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1 Parent(s): 94c68a9

Upload folder using huggingface_hub

Browse files
.DS_Store ADDED
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.github/workflows/update_space.yml ADDED
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+ name: Run Python script
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+
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+ on:
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+ push:
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+ branches:
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+ - main
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+
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+ jobs:
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+ build:
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+ runs-on: ubuntu-latest
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+
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+ steps:
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+ - name: Checkout
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+ uses: actions/checkout@v2
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+
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+ - name: Set up Python
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+ uses: actions/setup-python@v2
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+ with:
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+ python-version: '3.9'
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+
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+ - name: Install Gradio
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+ run: python -m pip install gradio
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+
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+ - name: Log in to Hugging Face
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+ run: python -c 'import huggingface_hub; huggingface_hub.login(token="${{ secrets.hf_token }}")'
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+
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+ - name: Deploy to Spaces
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+ run: gradio deploy
README.md CHANGED
@@ -1,12 +1,6 @@
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  ---
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- title: Heart Disease Prediction Threshold
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- emoji: 🌖
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- colorFrom: indigo
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- colorTo: purple
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  sdk: gradio
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  sdk_version: 4.38.1
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- app_file: app.py
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- pinned: false
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  ---
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-
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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  ---
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+ title: Heart_Disease_Prediction_Threshold
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+ app_file: app.py
 
 
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  sdk: gradio
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  sdk_version: 4.38.1
 
 
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  ---
 
 
__pycache__/config.cpython-311.pyc ADDED
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app.py ADDED
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+ import gradio as gr
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+ import io
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+ import numpy as np
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+ import pandas as pd
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+ import plotly.express as px
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+ import plotly.graph_objects as go
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+
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+ from config import csv_data
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+ from io import StringIO
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+ from sklearn.model_selection import train_test_split
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+ from sklearn.metrics import auc
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+ from sklearn.metrics import precision_recall_curve
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+ from sklearn.metrics import precision_score
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+ from sklearn.metrics import recall_score
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+ from sklearn.metrics import roc_curve
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+
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+ # Read the CSV data from the string
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+ df = pd.read_csv(StringIO(csv_data))
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+
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+ # Encode categorical columns
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+ categorical_columns = ['Gender', 'Smoking', 'Alcohol Intake', 'Family History',
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+ 'Diabetes', 'Obesity', 'Exercise Induced Angina', 'Chest Pain Type']
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+
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+ from sklearn.linear_model import LogisticRegression
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+
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+ # Select only Age and Cholesterol columns along with the target variable
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+ df = df[['Age', 'Cholesterol', 'Heart Disease']]
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+
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+ # Split the dataset
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+ X = df[['Age', 'Cholesterol']]
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+ y = df['Heart Disease']
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+
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+ # Split the dataset
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+ X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
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+
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+ # Train a logistic regression model
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+ model = LogisticRegression()
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+ model.fit(X_train, y_train)
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+
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+
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+ # Function to compute precision and recall
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+ def compute_precision_recall(threshold):
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+ y_prob = model.predict_proba(X_test)[:, 1]
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+ y_pred = (y_prob >= threshold).astype(int)
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+ precision = precision_score(y_test, y_pred)
46
+ recall = recall_score(y_test, y_pred)
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+ return precision, recall
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+
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+
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+ def plot_roc_curve(threshold):
51
+ # Compute ROC curve and AUC
52
+ fpr, tpr, thresholds = roc_curve(y_test, model.predict_proba(X_test)[:, 1])
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+ roc_auc = auc(fpr, tpr)
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+
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+ # Create a DataFrame for the ROC curve
56
+ df_roc = pd.DataFrame({
57
+ 'fpr': fpr,
58
+ 'tpr': tpr,
59
+ 'threshold': thresholds
60
+ })
61
+
62
+ # Create the plot with Plotly Express
63
+ fig = px.line(df_roc, x='fpr', y='tpr', title=f'ROC Curve (AUC = {roc_auc:.2f})', labels={'fpr': 'False Positive Rate', 'tpr': 'True Positive Rate'})
64
+
65
+ # Add a diagonal line for the random model
66
+ fig.add_scatter(x=[0, 1], y=[0, 1], mode='lines', line=dict(color='gray', dash='dash'), name='Random Model')
67
+
68
+ # Add a vertical line for the specified threshold
69
+ threshold_index = (np.abs(thresholds - threshold)).argmin()
70
+ fig.add_vline(x=fpr[threshold_index], line=dict(color='black', dash='dot'), annotation_text=f'Threshold: {threshold}', annotation_position="bottom right")
71
+
72
+ return fig
73
+
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+
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+ def plot_precision_recall(threshold):
76
+
77
+ # Use the precision_recall_curve function to compute precision and recall for all possible thresholds
78
+ precisions, recalls, thresholds = precision_recall_curve(y_test, model.predict_proba(X_test)[:, 1])
79
+
80
+ # Create a DataFrame for precision and recall values
81
+ df_pr = pd.DataFrame({
82
+ 'threshold': np.concatenate([[0], thresholds]),
83
+ 'precision': precisions,
84
+ 'recall': recalls
85
+ })
86
+
87
+ # Create the plot with Plotly Express
88
+ fig = px.line(df_pr, x='threshold', y='precision', title='Precision and Recall at Different Thresholds', labels={'threshold': 'Threshold', 'value': 'Score'})
89
+ fig.add_scatter(x=df_pr['threshold'], y=df_pr['recall'], mode='lines', name='Recall')
90
+
91
+ # Add a vertical line for the specified threshold
92
+ fig.add_vline(x=threshold, line=dict(color='black', dash='dot'), annotation_text=f'Threshold: {threshold}', annotation_position="top right")
93
+
94
+ return fig
95
+
96
+
97
