LOGReg &LDA_Holiday Package.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 674,
   "id": "63150f22",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split,GridSearchCV\n",
    "\n",
    "\n",
    "# To build linear regression_model\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import statsmodels.api as sm\n",
    "\n",
    "# To check model performance\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error\n",
    "from sklearn import metrics\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_auc_score,roc_curve,classification_report,confusion_matrix,plot_confusion_matrix\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 675,
   "id": "59fd632c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('Holiday_Package (2).csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 676,
   "id": "60ad111b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Holiday_Package</th>\n",
       "      <th>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "      <th>foreigner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>no</td>\n",
       "      <td>66734</td>\n",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 Holiday_Package  Salary  age  education  \\\n",
       "0           1              no   48412   30          8   \n",
       "1           2             yes   37207   45          8   \n",
       "2           3              no   58022   46          9   \n",
       "3           4              no   66503   31         11   \n",
       "4           5              no   66734   44         12   \n",
       "\n",
       "   number_of_young_children  number_of_older_children foreigner  \n",
       "0                         1                         1        no  \n",
       "1                         0                         1        no  \n",
       "2                         0                         0        no  \n",
       "3                         2                         0        no  \n",
       "4                         0                         2        no  "
      ]
     },
     "execution_count": 676,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 677,
   "id": "d37ae1fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['Unnamed: 0'], axis= 1, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 678,
   "id": "6e1e7839",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Holiday_Package</th>\n",
       "      <th>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "      <th>foreigner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>no</td>\n",
       "      <td>48412</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>42</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
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       "      <th>6</th>\n",
       "      <td>no</td>\n",
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       "      <th>7</th>\n",
       "      <td>yes</td>\n",
       "      <td>35987</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
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       "      <th>8</th>\n",
       "      <td>no</td>\n",
       "      <td>41140</td>\n",
       "      <td>39</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>no</td>\n",
       "      <td>35826</td>\n",
       "      <td>43</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Holiday_Package  Salary  age  education  number_of_young_children  \\\n",
       "0              no   48412   30          8                         1   \n",
       "1             yes   37207   45          8                         0   \n",
       "2              no   58022   46          9                         0   \n",
       "3              no   66503   31         11                         2   \n",
       "4              no   66734   44         12                         0   \n",
       "5             yes   61590   42         12                         0   \n",
       "6              no   94344   51          8                         0   \n",
       "7             yes   35987   32          8                         0   \n",
       "8              no   41140   39         12                         0   \n",
       "9              no   35826   43         11                         0   \n",
       "\n",
       "   number_of_older_children foreigner  \n",
       "0                         1        no  \n",
       "1                         1        no  \n",
       "2                         0        no  \n",
       "3                         0        no  \n",
       "4                         2        no  \n",
       "5                         1        no  \n",
       "6                         0        no  \n",
       "7                         2        no  \n",
       "8                         0        no  \n",
       "9                         2        no  "
      ]
     },
     "execution_count": 678,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 679,
   "id": "6565b456",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(872, 7)"
      ]
     },
     "execution_count": 679,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 680,
   "id": "59fae8a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Holiday_Package             0\n",
       "Salary                      0\n",
       "age                         0\n",
       "education                   0\n",
       "number_of_young_children    0\n",
       "number_of_older_children    0\n",
       "foreigner                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 680,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 681,
   "id": "d79c04e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 681,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 682,
   "id": "fd2d8fb4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of duplicated values in the dataset= 0\n"
     ]
    }
   ],
   "source": [
    "print('Number of duplicated values in the dataset=', df.duplicated().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 683,
   "id": "6727a821",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>872.000000</td>\n",
       "      <td>872.000000</td>\n",
       "      <td>872.000000</td>\n",
       "      <td>872.000000</td>\n",
       "      <td>872.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>47729.172018</td>\n",
       "      <td>39.955275</td>\n",
       "      <td>9.307339</td>\n",
       "      <td>0.311927</td>\n",
       "      <td>0.982798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>23418.668531</td>\n",
       "      <td>10.551675</td>\n",
       "      <td>3.036259</td>\n",
       "      <td>0.612870</td>\n",
       "      <td>1.086786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1322.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>35324.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>41903.500000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>53469.500000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>236961.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Salary         age   education  number_of_young_children  \\\n",
       "count     872.000000  872.000000  872.000000                872.000000   \n",
       "mean    47729.172018   39.955275    9.307339                  0.311927   \n",
       "std     23418.668531   10.551675    3.036259                  0.612870   \n",
