Positive Rate', fontsize = 20, fontweight = 'bold')\n",
+    "plt.title('ROC Curve: Decision Tree Classifier (Default)', fontsize = 25, fontweight = 'bold')\n",
+    "plt.legend(loc = 4, fontsize = 15)\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Predicted</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>All</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>True</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>228</td>\n",
+       "      <td>1281</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>259</td>\n",
+       "      <td>221</td>\n",
+       "      <td>480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>All</td>\n",
+       "      <td>1312</td>\n",
+       "      <td>449</td>\n",
+       "      <td>1761</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Predicted     0    1   All\n",
+       "True                      \n",
+       "0          1053  228  1281\n",
+       "1           259  221   480\n",
+       "All        1312  449  1761"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.crosstab(y_test, test_preds1, rownames = ['True'], colnames = ['Predicted'], margins = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `Decision Tree Classifier (GridSearchCV)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean CV SCore: 73.95%\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf2 = DecisionTreeClassifier(random_state = 33)\n",
+    "clf_cv_score = cross_val_score(clf2, X_train, y_train, cv = 4)\n",
+    "mean_clf_cv_score = np.mean(clf_cv_score)\n",
+    "print(f\"Mean CV SCore: {mean_clf_cv_score :.2%}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 4 folds for each of 720 candidates, totalling 2880 fits\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf3 = DecisionTreeClassifier(random_state = 33)\n",
+    "param_grid = {\n",
+    "    'criterion':['gini','entropy'],\n",
+    "    'max_depth':[None, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20],\n",
+    "    'min_samples_split':[20, 25, 30, 35, 40],\n",
+    "    'min_samples_leaf':[1,2,3,4,5,6]\n",
+    "}\n",
+    "gs_tree = GridSearchCV(clf3, param_grid, cv = 4, verbose = True)\n",
+    "gs_tree.fit(X_train, y_train)\n",
+    "print(f\"Best Parameters: {gs_tree.best_params_}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7942067398712609"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gs_tree.best_score_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/regression.ipynb b/log_regression.ipynb
similarity index 100%
rename from regression.ipynb
rename to log_regression.ipynb