+ def plot_performance(threshold):
98
+ return [plot_roc_curve(threshold),
99
+ plot_precision_recall(threshold)]
100
+
101
+ inputs = [gr.Slider(0, 1, step=0.01, label='Threshold')]
102
+ outputs = [gr.Plot(), gr.Plot()]
103
+
104
+ # Create the Gradio interface
105
+ iface = gr.Interface(
106
+ fn=plot_performance,
107
+ inputs=inputs,
108
+ outputs=outputs,
109
+ live=True
110
+ )
111
+
112
+ # Launch the interface
113
+ iface.launch(share=True)
config.py ADDED
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1
+ # CSV data as a string
2
+ csv_data = """Age,Gender,Cholesterol,Blood Pressure,Heart Rate,Smoking,Alcohol Intake,Exercise Hours,Family History,Diabetes,Obesity,Stress Level,Blood Sugar,Exercise Induced Angina,Chest Pain Type,Heart Disease
3
+ 75,Female,228,119,66,Current,Heavy,1,No,No,Yes,8,119,Yes,Atypical Angina,1
4
+ 48,Male,204,165,62,Current,None,5,No,No,No,9,70,Yes,Typical Angina,0
5
+ 53,Male,234,91,67,Never,Heavy,3,Yes,No,Yes,5,196,Yes,Atypical Angina,1
6
+ 69,Female,192,90,72,Current,None,4,No,Yes,No,7,107,Yes,Non-anginal Pain,0
7
+ 62,Female,172,163,93,Never,None,6,No,Yes,No,2,183,Yes,Asymptomatic,0
8
+ 77,Male,309,110,73,Never,None,0,No,Yes,Yes,4,122,Yes,Asymptomatic,1
9
+ 64,Female,211,105,86,Former,Heavy,8,Yes,Yes,Yes,2,120,No,Typical Angina,1
10
+ 60,Female,208,148,83,Never,Moderate,4,No,Yes,Yes,2,113,Yes,Asymptomatic,1
11
+ 37,Female,317,137,66,Current,Heavy,3,No,Yes,Yes,5,114,No,Non-anginal Pain,0
12
+ 63,Male,204,141,68,Former,Heavy,8,No,Yes,No,3,107,No,Asymptomatic,1
13
+ 67,Female,282,108,87,Never,Heavy,3,Yes,No,Yes,9,85,Yes,Typical Angina,1
14
+ 37,Male,293,148,98,Current,Moderate,6,Yes,No,Yes,10,129,No,Typical Angina,0
15
+ 67,Male,325,177,81,Never,Moderate,8,Yes,No,Yes,10,192,No,Non-anginal Pain,1
16
+ 43,Male,155,169,82,Current,Heavy,8,Yes,Yes,No,2,163,No,Typical Angina,0
17
+ 60,Male,226,168,99,Never,Moderate,8,Yes,Yes,No,10,97,No,Non-anginal Pain,1
18
+ 44,Female,250,111,66,Former,None,6,Yes,No,Yes,3,121,Yes,Non-anginal Pain,0
19
+ 43,Female,279,173,81,Current,Moderate,9,Yes,No,No,7,150,No,Asymptomatic,0
20
+ 46,Female,259,118,76,Never,Heavy,4,No,Yes,Yes,8,76,No,Non-anginal Pain,0
21
+ 45,Female,246,169,98,Never,Moderate,5,Yes,No,Yes,9,97,No,Typical Angina,0
22
+ 74,Female,298,148,70,Former,Heavy,9,Yes,Yes,Yes,8,157,Yes,Non-anginal Pain,1
23
+ 76,Female,226,97,62,Former,None,5,Yes,Yes,No,4,85,No,Non-anginal Pain,1
24
+ 44,Female,309,95,83,Former,None,4,No,Yes,No,4,139,No,Non-anginal Pain,0
25
+ 58,Male,297,90,72,Current,None,6,Yes,No,No,10,104,Yes,Atypical Angina,1
26
+ 67,Male,287,117,64,Current,Moderate,0,Yes,Yes,Yes,1,112,Yes,Atypical Angina,1
27
+ 67,Female,177,171,87,Never,None,1,No,No,No,5,170,Yes,Typical Angina,0
28
+ 31,Male,276,110,61,Never,Heavy,8,Yes,Yes,No,7,187,Yes,Non-anginal Pain,0
29
+ 66,Female,265,159,99,Never,Heavy,4,Yes,Yes,No,7,151,No,Non-anginal Pain,1
30
+ 63,Male,273,103,64,Never,None,6,Yes,Yes,Yes,9,104,No,Typical Angina,1
31
+ 77,Female,197,170,61,Current,Moderate,8,No,No,Yes,9,92,No,Non-anginal Pain,0
32
+ 79,Male,319,115,63,Never,Moderate,0,Yes,No,Yes,9,95,No,Typical Angina,1
33
+ 32,Female,313,154,70,Former,Moderate,5,No,Yes,Yes,6,176,Yes,Asymptomatic,0
34
+ 48,Male,179,117,61,Never,None,7,No,No,No,1,166,Yes,Asymptomatic,0
35
+ 41,Male,234,98,71,Never,Moderate,6,No,No,No,6,73,Yes,Atypical Angina,0
36
+ 53,Female,228,142,99,Former,Heavy,1,Yes,Yes,Yes,9,75,Yes,Atypical Angina,1
37
+ 36,Male,227,158,78,Former,Heavy,8,Yes,No,Yes,6,120,No,Asymptomatic,0
38
+ 57,Male,262,166,73,Never,Moderate,1,No,No,Yes,8,97,Yes,Atypical Angina,1
39
+ 60,Female,311,159,60,Former,Heavy,4,Yes,Yes,Yes,10,99,No,Non-anginal Pain,1
40
+ 66,Female,230,150,92,Current,None,2,No,Yes,No,8,111,No,Atypical Angina,1
41
+ 46,Male,192,139,61,Former,None,0,Yes,No,Yes,2,174,Yes,Asymptomatic,0
42
+ 72,Female,306,137,72,Current,Moderate,0,Yes,Yes,No,2,122,No,Asymptomatic,1
43
+ 67,Female,216,137,80,Former,Heavy,0,Yes,No,Yes,8,135,No,Asymptomatic,1
44
+ 65,Male,189,143,70,Current,None,2,Yes,No,No,5,150,Yes,Non-anginal Pain,0
45
+ 37,Female,162,126,79,Current,Moderate,1,Yes,Yes,Yes,8,93,No,Non-anginal Pain,0
46
+ 28,Female,207,162,63,Former,Moderate,4,Yes,No,Yes,3,109,Yes,Non-anginal Pain,0
47
+ 70,Female,271,159,82,Former,Moderate,8,Yes,No,No,7,87,Yes,Typical Angina,1
48
+ 36,Female,209,106,84,Former,Heavy,0,No,Yes,Yes,3,137,Yes,Typical Angina,0
49
+ 51,Male,251,170,71,Current,Heavy,3,No,Yes,No,4,111,No,Non-anginal Pain,1
50
+ 74,Male,325,95,87,Never,None,3,Yes,No,Yes,10,162,No,Atypical Angina,1
51
+ 41,Male,268,95,70,Current,Heavy,9,No,No,No,4,176,No,Non-anginal Pain,0
52
+ 41,Male,286,128,97,Never,None,6,Yes,Yes,No,9,78,No,Non-anginal Pain,0
53
+ 69,Female,167,157,83,Former,Moderate,4,Yes,Yes,No,2,160,No,Asymptomatic,0
54
+ 54,Female,348,129,97,Current,Heavy,4,Yes,No,No,9,187,Yes,Atypical Angina,1
55
+ 52,Female,330,125,68,Current,Moderate,4,No,No,Yes,4,154,No,Non-anginal Pain,1
56
+ 38,Male,264,120,89,Former,Heavy,5,Yes,No,No,10,172,No,Atypical Angina,0
57
+ 25,Female,287,148,82,Former,None,8,No,No,No,1,96,Yes,Non-anginal Pain,0
58
+ 52,Male,207,95,84,Current,Moderate,2,No,No,No,8,180,Yes,Asymptomatic,1
59
+ 53,Male,252,107,91,Former,Moderate,8,No,No,No,1,124,Yes,Atypical Angina,1
60
+ 55,Female,232,91,93,Never,None,6,No,No,Yes,10,152,No,Typical Angina,1
61
+ 61,Male,261,156,97,Former,Heavy,2,Yes,Yes,Yes,7,154,Yes,Atypical Angina,1
62
+ 30,Male,264,135,99,Former,None,7,Yes,Yes,Yes,9,99,Yes,Typical Angina,0
63
+ 48,Female,257,171,89,Never,Heavy,2,No,Yes,Yes,3,141,No,Asymptomatic,0
64
+ 35,Female,339,165,68,Never,None,9,No,No,Yes,5,99,Yes,Asymptomatic,0
65
+ 42,Male,166,119,97,Never,Moderate,0,No,No,No,10,109,No,Typical Angina,0
66
+ 56,Female,339,148,60,Never,None,8,Yes,Yes,Yes,3,88,Yes,Asymptomatic,1
67
+ 47,Male,310,97,72,Current,Heavy,7,No,Yes,Yes,6,96,Yes,Asymptomatic,0
68
+ 71,Male,192,148,90,Current,None,1,Yes,Yes,No,1,156,No,Asymptomatic,0
69
+ 68,Female,282,125,92,Current,Heavy,5,No,No,Yes,3,172,No,Typical Angina,1
70
+ 59,Female,180,127,70,Never,Moderate,4,Yes,Yes,No,2,122,No,Non-anginal Pain,0
71
+ 25,Female,162,122,77,Current,Heavy,0,No,No,No,1,137,Yes,Non-anginal Pain,0
72
+ 44,Male,331,169,94,Current,Heavy,3,No,No,No,8,177,No,Asymptomatic,0
73
+ 64,Male,348,174,64,Current,Moderate,6,Yes,No,Yes,6,170,No,Non-anginal Pain,1
74
+ 45,Male,307,161,90,Former,Moderate,7,No,No,Yes,3,134,No,Asymptomatic,0
75
+ 33,Female,271,159,62,Former,None,1,Yes,No,Yes,2,176,Yes,Atypical Angina,0
76
+ 65,Male,247,140,89,Never,Moderate,8,Yes,Yes,No,8,183,Yes,Typical Angina,1
77
+ 79,Male,243,121,80,Never,Heavy,1,Yes,Yes,No,3,158,No,Atypical Angina,1
78
+ 52,Female,290,114,63,Current,None,5,Yes,Yes,No,1,151,No,Typical Angina,1
79
+ 61,Male,209,144,70,Current,Heavy,5,Yes,Yes,No,8,86,No,Typical Angina,1
80
+ 78,Male,223,132,68,Current,Heavy,7,Yes,Yes,No,1,82,Yes,Non-anginal Pain,1
81
+ 69,Female,166,157,92,Former,None,3,No,No,No,2,170,Yes,Atypical Angina,0
82
+ 28,Female,155,95,67,Former,None,6,No,No,No,2,105,Yes,Asymptomatic,0
83
+ 77,Female,161,136,83,Current,None,2,No,No,No,5,155,Yes,Non-anginal Pain,0
84
+ 76,Male,241,101,67,Former,None,4,No,No,Yes,10,74,Yes,Typical Angina,1
85
+ 30,Female,154,175,87,Former,Heavy,7,Yes,No,No,7,97,No,Typical Angina,0
86
+ 57,Female,203,156,98,Never,Moderate,7,No,No,No,6,143,Yes,Atypical Angina,1
87
+ 62,Female,205,127,78,Never,Heavy,3,Yes,Yes,Yes,4,127,No,Typical Angina,1
88
+ 53,Male,179,162,76,Never,Moderate,1,No,No,No,9,163,Yes,Typical Angina,0
89
+ 26,Male,264,122,62,Former,Moderate,5,Yes,No,Yes,10,176,No,Non-anginal Pain,0
90
+ 46,Female,180,109,76,Never,Heavy,6,No,Yes,No,2,176,No,Non-anginal Pain,0
91
+ 61,Female,184,119,77,Never,None,8,No,Yes,Yes,10,92,Yes,Atypical Angina,0
92
+ 50,Male,291,172,94,Current,None,5,No,Yes,Yes,6,176,No,Non-anginal Pain,0
93
+ 51,Female,210,139,81,Current,None,0,Yes,Yes,No,8,145,No,Typical Angina,1
94
+ 38,Male,215,138,61,Former,Heavy,1,No,Yes,Yes,10,198,Yes,Atypical Angina,0
95
+ 38,Female,336,97,71,Current,None,8,No,Yes,Yes,10,163,No,Asymptomatic,0
96
+ 54,Female,242,145,75,Current,None,3,Yes,No,No,8,159,No,Asymptomatic,1
97
+ 32,Female,320,150,93,Never,Moderate,5,No,Yes,No,10,148,No,Non-anginal Pain,0
98
+ 46,Male,290,149,77,Never,Moderate,6,Yes,Yes,No,10,157,No,Non-anginal Pain,0
99
+ 63,Female,262,117,99,Current,Heavy,9,Yes,No,No,2,92,No,Asymptomatic,1
100
+ 61,Female,284,163,95,Former,Heavy,1,Yes,No,No,10,171,Yes,Typical Angina,1
101
+ 43,Male,249,117,87,Former,Heavy,7,Yes,No,Yes,1,73,Yes,Non-anginal Pain,0
102
+ 61,Female,248,100,91,Former,Moderate,3,Yes,Yes,No,3,110,No,Atypical Angina,1
103
+ 35,Male,331,103,82,Former,Heavy,1,Yes,No,No,2,103,No,Asymptomatic,0
104
+ 56,Male,226,136,95,Never,None,3,Yes,Yes,No,5,115,No,Typical Angina,1
105
+ 50,Male,232,158,87,Former,Heavy,0,Yes,Yes,No,4,110,No,Non-anginal Pain,0
106
+ 51,Female,236,157,81,Current,None,9,Yes,No,No,7,183,No,Atypical Angina,1
107
+ 64,Male,317,124,94,Former,Heavy,4,No,Yes,No,3,193,No,Atypical Angina,1
108
+ 47,Female,230,135,97,Former,Heavy,0,No,Yes,Yes,7,99,Yes,Asymptomatic,0
109
+ 61,Female,311,128,87,Former,None,7,No,No,Yes,1,74,Yes,Asymptomatic,1
110
+ 68,Male,307,124,82,Current,Heavy,4,No,Yes,No,4,132,Yes,Atypical Angina,1
111
+ 64,Female,174,115,98,Current,None,8,Yes,No,No,10,110,Yes,Atypical Angina,0
112
+ 37,Female,226,173,86,Current,Moderate,7,No,Yes,No,2,139,No,Asymptomatic,0
113
+ 72,Male,210,166,75,Current,Moderate,6,Yes,No,Yes,6,132,No,Asymptomatic,1
114
+ 27,Male,164,114,98,Never,None,2,Yes,No,No,7,96,Yes,Typical Angina,0
115
+ 79,Male,296,98,98,Current,Moderate,2,No,Yes,No,2,160,No,Atypical Angina,1
116
+ 56,Female,278,96,69,Never,Heavy,9,No,Yes,Yes,9,143,No,Atypical Angina,1
117
+ 54,Male,196,162,89,Never,None,9,Yes,No,No,10,93,Yes,Typical Angina,0
118
+ 75,Male,298,179,64,Former,Heavy,4,Yes,Yes,No,10,105,Yes,Typical Angina,1
119
+ 32,Male,272,126,82,Never,Heavy,1,No,Yes,No,9,140,Yes,Typical Angina,0
120
+ 39,Female,328,173,75,Former,Moderate,0,No,No,Yes,5,72,Yes,Asymptomatic,0
121