       "min      1322.000000   20.000000    1.000000                  0.000000   \n",
       "25%     35324.000000   32.000000    8.000000                  0.000000   \n",
       "50%     41903.500000   39.000000    9.000000                  0.000000   \n",
       "75%     53469.500000   48.000000   12.000000                  0.000000   \n",
       "max    236961.000000   62.000000   21.000000                  3.000000   \n",
       "\n",
       "       number_of_older_children  \n",
       "count                872.000000  \n",
       "mean                   0.982798  \n",
       "std                    1.086786  \n",
       "min                    0.000000  \n",
       "25%                    0.000000  \n",
       "50%                    1.000000  \n",
       "75%                    2.000000  \n",
       "max                    6.000000  "
      ]
     },
     "execution_count": 683,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 684,
   "id": "e5c1810e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 872 entries, 0 to 871\n",
      "Data columns (total 7 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   Holiday_Package           872 non-null    object\n",
      " 1   Salary                    872 non-null    int64 \n",
      " 2   age                       872 non-null    int64 \n",
      " 3   education                 872 non-null    int64 \n",
      " 4   number_of_young_children  872 non-null    int64 \n",
      " 5   number_of_older_children  872 non-null    int64 \n",
      " 6   foreigner                 872 non-null    object\n",
      "dtypes: int64(5), object(2)\n",
      "memory usage: 47.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 685,
   "id": "1a17bb15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x= 'Holiday_Package',data=df, kind= 'count')\n",
    "sns.catplot(x='foreigner',data=df, kind='count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 686,
   "id": "24b04482",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "no     471\n",
       "yes    401\n",
       "Name: Holiday_Package, dtype: int64"
      ]
     },
     "execution_count": 686,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Holiday_Package.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 687,
   "id": "1f814c9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "no     656\n",
       "yes    216\n",
       "Name: foreigner, dtype: int64"
      ]
     },
     "execution_count": 687,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.foreigner.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 688,
   "id": "a876a720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(nrows=1,ncols=2, figsize=(20,6))\n",
    "sns.histplot(x= 'Salary' ,data=df, kde=True, ax=axs[0], color='green')\n",
    "sns.boxplot(x='Salary',data=df, ax=axs[1], color='green');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 689,
   "id": "44f54677",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(nrows=1,ncols=2, figsize=(20,6))\n",
    "sns.histplot(x= 'age' ,data=df, kde=True, ax=axs[0], color='violet')\n",
    "sns.boxplot(x='age',data=df, ax=axs[1], color='violet');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 690,
   "id": "767d5ccd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(nrows=1,ncols=2, figsize=(20,6))\n",
    "sns.histplot(x= 'education' ,data=df, kde=True, ax=axs[0], color='blue')\n",
    "sns.boxplot(x='education',data=df, ax=axs[1], color='blue');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7529e0e8",
   "metadata": {},
   "source": [
    "### Treating the dataset for Logistic Regression models and Linear Discriminant Analysis:\n",
    "### Treating outliers in the columns, Encoding string values, split and conducting analysis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 691,
   "id": "14a4635d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "feature: Holiday_Package\n",
      "['no', 'yes']\n",
      "Categories (2, object): ['no', 'yes']\n",
      "[0 1]\n",
      "\n",
      "\n",
      "feature: foreigner\n",
      "['no', 'yes']\n",
      "Categories (2, object): ['no', 'yes']\n",
      "[0 1]\n"
     ]
    }
   ],
   "source": [
    "for feature in df.columns: \n",
    "    if df[feature].dtype == 'object': \n",
    "        print('\\n')\n",
    "        print('feature:',feature)\n",
    "        print(pd.Categorical(df[feature].unique()))\n",
    "        print(pd.Categorical(df[feature].unique()).codes)\n",
    "        df[feature] = pd.Categorical(df[feature]).codes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd61330c",
   "metadata": {},
   "source": [
    "Treating outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 692,
   "id": "60563999",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_outlier(col):\n",
    "    sorted(col)\n",
    "    Q1,Q3=np.percentile(col,[25,75])\n",
    "    IQR=Q3-Q1\n",
    "    lower_range= Q1-(1.5 * IQR)\n",
    "    upper_range= Q3+(1.5 * IQR)\n",
    "    return lower_range, upper_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 693,
   "id": "27d6e19f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lower Range : 8105.75 \n",
      "Upper Range : 80687.75\n"
     ]
    }
   ],
   "source": [
    "lr,ur=remove_outlier(df['Salary'])\n",
    "print('Lower Range :',lr,'\\nUpper Range :',ur)\n",
    "df['Salary']=np.where(df['Salary']>ur,ur,df['Salary'])\n",
    "df['Salary']=np.where(df['Salary']<lr,lr,df['Salary'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 694,
   "id": "d337e269",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lower Range : 2.0 \n",
      "Upper Range : 18.0\n"
     ]
    }
   ],
   "source": [
    "lr,ur=remove_outlier(df['education'])\n",
    "print('Lower Range :',lr,'\\nUpper Range :',ur)\n",
    "df['education']=np.where(df['education']>ur,ur,df['education'])\n",
    "df['education']=np.where(df['education']<lr,lr,df['education'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ee99426",
   "metadata": {},
   "source": [
    "After treating outliers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 695,
   "id": "b4ecb9f3",
   "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": [
    "df.boxplot(figsize=(20,10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 696,
   "id": "b1d60580",
   "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>Holiday_Package</th>\n",
       "      <th>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "      <th>foreigner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>48412.00</td>\n",
       "      <td>30</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>37207.00</td>\n",
       "      <td>45</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>58022.00</td>\n",
       "      <td>46</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>66503.00</td>\n",
       "      <td>31</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>66734.00</td>\n",
       "      <td>44</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>61590.00</td>\n",
       "      <td>42</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>80687.75</td>\n",
       "      <td>51</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>35987.00</td>\n",
       "      <td>32</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>41140.00</td>\n",
