{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
" \n",
"___\n",
"
Copyright by Pierian Data Inc. \n",
"For more information, visit us at www.pieriandata.com "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Logistic Regression Project Exercise - Solutions\n",
"\n",
"**GOAL: Create a Classification Model that can predict whether or not a person has presence of heart disease based on physical features of that person (age,sex, cholesterol, etc...)**\n",
"\n",
"**Complete the TASKs written in bold below.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports\n",
"\n",
"**TASK: Run the cell below to import the necessary libraries.**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data\n",
"\n",
"This database contains 14 physical attributes based on physical testing of a patient. Blood samples are taken and the patient also conducts a brief exercise test. The \"goal\" field refers to the presence of heart disease in the patient. It is integer (0 for no presence, 1 for presence). In general, to confirm 100% if a patient has heart disease can be quite an invasive process, so if we can create a model that accurately predicts the likelihood of heart disease, we can help avoid expensive and invasive procedures.\n",
"\n",
"Content\n",
"\n",
"Attribute Information:\n",
"\n",
"* age\n",
"* sex\n",
"* chest pain type (4 values)\n",
"* resting blood pressure\n",
"* serum cholestoral in mg/dl\n",
"* fasting blood sugar > 120 mg/dl\n",
"* resting electrocardiographic results (values 0,1,2)\n",
"* maximum heart rate achieved\n",
"* exercise induced angina\n",
"* oldpeak = ST depression induced by exercise relative to rest\n",
"* the slope of the peak exercise ST segment\n",
"* number of major vessels (0-3) colored by flourosopy\n",
"* thal: 3 = normal; 6 = fixed defect; 7 = reversable defect\n",
"* target:0 for no presence of heart disease, 1 for presence of heart disease\n",
"\n",
"Original Source: https://archive.ics.uci.edu/ml/datasets/Heart+Disease\n",
"\n",
"Creators:\n",
"\n",
"Hungarian Institute of Cardiology. Budapest: Andras Janosi, M.D.\n",
"University Hospital, Zurich, Switzerland: William Steinbrunn, M.D.\n",
"University Hospital, Basel, Switzerland: Matthias Pfisterer, M.D.\n",
"V.A. Medical Center, Long Beach and Cleveland Clinic Foundation: Robert Detrano, M.D., Ph.D."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"\n",
"**TASK: Run the cell below to read in the data.**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('../DATA/heart.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" age \n",
" sex \n",
" cp \n",
" trestbps \n",
" chol \n",
" fbs \n",
" restecg \n",
" thalach \n",
" exang \n",
" oldpeak \n",
" slope \n",
" ca \n",
" thal \n",
" target \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 63 \n",
" 1 \n",
" 3 \n",
" 145 \n",
" 233 \n",
" 1 \n",
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" 0 \n",
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" 250 \n",
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" 187 \n",
" 0 \n",
" 3.5 \n",
" 0 \n",
" 0 \n",
" 2 \n",
" 1 \n",
" \n",
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" 2 \n",
" 41 \n",
" 0 \n",
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" 0 \n",
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" 2 \n",
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" 3 \n",
" 56 \n",
" 1 \n",
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" 120 \n",
" 236 \n",
" 0 \n",
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" 178 \n",
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" 2 \n",
" 0 \n",
" 2 \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age sex cp trestbps chol fbs restecg thalach exang oldpeak slope \\\n",
"0 63 1 3 145 233 1 0 150 0 2.3 0 \n",
"1 37 1 2 130 250 0 1 187 0 3.5 0 \n",
"2 41 0 1 130 204 0 0 172 0 1.4 2 \n",
"3 56 1 1 120 236 0 1 178 0 0.8 2 \n",
"4 57 0 0 120 354 0 1 163 1 0.6 2 \n",
"\n",
" ca thal target \n",
"0 0 1 1 \n",
"1 0 2 1 \n",
"2 0 2 1 \n",
"3 0 2 1 \n",