+ 62,Male,176,155,90,Never,None,3,No,Yes,No,3,147,No,Atypical Angina,0
122
+ 40,Male,327,97,87,Never,Heavy,7,Yes,No,No,10,161,Yes,Atypical Angina,0
123
+ 78,Female,217,178,98,Never,None,3,No,Yes,No,4,144,Yes,Asymptomatic,1
124
+ 47,Male,222,128,83,Former,Heavy,0,Yes,Yes,Yes,1,103,Yes,Typical Angina,0
125
+ 67,Male,328,132,89,Former,Heavy,6,No,Yes,No,5,116,Yes,Asymptomatic,1
126
+ 68,Female,185,158,78,Never,Moderate,0,No,No,Yes,9,90,Yes,Non-anginal Pain,0
127
+ 42,Male,201,158,61,Current,None,6,Yes,Yes,No,3,91,Yes,Atypical Angina,0
128
+ 29,Male,237,110,64,Former,None,7,Yes,No,Yes,5,183,Yes,Typical Angina,0
129
+ 59,Male,175,152,76,Current,Heavy,9,Yes,Yes,No,8,104,No,Non-anginal Pain,0
130
+ 51,Female,272,144,86,Current,Moderate,8,Yes,Yes,Yes,3,79,Yes,Non-anginal Pain,1
131
+ 27,Male,319,146,63,Former,Heavy,6,Yes,No,Yes,8,85,Yes,Typical Angina,0
132
+ 41,Female,251,106,70,Former,None,2,Yes,No,No,8,150,No,Asymptomatic,0
133
+ 25,Male,224,119,79,Never,Heavy,3,Yes,Yes,Yes,9,173,Yes,Atypical Angina,0
134
+ 48,Male,164,100,81,Never,Heavy,8,Yes,Yes,No,10,93,Yes,Asymptomatic,0
135
+ 30,Male,294,128,76,Former,Heavy,0,No,No,Yes,4,135,Yes,Typical Angina,0
136
+ 36,Female,238,91,61,Never,None,0,No,Yes,No,3,174,No,Atypical Angina,0
137
+ 72,Male,348,110,69,Never,None,7,No,No,No,3,77,Yes,Asymptomatic,1
138
+ 53,Male,270,135,70,Former,Heavy,0,Yes,No,No,3,144,Yes,Typical Angina,1
139
+ 64,Male,195,105,76,Current,None,7,Yes,Yes,Yes,5,142,Yes,Typical Angina,0
140
+ 54,Female,184,138,66,Never,Moderate,9,Yes,No,Yes,1,89,Yes,Typical Angina,0
141
+ 30,Female,281,95,80,Former,None,7,Yes,No,No,1,178,Yes,Atypical Angina,0
142
+ 76,Male,199,139,75,Former,None,4,Yes,No,No,6,175,Yes,Atypical Angina,0
143
+ 45,Female,345,174,74,Current,None,7,Yes,No,No,10,154,No,Atypical Angina,0
144
+ 42,Male,234,155,72,Former,Moderate,8,No,No,Yes,4,105,No,Typical Angina,0
145
+ 26,Male,241,142,77,Never,Moderate,5,No,Yes,No,2,118,No,Atypical Angina,0
146
+ 48,Female,208,178,75,Former,Heavy,9,No,No,No,10,140,Yes,Typical Angina,0
147
+ 51,Female,196,164,87,Never,Moderate,2,No,Yes,Yes,3,158,No,Asymptomatic,0
148
+ 74,Female,170,126,99,Former,Heavy,7,No,No,No,10,105,Yes,Atypical Angina,0
149
+ 57,Female,248,112,90,Never,Moderate,1,No,Yes,No,2,90,No,Atypical Angina,1
150
+ 74,Female,208,117,62,Former,None,5,Yes,No,Yes,3,151,Yes,Typical Angina,1
151
+ 56,Male,287,177,63,Former,Moderate,9,No,No,No,10,103,No,Atypical Angina,1
152
+ 65,Female,256,171,67,Never,Moderate,8,No,No,No,6,85,Yes,Non-anginal Pain,1
153
+ 76,Male,153,145,77,Never,Heavy,0,Yes,No,No,6,172,No,Asymptomatic,0
154
+ 61,Male,183,167,78,Former,Heavy,9,Yes,Yes,No,2,108,No,Typical Angina,0
155
+ 76,Female,347,116,69,Current,Heavy,5,Yes,Yes,No,6,149,Yes,Asymptomatic,1
156
+ 67,Male,221,115,69,Former,Moderate,6,No,Yes,Yes,2,126,No,Non-anginal Pain,1
157
+ 39,Female,200,98,77,Former,Moderate,0,Yes,Yes,Yes,6,101,No,Non-anginal Pain,0
158
+ 51,Male,277,153,99,Current,None,0,Yes,No,No,8,163,Yes,Atypical Angina,1
159
+ 64,Male,250,98,79,Former,None,0,Yes,No,No,4,105,Yes,Typical Angina,1
160
+ 33,Female,302,121,69,Former,Moderate,1,No,Yes,Yes,4,128,No,Atypical Angina,0
161
+ 40,Female,169,96,68,Current,Heavy,8,Yes,No,Yes,4,111,No,Asymptomatic,0
162
+ 75,Female,307,108,65,Never,Heavy,7,No,No,Yes,7,167,No,Asymptomatic,1
163
+ 27,Female,248,170,60,Current,Moderate,0,No,Yes,No,3,184,No,Asymptomatic,0
164
+ 77,Female,329,156,65,Former,Heavy,8,No,No,No,5,170,Yes,Non-anginal Pain,1
165
+ 27,Female,266,171,96,Never,None,2,Yes,No,No,9,179,No,Non-anginal Pain,0
166
+ 68,Male,198,110,86,Former,Moderate,6,Yes,Yes,No,9,158,No,Asymptomatic,0
167
+ 52,Male,339,169,88,Never,None,8,Yes,No,No,3,157,No,Atypical Angina,1
168
+ 73,Male,286,138,66,Current,Heavy,4,Yes,No,Yes,3,103,No,Atypical Angina,1
169
+ 49,Male,330,158,67,Former,Moderate,9,No,Yes,Yes,2,144,No,Atypical Angina,0
170
+ 56,Male,261,153,78,Never,None,6,No,No,No,8,197,No,Typical Angina,1
171
+ 31,Female,309,119,83,Never,None,4,No,Yes,No,8,109,Yes,Non-anginal Pain,0
172
+ 53,Male,308,178,80,Never,Moderate,5,Yes,Yes,No,9,186,No,Atypical Angina,1
173
+ 55,Male,174,105,76,Current,Heavy,1,Yes,No,Yes,4,70,No,Atypical Angina,0
174
+ 42,Male,283,106,99,Current,Heavy,3,Yes,No,Yes,3,192,No,Non-anginal Pain,0
175
+ 38,Male,254,95,60,Former,Heavy,7,Yes,Yes,No,9,171,No,Non-anginal Pain,0
176
+ 58,Male,277,153,91,Never,Heavy,0,Yes,Yes,No,4,154,Yes,Non-anginal Pain,1
177
+ 75,Male,306,114,99,Current,Heavy,1,No,Yes,Yes,5,186,No,Non-anginal Pain,1
178
+ 68,Female,249,98,92,Former,None,0,No,Yes,No,8,108,Yes,Non-anginal Pain,1
179
+ 66,Female,343,147,94,Current,Heavy,5,Yes,Yes,Yes,4,103,No,Atypical Angina,1
180
+ 68,Female,292,167,79,Current,None,1,Yes,No,No,2,134,Yes,Non-anginal Pain,1
181
+ 32,Male,181,130,72,Former,Moderate,8,Yes,No,No,10,143,No,Atypical Angina,0
182
+ 35,Female,325,96,70,Current,Heavy,9,No,No,No,9,91,Yes,Asymptomatic,0
183
+ 41,Male,231,103,63,Former,None,8,No,No,No,9,180,Yes,Typical Angina,0
184
+ 36,Male,275,168,92,Never,None,5,Yes,Yes,Yes,6,149,No,Asymptomatic,0
185
+ 48,Male,329,162,70,Current,Heavy,5,No,No,No,2,179,Yes,Asymptomatic,0
186
+ 28,Male,277,174,71,Former,Heavy,3,Yes,No,Yes,9,146,Yes,Non-anginal Pain,0
187
+ 26,Female,153,124,63,Never,Heavy,4,No,Yes,No,1,175,Yes,Non-anginal Pain,0
188
+ 54,Female,238,102,63,Former,Moderate,9,Yes,Yes,No,1,85,No,Typical Angina,1
189
+ 63,Male,328,119,83,Never,Moderate,5,Yes,No,Yes,1,167,No,Atypical Angina,1
190
+ 46,Male,168,140,99,Former,Moderate,2,Yes,No,Yes,1,98,No,Asymptomatic,0
191
+ 53,Male,265,93,82,Current,Heavy,2,No,No,No,7,113,Yes,Asymptomatic,1
192
+ 49,Female,250,133,75,Current,None,5,Yes,No,Yes,1,104,Yes,Typical Angina,0
193
+ 26,Female,187,179,97,Never,Moderate,5,No,Yes,Yes,3,84,Yes,Atypical Angina,0
194
+ 68,Male,323,127,83,Never,Heavy,5,Yes,No,No,6,161,No,Asymptomatic,1
195
+ 73,Female,184,104,60,Former,Moderate,1,Yes,No,Yes,7,196,No,Non-anginal Pain,0
196
+ 78,Male,156,148,66,Current,None,9,Yes,Yes,No,6,123,No,Non-anginal Pain,0
197
+ 73,Female,235,146,91,Never,Heavy,3,No,No,Yes,5,111,No,Asymptomatic,1
198
+ 58,Female,328,148,97,Never,Moderate,3,No,Yes,No,9,144,No,Asymptomatic,1
199
+ 66,Male,300,98,65,Never,Moderate,7,No,No,No,6,94,No,Non-anginal Pain,1
200
+ 58,Male,344,163,92,Current,Heavy,0,Yes,No,No,5,99,Yes,Non-anginal Pain,1
201
+ 40,Female,156,90,91,Never,None,9,Yes,No,No,4,71,Yes,Typical Angina,0
202
+ 71,Male,177,147,79,Never,Moderate,6,Yes,No,Yes,8,73,No,Non-anginal Pain,0
203
+ 57,Male,267,105,75,Current,None,6,No,No,No,3,197,No,Asymptomatic,1
204
+ 46,Female,249,109,89,Former,None,6,Yes,No,No,8,146,Yes,Typical Angina,0
205
+ 75,Male,178,125,71,Former,Moderate,3,No,No,Yes,9,149,Yes,Asymptomatic,0
206
+ 68,Male,159,148,82,Never,Heavy,8,No,No,Yes,3,159,Yes,Non-anginal Pain,0
207
+ 63,Female,300,166,78,Never,Moderate,3,Yes,No,Yes,9,142,No,Atypical Angina,1
208
+ 39,Male,209,147,74,Never,None,4,Yes,No,No,5,193,Yes,Asymptomatic,0
209
+ 26,Female,213,167,76,Current,None,1,Yes,Yes,Yes,5,127,No,Asymptomatic,0
210
+ 42,Female,237,115,82,Never,Heavy,9,Yes,No,Yes,3,181,No,Asymptomatic,0
211
+ 58,Male,317,174,65,Never,Heavy,8,No,No,No,6,173,Yes,Atypical Angina,1
212
+ 32,Female,255,164,85,Former,Moderate,2,No,No,No,8,193,No,Typical Angina,0
213
+ 61,Male,297,170,79,Current,Heavy,9,Yes,No,No,5,189,Yes,Non-anginal Pain,1
214
+ 47,Male,285,91,70,Current,None,3,Yes,Yes,No,3,167,No,Non-anginal Pain,0
215
+ 70,Male,167,125,63,Current,Heavy,7,No,No,No,9,145,No,Non-anginal Pain,0
216
+ 79,Male,335,109,95,Current,Moderate,1,Yes,No,Yes,2,170,No,Asymptomatic,1
217
+ 64,Male,200,97,91,Former,Heavy,0,No,No,Yes,4,189,No,Asymptomatic,0
218
+ 40,Male,238,101,94,Never,None,7,Yes,No,No,1,195,Yes,Atypical Angina,0
219
+ 48,Male,198,144,77,Never,None,9,Yes,Yes,No,7,184,Yes,Atypical Angina,0
220
+ 26,Male,252,96,64,Current,Moderate,4,No,No,Yes,10,105,Yes,Typical Angina,0
221
+ 70,Female,238,117,80,Current,None,9,Yes,Yes,No,7,161,Yes,Typical Angina,1
222
+ 74,Female,295,151,62,Never,Heavy,8,Yes,No,No,2,170,Yes,Typical Angina,1
223
+ 25,Male,241,132,92,Never,Heavy,1,No,Yes,Yes,6,79,Yes,Asymptomatic,0
224
+ 36,Female,158,126,93,Current,Moderate,0,Yes,No,Yes,3,196,No,Asymptomatic,0
225
+ 52,Male,229,139,63,Never,Heavy,2,Yes,No,Yes,4,90,No,Typical Angina,1
226
+ 40,Female,176,131,89,Former,None,0,No,Yes,No,4,101,No,Asymptomatic,0
227
+ 32,Female,349,148,65,Former,Moderate,3,Yes,Yes,Yes,9,88,Yes,Atypical Angina,0
228
+ 33,Male,315,91,80,Current,None,5,No,Yes,No,2,138,No,Typical Angina,0
229
+ 26,Male,326,91,69,Former,Moderate,4,No,No,Yes,6,158,Yes,Atypical Angina,0
230
+ 76,Male,193,100,82,Former,Heavy,4,No,Yes,Yes,1,185,No,Atypical Angina,0
231
+ 79,Female,242,176,72,Current,None,5,Yes,Yes,Yes,10,84,No,Non-anginal Pain,1
232
+ 71,Female,175,143,75,Current,Moderate,1,Yes,Yes,No,9,115,Yes,Atypical Angina,0
233
+ 36,Female,199,163,73,Former,Heavy,7,No,No,Yes,1,129,Yes,Non-anginal Pain,0
234
+ 46,Male,262,90,69,Current,Heavy,9,No,Yes,Yes,3,167,Yes,Asymptomatic,0
235
+ 42,Male,201,145,81,Current,Moderate,0,No,No,Yes,9,109,Yes,Typical Angina,0
236
+ 27,Male,191,95,95,Never,None,5,Yes,Yes,No,7,187,Yes,Typical Angina,0
237
+ 38,Male,296,97,80,Current,Heavy,1,No,Yes,Yes,5,197,Yes,Non-anginal Pain,0
238
+ 62,Female,341,91,85,Never,Heavy,1,No,No,Yes,6,106,Yes,Asymptomatic,1
239
+ 69,Female,228,157,77,Never,Moderate,2,Yes,Yes,No,3,86,No,Typical Angina,1
240
+ 34,Female,320,140,97,Former,None,2,No,No,Yes,8,120,Yes,Atypical Angina,0
241
+ 60,Male,281,133,83,Never,None,4,Yes,Yes,Yes,2,175,No,Typical Angina,1
242
+ 34,Female,274,177,86,Former,None,9,Yes,Yes,Yes,2,95,No,Atypical Angina,0
243
+ 69,Male,189,167,96,Current,Moderate,8,Yes,Yes,Yes,2,108,Yes,Non-anginal Pain,0
244
+ 31,Female,267,157,75,Former,Heavy,9,Yes,Yes,No,3,74,Yes,Non-anginal Pain,0
245
+ 44,Female,209,145,93,Never,None,9,No,No,No,3,195,No,Typical Angina,0
246
+ 53,Male,295,110,89,Former,Heavy,1,Yes,No,Yes,10,71,No,Non-anginal Pain,1
247
+ 63,Male,250,154,69,Never,None,3,Yes,No,No,7,170,Yes,Asymptomatic,1
248
+ 50,Male,308,166,97,Current,None,7,No,No,No,2,116,Yes,Typical Angina,0