       "      <td>39</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>35826.00</td>\n",
       "      <td>43</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Holiday_Package    Salary  age  education  number_of_young_children  \\\n",
       "0                0  48412.00   30        8.0                         1   \n",
       "1                1  37207.00   45        8.0                         0   \n",
       "2                0  58022.00   46        9.0                         0   \n",
       "3                0  66503.00   31       11.0                         2   \n",
       "4                0  66734.00   44       12.0                         0   \n",
       "5                1  61590.00   42       12.0                         0   \n",
       "6                0  80687.75   51        8.0                         0   \n",
       "7                1  35987.00   32        8.0                         0   \n",
       "8                0  41140.00   39       12.0                         0   \n",
       "9                0  35826.00   43       11.0                         0   \n",
       "\n",
       "   number_of_older_children  foreigner  \n",
       "0                         1          0  \n",
       "1                         1          0  \n",
       "2                         0          0  \n",
       "3                         0          0  \n",
       "4                         2          0  \n",
       "5                         1          0  \n",
       "6                         0          0  \n",
       "7                         2          0  \n",
       "8                         0          0  \n",
       "9                         2          0  "
      ]
     },
     "execution_count": 696,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 697,
   "id": "6491384f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 872 entries, 0 to 871\n",
      "Data columns (total 7 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Holiday_Package           872 non-null    int8   \n",
      " 1   Salary                    872 non-null    float64\n",
      " 2   age                       872 non-null    int64  \n",
      " 3   education                 872 non-null    float64\n",
      " 4   number_of_young_children  872 non-null    int64  \n",
      " 5   number_of_older_children  872 non-null    int64  \n",
      " 6   foreigner                 872 non-null    int8   \n",
      "dtypes: float64(2), int64(3), int8(2)\n",
      "memory usage: 35.9 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 698,
   "id": "098af33b",
   "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></th>\n",
       "      <th>correlation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <td>0.519093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foreigner</th>\n",
       "      <th>education</th>\n",
       "      <td>0.420922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Salary</th>\n",
       "      <th>education</th>\n",
       "      <td>0.352913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holiday_Package</th>\n",
       "      <th>foreigner</th>\n",
       "      <td>0.254096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          correlation\n",
       "age             number_of_young_children     0.519093\n",
       "foreigner       education                    0.420922\n",
       "Salary          education                    0.352913\n",
       "Holiday_Package foreigner                    0.254096"
      ]
     },
     "execution_count": 698,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = df.corr().abs() \n",
    "s = c.unstack() \n",
    "so = s.sort_values(ascending=False)\n",
    "so=so[(so<1) & (so>0.25)].drop_duplicates().to_frame()\n",
    "so.columns = ['correlation']\n",
    "so"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 699,
   "id": "3ad7aeae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = df.corr()\n",
    "f,ax = plt.subplots(figsize=(10,5))\n",
    "sns.heatmap(corr, annot = True, linewidths=1.5 , fmt = '.2f',cmap='CMRmap',ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 700,
   "id": "2c260196",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(\n",
    "    x='Holiday_Package', \n",
    "    y='age', \n",
    "    data=df, \n",
    "    palette='bright', hue='Holiday_Package');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 701,
   "id": "1a024038",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    x='Holiday_Package', \n",
    "    y='age', \n",
    "    data=df, \n",
    "    palette='bright', hue='Holiday_Package');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 702,
   "id": "b5b71da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    x='Holiday_Package', \n",
    "    y='education', \n",
    "    data=df, \n",
    "    palette='bright', hue='Holiday_Package');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 703,
   "id": "896e8463",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(\n",
    "    x='Salary', \n",
    "    data=df, \n",
    "    palette='bright', hue='Holiday_Package');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "add47718",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 704,
   "id": "34cf090a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1172x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df ,diag_kind='hist' ,hue='Holiday_Package');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 705,
   "id": "cd670778",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Copy all the predictor variables into X dataframe\n",
    "X = df.drop('Holiday_Package', axis=1)\n",
    "\n",
    "# Copy target into the y dataframe. \n",
    "y = df[['Holiday_Package']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 706,
   "id": "9a79fcc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30 , random_state=1,stratify= df['Holiday_Package'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 707,
   "id": "e0f20254",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Holiday_Package\n",
       "0                  329\n",
       "1                  281\n",
       "dtype: int64"
      ]
     },
     "execution_count": 707,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 708,
   "id": "ed73e6f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Holiday_Package\n",
       "0                  142\n",
       "1                  120\n",
       "dtype: int64"
      ]
     },
     "execution_count": 708,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 709,
   "id": "96e81c45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "      <th>foreigner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>38974.0</td>\n",
       "      <td>47</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>40270.0</td>\n",
       "      <td>33</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>32573.0</td>\n",
       "      <td>30</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>43839.0</td>\n",
       "      <td>43</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>33060.0</td>\n",
       "      <td>40</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Salary  age  education  number_of_young_children  \\\n",
       "821  38974.0   47       12.0                         0   \n",
       "805  40270.0   33        8.0                         2   \n",