"4 0 2 1 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 0], dtype=int64)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['target'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exploratory Data Analysis and Visualization\n",
"\n",
"Feel free to explore the data further on your own.\n",
"\n",
"**TASK: Explore if the dataset has any missing data points and create a statistical summary of the numerical features as shown below.**"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 303 entries, 0 to 302\n",
"Data columns (total 14 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 age 303 non-null int64 \n",
" 1 sex 303 non-null int64 \n",
" 2 cp 303 non-null int64 \n",
" 3 trestbps 303 non-null int64 \n",
" 4 chol 303 non-null int64 \n",
" 5 fbs 303 non-null int64 \n",
" 6 restecg 303 non-null int64 \n",
" 7 thalach 303 non-null int64 \n",
" 8 exang 303 non-null int64 \n",
" 9 oldpeak 303 non-null float64\n",
" 10 slope 303 non-null int64 \n",
" 11 ca 303 non-null int64 \n",
" 12 thal 303 non-null int64 \n",
" 13 target 303 non-null int64 \n",
"dtypes: float64(1), int64(13)\n",
"memory usage: 33.3 KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" count \n",
" mean \n",
" std \n",
" min \n",
" 25% \n",
" 50% \n",
" 75% \n",
" max \n",
" \n",
" \n",
" \n",
" \n",
" age \n",
" 303.0 \n",
" 54.366337 \n",
" 9.082101 \n",
" 29.0 \n",
" 47.5 \n",
" 55.0 \n",
" 61.0 \n",
" 77.0 \n",
" \n",
" \n",
" sex \n",
" 303.0 \n",
" 0.683168 \n",
" 0.466011 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 1.0 \n",
" 1.0 \n",
" \n",
" \n",
" cp \n",
" 303.0 \n",
" 0.966997 \n",
" 1.032052 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 2.0 \n",
" 3.0 \n",
" \n",
" \n",
" trestbps \n",
" 303.0 \n",
" 131.623762 \n",
" 17.538143 \n",
" 94.0 \n",
" 120.0 \n",
" 130.0 \n",
" 140.0 \n",
" 200.0 \n",
" \n",
" \n",
" chol \n",
" 303.0 \n",
" 246.264026 \n",
" 51.830751 \n",
" 126.0 \n",
" 211.0 \n",
" 240.0 \n",
" 274.5 \n",
" 564.0 \n",
" \n",
" \n",
" fbs \n",
" 303.0 \n",
" 0.148515 \n",
" 0.356198 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" \n",
" \n",
" restecg \n",
" 303.0 \n",
" 0.528053 \n",
" 0.525860 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 1.0 \n",
" 2.0 \n",
" \n",
" \n",
" thalach \n",
" 303.0 \n",
" 149.646865 \n",
" 22.905161 \n",
" 71.0 \n",
" 133.5 \n",
" 153.0 \n",
" 166.0 \n",
" 202.0 \n",
" \n",
" \n",
" exang \n",
" 303.0 \n",
" 0.326733 \n",
" 0.469794 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 1.0 \n",
" \n",
" \n",
" oldpeak \n",
" 303.0 \n",
" 1.039604 \n",
" 1.161075 \n",
" 0.0 \n",
" 0.0 \n",
" 0.8 \n",
" 1.6 \n",
" 6.2 \n",
" \n",
" \n",
" slope \n",
" 303.0 \n",
" 1.399340 \n",
" 0.616226 \n",
" 0.0 \n",
" 1.0 \n",
" 1.0 \n",
" 2.0 \n",
" 2.0 \n",
" \n",
" \n",
" ca \n",
" 303.0 \n",
" 0.729373 \n",
" 1.022606 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 4.0 \n",
" \n",
" \n",
" thal \n",
" 303.0 \n",
" 2.313531 \n",
" 0.612277 \n",
" 0.0 \n",
" 2.0 \n",
" 2.0 \n",
" 3.0 \n",
" 3.0 \n",
" \n",
" \n",
" target \n",
" 303.0 \n",
" 0.544554 \n",
" 0.498835 \n",
" 0.0 \n",
" 0.0 \n",
" 1.0 \n",
" 1.0 \n",
" 1.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% 50% 75% max\n",
"age 303.0 54.366337 9.082101 29.0 47.5 55.0 61.0 77.0\n",
"sex 303.0 0.683168 0.466011 0.0 0.0 1.0 1.0 1.0\n",
"cp 303.0 0.966997 1.032052 0.0 0.0 1.0 2.0 3.0\n",
"trestbps 303.0 131.623762 17.538143 94.0 120.0 130.0 140.0 200.0\n",
"chol 303.0 246.264026 51.830751 126.0 211.0 240.0 274.5 564.0\n",
"fbs 303.0 0.148515 0.356198 0.0 0.0 0.0 0.0 1.0\n",
"restecg 303.0 0.528053 0.525860 0.0 0.0 1.0 1.0 2.0\n",
"thalach 303.0 149.646865 22.905161 71.0 133.5 153.0 166.0 202.0\n",
"exang 303.0 0.326733 0.469794 0.0 0.0 0.0 1.0 1.0\n",
"oldpeak 303.0 1.039604 1.161075 0.0 0.0 0.8 1.6 6.2\n",
"slope 303.0 1.399340 0.616226 0.0 1.0 1.0 2.0 2.0\n",
"ca 303.0 0.729373 1.022606 0.0 0.0 0.0 1.0 4.0\n",
"thal 303.0 2.313531 0.612277 0.0 2.0 2.0 3.0 3.0\n",
"target 303.0 0.544554 0.498835 0.0 0.0 1.0 1.0 1.0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe().transpose()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization Tasks\n",