249
+ 33,Female,231,117,70,Current,None,6,Yes,No,No,8,122,Yes,Atypical Angina,0
250
+ 49,Female,210,99,79,Never,None,3,Yes,Yes,Yes,4,106,No,Typical Angina,0
251
+ 29,Female,238,172,64,Current,Heavy,6,Yes,No,Yes,5,195,No,Typical Angina,0
252
+ 49,Female,168,128,79,Never,Moderate,5,No,No,Yes,4,176,No,Non-anginal Pain,0
253
+ 51,Female,266,102,86,Never,None,2,Yes,Yes,Yes,2,167,Yes,Atypical Angina,1
254
+ 77,Male,214,100,96,Current,Heavy,8,No,No,No,5,186,No,Asymptomatic,1
255
+ 60,Male,207,160,83,Current,None,4,No,Yes,No,4,106,No,Asymptomatic,1
256
+ 71,Female,332,145,75,Current,Moderate,9,Yes,No,Yes,1,157,Yes,Non-anginal Pain,1
257
+ 77,Male,212,161,98,Former,Moderate,7,Yes,No,Yes,1,128,Yes,Non-anginal Pain,1
258
+ 54,Male,311,130,62,Current,None,5,Yes,No,No,9,104,No,Typical Angina,1
259
+ 75,Female,318,179,87,Current,Heavy,2,Yes,No,Yes,7,104,Yes,Atypical Angina,1
260
+ 26,Female,280,144,60,Never,Heavy,7,Yes,No,No,6,194,No,Atypical Angina,0
261
+ 62,Male,171,139,72,Former,Heavy,4,Yes,No,No,6,79,No,Non-anginal Pain,0
262
+ 25,Female,217,117,92,Current,None,0,Yes,Yes,No,4,148,Yes,Atypical Angina,0
263
+ 65,Female,337,152,81,Former,None,8,No,Yes,No,7,110,No,Typical Angina,1
264
+ 51,Female,273,163,94,Never,Heavy,9,Yes,No,Yes,9,158,No,Typical Angina,1
265
+ 73,Female,347,134,97,Former,None,5,No,Yes,No,3,186,No,Asymptomatic,1
266
+ 68,Female,306,179,77,Current,Heavy,4,No,No,Yes,7,184,Yes,Atypical Angina,1
267
+ 42,Female,278,158,77,Never,Heavy,4,No,Yes,Yes,4,140,Yes,Typical Angina,0
268
+ 31,Female,211,127,68,Former,Heavy,1,No,Yes,Yes,4,139,No,Asymptomatic,0
269
+ 41,Male,219,136,75,Never,Heavy,1,Yes,Yes,Yes,5,198,Yes,Typical Angina,0
270
+ 51,Female,223,111,64,Former,None,4,Yes,Yes,Yes,9,95,Yes,Asymptomatic,1
271
+ 75,Female,216,123,79,Former,None,1,No,Yes,No,9,188,Yes,Atypical Angina,1
272
+ 65,Female,197,167,87,Former,Moderate,8,No,Yes,Yes,1,70,No,Asymptomatic,0
273
+ 44,Male,197,135,85,Former,Heavy,2,Yes,No,Yes,4,111,Yes,Asymptomatic,0
274
+ 69,Female,330,110,70,Never,Moderate,1,Yes,No,No,4,178,No,Asymptomatic,1
275
+ 32,Male,283,169,84,Never,Heavy,8,No,No,No,8,177,No,Atypical Angina,0
276
+ 71,Female,162,102,89,Former,Moderate,1,Yes,Yes,Yes,3,162,Yes,Atypical Angina,0
277
+ 48,Male,317,132,96,Never,Moderate,8,No,Yes,No,6,164,No,Asymptomatic,0
278
+ 55,Male,291,158,87,Current,None,8,No,No,No,7,102,Yes,Typical Angina,1
279
+ 49,Male,246,135,95,Never,Heavy,2,Yes,No,No,7,108,No,Asymptomatic,0
280
+ 26,Male,261,176,83,Former,Heavy,3,No,No,No,5,139,No,Non-anginal Pain,0
281
+ 54,Female,201,112,87,Never,None,7,Yes,Yes,No,5,109,Yes,Asymptomatic,1
282
+ 34,Male,275,112,73,Never,None,5,No,No,Yes,3,168,Yes,Typical Angina,0
283
+ 60,Male,297,144,84,Current,None,2,Yes,Yes,Yes,2,79,Yes,Non-anginal Pain,1
284
+ 35,Male,171,172,70,Former,Heavy,7,Yes,Yes,No,2,107,Yes,Typical Angina,0
285
+ 48,Male,242,135,86,Former,Moderate,7,Yes,Yes,No,7,129,Yes,Typical Angina,0
286
+ 27,Male,322,122,77,Former,Heavy,8,Yes,Yes,Yes,6,74,No,Atypical Angina,0
287
+ 35,Male,179,104,68,Former,Heavy,2,No,Yes,No,4,186,No,Non-anginal Pain,0
288
+ 54,Female,297,169,88,Current,Heavy,1,No,No,No,5,148,No,Asymptomatic,1
289
+ 74,Male,299,133,95,Former,None,3,Yes,Yes,No,9,110,No,Atypical Angina,1
290
+ 65,Female,171,107,92,Former,Moderate,8,No,Yes,Yes,4,169,No,Atypical Angina,0
291
+ 37,Female,296,175,85,Never,Moderate,9,No,Yes,No,10,72,Yes,Typical Angina,0
292
+ 67,Female,244,124,60,Former,Moderate,3,No,Yes,Yes,3,166,No,Asymptomatic,1
293
+ 66,Male,333,131,70,Never,Heavy,0,Yes,No,No,4,106,Yes,Asymptomatic,1
294
+ 35,Male,336,125,81,Never,Moderate,0,No,No,No,4,149,Yes,Typical Angina,0
295
+ 59,Female,161,113,85,Current,Heavy,5,Yes,Yes,No,5,78,Yes,Non-anginal Pain,0
296
+ 37,Male,307,91,90,Never,Moderate,6,No,Yes,Yes,2,127,No,Asymptomatic,0
297
+ 37,Male,337,134,83,Current,Heavy,8,Yes,No,Yes,3,152,No,Asymptomatic,0
298
+ 43,Male,212,141,86,Never,Heavy,0,No,Yes,Yes,4,128,Yes,Asymptomatic,0
299
+ 38,Female,198,161,94,Never,Heavy,8,No,Yes,No,3,167,No,Typical Angina,0
300
+ 61,Male,186,176,99,Former,Heavy,4,Yes,No,No,9,118,No,Non-anginal Pain,0
301
+ 25,Female,249,95,99,Former,None,3,No,No,No,2,93,No,Typical Angina,0
302
+ 49,Female,342,154,92,Current,Moderate,4,Yes,Yes,No,7,151,No,Atypical Angina,0
303
+ 52,Male,319,123,96,Never,Heavy,2,No,No,Yes,8,117,No,Non-anginal Pain,1
304
+ 33,Female,175,97,73,Current,Heavy,5,No,No,Yes,1,114,No,Typical Angina,0
305
+ 61,Female,223,177,74,Former,Heavy,1,Yes,Yes,Yes,7,198,Yes,Atypical Angina,1
306
+ 75,Female,246,142,66,Never,Moderate,9,Yes,No,Yes,7,103,Yes,Non-anginal Pain,1
307
+ 34,Male,260,134,71,Never,None,2,Yes,Yes,No,3,135,Yes,Typical Angina,0
308
+ 76,Female,159,96,65,Never,Moderate,1,No,No,No,2,142,No,Non-anginal Pain,0
309
+ 49,Male,166,168,68,Former,Heavy,0,Yes,Yes,Yes,2,118,No,Non-anginal Pain,0
310
+ 41,Female,189,163,90,Former,None,8,Yes,Yes,Yes,6,116,No,Atypical Angina,0
311
+ 37,Male,232,169,86,Current,Heavy,2,No,No,No,2,168,Yes,Non-anginal Pain,0
312
+ 58,Male,162,106,74,Never,Moderate,6,No,Yes,No,7,194,Yes,Non-anginal Pain,0
313
+ 41,Female,289,125,76,Current,Moderate,9,No,Yes,Yes,5,110,No,Non-anginal Pain,0
314
+ 64,Female,285,169,76,Never,None,0,Yes,No,Yes,9,114,No,Typical Angina,1
315
+ 70,Male,205,111,63,Current,None,6,No,Yes,Yes,1,135,Yes,Non-anginal Pain,1
316
+ 32,Female,201,142,65,Never,None,2,No,No,Yes,9,72,Yes,Non-anginal Pain,0
317
+ 36,Female,278,114,90,Current,Moderate,6,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
318
+ 70,Male,173,93,81,Former,Moderate,5,Yes,Yes,Yes,10,147,No,Typical Angina,0
319
+ 75,Female,249,177,97,Never,Moderate,4,Yes,Yes,No,4,160,No,Atypical Angina,1
320
+ 76,Female,171,126,61,Former,None,2,No,No,Yes,6,165,Yes,Typical Angina,0
321
+ 57,Male,317,169,76,Current,None,1,Yes,No,Yes,7,157,Yes,Non-anginal Pain,1
322
+ 43,Male,231,107,94,Current,Heavy,5,Yes,Yes,No,10,120,Yes,Non-anginal Pain,0
323
+ 37,Male,300,164,80,Former,Moderate,3,No,No,No,4,153,No,Atypical Angina,0
324
+ 51,Male,324,163,98,Former,Heavy,4,Yes,Yes,Yes,6,116,No,Non-anginal Pain,1
325
+ 34,Male,238,125,98,Former,Heavy,7,Yes,No,Yes,8,168,Yes,Atypical Angina,0
326
+ 63,Male,210,136,86,Former,None,8,No,No,No,2,167,No,Non-anginal Pain,1
327
+ 63,Female,167,133,94,Former,Moderate,9,No,Yes,No,2,87,Yes,Atypical Angina,0
328
+ 27,Male,344,114,78,Former,Heavy,1,Yes,No,Yes,9,154,No,Atypical Angina,0
329
+ 41,Male,340,117,72,Former,Moderate,9,Yes,No,Yes,10,191,No,Asymptomatic,0
330
+ 72,Female,328,140,96,Current,None,0,Yes,Yes,Yes,6,98,No,Typical Angina,1
331
+ 71,Male,151,171,69,Never,None,5,No,No,Yes,9,123,No,Typical Angina,0
332
+ 65,Male,281,126,84,Never,Moderate,8,Yes,Yes,No,4,136,Yes,Non-anginal Pain,1
333
+ 51,Male,290,97,89,Current,None,8,Yes,Yes,Yes,10,135,Yes,Non-anginal Pain,1
334
+ 55,Male,166,113,84,Former,Heavy,4,Yes,Yes,No,3,169,No,Typical Angina,0
335
+ 44,Female,320,99,82,Never,Heavy,5,No,No,No,8,101,No,Atypical Angina,0
336
+ 39,Male,347,154,62,Current,Moderate,0,No,No,No,4,77,No,Asymptomatic,0
337
+ 40,Female,309,166,72,Current,Moderate,6,Yes,No,Yes,6,165,No,Asymptomatic,0
338
+ 70,Female,183,158,76,Never,Moderate,7,No,Yes,No,1,135,Yes,Asymptomatic,0
339
+ 43,Male,168,157,76,Current,Heavy,7,Yes,Yes,No,9,116,Yes,Atypical Angina,0
340
+ 27,Male,211,140,78,Former,Moderate,8,Yes,No,Yes,3,95,No,Typical Angina,0
341
+ 43,Female,183,94,72,Current,None,5,Yes,Yes,Yes,9,80,Yes,Atypical Angina,0
342
+ 35,Male,175,147,96,Former,None,9,Yes,No,Yes,8,169,Yes,Non-anginal Pain,0
343
+ 42,Male,328,114,60,Former,Moderate,7,No,No,Yes,6,171,No,Non-anginal Pain,0
344
+ 59,Female,240,171,62,Never,None,2,Yes,No,No,10,137,Yes,Typical Angina,1
345
+ 55,Male,183,142,92,Former,None,3,Yes,Yes,No,10,133,No,Non-anginal Pain,0
346
+ 41,Male,161,169,88,Former,Moderate,4,Yes,No,Yes,4,120,No,Atypical Angina,0
347
+ 49,Male,326,157,63,Never,Heavy,3,Yes,Yes,Yes,10,77,No,Asymptomatic,0
348
+ 39,Male,333,154,77,Former,Moderate,3,Yes,No,No,7,137,Yes,Asymptomatic,0
349
+ 69,Male,278,172,96,Never,Heavy,0,Yes,No,Yes,2,104,Yes,Non-anginal Pain,1
350
+ 59,Female,328,154,93,Current,Heavy,4,Yes,Yes,Yes,6,119,Yes,Typical Angina,1
351
+ 76,Female,167,176,97,Never,Heavy,8,No,No,No,6,71,Yes,Typical Angina,0
352
+ 63,Male,255,92,96,Current,Moderate,3,Yes,No,Yes,5,121,Yes,Asymptomatic,1
353
+ 29,Female,348,159,65,Former,None,0,Yes,Yes,Yes,4,142,Yes,Asymptomatic,0
354
+ 27,Male,224,135,77,Former,Heavy,5,No,Yes,Yes,7,135,No,Asymptomatic,0
355
+ 69,Male,168,178,82,Current,Heavy,2,No,Yes,Yes,10,183,No,Asymptomatic,0
356
+ 39,Male,262,109,95,Current,None,4,Yes,Yes,Yes,1,83,No,Non-anginal Pain,0
357
+ 60,Female,163,131,67,Current,Heavy,5,Yes,No,Yes,3,168,Yes,Non-anginal Pain,0
358
+ 76,Male,269,156,69,Never,None,9,Yes,Yes,No,2,189,No,Typical Angina,1
359
+ 65,Female,220,131,62,Current,Heavy,4,No,Yes,Yes,2,179,No,Non-anginal Pain,1
360
+ 55,Female,242,146,83,Former,Moderate,8,No,Yes,No,2,137,Yes,Asymptomatic,1
361
+ 48,Female,188,151,85,Never,None,4,No,No,Yes,5,142,No,Asymptomatic,0
362
+ 69,Female,188,179,97,Former,Moderate,3,Yes,No,Yes,1,169,Yes,Typical Angina,0
363
+ 37,Female,200,154,74,Never,None,8,No,No,Yes,7,135,Yes,Asymptomatic,0
364
+ 76,Male,227,104,68,Former,None,2,No,Yes,No,6,158,No,Asymptomatic,1
365
+ 56,Female,314,155,65,Former,Heavy,6,No,No,Yes,10,86,Yes,Asymptomatic,1
366
+ 76,Female,343,90,87,Current,Moderate,4,No,Yes,Yes,10,91,Yes,Atypical Angina,1
367
+ 46,Male,215,138,63,Never,Heavy,0,No,Yes,No,6,79,No,Non-anginal Pain,0
368
+ 40,Female,332,144,96,Never,None,1,No,Yes,No,2,99,No,Non-anginal Pain,0
369
+ 44,Male,272,162,81,Former,Moderate,9,Yes,Yes,Yes,10,105,Yes,Atypical Angina,0
370
+ 70,Female,197,136,82,Current,Heavy,8,No,Yes,Yes,7,140,Yes,Atypical Angina,0
371
+ 77,Male,257,177,85,Never,Heavy,8,Yes,Yes,No,2,94,No,Atypical Angina,1
372
+ 77,Female,306,151,95,Former,Heavy,7,No,Yes,Yes,9,192,No,Typical Angina,1
373
+ 53,Male,191,150,73,Current,Heavy,7,Yes,No,Yes,6,113,No,Non-anginal Pain,0
374
+ 44,Female,257,167,98,Current,Heavy,6,No,No,Yes,6,87,Yes,Non-anginal Pain,0
375