       "322  32573.0   30       11.0                         1   \n",
       "701  43839.0   43       11.0                         0   \n",
       "773  33060.0   40        5.0                         1   \n",
       "\n",
       "     number_of_older_children  foreigner  \n",
       "821                         2          1  \n",
       "805                         0          1  \n",
       "322                         0          0  \n",
       "701                         1          1  \n",
       "773                         1          1  "
      ]
     },
     "execution_count": 709,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 710,
   "id": "2ee15c9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Salary</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>number_of_young_children</th>\n",
       "      <th>number_of_older_children</th>\n",
       "      <th>foreigner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>25118.0</td>\n",
       "      <td>58</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>40913.0</td>\n",
       "      <td>20</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>28446.0</td>\n",
       "      <td>58</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>36072.0</td>\n",
       "      <td>35</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>52736.0</td>\n",
       "      <td>40</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Salary  age  education  number_of_young_children  \\\n",
       "264  25118.0   58        8.0                         0   \n",
       "189  40913.0   20        9.0                         1   \n",
       "643  28446.0   58        8.0                         0   \n",
       "65   36072.0   35        4.0                         0   \n",
       "241  52736.0   40       10.0                         0   \n",
       "\n",
       "     number_of_older_children  foreigner  \n",
       "264                         0          0  \n",
       "189                         0          0  \n",
       "643                         0          0  \n",
       "65                          2          0  \n",
       "241                         3          0  "
      ]
     },
     "execution_count": 710,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d8dc59f",
   "metadata": {},
   "source": [
    "### Logistic Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 711,
   "id": "04ed472f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Honey Sam\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(*args, **kwargs)\n",
      "[Parallel(n_jobs=2)]: Using backend LokyBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=2)]: Done   1 out of   1 | elapsed:    2.3s finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(max_iter=10000, n_jobs=2, penalty='none', solver='newton-cg',\n",
       "                   verbose=True)"
      ]
     },
     "execution_count": 711,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fit the Logistic Regression model\n",
    "model = LogisticRegression(solver='newton-cg',max_iter=10000,penalty='none',verbose=True,n_jobs=2)\n",
    "model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 712,
   "id": "217318a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "ytrain_predict = model.predict(X_train)\n",
    "ytest_predict = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 713,
   "id": "8cc957e9",
   "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>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.677959</td>\n",
       "      <td>0.322041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.535239</td>\n",
       "      <td>0.464761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.692009</td>\n",
       "      <td>0.307991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.489946</td>\n",
       "      <td>0.510054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.571862</td>\n",
       "      <td>0.428138</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1\n",
       "0  0.677959  0.322041\n",
       "1  0.535239  0.464761\n",
       "2  0.692009  0.307991\n",
       "3  0.489946  0.510054\n",
       "4  0.571862  0.428138"
      ]
     },
     "execution_count": 713,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ytest_predict_prob=model.predict_proba(X_test)\n",
    "pd.DataFrame(ytest_predict_prob).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 714,
   "id": "e99b582f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6672131147540984"
      ]
     },
     "execution_count": 714,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Accuracy - Training Data\n",
    "model.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 715,
   "id": "49ea33b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.733\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predict probabilities\n",
    "probs = model.predict_proba(X_train)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "auc = roc_auc_score(y_train, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "train_fpr, train_tpr, train_thresholds = roc_curve(y_train, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(train_fpr, train_tpr);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 716,
   "id": "82939da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.648854961832061"
      ]
     },
     "execution_count": 716,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Accuracy - Test Data\n",
    "model.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 717,
   "id": "a433fdfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.733\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predict probabilities\n",
    "probs = model.predict_proba(X_test)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "test_auc = roc_auc_score(y_test, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "test_fpr, test_tpr, test_thresholds = roc_curve(y_test, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(test_fpr, test_tpr);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 718,
   "id": "a2570d1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.733\n",
      "AUC: 0.733\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predict probabilities\n",
    "probs = model.predict_proba(X_train)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "auc = roc_auc_score(y_train, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "train_fpr, train_tpr, train_thresholds = roc_curve(y_train, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label = 'Training Data')\n",
    "\n",
    "# predict probabilities\n",
    "probs = model.predict_proba(X_test)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "test_auc = roc_auc_score(y_test, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "test_fpr, test_tpr, test_thresholds = roc_curve(y_test, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(test_fpr, test_tpr);\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label = 'Testing Data')\n",
    "\n",
    "# show the plot\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 719,
   "id": "8e5a2f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[244,  85],\n",
       "       [118, 163]], dtype=int64)"
      ]
     },
     "execution_count": 719,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_train, ytrain_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 720,