"\n",
"**TASK: Create a bar plot that shows the total counts per target value.**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE!"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x='target',data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a pairplot that displays the relationships between the following columns:**\n",
"\n",
" ['age','trestbps', 'chol','thalach','target']\n",
" \n",
"*Note: Running a pairplot on everything can take a very long time due to the number of features*"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['age', 'sex', 'cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach',\n",
" 'exang', 'oldpeak', 'slope', 'ca', 'thal', 'target'],\n",
" dtype='object')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Running pairplot on everything will take a very long time to render!\n",
"sns.pairplot(df[['age','trestbps', 'chol','thalach','target']],hue='target')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a heatmap that displays the correlation between all the columns.**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"sns.heatmap(df.corr(),cmap='viridis',annot=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"----\n",
"\n",
"# Machine Learning\n",
"\n",
"## Train | Test Split and Scaling\n",
"\n",
"**TASK: Separate the features from the labels into 2 objects, X and y.**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"X = df.drop('target',axis=1)\n",
"y = df['target']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Perform a train test split on the data, with the test size of 10% and a random_state of 101.**"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=101)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a StandardScaler object and normalize the X train and test set feature data. Make sure you only fit to the training data to avoid data leakage (data knowledge leaking from the test set).**"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"scaled_X_train = scaler.fit_transform(X_train)\n",
"scaled_X_test = scaler.transform(X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression Model\n",
"\n",
"**TASK: Create a Logistic Regression model and use Cross-Validation to find a well-performing C value for the hyper-parameter search. You have two options here, use *LogisticRegressionCV* OR use a combination of *LogisticRegression* and *GridSearchCV*. The choice is up to you, the solutions use the simpler *LogisticRegressionCV* approach.**"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegressionCV "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# help(LogisticRegressionCV)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"log_model = LogisticRegressionCV()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LogisticRegressionCV()"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.fit(scaled_X_train,y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Report back your search's optimal parameters, specifically the C value.** \n",
"\n",
"*Note: You may get a different value than what is shown here depending on how you conducted your search.*"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.04641589])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.C_"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Cs': 10,\n",
" 'class_weight': None,\n",
" 'cv': None,\n",
" 'dual': False,\n",
" 'fit_intercept': True,\n",
" 'intercept_scaling': 1.0,\n",
" 'l1_ratios': None,\n",
" 'max_iter': 100,\n",
" 'multi_class': 'auto',\n",
" 'n_jobs': None,\n",
" 'penalty': 'l2',\n",
" 'random_state': None,\n",
" 'refit': True,\n",
" 'scoring': None,\n",
" 'solver': 'lbfgs',\n",
" 'tol': 0.0001,\n",
" 'verbose': 0}"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.get_params()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Coeffecients\n",
"\n",
"**TASK: Report back the model's coefficients.**"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-0.09621199, -0.39460154, 0.53534731, -0.13850191, -0.08830462,\n",
" 0.02487341, 0.08083826, 0.29914053, -0.33438151, -0.352386 ,\n",