+ 71,Female,338,154,76,Current,Moderate,4,No,No,No,6,123,No,Asymptomatic,1
376
+ 49,Male,334,124,89,Former,Moderate,0,No,No,No,10,157,Yes,Typical Angina,0
377
+ 72,Female,331,178,62,Never,None,9,No,Yes,Yes,2,135,Yes,Atypical Angina,1
378
+ 37,Male,289,141,76,Never,None,7,No,No,No,10,83,No,Atypical Angina,0
379
+ 79,Female,331,117,93,Never,Moderate,9,Yes,Yes,No,1,108,Yes,Atypical Angina,1
380
+ 59,Male,339,172,98,Current,Moderate,1,No,Yes,Yes,3,126,No,Typical Angina,1
381
+ 26,Female,320,109,82,Never,None,2,Yes,Yes,No,8,154,No,Non-anginal Pain,0
382
+ 46,Male,328,99,85,Never,Moderate,7,No,No,Yes,7,115,Yes,Typical Angina,0
383
+ 73,Female,342,108,89,Never,Moderate,4,Yes,Yes,Yes,5,144,Yes,Typical Angina,1
384
+ 68,Male,286,137,63,Never,Heavy,0,Yes,Yes,No,3,143,No,Asymptomatic,1
385
+ 78,Male,171,104,64,Never,Moderate,6,Yes,No,No,3,93,Yes,Asymptomatic,0
386
+ 49,Male,177,118,60,Former,Moderate,3,Yes,No,Yes,6,94,Yes,Atypical Angina,0
387
+ 55,Female,328,122,90,Former,None,4,No,No,Yes,9,86,No,Asymptomatic,1
388
+ 34,Female,230,142,97,Never,Heavy,4,No,Yes,No,4,103,Yes,Atypical Angina,0
389
+ 73,Male,257,125,81,Current,Heavy,6,Yes,No,No,4,187,No,Atypical Angina,1
390
+ 36,Male,151,97,99,Current,Moderate,3,Yes,Yes,No,4,128,No,Non-anginal Pain,0
391
+ 30,Female,283,141,75,Current,None,8,No,No,No,5,169,Yes,Non-anginal Pain,0
392
+ 79,Female,324,102,94,Current,Moderate,4,Yes,No,Yes,6,141,Yes,Typical Angina,1
393
+ 44,Female,211,144,93,Current,Heavy,1,No,Yes,Yes,4,83,Yes,Asymptomatic,0
394
+ 48,Female,171,103,69,Never,None,4,No,No,Yes,8,72,Yes,Atypical Angina,0
395
+ 78,Female,199,130,98,Never,None,8,No,Yes,No,3,166,No,Atypical Angina,0
396
+ 71,Male,340,174,81,Former,Heavy,2,No,No,No,3,138,No,Asymptomatic,1
397
+ 30,Female,248,90,91,Former,Moderate,6,No,No,Yes,1,115,No,Typical Angina,0
398
+ 31,Male,177,145,65,Current,None,5,No,No,No,5,110,Yes,Non-anginal Pain,0
399
+ 56,Male,168,126,94,Former,None,0,Yes,No,No,9,171,No,Atypical Angina,0
400
+ 26,Female,168,128,85,Never,Heavy,8,Yes,Yes,Yes,3,191,No,Typical Angina,0
401
+ 55,Male,241,159,67,Former,Heavy,6,No,No,Yes,2,149,No,Non-anginal Pain,1
402
+ 37,Male,194,147,81,Never,None,0,No,No,Yes,8,173,No,Atypical Angina,0
403
+ 28,Male,199,144,84,Never,Moderate,0,Yes,Yes,No,8,159,No,Atypical Angina,0
404
+ 68,Female,336,160,77,Former,Heavy,7,No,No,Yes,10,137,No,Asymptomatic,1
405
+ 72,Female,320,167,96,Never,Heavy,4,No,No,Yes,8,116,Yes,Typical Angina,1
406
+ 50,Male,195,164,73,Current,Moderate,6,Yes,No,No,7,98,No,Non-anginal Pain,0
407
+ 46,Male,298,138,62,Former,None,3,No,Yes,Yes,8,188,No,Non-anginal Pain,0
408
+ 61,Female,166,171,91,Former,None,6,Yes,No,No,6,146,No,Non-anginal Pain,0
409
+ 48,Female,349,161,78,Never,Moderate,5,No,No,No,5,154,Yes,Asymptomatic,0
410
+ 41,Male,247,139,76,Current,None,3,No,Yes,No,6,148,Yes,Non-anginal Pain,0
411
+ 48,Female,348,137,99,Former,None,1,Yes,Yes,No,7,169,Yes,Typical Angina,0
412
+ 37,Female,267,117,85,Never,None,8,Yes,No,Yes,4,103,Yes,Typical Angina,0
413
+ 58,Female,349,96,62,Former,Moderate,7,No,Yes,Yes,8,106,No,Asymptomatic,1
414
+ 78,Female,213,119,99,Current,Heavy,2,No,No,Yes,3,177,No,Non-anginal Pain,1
415
+ 58,Male,325,110,95,Never,Moderate,4,Yes,Yes,Yes,8,194,Yes,Atypical Angina,1
416
+ 57,Female,229,179,63,Never,Heavy,2,No,Yes,No,7,144,No,Atypical Angina,1
417
+ 26,Male,162,139,71,Former,None,7,Yes,Yes,No,6,113,No,Atypical Angina,0
418
+ 69,Female,259,101,82,Current,Moderate,8,No,No,Yes,6,160,Yes,Non-anginal Pain,1
419
+ 50,Female,260,176,82,Current,None,3,No,No,No,7,74,No,Typical Angina,0
420
+ 53,Female,190,144,97,Current,None,5,No,No,Yes,2,120,No,Non-anginal Pain,0
421
+ 76,Male,258,142,95,Former,Moderate,2,Yes,Yes,No,3,91,No,Atypical Angina,1
422
+ 30,Male,318,168,91,Current,Heavy,0,Yes,No,No,2,126,No,Typical Angina,0
423
+ 77,Female,206,129,74,Former,None,5,Yes,No,No,2,120,No,Atypical Angina,1
424
+ 60,Male,174,156,66,Former,Heavy,2,No,No,Yes,3,148,Yes,Atypical Angina,0
425
+ 59,Female,318,125,75,Never,None,1,Yes,No,No,7,136,No,Asymptomatic,1
426
+ 43,Female,198,149,89,Former,None,9,No,No,Yes,2,199,Yes,Atypical Angina,0
427
+ 60,Female,266,116,60,Never,None,9,Yes,No,No,4,163,Yes,Non-anginal Pain,1
428
+ 79,Female,281,145,93,Former,Heavy,8,Yes,No,Yes,8,89,No,Typical Angina,1
429
+ 79,Male,221,99,91,Current,Moderate,0,Yes,No,No,7,186,No,Typical Angina,1
430
+ 77,Male,341,177,74,Current,None,8,Yes,No,No,9,135,No,Typical Angina,1
431
+ 78,Female,318,133,73,Current,Moderate,1,Yes,Yes,No,2,168,No,Asymptomatic,1
432
+ 32,Male,157,102,82,Former,Heavy,3,No,No,No,8,139,No,Asymptomatic,0
433
+ 28,Male,168,113,94,Former,Heavy,6,No,Yes,No,9,177,No,Typical Angina,0
434
+ 35,Male,267,175,60,Current,None,1,Yes,Yes,Yes,7,191,Yes,Typical Angina,0
435
+ 79,Male,222,150,65,Current,Moderate,6,No,Yes,Yes,1,71,No,Asymptomatic,1
436
+ 33,Female,231,119,97,Never,Heavy,9,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
437
+ 29,Male,239,139,89,Never,Moderate,2,Yes,No,No,6,159,No,Non-anginal Pain,0
438
+ 58,Female,259,148,94,Current,Moderate,6,No,No,No,6,164,Yes,Non-anginal Pain,1
439
+ 46,Male,161,140,85,Current,Moderate,4,Yes,No,No,8,136,No,Asymptomatic,0
440
+ 74,Male,266,128,80,Never,None,5,No,Yes,No,5,108,No,Non-anginal Pain,1
441
+ 69,Female,267,140,72,Current,Heavy,0,Yes,No,Yes,4,169,Yes,Atypical Angina,1
442
+ 46,Female,281,152,94,Never,None,9,No,Yes,Yes,3,186,No,Typical Angina,0
443
+ 25,Male,268,155,64,Current,None,9,No,Yes,Yes,6,89,Yes,Asymptomatic,0
444
+ 69,Female,186,177,98,Former,Heavy,8,Yes,No,Yes,5,70,No,Typical Angina,0
445
+ 26,Female,245,178,73,Former,Heavy,0,Yes,Yes,No,4,163,No,Asymptomatic,0
446
+ 49,Male,208,106,98,Never,Moderate,4,Yes,Yes,Yes,9,198,No,Atypical Angina,0
447
+ 69,Male,233,152,74,Current,None,2,Yes,No,No,9,96,No,Asymptomatic,1
448
+ 26,Female,207,121,70,Never,Heavy,5,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
449
+ 71,Female,304,140,81,Never,None,9,Yes,Yes,Yes,9,178,No,Typical Angina,1
450
+ 66,Female,169,176,82,Never,None,2,No,No,Yes,7,143,No,Atypical Angina,0
451
+ 51,Male,193,121,91,Never,Heavy,3,Yes,Yes,Yes,4,73,No,Atypical Angina,0
452
+ 33,Female,243,148,69,Current,None,9,No,No,Yes,6,114,Yes,Asymptomatic,0
453
+ 49,Male,167,159,76,Current,None,4,No,Yes,No,3,173,No,Non-anginal Pain,0
454
+ 46,Female,290,131,68,Current,Heavy,1,Yes,No,No,3,121,No,Non-anginal Pain,0
455
+ 41,Male,300,162,74,Current,None,9,No,Yes,No,6,136,Yes,Atypical Angina,0
456
+ 71,Female,327,106,62,Current,Heavy,1,Yes,No,No,5,127,No,Atypical Angina,1
457
+ 68,Male,321,104,71,Current,Moderate,6,Yes,Yes,No,9,161,No,Atypical Angina,1
458
+ 72,Male,298,138,71,Never,Moderate,5,No,Yes,No,1,172,No,Typical Angina,1
459
+ 70,Female,321,135,76,Never,None,9,No,Yes,No,5,199,Yes,Non-anginal Pain,1
460
+ 55,Female,160,162,62,Former,Moderate,9,Yes,No,Yes,2,155,Yes,Asymptomatic,0
461
+ 37,Female,301,100,93,Former,None,8,No,Yes,Yes,2,98,No,Asymptomatic,0
462
+ 64,Female,244,129,92,Former,None,6,Yes,No,Yes,7,116,No,Atypical Angina,1
463
+ 48,Female,279,164,74,Current,None,7,No,Yes,No,2,119,No,Atypical Angina,0
464
+ 27,Male,262,141,61,Never,Moderate,5,No,Yes,Yes,3,90,Yes,Asymptomatic,0
465
+ 38,Male,200,94,67,Current,Moderate,9,No,No,No,7,141,No,Asymptomatic,0
466
+ 48,Male,154,160,84,Never,None,5,No,Yes,No,2,135,No,Non-anginal Pain,0
467
+ 38,Female,270,162,92,Former,Heavy,5,Yes,No,No,3,199,No,Asymptomatic,0
468
+ 39,Female,223,148,63,Never,Heavy,0,Yes,Yes,Yes,9,117,No,Asymptomatic,0
469
+ 33,Male,322,173,73,Current,None,8,Yes,Yes,No,6,109,No,Atypical Angina,0
470
+ 25,Female,165,127,69,Former,None,5,No,Yes,No,8,198,Yes,Asymptomatic,0
471
+ 48,Male,310,162,84,Current,None,0,No,No,Yes,5,182,Yes,Asymptomatic,0
472
+ 78,Male,259,96,99,Former,Heavy,1,No,No,No,6,165,No,Asymptomatic,1
473
+ 58,Female,257,171,73,Never,Moderate,2,Yes,Yes,Yes,6,70,No,Atypical Angina,1
474
+ 52,Female,196,113,60,Former,None,0,Yes,No,No,7,135,No,Atypical Angina,0
475
+ 36,Female,288,164,67,Never,Moderate,1,No,No,No,7,70,No,Typical Angina,0
476
+ 35,Male,204,97,95,Current,Heavy,4,Yes,Yes,Yes,5,117,Yes,Atypical Angina,0
477
+ 64,Female,156,90,67,Never,Heavy,6,No,No,Yes,1,167,Yes,Non-anginal Pain,0
478
+ 27,Female,323,145,63,Current,Heavy,0,Yes,No,Yes,7,127,Yes,Non-anginal Pain,0
479
+ 46,Female,345,175,61,Former,Heavy,9,Yes,No,No,10,88,Yes,Non-anginal Pain,0
480
+ 66,Male,152,175,95,Never,None,9,Yes,No,No,2,73,Yes,Non-anginal Pain,0
481
+ 42,Male,318,118,87,Current,Moderate,2,Yes,No,Yes,8,121,Yes,Atypical Angina,0
482
+ 47,Male,169,133,74,Former,Moderate,8,Yes,No,Yes,1,95,Yes,Typical Angina,0
483
+ 47,Female,185,109,94,Current,None,1,No,No,No,6,122,No,Atypical Angina,0
484
+ 59,Female,166,139,64,Former,Heavy,9,Yes,Yes,Yes,3,145,No,Atypical Angina,0
485
+ 44,Female,296,99,63,Never,Heavy,6,Yes,Yes,No,7,185,Yes,Asymptomatic,0
486
+ 72,Male,328,117,63,Never,None,4,Yes,No,No,9,138,No,Non-anginal Pain,1
487
+ 51,Male,318,168,92,Former,Moderate,3,No,No,Yes,9,164,Yes,Asymptomatic,1
488
+ 51,Female,303,97,76,Current,None,8,Yes,Yes,No,6,119,Yes,Non-anginal Pain,1
489
+ 64,Female,168,135,73,Current,Moderate,0,No,Yes,No,9,88,No,Typical Angina,0
490
+ 54,Female,188,163,80,Current,Moderate,7,Yes,Yes,No,3,106,No,Atypical Angina,0
491
+ 64,Male,194,100,78,Current,Heavy,6,Yes,Yes,Yes,3,189,No,Non-anginal Pain,0
492
+ 76,Male,179,94,85,Current,Heavy,8,Yes,No,No,4,179,Yes,Non-anginal Pain,0
493
+ 32,Male,262,123,99,Never,Moderate,0,No,No,No,2,100,No,Asymptomatic,0
494
+ 74,Female,185,129,86,Never,None,0,Yes,Yes,Yes,6,171,Yes,Non-anginal Pain,0
495
+ 50,Female,328,158,71,Never,Heavy,8,Yes,No,Yes,10,82,No,Atypical Angina,0
496
+ 34,Female,291,107,72,Never,Heavy,3,No,Yes,Yes,3,177,Yes,Asymptomatic,0
497
+ 52,Female,184,122,84,Current,None,2,No,Yes,No,7,133,No,Typical Angina,0
498
+ 42,Female,241,139,69,Former,None,4,No,Yes,Yes,1,116,No,Asymptomatic,0
499
+ 44,Female,213,97,88,Never,Heavy,8,No,No,No,1,176,Yes,Non-anginal Pain,0
500
+ 28,Male,226,167,60,Current,None,3,Yes,No,Yes,2,185,No,Atypical Angina,0
501
+ 75,Male,254,111,95,Current,None,7,Yes,No,No,2,83,Yes,Atypical Angina,1
502