   "id": "0384d00f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAEGCAYAAADxD4m3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAdnElEQVR4nO3de5xVdb3/8debcRgQ8IKAF8AgAxXM20G81DHTCux0Iv1lP6zMn+E1yy5aaZ5HdjmUj/RoeU5UlP7sYhIalqWJaBbaT1REVC5hGAXDRW5eEBGYmc/vj71GN+PMnrVkb/bsNe/n47Ee7v1da33XZ2bk8/h+13et71cRgZlZHvWodgBmZpXiBGdmueUEZ2a55QRnZrnlBGdmubVbtQMoNqB/XQwbWl/tMCyDZ57avdohWAavspltsVU7U8e4d/eJDRubUx37+FNbZ0bE+J253s7oUglu2NB6Hp05tNphWAbjDjiy2iFYBo/E/Ttdx/qNzTwyc0iqY+v3f3bATl9wJ3SpBGdmtSBojpZqB5GK78GZWSYBtBCptlIkDZX0gKTFkhZK+myb/ZdJCkkDisqukLRU0hJJ4zqL1S04M8ushbK04JqASyNinqR+wOOSZkXEIklDgfcCy1sPljQKmAiMBg4A7pM0MiI6vCHoFpyZZRIE26Ml1VaynojVETEv+bwJWAwMTnZfD3wJdmgGTgCmRcTWiFgGLAXGlrqGW3BmlkkAzZ10P4sMkDS36PvUiJja9iBJw4CjgEckfRBYGRFPSjsM+A4G5hR9b+T1hNguJzgzy6yz+2tF1kfEmFIHSOoL/Br4HIVu65XA+9o7tJ2ykoE4wZlZJgE0l2kWIkn1FJLbLRExQ9LbgeFAa+ttCDBP0lgKLbbi58iGAKtK1e97cGaWWUvKrRQVMtiNwOKIuA4gIp6OiEERMSwihlFIakdHxBrgTmCipAZJw4ERwKOlruEWnJllEkSWe3ClvAM4C3ha0vyk7CsRcXe7141YKGk6sIhCV/biUiOo4ARnZhlFwPYy5LeIeIj276sVHzOszffJwOS013CCM7OMRHPpvNRlOMGZWSYBtNTISgdOcGaWmVtwZpZLhQd9neDMLIcC2B618YSZE5yZZRKI5hp5hNYJzswyawl3Uc0sh3wPzsxyTDT7HpyZ5VFhRl8nODPLoQixLeqqHUYqTnBmllmL78GZWR4VBhncRTWzXPIgg5nllAcZzCzXmv2gr5nlUSC2R22kjtqI0sy6jFoaZKiNKM2sywhEc6TbSpE0VNIDkhZLWijps0n5NZL+KukpSXdI2qvonCskLZW0RNK4zmJ1gjOzzFrokWrrRBNwaUQcChwHXCxpFDALOCwiDgeeAa4ASPZNBEYD44Epkko+cewEZ2aZREBz9Ei1la4nVkfEvOTzJmAxMDgi7o2IpuSwORTWPwWYAEyLiK0RsQxYCowtdQ3fgzOzTAqDDKlf1RogaW7R96kRMbXtQZKGAUcBj7TZ9UngV8nnwRQSXqvGpKxDTnBmllmGQYb1ETGm1AGS+lJY3f5zEfFSUfmVFLqxt7QWtXN6yeVvnODMLJNAZZvwUlI9heR2S0TMKCo/G/gAcEpEtCaxRmBo0elDgFWl6vc9ODPLrJkeqbZSJAm4EVgcEdcVlY8Hvgx8MCJeKTrlTmCipAZJw4ERwKOlruEWnJllUlgXtSxto3cAZwFPS5qflH0FuAFoAGYVciBzIuLCiFgoaTqwiELX9eKIaC51ASc4M8uoPCvbR8RDtH9f7e4S50wGJqe9hhOcmWVSWDbQE16aWQ5FqFxd1IpzgjOzzDwfnJnlUmE+OE+XZGa55Bl9zSynCo+JuAVnZjmU8V3UqnKCM7PMvCaDmeVSYbokd1HNLKd8D87Mcqkwm4i7qGaWQ4VXtWojwdVGlF3Y2pX1fPHDB3HuiYdw3kkHc8dPBuyw/7YfDGTcAUfy4oYdR53WNtYz4W1v57YfDNyV4Vo7TjtvHVMf+Cs/+uMSLp/yT+obWvj4pWu45fGFTJm1hCmzlnDMyS91XlG3UWjBpdmqraItuGRep+8BdcBPIuLqSl6vGup2C87/6ipGHL6FV17uwafHj+ToEzfxlpFbWbuynidm92PQ4G1vOO+HXxvMMSdvqkLEVmyf/bbzoUnrOe+kg9n2ag+u/OE/OGnCCwDc8eOB3P7DQdUNsIuqlTcZKpZik9Vuvg+cCowCzkxWxcmVffZtYsThWwDYvW8LQ9+2lfWr6wH40dcGM+k/VqE2/y/8vz/syf4HbuMtI1/d1eFaO+p2Cxp6tdCjLmjo3cKG5+qrHVKX1jqKurPLBu4KlWxDjgWWRsTfI2IbMI3Cqji5tWZFT55d0JtDjn6Fh2fuwYD9tnPQ6B2T2Kuv9GD6lEF8/NI1VYrSim1YU8/tPxjIzx9bzK3zF7J5Ux3z/twPgH8/Zz0/uG8JX7huOX33bOqkpu6lVrqolYxgMLCi6Hu7K+BIOl/SXElz120oOTlnl7Zlcw++ee4wLvzGSurqgltv2JdPfHH1G4772TX7cdp56+jdp6UKUVpbffds4vhxL3H2sYfy0aNG02v3Fk4+/Xl+/9N9OOf4Q/nUe0ey8bl6zr+q5NT/3Urrmgxptmqr5D24VCvgJEuITQUYc0SvkivkdFVN2+Gb5w7j5NOf553vf5Fli3uxZnlPLnrPIQCsW13PxeMO5oa7n+GvT+zOQ3ftxY3/eQAvv1SHegQ9G4IJn1xf5Z+iezrqX19mzYqevLix8E/hL3fvyagxm/njjL1fO+YPt+zDN362rFohdjkBNHWB1lkalUxwmVfAqUURcN2lBzJ0xFb+1wXrABh+6KtMf3rha8d8Yuwo/vsPS9hzn2au+83S18p/fu1+9OrT7ORWRWtX1nPo0Ztp6N3C1i3iyHe+zDNP9ab/oO1sXFu4F3fCqS/yjyW9qhxp11KO7qekocDPgP2AFgprpn5PUn8Ka6EOA/4BfCQink/OuQKYBDQDl0TEzFLXqGSCewwYkax+sxKYCHy0gterioWP9uH+2/sz/NAtXPSegwE454pVjD3FI6S1YMkTfXjwrr34/sxnaG4SSxf05g+/2IfPXdvIQaO3EAHPNfbkhi8N6byy7qJ83c8m4NKImCepH/C4pFnA/wHuj4irJV0OXA58ORmknAiMBg4A7pM0stTCMxVLcBHRJOnTwEwKj4ncFBELOzmt5hx27GZmrppf8pifPbqo3fKzLvNAQ1fw82v34+fX7rdD2TWXHFilaLq+ck14GRGrgdXJ502SFlO4Tz8BOCk57KfAnygsIzgBmBYRW4FlkpZSGMx8uKNrVPQ5uIi4mxIr5JhZbSr3AIKkYcBRwCPAvknyIyJWS2p9GHEwMKfotHYHLov5VS0zyyTjhJcDJM0t+j41GVh8jaS+FFa3/1xEvKS2D44WHdpBOB1ygjOzTALR1JJ6kGF9RIzpaKekegrJ7ZaImJEUPydp/6T1tj+wNinPPHBZG2O9ZtaltKBUWykqNNVuBBZHxHVFu+4Ezk4+nw38tqh8oqSGZPByBPBoqWu4BWdm2UTZ7sG9AzgLeFrS/KTsK8DVwHRJk4DlwBkAEbFQ0nRgEYUR2ItLjaCCE5yZZVSuRWci4iHav68GcEoH50wGJqe9hhOcmWXWFV7DSsMJzswyCURz+kGGqnKCM7PMamU+OCc4M8skyjfIUHFOcGaWWTjBmVk+dY253tJwgjOzzNyCM7NcioDmFic4M8spj6KaWS4F7qKaWW55kMHMcixqZHkoJzgzy8xdVDPLpcIoqt9FNbOcchfVzHLLXVQzy6VATnBmll810kN1gjOzjAKiRl7Vqo2hEDPrUiKUauuMpJskrZW0oKjsSElzJM2XNFfS2KJ9V0haKmmJpHGd1e8EZ2aZRaTbUrgZGN+m7DvA1yPiSOCryXckjQImAqOTc6ZIqitVeYddVEn/TYmudkRc0nnsZpY35XwXNSJmSxrWziX2SD7vyeuLO08ApkXEVmCZpKXAWODhjuovdQ9u7puK2MzyLYD0CW6ApOJcMjUipnZyzueAmZKupdDLPCEpHwzMKTquMSnrUIcJLiJ+WvxdUp+I2NxJYGbWDWR40Hd9RIzJWP1FwOcj4teSPgLcCLyH9tdQLRlJp/fgJB0vaRGwOPl+hKQpGQM2s9wQ0ZJue5POBmYkn2+j0A2FQottaNFxQ3i9+9quNIMM3wXGARsAIuJJ4MT0sZpZ7kTK7c1ZBbwr+Xwy8Lfk853AREkNkoYDI4BHS1WU6jm4iFgh7ZCNmzOFa2b5EeUbZJB0K3AShXt1jcBVwHnA9yTtBrwKnA8QEQslTQcWAU3AxRFRMhelSXArJJ0AhKSewCUk3VUz66bK9CpDRJzZwa5/6eD4ycDktPWn6aJeCFxMYbRiJXBk8t3Mui2l3Kqr0xZcRKwHPrYLYjGzWtFS7QDSSTOK+lZJv5O0Lnml4reS3rorgjOzLqj1Obg0W5Wl6aL+EpgO7A8cQGHY9tZKBmVmXVsZX9WqqDQJThHx84hoSrZfUDuzpZhZJVT2MZGyKfUuav/k4wOSLgemUQj5fwN37YLYzKyr6gLdzzRKDTI8TiGhtf4kFxTtC+CblQrKzLo2dYHWWRql3kUdvisDMbMaEYIamfAy1ZsMkg4DRgG9Wssi4meVCsrMurhab8G1knQVhVcpRgF3A6cCDwFOcGbdVY0kuDSjqB8GTgHWRMQ5wBFAQ0WjMrOurdZHUYtsiYgWSU2S9gDWAn7Q16y7yjbhZVWlSXBzJe0F/JjCyOrLdDJFiZnlW82PoraKiE8lH38o6R5gj4h4qrJhmVmXVusJTtLRpfZFxLzKhGRmXV0eWnD/VWJfUJhps6yWLBvAyZ+YVO5qrYKWX1tf7RAsg63Xz+n8oDRq/R5cRLx7VwZiZjWii4yQppHqQV8zsx3USILzyvZmlpla0m2d1iPdlMwzuaBN+WckLZG0UNJ3isqvkLQ02Teus/rdgjOz7MrXgrsZ+B+K3oyS9G4Kq9gfHhFbJQ1KykcBE4HRFOamvE/SyFILz6SZ0VeSPi7pq8n3AyWN7ew8M8snRfqtMxExG9jYpvgi4OqI2JocszYpnwBMi4itEbEMWMrra6a2K00XdQpwPNC6+s0m4PspzjOzvEo/ZfkASXOLtvNT1D4S+FdJj0j6s6RjkvLBwIqi4xqTsg6l6aIeGxFHS3oCICKeT5YPNLPuKn0XdX1EjMlY+27A3sBxwDHA9GQdmPaeTSkZSZoEt11SXWtFkgZSM2vqmFklVPhB30ZgRkQE8KikFmBAUj606LghwKpSFaXpot4A3AEMkjSZwlRJ33ozUZtZDkT5RlE78BuSFwkkjQR6AuuBO4GJkhokDQdG0Ml78WneRb1F0uMUpkwS8KGI8Mr2Zt1ZmVpwkm6lMN/kAEmNwFXATcBNyaMj24Czk9bcQknTgUVAE3BxqRFUSDfh5YHAK8DvissiYvmb+5HMrOaVKcFFxJkd7Pp4B8dPBianrT/NPbi7eH3xmV7AcGAJhWdRzKwbysPL9gBExNuLvyezjFzQweFmZl1G5jcZImJe0XMpZtYd5aUFJ+kLRV97AEcD6yoWkZl1bbFTI6S7VJoWXL+iz00U7sn9ujLhmFlNyEMLLnnAt29EfHEXxWNmXZzIwSCDpN0ioqnU1OVm1k3VeoKj8ITw0cB8SXcCtwGbW3dGxIwKx2ZmXVHKmUK6gjT34PoDGyi8OtH6PFwATnBm3VUOBhkGJSOoC3g9sbWqkfxtZpWQhxZcHdCXNzFFiZnlXI1kgFIJbnVEfGOXRWJmtSEnq2rVxsKHZrbL5aGLesoui8LMakutJ7iIaLsQhJkZkK9XtczMXpeTe3BmZm8gaucGvROcmWVXIy24NIvOmJntoFwLP0u6SdLaZP2FtvsukxSSBhSVXSFpqaQlksZ1Vr8TnJllFym3zt0MjG9bKGko8F5geVHZKGAiheUSxgNTkhmPOuQEZ2bZlHHZwIiYDbT3xMb1wJfYMU1OAKZFxNaIWAYsBcaWqt8JzsyyK18L7g0kfRBYGRFPttk1GFhR9L0xKeuQBxnMLLMMbzIMkDS36PvUiJjaYb3S7sCVwPva291OWclInODMLLv0CW59RIzJUPNBFJYmfVISwBBgnqSxFFpsQ4uOHQKsKlWZu6hmllm5RlHbioinI2JQRAyLiGEUktrREbEGuBOYKKlB0nBgBIWJeTvkBGdm2QSFCS/TbJ2QdCvwMHCwpEZJkzq8bMRCYDqwCLgHuDgimkvV7y6qmWVSzkVnIuLMTvYPa/N9MjA5bf1OcGaWXY28yeAEZ2aZKWojwznBmVk2nk3EzPIsDzP6mpm1yxNemll+uQVnZrmUs5Xtzcx25ARnZnlUzgd9K80JzswyU0ttZDgnODPLxs/BdR9fPPdBjjtyBS+81ItJXzkdgHcds4yzT3uCAw94gU99/YM8s6wwpXxdXQuXTXqIEW/ZQF1dC/c+9DZu/f0R1Qy/W/r2sX/i5MH/ZMOrvXn/3R95rfyskQs4a+QCmlt68MCqA/nO/OM4fJ+1/OfY2QCI4IanxzCrcXi1Qu8yuv1jIpJuAj4ArI2Iwyp1nWqb+eAIfjPrUC6/YPZrZctW7s1VN5zC58/5yw7HvmvsMup3a+bcK0+joWcT//fbM/jjnLfy3Pp+uzrsbm3G30fyi2dGc83xD7xWdtyglbxnyD/4wN1nsK2ljv4NWwB45oW9Oe2e02mOHgzstZnfv/92/rjyLTRHN5+Ip0ZacJX8K91MO4tJ5M1TS/bjpc0NO5QtX7UXK9bs+caDA3o3NNGjRwsNPZvY3tyDV7b03EWRWqvH1h3AC9t67VD20RGL+NHCI9nWUljDZOPW3gC82lz/WjJrqGsmolZWBK2sSs0HV24Va8FFxGxJwypVfy3682PDOeHo5dx+wzQaGpqYcstYNrVJjlYdw/Z4kWMGreYLRzzGtuY6vv3EcTy9cRAAR+zzHFcf+2cO6LOJyx4+2a23AGrkZfuq/6UknS9prqS527dvrnY4FXXIW9fR0iLO+OxEPvaFM/jIqQvYf+BL1Q7LgN3Uwh49t/Hhez/E1fOP44Z33kdrP+zJDfty6t0f4fSZp3Ph6Cfo2aOpusF2AeVaVavSqp7gImJqRIyJiDH19X2qHU5FnXL8szz21BCam3vwwqbeLPjbvowcvr7aYRmw5pU+3LtiOCCe2jCICNG/4dUdjnn2pb3Z0lTPyL2er06QXUTrc3C10EWteoLrTtZu6MtRo1YDQa+e2zn0oHWsWL1XtcMyYFbjcI7bdyUAw/q9QH2PZjZu7cWQPi9RlzRFDth9E8P7vcDKzX2rGWr1RaTfqsyPieyk/7joAY44dA