" 0.25101033, -0.49735752, -0.37448551]])"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.coef_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**BONUS TASK: We didn't show this in the lecture notebooks, but you have the skills to do this! Create a visualization of the coefficients by using a barplot of their values. Even more bonus points if you can figure out how to sort the plot! If you get stuck on this, feel free to quickly view the solutions notebook for hints, there are many ways to do this, the solutions use a combination of pandas and seaborn.**"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"coefs = pd.Series(index=X.columns,data=log_model.coef_[0])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"coefs = coefs.sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"sns.barplot(x=coefs.index,y=coefs.values);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---------\n",
"\n",
"## Model Performance Evaluation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Let's now evaluate your model on the remaining 10% of the data, the test set.**\n",
"\n",
"**TASK: Create the following evaluations:**\n",
"* Confusion Matrix Array\n",
"* Confusion Matrix Plot\n",
"* Classification Report"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import confusion_matrix,classification_report,plot_confusion_matrix"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"y_pred = log_model.predict(scaled_X_test)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[12, 3],\n",
" [ 2, 14]], dtype=int64)"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y_test,y_pred)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_confusion_matrix(log_model,scaled_X_test,y_test)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.86 0.80 0.83 15\n",
" 1 0.82 0.88 0.85 16\n",
"\n",
" accuracy 0.84 31\n",
" macro avg 0.84 0.84 0.84 31\n",
"weighted avg 0.84 0.84 0.84 31\n",
"\n"
]
}
],
"source": [
"print(classification_report(y_test,y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Performance Curves\n",
"\n",
"**TASK: Create both the precision recall curve and the ROC Curve.**"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import plot_precision_recall_curve,plot_roc_curve"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_precision_recall_curve(log_model,scaled_X_test,y_test)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_roc_curve(log_model,scaled_X_test,y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Final Task: A patient with the following features has come into the medical office:**\n",
"\n",
" age 48.0\n",
" sex 0.0\n",
" cp 2.0\n",
" trestbps 130.0\n",
" chol 275.0\n",
" fbs 0.0\n",
" restecg 1.0\n",
" thalach 139.0\n",
" exang 0.0\n",
" oldpeak 0.2\n",
" slope 2.0\n",
" ca 0.0\n",
" thal 2.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: What does your model predict for this patient? Do they have heart disease? How \"sure\" is your model of this prediction?**\n",
"\n",
"*For convience, we created an array of the features for the patient above*"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"patient = [[ 54. , 1. , 0. , 122. , 286. , 0. , 0. , 116. , 1. ,\n",
" 3.2, 1. , 2. , 2. ]]"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"age 54.0\n",
"sex 1.0\n",
"cp 0.0\n",
"trestbps 122.0\n",
"chol 286.0\n",
"fbs 0.0\n",
"restecg 0.0\n",
"thalach 116.0\n",
"exang 1.0\n",
"oldpeak 3.2\n",
"slope 1.0\n",
"ca 2.0\n",
"thal 2.0\n",
"Name: 268, dtype: float64"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test.iloc[-1]"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_test.iloc[-1]"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0], dtype=int64)"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.predict(patient)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[9.99999862e-01, 1.38455917e-07]])"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_model.predict_proba(patient)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"\n",
"## Great Job!"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}