+ 36,Male,235,154,92,Never,None,2,Yes,No,Yes,6,177,Yes,Non-anginal Pain,0
503
+ 59,Male,236,152,62,Never,Moderate,5,Yes,No,Yes,9,177,Yes,Non-anginal Pain,1
504
+ 26,Female,193,134,60,Current,None,5,No,Yes,Yes,6,146,Yes,Typical Angina,0
505
+ 64,Female,191,178,75,Never,Moderate,9,Yes,No,No,5,97,No,Asymptomatic,0
506
+ 45,Male,306,160,84,Current,Moderate,1,No,Yes,No,6,124,No,Atypical Angina,0
507
+ 27,Male,198,147,81,Current,Heavy,3,No,Yes,No,7,123,No,Typical Angina,0
508
+ 34,Female,178,133,89,Current,Heavy,1,No,No,Yes,6,151,Yes,Non-anginal Pain,0
509
+ 37,Male,310,94,84,Current,None,5,Yes,No,No,9,93,Yes,Typical Angina,0
510
+ 75,Male,283,139,96,Former,Moderate,6,No,Yes,No,3,98,Yes,Typical Angina,1
511
+ 67,Male,282,153,77,Current,None,7,No,Yes,No,9,85,Yes,Typical Angina,1
512
+ 38,Male,245,119,80,Never,Moderate,7,Yes,No,No,10,192,Yes,Atypical Angina,0
513
+ 79,Male,279,98,97,Former,Moderate,9,No,No,No,1,148,Yes,Typical Angina,1
514
+ 64,Female,298,169,94,Current,Heavy,0,Yes,Yes,Yes,4,129,Yes,Typical Angina,1
515
+ 50,Female,268,159,78,Current,None,4,No,Yes,Yes,5,189,Yes,Asymptomatic,0
516
+ 43,Male,285,154,80,Never,None,6,No,Yes,Yes,5,115,Yes,Non-anginal Pain,0
517
+ 56,Male,270,176,75,Former,Heavy,7,Yes,Yes,No,9,136,Yes,Non-anginal Pain,1
518
+ 46,Female,195,93,92,Former,Moderate,8,Yes,Yes,Yes,1,121,Yes,Atypical Angina,0
519
+ 68,Female,206,104,65,Never,Heavy,9,Yes,No,Yes,8,102,No,Atypical Angina,1
520
+ 37,Female,329,96,65,Current,None,1,Yes,No,Yes,4,192,Yes,Atypical Angina,0
521
+ 71,Male,269,119,74,Never,Moderate,4,Yes,No,No,10,100,No,Asymptomatic,1
522
+ 61,Female,341,142,92,Never,Moderate,7,No,Yes,No,8,123,No,Typical Angina,1
523
+ 62,Female,300,125,99,Current,None,8,No,No,No,10,128,Yes,Typical Angina,1
524
+ 77,Female,248,96,72,Current,Moderate,2,No,Yes,Yes,9,97,No,Asymptomatic,1
525
+ 37,Female,252,164,99,Former,Heavy,6,No,No,No,1,166,Yes,Typical Angina,0
526
+ 44,Male,251,94,77,Former,Heavy,9,Yes,No,Yes,2,94,No,Atypical Angina,0
527
+ 48,Female,187,132,72,Former,Heavy,1,Yes,Yes,Yes,3,198,No,Non-anginal Pain,0
528
+ 70,Male,238,144,74,Never,None,1,No,Yes,Yes,6,126,No,Atypical Angina,1
529
+ 26,Male,224,107,89,Current,Heavy,5,No,Yes,Yes,6,171,Yes,Typical Angina,0
530
+ 41,Male,159,124,71,Never,Heavy,0,Yes,Yes,No,4,193,No,Typical Angina,0
531
+ 38,Female,202,178,93,Former,Moderate,7,Yes,Yes,Yes,5,183,Yes,Asymptomatic,0
532
+ 59,Female,295,167,88,Current,None,9,No,No,No,10,187,Yes,Atypical Angina,1
533
+ 63,Female,299,110,90,Former,None,0,No,Yes,Yes,9,162,No,Asymptomatic,1
534
+ 66,Female,241,112,98,Current,Moderate,1,No,Yes,No,4,169,No,Atypical Angina,1
535
+ 42,Male,297,144,77,Never,Moderate,2,No,No,Yes,9,194,No,Non-anginal Pain,0
536
+ 63,Female,158,160,67,Former,Heavy,6,Yes,Yes,Yes,9,134,Yes,Asymptomatic,0
537
+ 60,Male,289,144,81,Never,Heavy,5,No,Yes,No,1,145,No,Typical Angina,1
538
+ 38,Female,340,176,98,Current,Heavy,5,No,No,No,1,155,Yes,Non-anginal Pain,0
539
+ 70,Female,287,143,69,Current,Moderate,2,No,Yes,Yes,3,140,Yes,Non-anginal Pain,1
540
+ 55,Male,271,166,69,Former,None,3,No,No,Yes,5,199,Yes,Non-anginal Pain,1
541
+ 35,Male,176,90,69,Former,Heavy,9,Yes,Yes,No,7,81,Yes,Typical Angina,0
542
+ 34,Male,234,112,90,Current,Moderate,8,Yes,No,Yes,9,171,No,Non-anginal Pain,0
543
+ 62,Male,278,137,61,Current,Heavy,7,No,Yes,Yes,7,101,No,Asymptomatic,1
544
+ 70,Female,331,178,93,Never,Moderate,4,No,Yes,Yes,6,111,Yes,Non-anginal Pain,1
545
+ 76,Male,244,139,79,Former,Moderate,5,Yes,Yes,No,2,71,Yes,Non-anginal Pain,1
546
+ 59,Male,246,128,98,Never,Heavy,9,Yes,Yes,Yes,3,158,Yes,Atypical Angina,1
547
+ 58,Male,163,111,64,Former,Moderate,3,No,Yes,No,6,136,No,Typical Angina,0
548
+ 70,Female,346,103,81,Never,None,4,No,Yes,No,6,135,Yes,Atypical Angina,1
549
+ 51,Female,287,165,86,Former,None,3,No,No,Yes,4,73,No,Non-anginal Pain,1
550
+ 29,Female,207,113,81,Never,Heavy,3,No,Yes,Yes,6,188,Yes,Atypical Angina,0
551
+ 54,Female,339,130,61,Never,Moderate,9,Yes,Yes,No,3,185,Yes,Asymptomatic,1
552
+ 63,Female,321,165,64,Former,Moderate,0,No,Yes,No,6,131,Yes,Typical Angina,1
553
+ 38,Male,180,136,84,Current,None,2,No,Yes,Yes,7,162,No,Asymptomatic,0
554
+ 49,Male,213,134,83,Never,None,2,Yes,Yes,Yes,7,149,No,Typical Angina,0
555
+ 54,Male,212,121,61,Current,Heavy,9,No,No,Yes,7,182,Yes,Non-anginal Pain,1
556
+ 62,Female,297,111,87,Never,None,3,No,Yes,No,7,70,No,Atypical Angina,1
557
+ 71,Female,204,134,72,Current,Heavy,4,No,No,Yes,5,160,No,Asymptomatic,1
558
+ 29,Female,166,132,82,Current,Moderate,2,No,No,No,4,107,Yes,Atypical Angina,0
559
+ 53,Male,222,119,91,Current,Moderate,8,No,No,No,5,199,Yes,Typical Angina,1
560
+ 34,Male,338,104,83,Never,Heavy,9,Yes,Yes,Yes,7,105,No,Non-anginal Pain,0
561
+ 67,Male,169,127,90,Never,None,8,No,Yes,Yes,8,171,Yes,Asymptomatic,0
562
+ 63,Male,218,158,76,Current,None,4,No,Yes,Yes,2,95,Yes,Non-anginal Pain,1
563
+ 47,Female,254,174,68,Former,Heavy,4,No,No,No,10,168,No,Non-anginal Pain,0
564
+ 75,Female,157,96,89,Never,None,1,Yes,Yes,Yes,1,140,Yes,Asymptomatic,0
565
+ 27,Male,296,129,67,Former,Heavy,5,Yes,No,No,10,119,Yes,Non-anginal Pain,0
566
+ 73,Male,240,178,81,Former,None,1,Yes,Yes,No,9,113,Yes,Atypical Angina,1
567
+ 52,Female,278,170,71,Never,Heavy,2,Yes,No,No,3,85,No,Non-anginal Pain,1
568
+ 39,Female,278,174,74,Former,Heavy,9,No,No,Yes,10,119,Yes,Non-anginal Pain,0
569
+ 26,Female,240,174,62,Former,Heavy,2,No,Yes,Yes,6,196,Yes,Typical Angina,0
570
+ 54,Female,250,159,95,Current,Heavy,9,Yes,Yes,No,7,178,No,Asymptomatic,1
571
+ 70,Male,168,114,99,Former,Heavy,7,Yes,Yes,No,2,196,No,Atypical Angina,0
572
+ 35,Male,325,163,99,Never,None,3,Yes,No,Yes,6,83,Yes,Asymptomatic,0
573
+ 77,Male,163,91,73,Former,None,3,No,Yes,Yes,8,145,No,Non-anginal Pain,0
574
+ 35,Male,159,154,67,Current,None,5,No,Yes,No,4,147,No,Asymptomatic,0
575
+ 42,Male,248,94,92,Former,None,0,No,Yes,No,4,145,No,Asymptomatic,0
576
+ 75,Male,244,103,72,Current,Heavy,2,No,No,No,8,131,No,Atypical Angina,1
577
+ 59,Male,316,96,66,Former,None,2,No,No,No,5,198,Yes,Atypical Angina,1
578
+ 45,Male,169,150,98,Former,Heavy,5,No,Yes,No,8,182,No,Atypical Angina,0
579
+ 35,Male,272,130,85,Former,Moderate,2,Yes,No,No,6,166,No,Typical Angina,0
580
+ 73,Male,338,140,62,Current,Moderate,8,Yes,No,Yes,10,113,Yes,Non-anginal Pain,1
581
+ 54,Male,276,103,63,Never,Heavy,1,No,Yes,Yes,8,86,No,Atypical Angina,1
582
+ 71,Male,345,132,71,Never,None,9,No,No,Yes,3,117,No,Non-anginal Pain,1
583
+ 27,Female,253,96,65,Never,Moderate,6,No,Yes,Yes,2,189,No,Non-anginal Pain,0
584
+ 66,Male,157,153,89,Former,Moderate,3,No,No,Yes,8,107,Yes,Atypical Angina,0
585
+ 62,Female,225,119,96,Former,None,8,No,No,Yes,9,138,Yes,Typical Angina,1
586
+ 28,Female,293,127,88,Never,None,5,Yes,No,No,3,156,Yes,Asymptomatic,0
587
+ 37,Female,153,171,76,Former,Heavy,6,Yes,Yes,No,7,129,Yes,Typical Angina,0
588
+ 78,Male,236,166,74,Never,Heavy,8,No,No,No,2,130,Yes,Asymptomatic,1
589
+ 50,Female,195,159,67,Current,Heavy,5,No,Yes,No,7,77,Yes,Typical Angina,0
590
+ 56,Male,203,129,86,Former,Moderate,6,No,No,Yes,8,195,No,Typical Angina,1
591
+ 40,Female,339,179,71,Former,Heavy,4,No,No,Yes,7,179,No,Asymptomatic,0
592
+ 37,Male,274,174,65,Current,None,1,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
593
+ 59,Male,265,173,87,Current,Moderate,5,No,Yes,No,2,91,No,Typical Angina,1
594
+ 61,Male,192,104,75,Never,Heavy,2,No,Yes,No,4,199,Yes,Typical Angina,0
595
+ 48,Male,214,158,83,Former,Moderate,8,Yes,Yes,No,8,106,Yes,Asymptomatic,0
596
+ 54,Male,331,173,89,Never,Heavy,8,Yes,No,Yes,7,79,Yes,Non-anginal Pain,1
597
+ 52,Female,156,117,63,Never,Moderate,5,No,No,Yes,7,116,No,Non-anginal Pain,0
598
+ 40,Male,164,90,90,Former,None,1,No,No,No,10,144,No,Asymptomatic,0
599
+ 35,Female,269,161,65,Never,Heavy,1,Yes,Yes,Yes,5,171,Yes,Asymptomatic,0
600
+ 39,Female,196,171,61,Current,None,9,No,No,No,3,178,Yes,Typical Angina,0
601
+ 55,Male,280,165,62,Current,Moderate,4,Yes,No,Yes,7,165,Yes,Asymptomatic,1
602
+ 39,Female,334,139,71,Never,Moderate,5,No,Yes,No,6,141,No,Atypical Angina,0
603
+ 74,Female,348,167,74,Current,Moderate,5,No,Yes,No,1,147,No,Atypical Angina,1
604
+ 36,Male,265,90,69,Former,None,8,Yes,Yes,Yes,6,105,No,Asymptomatic,0
605
+ 26,Female,345,122,91,Former,Heavy,3,No,No,No,9,99,No,Asymptomatic,0
606
+ 56,Male,274,105,79,Current,Moderate,3,No,No,Yes,5,174,No,Non-anginal Pain,1
607
+ 66,Female,290,115,63,Current,None,3,Yes,Yes,No,1,175,No,Typical Angina,1
608
+ 36,Female,258,131,95,Never,None,6,No,No,No,8,112,Yes,Non-anginal Pain,0
609
+ 61,Female,152,179,95,Current,Moderate,9,No,No,Yes,4,104,Yes,Typical Angina,0
610
+ 28,Male,212,116,96,Former,None,5,No,Yes,No,2,118,No,Asymptomatic,0
611
+ 27,Male,328,172,97,Never,None,1,No,No,No,1,179,No,Asymptomatic,0
612
+ 43,Male,187,172,80,Current,None,8,Yes,Yes,No,1,163,No,Typical Angina,0
613
+ 34,Female,240,162,62,Former,None,8,No,No,No,8,116,No,Typical Angina,0
614
+ 28,Female,213,133,68,Never,Moderate,1,No,Yes,Yes,4,137,No,Non-anginal Pain,0
615
+ 27,Male,254,139,91,Former,Heavy,1,Yes,Yes,Yes,6,196,Yes,Asymptomatic,0
616
+ 41,Male,167,114,82,Current,None,8,No,Yes,Yes,5,180,Yes,Non-anginal Pain,0
617
+ 34,Female,313,166,68,Current,Heavy,5,Yes,Yes,Yes,9,86,Yes,Non-anginal Pain,0
618
+ 49,Male,238,90,71,Former,Moderate,7,No,No,Yes,3,116,Yes,Atypical Angina,0
619
+ 77,Male,180,126,77,Former,Heavy,0,No,No,No,7,146,No,Atypical Angina,0
620
+ 31,Male,204,165,75,Never,Moderate,7,No,No,Yes,5,192,Yes,Non-anginal Pain,0
621
+ 72,Female,279,162,94,Current,Moderate,7,No,Yes,Yes,2,157,Yes,Asymptomatic,1
622
+ 59,Male,306,150,89,Former,Moderate,6,Yes,Yes,No,2,75,Yes,Atypical Angina,1
623
+ 69,Male,320,120,64,Never,Heavy,9,No,Yes,Yes,10,153,No,Non-anginal Pain,1
624
+ 54,Female,287,95,75,Never,Heavy,9,Yes,Yes,Yes,5,94,No,Asymptomatic,1
625
+ 61,Female,323,143,64,Current,None,3,No,Yes,Yes,9,124,Yes,Typical Angina,1
626
+ 59,Male,276,168,85,Never,Heavy,2,No,Yes,Yes,9,134,No,Atypical Angina,1
627
+ 52,Female,265,155,69,Never,Heavy,9,No,Yes,No,9,106,No,Atypical Angina,1
628
+ 58,Female,181,135,83,Never,Heavy,0,No,No,Yes,2,105,No,Typical Angina,0