179n2VX313GjfPOJpNm3vymbPmsGe/V/nWF+7l2eX78OVrxvGb+w7ly+c9yE3fugNUGIH9+4r+1f4Rup3rT7iPY/ddzd4Nr/LQh37B954aw+1/P5irj/0Td79/Ottb6vjinHcDYszANVwwaj7bowcR4qq57+T5ZACiO+sKrbM0FBXKssliEicBA4DngKsi4sZS5/TbY0j8y3Gfrkg8VhnLx9dXOwTLYOX132XrihU7NRTcb68hcdSJn0117IO/+9LjpZYNbO9xMknXAP8ObAOeBc6JiBeSfVcAk4Bm4JKImFnq+hXrokbEmRGxf0TUR8SQzpKbmdWOMt6Du5k3Pk42CzgsIg4HngGuAJA0CpgIjE7OmSKprlTlvgdnZtkE0Bzpts6qipgNbGxTdm9EtA5Vz6GwwDPABGBaRGyNiGXAUmBsqfqd4MwsswwtuAGtj4El2/kZL/VJ4A/J58HAiqJ9jUlZhzzIYGbZpb93v77UPbhSJF0JNAG3tBa1F0mpOpzgzCyzSo+iSjqbwuDDKfH6SGgjMLTosCHAqlL1uItqZtlEhu1NkDQe+DLwwYh4pWjXncBESQ2ShgMjgEdL1eUWnJllIkApBhBS1VX0OJmkRuAqCqOmDcAsSQBzIuLCiFgoaTqwiELX9eKIaC5VvxOcmWVWrpXtI+LMdoo7fKQsIiYDk9PW7wRnZtl4Rl8zy6+u8Z5pGk5wZpZZrbyL6gRnZtm5BWdmuRTlG0WtNCc4M8uuNvKbE5yZZVeux0QqzQnOzLJzgjOzXAqgCywok4YTnJllIsJdVDPLsZbaaMI5wZlZNu6imlmeuYtqZvnlBGdm+eSX7c0sr1pX1aoBTnBmlpnvwZlZftVIgvOiM2aWTQAtkW7rhKSbJK2VtKCorL+kWZL+lvx376J9V0haKmmJpHGd1e8EZ2YZJYMMabbO3QyMb1N2OXB/RIwA7k++I2kUMBEYnZwzRVJdqcqd4MwsuzIluIiYDWxsUzwB+Gny+afAh4rKp0XE1ohYBiwFxpaq3/fgzCybAJpTv8owQNLcou9TI2JqJ+fsGxGrASJitaRBSflgYE7RcY1JWYec4Mwso4BIneDWR8SYMl1Y7QfTMXdRzSy78t2Da89zkvYHSP67NilvBIYWHTcEWFWqIic4M8umjKOoHbgTODv5fDbw26LyiZIaJA0HRgCPlqrIXVQzy65Mz8FJuhU4icK9ukbgKuBqYLqkScBy4IzCJWOhpOnAIqAJuDgimkvV7wRnZtmVKcFFxJkd7Dqlg+MnA5PT1u8EZ2bZREBzyYZTl+EEZ2bZ1cirWk5wZpadE5yZ5dNOjZDuUk5wZpZNQKR/0LeqnODMLLv0r2pVlROcmWUT4WUDzSzHPMhgZnkVbsGZWT55VS0zy6vWl+1rgBOcmWUSQPhVLTPLpcg04WVVOcGZWWbhLqqZ5VaNtOAUXWg0RNI64J/VjqMCBgDrqx2EZZLXv9lbImLgzlQg6R4Kv5801kdE22UBd5kuleDyStLcMi68YbuA/2b54DUZzCy3nODMLLec4HaNzha6ta7Hf7Mc8D04M8stt+DMLLec4Mwst5zgKkjSeElLJC2VdHm147HOSbpJ0lpJC6odi+08J7gKkVQHfB84FRgFnClpVHWjshRuBqr2YKqVlxNc5YwFlkbE3yNiGzANmFDlmKwTETEb2FjtOKw8nOAqZzCwouh7Y1JmZruIE1zlqJ0yP5Njtgs5wVVOIzC06PsQYFWVYjHrlpzgKucxYISk4ZJ6AhOBO6sck1m34gRXIRHRBHwamAksBqZHxMLqRmWdkXQr8DBwsKRGSZOqHZO9eX5Vy8xyyy04M8stJzgzyy0nODPLLSc4M8stJzgzyy0nuBoiqVnSfEkLJN0mafedqOtmSR9OPv+k1EQAkk6SdMKbuMY/JL1h9aWOytsc83LGa31N0mVZY7R8c4KrLVsi4siIOAzYBlxYvDOZwSSziDg3IhaVOOQkIHOCM6s2J7ja9SDwtqR19YCkXwJPS6qTdI2kxyQ9JekCABX8j6RFku4CBrVWJOlPksYkn8dLmifpSUn3SxpGIZF+Pmk9/qukgZJ+nVzjMUnvSM7dR9K9kp6Q9CPafx93B5J+I+lxSQslnd9m338lsdwvaWBSdpCke5JzHpR0SFl+m5ZLXtm+BknajcI8c/ckRWOBwyJiWZIkXoyIYyQ1AH+RdC9wFHAw8HZgX2ARcFObegcCPwZOTOrqHxEbJf0QeDkirk2O+yVwfUQ8JOlACm9rHApcBTwUEd+Q9G/ADgmrA59MrtEbeEzSryNiA9AHmBcRl0r6alL3pyksBnNhRPxN0rHAFODkN/FrtG7ACa629JY0P/n8IHAjha7joxGxLCl/H3B46/01YE9gBHAicGtENAOrJP2xnfqPA2a31hURHc2L9h5glPRaA20PSf2Sa5yenHuXpOdT/EyXSDot+Tw0iXUD0AL8Kin/BTBDUt/k572t6NoNKa5h3ZQTXG3ZEhFHFhck/9A3FxcBn4mImW2Oez+dT9ekFMdA4dbG8RGxpZ1YUr/7J+kkCsny+Ih4RdKfgF4dHB7JdV9o+zsw64jvweXPTOAiSfUAkkZK6gPMBiYm9+j2B97dzrkPA++SNDw5t39SvgnoV3TcvRS6iyTHHZl8nA18LCk7Fdi7k1j3BJ5PktshFFqQrXoAra3Qj1Lo+r4ELJN0RnINSTqik2tYN+YElz8/oXB/bV6ycMqPKLTU7wD+BjwN/AD4c9sTI2IdhftmMyQ9yetdxN8Bp7UOMgCXAGOSQYxFvD6a+3XgREnzKHSVl3cS6z3AbpKeAr4JzCnatxkYLelxCvfYvpGUfwyYlMS3EE8DbyV4NhEzyy234Mwst5zgzCy3nODMLLec4Mwst5zgzCy3nODMLLec4Mwst/4/Fru9GOoFsngAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(model,X_train,y_train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 721,
   "id": "2731bf52",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.67      0.74      0.71       329\n",
      "           1       0.66      0.58      0.62       281\n",
      "\n",
      "    accuracy                           0.67       610\n",
      "   macro avg       0.67      0.66      0.66       610\n",
      "weighted avg       0.67      0.67      0.66       610\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_train, ytrain_predict))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a159f432",
   "metadata": {},
   "source": [
    "Confusion Matrix for test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 722,
   "id": "90247757",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[108,  34],\n",
       "       [ 58,  62]], dtype=int64)"
      ]
     },
     "execution_count": 722,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test, ytest_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 723,
   "id": "8409554b",
   "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_confusion_matrix(model,X_test,y_test);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 724,
   "id": "36086e2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.65      0.76      0.70       142\n",
      "           1       0.65      0.52      0.57       120\n",
      "\n",
      "    accuracy                           0.65       262\n",
      "   macro avg       0.65      0.64      0.64       262\n",
      "weighted avg       0.65      0.65      0.64       262\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, ytest_predict))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccf171cd",
   "metadata": {},
   "source": [
    "### Linear Discriminant Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 725,
   "id": "29d24149",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Build LDA Model\n",
    "clf = LinearDiscriminantAnalysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 726,
   "id": "71710b0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Honey Sam\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LinearDiscriminantAnalysis()"
      ]
     },
     "execution_count": 726,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_clf=clf.fit(X_train,y_train)\n",
    "model_clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 727,
   "id": "8fd0359e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training Data Class Prediction with a cut-off value of 0.5\n",
    "pred_class_train = model_clf.predict(X_train)\n",
    "\n",
    "# Test Data Class Prediction with a cut-off value of 0.5\n",
    "pred_class_test = model_clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 728,
   "id": "b40bcee6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.659016393442623"
      ]
     },
     "execution_count": 728,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_clf.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 729,
   "id": "38099ec9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.648854961832061"
      ]
     },
     "execution_count": 729,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_clf.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 730,
   "id": "9e0bd0d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,a =  plt.subplots(1,2,sharex=True,sharey=True,squeeze=False)\n",
    "\n",
    "#Plotting confusion matrix for the different models for the Training Data\n",
    "\n",
    "plot_0 = sns.heatmap((metrics.confusion_matrix(y_train,pred_class_train)),annot=True,fmt='.5g',cmap='Blues',ax=a[0][0]);\n",
    "a[0][0].set_title('Training Data')\n",
    "\n",
    "plot_1 = sns.heatmap((metrics.confusion_matrix(y_test,pred_class_test)),annot=True,fmt='.5g',cmap='Blues',ax=a[0][1]);\n",
    "a[0][1].set_title('Test Data');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 731,
   "id": "919a1dc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report of the training data:\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.67      0.74      0.70       329\n",
      "           1       0.65      0.57      0.61       281\n",
      "\n",
      "    accuracy                           0.66       610\n",
      "   macro avg       0.66      0.65      0.65       610\n",
      "weighted avg       0.66      0.66      0.66       610\n",
      " \n",
      "\n",
      "Classification Report of the test data:\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.65      0.76      0.70       142\n",
      "           1       0.65      0.52      0.57       120\n",
      "\n",
      "    accuracy                           0.65       262\n",
      "   macro avg       0.65      0.64      0.64       262\n",
      "weighted avg       0.65      0.65      0.64       262\n",
      " \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('Classification Report of the training data:\\n\\n',metrics.classification_report(y_train,pred_class_train),'\\n')\n",
    "print('Classification Report of the test data:\\n\\n',metrics.classification_report(y_test,pred_class_test),'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 732,
   "id": "645e6114",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training Data Probability Prediction\n",
    "pred_prob_train = model_clf.predict_proba(X_train)\n",
    "\n",
    "# Test Data Probability Prediction\n",
    "pred_prob_test = model_clf.predict_proba(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 733,
   "id": "f004a172",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.73551768, 0.28353533, 0.39649058, 0.75922189, 0.47003003,\n",
       "       0.40177036, 0.36986276, 0.3046299 , 0.60482453, 0.64266073,\n",
       "       0.23173951, 0.25792362, 0.35900888, 0.04498625, 0.2829094 ,\n",
       "       0.3643531 , 0.54782489, 0.30634075, 0.58914069, 0.6607117 ,\n",
       "       0.62795172, 0.26530773, 0.88138953, 0.33411259, 0.08664023,\n",
       "       0.8271775 , 0.19379564, 0.75733957, 0.53209164, 0.1892203 ,\n",
       "       0.29258073, 0.3384893 , 0.3769479 , 0.38097484, 0.31056554,\n",
       "       0.29449197, 0.10973564, 0.56147758, 0.48217964, 0.19474058,\n",
       "       0.22634057, 0.7985467 , 0.50039742, 0.73794034, 0.7904354 ,\n",
       "       0.3690023 , 0.30262021, 0.93345931, 0.43331819, 0.72155301,\n",
       "       0.71677925, 0.45274194, 0.78744639, 0.37233837, 0.19187097,\n",
       "       0.74091501, 0.25003165, 0.51612541, 0.67432724, 0.35616917,\n",
       "       0.61002822, 0.52758233, 0.52261599, 0.40993742, 0.57008809,\n",
       "       0.61654303, 0.12380369, 0.56372873, 0.40105364, 0.27636387,\n",
       "       0.331064  , 0.74844526, 0.77913611, 0.21862757, 0.44518796,\n",
       "       0.16803982, 0.49024512, 0.6626503 , 0.59088269, 0.49799747,\n",
       "       0.4896793 , 0.59011486, 0.82395093, 0.4347367 , 0.64239389,\n",
       "       0.73447375, 0.22668021, 0.47718918, 0.46780051, 0.30670499,\n",
       "       0.53035844, 0.68305727, 0.82571857, 0.65940539, 0.50981099,\n",
       "       0.73072076, 0.22020835, 0.57861358, 0.3906577 , 0.41315668,\n",
       "       0.39961915, 0.39560786, 0.46210527, 0.52358073, 0.25991578,\n",
       "       0.44942821, 0.39914056, 0.8268209 , 0.30317932, 0.34790508,\n",
       "       0.59306708, 0.22910448, 0.68431629, 0.23729384, 0.28605156,\n",
       "       0.38414222, 0.32996579, 0.602951  , 0.14240438, 0.50113204,\n",
       "       0.30305369, 0.63206442, 0.7670921 , 0.49630286, 0.42679734,\n",
       "       0.16259972, 0.21294065, 0.50379895, 0.50858594, 0.39256748,\n",
       "       0.67108314, 0.29400098, 0.66906493, 0.14334749, 0.58857817,\n",
       "       0.6341773 , 0.28993688, 0.33123118, 0.14568647, 0.27773523,\n",
       "       0.73252377, 0.3766964 , 0.20462998, 0.74291733, 0.64088837,\n",
       "       0.34611449, 0.66417313, 0.68281643, 0.44153834, 0.75802719,\n",
       "       0.59735368, 0.92826221, 0.48449961, 0.0907812 , 0.64224122,\n",
       "       0.45079297, 0.06498246, 0.61557792, 0.33989789, 0.54130797,\n",
       "       0.30267298, 0.42870372, 0.34797438, 0.86021682, 0.61098396,\n",
       "       0.08225338, 0.38793517, 0.70120088, 0.6000614 , 0.81252069,\n",
       "       0.42746192, 0.35460828, 0.7482434 , 0.36201143, 0.32684319,\n",
       "       0.4043595 , 0.5190445 , 0.37552252, 0.58866101, 0.29713676,\n",
       "       0.37955487, 0.48804455, 0.88707586, 0.25145929, 0.38030449,\n",
       "       0.72882309, 0.29958103, 0.3852379 , 0.40108409, 0.12454965,\n",
       "       0.55881148, 0.43905053, 0.64610966, 0.51821849, 0.23201163,\n",
       "       0.55470864, 0.77338469, 0.59854346, 0.80261939, 0.36876583,\n",
       "       0.24913198, 0.28510202, 0.46447558, 0.54693731, 0.65309467,\n",
       "       0.45631893, 0.21729382, 0.15431768, 0.85066908, 0.29997552,\n",
       "       0.67300797, 0.31651641, 0.37950403, 0.52367112, 0.67000344,\n",
       "       0.43079366, 0.56028724, 0.74648037, 0.50038392, 0.44137556,\n",
       "       0.40563702, 0.24317694, 0.16001581, 0.64767069, 0.36223484,\n",
       "       0.66290415, 0.21671679, 0.59801832, 0.3276567 , 0.44512562,\n",
       "       0.67777101, 0.55704479, 0.35809111, 0.40109792, 0.6558441 ,\n",
       "       0.29290504, 0.82652622, 0.81036194, 0.86649751, 0.2214361 ,\n",
       "       0.57545803, 0.78589255, 0.64344643, 0.74449028, 0.15948405,\n",
       "       0.38231562, 0.52517014, 0.20610503, 0.5404816 , 0.44478123,\n",
       "       0.48247476, 0.06261534, 0.37742779, 0.33694909, 0.18903175,\n",
       "       0.28128231, 0.39951162, 0.178948  , 0.49905107, 0.71146773,\n",
       "       0.45264288, 0.81757548, 0.41487134, 0.26031229, 0.45089437,\n",
       "       0.529018  , 0.79004835, 0.41169303, 0.3181271 , 0.43483395,\n",
       "       0.31641471, 0.72935994, 0.45260201, 0.69136321, 0.6633681 ,\n",
       "       0.19395577, 0.50393907, 0.27772169, 0.56116769, 0.23488687,\n",
       "       0.77079976, 0.59195866, 0.43362903, 0.26277843, 0.4580244 ,\n",
       "       0.25032838, 0.13844701, 0.34568608, 0.49698094, 0.18566966,\n",
       "       0.35109544, 0.49294473, 0.47641486, 0.73795386, 0.42161149,\n",
       "       0.06229571, 0.1581428 , 0.35594836, 0.18764244, 0.45298584,\n",
       "       0.41005638, 0.73974108, 0.14018691, 0.40822672, 0.51822275,\n",
       "       0.78178486, 0.32592049, 0.60015823, 0.34085242, 0.45072088,\n",
       "       0.27961609, 0.66436781, 0.78159235, 0.34073854, 0.58912261,\n",
       "       0.35122329, 0.36765515, 0.2978601 , 0.32792071, 0.21413565,\n",
       "       0.76658471, 0.19984202, 0.32843256, 0.79500546, 0.20882333,\n",
       "       0.34371142, 0.30553688, 0.78075944, 0.41715537, 0.7498246 ,\n",
       "       0.47796229, 0.28727224, 0.76949624, 0.71253017, 0.31815105,\n",
       "       0.35291993, 0.06077497, 0.55544254, 0.88503212, 0.70564725,\n",
       "       0.60487399, 0.74261114, 0.66839085, 0.13547501, 0.51459181,\n",
       "       0.43718177, 0.45730564, 0.43374086, 0.7164607 , 0.70925743,\n",
       "       0.54295621, 0.37142744, 0.68668209, 0.29574937, 0.29265307,\n",
       "       0.68042303, 0.2062512 , 0.43504539, 0.32809752, 0.41441835,\n",
       "       0.59907657, 0.16758297, 0.45930385, 0.25896523, 0.42612595,\n",
       "       0.55151653, 0.38942437, 0.16883373, 0.85037391, 0.67092639,\n",
       "       0.2732217 , 0.83344785, 0.36160728, 0.17153013, 0.82911233,\n",
       "       0.22804333, 0.3445843 , 0.34686932, 0.40436238, 0.3159984 ,\n",
       "       0.51340754, 0.71483811, 0.14779098, 0.5649874 , 0.1244422 ,\n",