629
+ 49,Female,214,130,60,Former,None,7,No,Yes,Yes,3,87,No,Non-anginal Pain,0
630
+ 70,Female,188,154,86,Current,Moderate,2,No,No,Yes,4,109,No,Asymptomatic,0
631
+ 73,Male,211,170,90,Current,Moderate,1,Yes,No,Yes,5,141,No,Atypical Angina,1
632
+ 31,Female,234,160,60,Former,None,8,Yes,No,Yes,8,165,Yes,Atypical Angina,0
633
+ 68,Female,332,125,74,Current,Moderate,8,No,Yes,No,6,103,No,Non-anginal Pain,1
634
+ 62,Male,347,136,84,Never,None,5,Yes,Yes,No,1,91,Yes,Typical Angina,1
635
+ 48,Male,231,159,87,Never,Moderate,0,No,No,No,2,126,No,Asymptomatic,0
636
+ 49,Female,211,103,73,Former,None,4,No,No,Yes,9,127,Yes,Atypical Angina,0
637
+ 45,Female,162,108,85,Current,Heavy,3,Yes,No,Yes,7,112,Yes,Non-anginal Pain,0
638
+ 28,Male,297,111,94,Never,Heavy,1,Yes,Yes,No,2,183,No,Atypical Angina,0
639
+ 78,Female,150,101,62,Current,Moderate,0,Yes,Yes,Yes,1,119,No,Non-anginal Pain,0
640
+ 78,Female,192,146,61,Current,Heavy,2,No,Yes,No,10,88,No,Typical Angina,0
641
+ 38,Male,325,134,67,Never,None,2,No,Yes,Yes,8,128,Yes,Asymptomatic,0
642
+ 47,Male,186,161,69,Current,Moderate,0,No,No,No,2,122,No,Non-anginal Pain,0
643
+ 32,Female,269,151,68,Former,None,9,No,Yes,No,9,199,Yes,Atypical Angina,0
644
+ 45,Female,333,163,64,Former,None,4,No,Yes,No,9,73,No,Atypical Angina,0
645
+ 42,Female,288,161,82,Former,Heavy,1,Yes,No,Yes,7,71,No,Asymptomatic,0
646
+ 46,Male,294,109,97,Current,Moderate,6,No,No,Yes,8,127,No,Asymptomatic,0
647
+ 45,Male,204,145,60,Never,None,5,Yes,No,Yes,9,92,Yes,Non-anginal Pain,0
648
+ 69,Male,242,108,65,Never,Moderate,2,No,Yes,No,10,188,Yes,Asymptomatic,1
649
+ 37,Male,229,95,74,Former,None,2,Yes,Yes,No,4,175,Yes,Typical Angina,0
650
+ 31,Female,202,178,91,Current,None,2,No,Yes,No,4,80,No,Atypical Angina,0
651
+ 76,Male,228,112,82,Current,Moderate,7,Yes,No,Yes,10,110,Yes,Typical Angina,1
652
+ 61,Female,224,174,80,Current,Moderate,2,No,No,No,6,177,No,Atypical Angina,1
653
+ 28,Male,237,136,62,Never,Moderate,2,Yes,Yes,Yes,5,89,Yes,Typical Angina,0
654
+ 78,Male,210,100,99,Current,Heavy,5,Yes,Yes,Yes,9,120,Yes,Typical Angina,1
655
+ 75,Male,263,113,73,Former,None,6,No,Yes,Yes,10,178,Yes,Atypical Angina,1
656
+ 74,Female,334,158,81,Current,Heavy,9,No,No,Yes,1,150,Yes,Asymptomatic,1
657
+ 76,Female,159,143,83,Never,Heavy,5,No,Yes,Yes,9,96,No,Asymptomatic,0
658
+ 71,Female,216,110,79,Current,Heavy,1,Yes,No,Yes,2,140,No,Asymptomatic,1
659
+ 59,Female,298,125,92,Never,None,6,No,Yes,Yes,10,134,No,Atypical Angina,1
660
+ 40,Female,183,134,73,Never,Heavy,2,No,Yes,Yes,6,167,No,Atypical Angina,0
661
+ 59,Female,264,121,99,Former,Heavy,4,No,No,No,2,115,No,Atypical Angina,1
662
+ 49,Male,277,155,85,Former,Heavy,0,Yes,No,No,3,83,No,Typical Angina,0
663
+ 40,Female,288,101,84,Never,Heavy,9,Yes,Yes,No,7,153,Yes,Non-anginal Pain,0
664
+ 48,Female,257,148,65,Never,Moderate,3,No,No,No,1,102,No,Non-anginal Pain,0
665
+ 49,Male,212,140,75,Never,Heavy,9,Yes,No,No,9,139,No,Atypical Angina,0
666
+ 39,Female,283,157,73,Former,None,5,No,Yes,No,6,107,No,Typical Angina,0
667
+ 43,Male,231,97,62,Current,Heavy,9,No,No,No,7,190,Yes,Asymptomatic,0
668
+ 37,Female,215,157,78,Former,None,3,No,No,Yes,6,138,No,Typical Angina,0
669
+ 75,Male,225,145,87,Never,None,4,Yes,Yes,No,5,125,Yes,Atypical Angina,1
670
+ 48,Female,190,144,86,Current,Moderate,7,No,Yes,Yes,10,138,No,Non-anginal Pain,0
671
+ 72,Male,343,113,89,Current,Moderate,2,No,No,Yes,10,166,No,Non-anginal Pain,1
672
+ 49,Male,234,105,70,Former,Heavy,9,No,Yes,No,8,170,Yes,Atypical Angina,0
673
+ 74,Male,187,129,94,Current,None,4,No,No,Yes,1,196,No,Typical Angina,0
674
+ 72,Female,323,103,91,Never,Moderate,1,Yes,Yes,Yes,6,153,No,Typical Angina,1
675
+ 64,Male,218,114,90,Current,Moderate,4,No,Yes,No,3,147,Yes,Asymptomatic,1
676
+ 55,Female,321,167,88,Former,Moderate,0,No,No,No,5,83,Yes,Asymptomatic,1
677
+ 26,Male,160,104,67,Former,Heavy,7,No,Yes,Yes,10,167,No,Non-anginal Pain,0
678
+ 79,Female,292,100,67,Current,Moderate,6,Yes,Yes,Yes,2,140,No,Non-anginal Pain,1
679
+ 41,Male,192,131,87,Current,Heavy,5,Yes,Yes,Yes,5,126,Yes,Asymptomatic,0
680
+ 74,Male,279,92,86,Former,Moderate,3,No,Yes,Yes,7,189,Yes,Typical Angina,1
681
+ 40,Female,188,117,62,Former,Heavy,3,No,Yes,Yes,9,188,No,Asymptomatic,0
682
+ 32,Male,313,119,98,Never,Heavy,9,Yes,No,Yes,5,88,Yes,Asymptomatic,0
683
+ 75,Female,328,111,71,Former,None,5,No,Yes,Yes,4,95,No,Atypical Angina,1
684
+ 49,Female,280,175,90,Never,Heavy,3,Yes,Yes,No,6,82,No,Asymptomatic,0
685
+ 34,Male,319,98,84,Current,None,3,No,No,No,7,181,No,Atypical Angina,0
686
+ 75,Male,155,142,86,Former,None,1,No,No,Yes,6,100,No,Non-anginal Pain,0
687
+ 41,Male,228,98,96,Former,Heavy,4,Yes,Yes,No,1,194,No,Atypical Angina,0
688
+ 39,Male,212,177,99,Current,Heavy,5,Yes,Yes,No,8,85,Yes,Atypical Angina,0
689
+ 75,Male,310,101,81,Current,None,5,Yes,No,Yes,10,139,No,Asymptomatic,1
690
+ 76,Female,191,120,78,Never,None,3,Yes,No,No,6,103,No,Typical Angina,0
691
+ 26,Male,157,176,67,Current,Moderate,4,No,Yes,No,8,165,No,Typical Angina,0
692
+ 39,Female,318,129,67,Never,Heavy,7,Yes,No,No,7,95,Yes,Typical Angina,0
693
+ 77,Male,307,166,95,Former,Moderate,1,No,Yes,Yes,3,186,No,Asymptomatic,1
694
+ 66,Male,342,145,97,Current,Moderate,8,Yes,Yes,Yes,3,166,Yes,Typical Angina,1
695
+ 45,Female,256,126,65,Former,None,3,Yes,Yes,Yes,6,121,Yes,Non-anginal Pain,0
696
+ 52,Female,336,167,94,Never,None,2,No,No,No,7,73,Yes,Asymptomatic,1
697
+ 34,Female,231,152,68,Former,None,9,No,No,No,4,89,No,Non-anginal Pain,0
698
+ 62,Male,213,141,93,Current,Moderate,2,No,Yes,No,6,158,Yes,Non-anginal Pain,1
699
+ 63,Male,256,172,72,Current,Heavy,3,Yes,No,No,3,119,Yes,Atypical Angina,1
700
+ 76,Male,156,91,80,Former,None,0,No,Yes,No,7,74,Yes,Non-anginal Pain,0
701
+ 37,Female,209,99,99,Never,Moderate,0,Yes,No,Yes,4,85,No,Asymptomatic,0
702
+ 43,Male,307,116,78,Former,None,7,Yes,Yes,Yes,1,161,No,Non-anginal Pain,0
703
+ 55,Male,301,117,63,Current,Heavy,2,Yes,Yes,Yes,7,95,No,Typical Angina,1
704
+ 43,Male,303,171,72,Current,None,3,Yes,Yes,Yes,2,199,No,Asymptomatic,0
705
+ 47,Female,305,99,70,Former,Moderate,5,No,Yes,No,6,145,Yes,Non-anginal Pain,0
706
+ 68,Female,211,131,81,Never,Heavy,0,No,Yes,No,7,95,Yes,Non-anginal Pain,1
707
+ 26,Female,280,147,63,Former,Moderate,0,No,No,No,6,71,Yes,Typical Angina,0
708
+ 73,Male,346,124,80,Former,Moderate,0,Yes,Yes,Yes,8,90,No,Typical Angina,1
709
+ 75,Female,201,121,71,Never,None,3,No,No,No,7,83,No,Non-anginal Pain,1
710
+ 66,Male,320,147,74,Never,None,2,Yes,Yes,Yes,8,120,No,Typical Angina,1
711
+ 66,Male,227,143,82,Current,None,4,No,Yes,Yes,3,79,No,Asymptomatic,1
712
+ 65,Female,344,94,80,Former,Heavy,6,No,Yes,Yes,7,91,Yes,Typical Angina,1
713
+ 42,Female,298,114,69,Current,Heavy,0,Yes,Yes,No,3,156,No,Non-anginal Pain,0
714
+ 49,Female,226,103,75,Former,None,8,Yes,Yes,Yes,10,74,No,Atypical Angina,0
715
+ 61,Female,165,100,84,Current,Heavy,0,No,No,Yes,6,140,Yes,Atypical Angina,0
716
+ 76,Male,299,178,62,Current,Moderate,1,No,Yes,Yes,8,157,No,Atypical Angina,1
717
+ 25,Male,176,116,90,Current,Moderate,6,No,Yes,Yes,6,129,No,Typical Angina,0
718
+ 26,Male,152,165,61,Current,Heavy,8,No,Yes,No,2,186,Yes,Typical Angina,0
719
+ 29,Male,332,116,97,Former,None,3,No,Yes,No,7,84,Yes,Asymptomatic,0
720
+ 33,Female,333,108,68,Never,None,5,Yes,No,No,2,88,Yes,Asymptomatic,0
721
+ 43,Female,152,99,75,Current,Heavy,9,No,Yes,Yes,3,169,No,Non-anginal Pain,0
722
+ 49,Female,240,154,71,Current,None,8,Yes,Yes,Yes,10,165,Yes,Asymptomatic,0
723
+ 28,Female,280,151,77,Never,Moderate,7,No,No,Yes,9,167,Yes,Asymptomatic,0
724
+ 30,Male,150,165,72,Former,None,8,Yes,No,Yes,9,70,No,Non-anginal Pain,0
725
+ 63,Female,331,127,99,Former,None,8,No,Yes,No,1,73,Yes,Asymptomatic,1
726
+ 57,Female,178,113,93,Never,Heavy,4,Yes,Yes,Yes,9,81,Yes,Non-anginal Pain,0
727
+ 32,Male,237,172,83,Current,None,2,No,No,No,9,198,No,Atypical Angina,0
728
+ 69,Male,272,165,81,Former,Moderate,9,Yes,Yes,Yes,2,156,No,Non-anginal Pain,1
729
+ 37,Male,267,100,97,Current,Moderate,0,Yes,Yes,No,10,158,Yes,Non-anginal Pain,0
730
+ 36,Male,285,135,81,Current,Heavy,7,Yes,No,Yes,5,127,No,Atypical Angina,0
731
+ 47,Female,189,129,69,Former,None,8,No,Yes,Yes,4,90,No,Non-anginal Pain,0
732
+ 30,Female,340,171,91,Current,None,3,Yes,Yes,Yes,3,159,No,Asymptomatic,0
733
+ 76,Male,253,128,78,Current,Moderate,4,Yes,Yes,No,8,182,Yes,Typical Angina,1
734
+ 47,Male,177,166,97,Current,Heavy,5,Yes,Yes,Yes,1,82,No,Non-anginal Pain,0
735
+ 40,Female,323,117,80,Never,Heavy,9,Yes,Yes,No,1,187,No,Non-anginal Pain,0
736
+ 73,Female,216,117,81,Current,None,6,Yes,No,Yes,1,96,No,Atypical Angina,1
737
+ 69,Male,329,142,83,Former,Heavy,3,No,No,Yes,8,90,No,Asymptomatic,1
738
+ 46,Female,215,111,88,Current,Moderate,9,Yes,Yes,Yes,7,162,No,Typical Angina,0
739
+ 66,Female,278,176,75,Current,None,6,Yes,Yes,Yes,2,89,No,Asymptomatic,1
740
+ 42,Male,293,143,80,Never,None,6,Yes,No,Yes,10,127,No,Non-anginal Pain,0
741
+ 69,Male,329,150,78,Former,None,7,No,No,Yes,10,140,Yes,Non-anginal Pain,1
742
+ 53,Male,218,140,94,Never,Moderate,9,Yes,No,Yes,6,140,Yes,Asymptomatic,1
743
+ 42,Female,206,127,97,Current,None,2,Yes,Yes,Yes,4,163,No,Typical Angina,0
744
+ 58,Male,333,103,70,Never,Moderate,1,No,No,Yes,4,146,No,Non-anginal Pain,1
745
+ 27,Female,288,127,90,Current,Heavy,8,No,No,No,10,158,Yes,Typical Angina,0
746
+ 41,Female,286,91,65,Former,None,0,Yes,Yes,Yes,6,189,No,Atypical Angina,0
747
+ 51,Male,325,153,94,Never,None,6,No,No,No,2,161,Yes,Non-anginal Pain,1
748
+ 60,Female,208,170,70,Never,Heavy,4,No,No,No,6,147,No,Atypical Angina,1
749
+ 75,Female,193,142,80,Never,Moderate,1,No,Yes,Yes,9,96,No,Non-anginal Pain,0
750
+ 36,Male,341,93,87,Current,Heavy,3,No,Yes,No,2,117,Yes,Typical Angina,0
751
+ 50,Male,286,144,94,Former,None,6,No,Yes,No,5,149,No,Typical Angina,0
752
+ 66,Male,154,128,69,Former,Heavy,1,No,No,Yes,3,169,Yes,Non-anginal Pain,0
753
+ 25,Female,345,105,98,Former,Heavy,7,No,No,Yes,10,125,No,Non-anginal Pain,0
754
+ 74,Male,235,146,85,Never,Moderate,7,Yes,No,Yes,10,146,No,Atypical Angina,1
755