       "       0.24627663, 0.23394929, 0.77865277, 0.04018553, 0.55330876,\n",
       "       0.26319744, 0.05045702, 0.78165496, 0.73895935, 0.68959338,\n",
       "       0.72893529, 0.38533768, 0.39265905, 0.52118353, 0.82775083,\n",
       "       0.48604987, 0.22758067, 0.36803216, 0.28102472, 0.252465  ,\n",
       "       0.44859804, 0.11323111, 0.66903538, 0.458799  , 0.49943112,\n",
       "       0.25577021, 0.32429741, 0.35336564, 0.23416983, 0.73354456,\n",
       "       0.34560799, 0.13883419, 0.63741426, 0.2469326 , 0.36837838,\n",
       "       0.76037877, 0.17733507, 0.85323086, 0.87678412, 0.68240595,\n",
       "       0.37708493, 0.33849918, 0.24016445, 0.40329575, 0.6763881 ,\n",
       "       0.73002024, 0.8031362 , 0.45760962, 0.80904281, 0.62974268,\n",
       "       0.32862734, 0.61148053, 0.37814081, 0.32664153, 0.72999864,\n",
       "       0.42233413, 0.39623996, 0.82461924, 0.68372526, 0.46182588,\n",
       "       0.43092682, 0.2630122 , 0.72058804, 0.54901725, 0.51649024,\n",
       "       0.75278144, 0.23580589, 0.53541603, 0.46750567, 0.38717556,\n",
       "       0.6476411 , 0.58123497, 0.30093   , 0.33515296, 0.37541846,\n",
       "       0.23718207, 0.71370908, 0.38295121, 0.53011156, 0.5422955 ,\n",
       "       0.87277544, 0.56902952, 0.58809912, 0.36916778, 0.14604874,\n",
       "       0.51499491, 0.30587331, 0.72363803, 0.41349651, 0.52088866,\n",
       "       0.17353901, 0.39613308, 0.25196479, 0.58475031, 0.34827362,\n",
       "       0.72551323, 0.30119211, 0.6164726 , 0.29419961, 0.2832862 ,\n",
       "       0.16740438, 0.32428109, 0.31185739, 0.41931201, 0.59870159,\n",
       "       0.31656484, 0.549763  , 0.42439067, 0.72573306, 0.81893183,\n",
       "       0.17316527, 0.69808572, 0.28305666, 0.37258725, 0.31219309,\n",
       "       0.77305294, 0.56576443, 0.234862  , 0.3664639 , 0.31918383,\n",
       "       0.21350342, 0.29916519, 0.77873648, 0.86391346, 0.32544912,\n",
       "       0.15384096, 0.70544338, 0.67625912, 0.23091696, 0.86579177,\n",
       "       0.57043938, 0.59357384, 0.79466617, 0.31747845, 0.64463952,\n",
       "       0.48329349, 0.5099068 , 0.27973536, 0.80364772, 0.39533764,\n",
       "       0.68130403, 0.17733507, 0.5052279 , 0.3444913 , 0.50045267,\n",
       "       0.4492691 , 0.40699094, 0.49811997, 0.25602291, 0.18761371,\n",
       "       0.51329831, 0.3443562 , 0.2555839 , 0.62433929, 0.18923398,\n",
       "       0.19388512, 0.40921973, 0.27644011, 0.34251839, 0.54038819,\n",
       "       0.28123359, 0.22273066, 0.45304983, 0.30297484, 0.52462392,\n",
       "       0.56874132, 0.56930422, 0.68684871, 0.32402954, 0.377056  ,\n",
       "       0.40126654, 0.66838248, 0.23268841, 0.15452033, 0.41576428,\n",
       "       0.13536216, 0.12989277, 0.52621923, 0.1023751 , 0.76762203,\n",
       "       0.29566514, 0.6392037 , 0.72654237, 0.83150954, 0.48240629,\n",
       "       0.77314358, 0.33739508, 0.23269807, 0.61970885, 0.2994335 ,\n",
       "       0.44630473, 0.37404461, 0.11829941, 0.11142323, 0.5464569 ,\n",
       "       0.35865226, 0.30544221, 0.50798801, 0.58734033, 0.4602424 ,\n",
       "       0.12033415, 0.68150639, 0.24414107, 0.26735009, 0.5078248 ,\n",
       "       0.32653896, 0.33220615, 0.62948944, 0.45798082, 0.38751535,\n",
       "       0.28106622, 0.4521367 , 0.46722676, 0.15585761, 0.34146489,\n",
       "       0.37295646, 0.2749017 , 0.86486816, 0.50710463, 0.78215575,\n",
       "       0.38324091, 0.43486903, 0.53636009, 0.74207132, 0.48480572])"
      ]
     },
     "execution_count": 733,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_prob_train[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 734,
   "id": "a1d59772",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC for the Training Data: 0.731\n",
      "AUC for the Test Data: 0.713\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# AUC and ROC for the training data\n",
    "\n",
    "# calculate AUC\n",
    "auc = metrics.roc_auc_score(y_train,pred_prob_train[:,1])\n",
    "print('AUC for the Training Data: %.3f' % auc)\n",
    "\n",
    "#  calculate roc curve\n",
    "fpr, tpr, thresholds = metrics.roc_curve(y_train,pred_prob_train[:,1])\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label = 'Training Data')\n",
    "\n",
    "\n",
    "# AUC and ROC for the test data\n",
    "\n",
    "# calculate AUC\n",
    "auc = metrics.roc_auc_score(y_test,pred_prob_test[:,1])\n",
    "print('AUC for the Test Data: %.3f' % auc)\n",
    "\n",
    "#  calculate roc curve\n",
    "fpr, tpr, thresholds = metrics.roc_curve(y_test,pred_prob_test[:,1])\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label='Test Data')\n",
    "# show the plot\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f36ea5",
   "metadata": {},
   "source": [
    "### Comparison of ROC Curve for Training Data between Logistic Reg Model and LDA Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 735,
   "id": "70bbebed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.733\n",
      "AUC for the Training Data: 0.731\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs = model.predict_proba(X_train)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "auc = roc_auc_score(y_train, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "train_fpr, train_tpr, train_thresholds = roc_curve(y_train, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "plt.plot(fpr, tpr, marker='.',label = 'Log_Reg Model Curve');\n",
    "\n",
    "auc = metrics.roc_auc_score(y_train,pred_prob_train[:,1])\n",
    "print('AUC for the Training Data: %.3f' % auc)\n",
    "\n",
    "#  calculate roc curve\n",
    "fpr, tpr, thresholds = metrics.roc_curve(y_train,pred_prob_train[:,1])\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label = 'LDA Model Curve')\n",
    "\n",
    "# show the plot\n",
    "plt.legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29b09efb",
   "metadata": {},
   "source": [
    "### Comparison of ROC Curve for Test Data between Logistic Reg Model and LDA Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 736,
   "id": "1bc1f6e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.731\n",
      "AUC for the Test Data: 0.713\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predict probabilities\n",
    "probs = model.predict_proba(X_test)\n",
    "# keep probabilities for the positive outcome only\n",
    "probs = probs[:, 1]\n",
    "# calculate AUC\n",
    "test_auc = roc_auc_score(y_test, probs)\n",
    "print('AUC: %.3f' % auc)\n",
    "# calculate roc curve\n",
    "test_fpr, test_tpr, test_thresholds = roc_curve(y_test, probs)\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(test_fpr, test_tpr,  marker='.',label='Log_Test Data');\n",
    "\n",
    "# calculate AUC\n",
    "auc = metrics.roc_auc_score(y_test,pred_prob_test[:,1])\n",
    "print('AUC for the Test Data: %.3f' % auc)\n",
    "\n",
    "#  calculate roc curve\n",
    "fpr, tpr, thresholds = metrics.roc_curve(y_test,pred_prob_test[:,1])\n",
    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
    "# plot the roc curve for the model\n",
    "plt.plot(fpr, tpr, marker='.',label='LDA_Test Data')\n",
    "\n",
    "# show the plot\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a03c281b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}