+ 25,Male,200,176,85,Current,Moderate,4,Yes,No,Yes,6,160,Yes,Typical Angina,0
756
+ 73,Male,282,165,60,Never,None,7,No,Yes,No,8,76,Yes,Non-anginal Pain,1
757
+ 72,Female,155,172,69,Current,Heavy,8,Yes,No,Yes,4,100,No,Non-anginal Pain,0
758
+ 45,Female,296,99,95,Never,None,2,No,No,Yes,7,120,Yes,Atypical Angina,0
759
+ 70,Male,295,135,88,Former,Moderate,0,Yes,Yes,No,7,147,Yes,Asymptomatic,1
760
+ 78,Male,212,161,87,Former,Moderate,4,Yes,No,No,9,121,Yes,Typical Angina,1
761
+ 47,Male,236,151,92,Current,Heavy,0,No,Yes,Yes,1,139,No,Asymptomatic,0
762
+ 71,Female,161,175,78,Never,Heavy,1,No,Yes,Yes,2,114,No,Non-anginal Pain,0
763
+ 47,Female,233,164,79,Former,None,3,Yes,Yes,No,7,134,Yes,Typical Angina,0
764
+ 50,Female,255,155,68,Former,Heavy,6,No,No,No,10,128,Yes,Atypical Angina,0
765
+ 40,Male,159,142,78,Former,Heavy,2,No,No,No,6,138,No,Atypical Angina,0
766
+ 50,Female,317,148,71,Current,Moderate,1,No,No,Yes,4,116,Yes,Typical Angina,0
767
+ 57,Female,288,104,71,Never,Moderate,6,No,Yes,Yes,2,81,No,Typical Angina,1
768
+ 36,Male,189,177,63,Never,Heavy,5,Yes,No,No,4,113,Yes,Non-anginal Pain,0
769
+ 25,Male,314,142,61,Former,None,7,Yes,No,No,10,190,No,Typical Angina,0
770
+ 40,Female,193,174,92,Never,Heavy,0,Yes,No,No,9,92,No,Non-anginal Pain,0
771
+ 68,Male,251,124,98,Never,Heavy,3,No,Yes,No,5,101,No,Asymptomatic,1
772
+ 70,Male,240,144,61,Never,Moderate,0,Yes,Yes,No,3,125,No,Non-anginal Pain,1
773
+ 32,Male,179,98,69,Former,Moderate,6,No,Yes,No,4,119,No,Non-anginal Pain,0
774
+ 53,Male,165,160,90,Never,Heavy,1,Yes,Yes,No,2,191,Yes,Typical Angina,0
775
+ 62,Male,284,122,65,Never,None,2,No,Yes,No,8,153,Yes,Non-anginal Pain,1
776
+ 63,Female,272,96,78,Current,None,4,Yes,No,Yes,7,101,Yes,Typical Angina,1
777
+ 67,Male,240,139,61,Never,Moderate,2,No,No,No,7,185,Yes,Asymptomatic,1
778
+ 44,Male,269,99,77,Former,Heavy,6,Yes,No,No,6,196,No,Typical Angina,0
779
+ 71,Male,168,138,88,Never,None,7,Yes,Yes,Yes,4,127,Yes,Asymptomatic,0
780
+ 50,Female,198,156,60,Current,None,7,No,No,Yes,10,76,No,Non-anginal Pain,0
781
+ 59,Female,333,90,75,Current,Moderate,3,No,Yes,No,6,177,No,Asymptomatic,1
782
+ 72,Female,280,139,62,Current,None,0,No,Yes,Yes,10,156,Yes,Typical Angina,1
783
+ 64,Male,232,144,79,Former,Heavy,5,No,No,Yes,7,104,No,Asymptomatic,1
784
+ 49,Male,201,172,75,Current,Heavy,2,Yes,No,Yes,5,162,No,Asymptomatic,0
785
+ 76,Female,225,97,72,Never,None,4,No,Yes,Yes,9,171,Yes,Non-anginal Pain,1
786
+ 54,Female,333,101,75,Current,Moderate,9,Yes,Yes,Yes,5,173,Yes,Typical Angina,1
787
+ 76,Male,231,93,77,Current,Moderate,0,No,No,Yes,9,184,No,Typical Angina,1
788
+ 74,Female,187,150,73,Never,None,9,No,No,No,1,111,No,Atypical Angina,0
789
+ 66,Female,321,168,95,Former,Heavy,2,No,Yes,Yes,4,199,Yes,Atypical Angina,1
790
+ 62,Female,200,170,66,Current,None,5,No,No,No,1,86,Yes,Asymptomatic,0
791
+ 62,Female,244,127,68,Current,None,4,Yes,Yes,No,10,137,Yes,Asymptomatic,1
792
+ 67,Female,333,92,86,Never,Heavy,8,No,No,No,5,117,Yes,Asymptomatic,1
793
+ 31,Male,343,144,62,Current,Moderate,3,Yes,No,Yes,9,165,Yes,Non-anginal Pain,0
794
+ 49,Female,259,143,94,Never,Moderate,5,Yes,No,Yes,1,172,No,Typical Angina,0
795
+ 27,Male,282,146,89,Never,Moderate,8,No,Yes,Yes,2,146,No,Typical Angina,0
796
+ 59,Female,164,104,70,Current,Heavy,9,Yes,No,Yes,7,195,Yes,Typical Angina,0
797
+ 70,Female,200,95,74,Former,None,8,Yes,Yes,Yes,5,107,No,Non-anginal Pain,0
798
+ 54,Male,346,90,82,Never,None,8,Yes,Yes,No,8,159,No,Asymptomatic,1
799
+ 66,Male,318,133,79,Current,Moderate,1,Yes,Yes,No,7,180,No,Atypical Angina,1
800
+ 37,Male,233,170,76,Current,None,0,Yes,Yes,No,9,196,Yes,Asymptomatic,0
801
+ 74,Female,270,163,61,Former,Moderate,0,No,No,Yes,3,99,Yes,Typical Angina,1
802
+ 74,Female,184,147,80,Current,Moderate,7,Yes,No,No,5,149,Yes,Atypical Angina,0
803
+ 33,Female,330,142,98,Current,Heavy,8,Yes,Yes,No,3,75,Yes,Atypical Angina,0
804
+ 43,Female,342,107,86,Current,Heavy,3,No,No,No,4,98,Yes,Atypical Angina,0
805
+ 49,Male,343,106,89,Former,Heavy,3,Yes,No,Yes,10,70,No,Asymptomatic,0
806
+ 31,Female,279,154,63,Current,None,0,No,No,No,8,79,Yes,Atypical Angina,0
807
+ 48,Male,342,158,71,Never,Heavy,6,Yes,Yes,Yes,7,138,No,Atypical Angina,0
808
+ 26,Female,319,131,85,Current,None,9,No,No,No,5,171,Yes,Typical Angina,0
809
+ 46,Male,169,125,74,Never,Moderate,4,Yes,Yes,Yes,7,111,Yes,Typical Angina,0
810
+ 51,Male,338,175,75,Never,Moderate,9,No,Yes,Yes,4,102,Yes,Typical Angina,1
811
+ 66,Male,297,178,75,Never,None,9,Yes,No,No,9,98,Yes,Atypical Angina,1
812
+ 77,Male,248,136,74,Current,Moderate,9,Yes,Yes,No,4,126,Yes,Atypical Angina,1
813
+ 58,Female,342,175,89,Former,None,4,No,Yes,No,1,194,Yes,Typical Angina,1
814
+ 68,Male,289,176,70,Former,Moderate,0,No,No,Yes,6,129,Yes,Typical Angina,1
815
+ 62,Female,198,133,93,Former,Moderate,2,No,No,No,2,78,Yes,Atypical Angina,0
816
+ 25,Male,304,177,82,Current,Moderate,5,Yes,No,No,9,170,Yes,Asymptomatic,0
817
+ 45,Male,305,160,77,Current,Heavy,9,No,No,Yes,3,135,No,Typical Angina,0
818
+ 37,Female,340,118,97,Current,Moderate,0,Yes,No,Yes,5,123,Yes,Non-anginal Pain,0
819
+ 68,Male,166,103,88,Never,Heavy,1,Yes,No,Yes,5,182,No,Typical Angina,0
820
+ 45,Female,187,115,86,Former,Heavy,0,No,Yes,No,7,157,No,Non-anginal Pain,0
821
+ 44,Female,185,148,64,Former,Moderate,9,Yes,Yes,No,3,120,No,Atypical Angina,0
822
+ 40,Female,194,159,83,Never,None,0,Yes,Yes,Yes,10,111,No,Atypical Angina,0
823
+ 30,Female,321,95,97,Former,None,7,No,No,Yes,8,135,Yes,Typical Angina,0
824
+ 59,Female,281,154,80,Never,None,0,Yes,Yes,No,6,177,No,Non-anginal Pain,1
825
+ 51,Male,273,179,71,Current,Heavy,4,No,Yes,No,10,71,No,Atypical Angina,1
826
+ 31,Female,226,163,69,Never,Moderate,7,Yes,Yes,No,10,110,No,Asymptomatic,0
827
+ 54,Female,313,108,79,Never,Moderate,7,No,No,Yes,8,122,No,Non-anginal Pain,1
828
+ 63,Female,284,120,71,Never,Moderate,7,No,No,No,2,74,No,Typical Angina,1
829
+ 67,Female,207,126,87,Former,None,9,No,No,No,1,88,Yes,Atypical Angina,1
830
+ 67,Female,296,90,82,Never,None,9,Yes,No,No,2,123,No,Atypical Angina,1
831
+ 49,Female,330,94,66,Former,None,0,Yes,Yes,No,4,129,Yes,Atypical Angina,0
832
+ 78,Male,331,169,86,Current,None,5,Yes,No,No,6,189,Yes,Atypical Angina,1
833
+ 32,Female,216,132,75,Never,Moderate,6,No,Yes,No,7,185,No,Atypical Angina,0
834
+ 43,Male,272,107,76,Current,Moderate,6,Yes,No,Yes,7,94,Yes,Atypical Angina,0
835
+ 49,Female,294,112,72,Never,Moderate,7,No,No,Yes,6,118,No,Typical Angina,0
836
+ 45,Male,171,174,93,Former,Moderate,6,Yes,No,Yes,7,118,Yes,Asymptomatic,0
837
+ 42,Male,182,138,74,Current,Moderate,0,No,Yes,No,1,192,Yes,Non-anginal Pain,0
838
+ 57,Female,289,123,99,Never,Moderate,1,Yes,No,Yes,6,189,Yes,Atypical Angina,1
839
+ 57,Female,185,126,94,Never,Moderate,1,No,Yes,No,5,106,No,Typical Angina,0
840
+ 56,Female,262,116,89,Former,Moderate,4,No,Yes,No,1,196,Yes,Non-anginal Pain,1
841
+ 29,Female,309,149,64,Former,Moderate,5,No,No,Yes,10,159,No,Atypical Angina,0
842
+ 73,Male,205,102,80,Former,Moderate,3,Yes,No,No,3,161,Yes,Non-anginal Pain,1
843
+ 52,Male,175,162,78,Current,None,8,Yes,No,No,8,132,Yes,Typical Angina,0
844
+ 64,Female,241,171,81,Current,None,6,Yes,No,No,7,176,No,Non-anginal Pain,1
845
+ 61,Female,228,124,97,Never,Moderate,8,Yes,No,No,3,179,Yes,Atypical Angina,1
846
+ 31,Female,333,168,93,Current,Moderate,4,No,No,No,6,184,No,Asymptomatic,0
847
+ 59,Female,178,110,93,Former,None,7,Yes,No,Yes,2,89,Yes,Typical Angina,0
848
+ 55,Female,187,117,75,Never,Moderate,5,Yes,No,Yes,8,172,No,Non-anginal Pain,0
849
+ 51,Male,150,91,79,Never,None,9,Yes,No,Yes,8,130,No,Atypical Angina,0
850
+ 79,Male,158,110,73,Never,Moderate,3,No,No,No,3,71,No,Atypical Angina,0
851
+ 76,Female,220,171,91,Former,None,3,Yes,Yes,Yes,5,135,Yes,Asymptomatic,1
852
+ 69,Female,272,122,97,Current,None,1,Yes,No,No,5,118,No,Atypical Angina,1
853
+ 60,Male,150,131,79,Current,None,3,No,Yes,No,5,169,No,Atypical Angina,0
854
+ 66,Male,297,130,72,Current,None,2,Yes,No,Yes,7,175,Yes,Typical Angina,1
855
+ 64,Female,243,124,77,Former,None,0,No,Yes,No,10,133,Yes,Typical Angina,1
856
+ 61,Female,163,101,93,Former,Heavy,6,Yes,Yes,No,6,163,No,Non-anginal Pain,0
857
+ 44,Female,297,155,70,Former,Heavy,1,No,No,No,5,111,Yes,Typical Angina,0
858
+ 69,Male,215,109,93,Current,Heavy,4,No,Yes,Yes,6,192,No,Typical Angina,1
859
+ 50,Female,167,115,79,Current,Heavy,5,No,Yes,Yes,10,91,No,Typical Angina,0
860
+ 67,Male,342,146,70,Former,Moderate,2,No,No,No,7,136,No,Asymptomatic,1
861
+ 51,Male,225,170,88,Former,Moderate,4,No,Yes,Yes,3,173,No,Typical Angina,1
862
+ 62,Male,229,155,97,Former,Heavy,5,No,No,No,5,101,Yes,Typical Angina,1
863
+ 31,Female,194,131,91,Never,Moderate,1,Yes,Yes,No,10,186,Yes,Non-anginal Pain,0
864
+ 42,Male,253,104,82,Former,Heavy,3,No,No,No,6,172,Yes,Non-anginal Pain,0
865
+ 46,Male,218,140,65,Former,Heavy,5,Yes,No,No,7,186,No,Asymptomatic,0
866
+ 53,Female,151,158,78,Current,None,9,No,No,Yes,8,122,No,Non-anginal Pain,0
867
+ 71,Female,269,120,63,Never,Heavy,7,Yes,No,Yes,3,116,No,Asymptomatic,1
868
+ 64,Male,328,178,72,Current,Heavy,9,No,Yes,No,6,144,Yes,Typical Angina,1
869
+ 28,Female,261,139,90,Never,Moderate,4,No,Yes,Yes,7,170,Yes,Atypical Angina,0
870
+ 63,Female,316,120,77,Current,Moderate,8,No,No,No,7,116,No,Typical Angina,1
871
+ 66,Female,215,116,66,Current,None,0,Yes,Yes,No,10,116,No,Asymptomatic,1
872
+ 51,Male,198,137,69,Never,Heavy,2,No,No,No,6,173,Yes,Asymptomatic,0
873
+ 29,Female,218,93,78,Never,Heavy,2,No,Yes,Yes,1,110,Yes,Typical Angina,0
874
+ 70,Male,254,157,76,Current,None,1,Yes,Yes,Yes,7,131,No,Asymptomatic,1
875
+ 52,Male,339,124,77,Former,Moderate,0,No,Yes,Yes,7,95,Yes,Typical Angina,1
876
+ 55,Female,265,109,83,Current,Moderate,7,Yes,No,No,10,183,Yes,Asymptomatic,1
877
+ 38,Female,224,93,67,Former,None,3,No,Yes,Yes,1,154,No,Typical Angina,0
878
+ 48,Male,163,128,93,Former,Moderate,2,No,No,No,8,117,Yes,Asymptomatic,0
879
+ 25,Female,167,137,93,Former,Heavy,9,Yes,No,No,5,87,No,Atypical Angina,0
880
+ 34,Male,308,94,64,Current,Moderate,3,Yes,Yes,Yes,7,183,No,Non-anginal Pain,0
881
+ 50,Male,222,91,90,Current,Moderate,7,Yes,Yes,Yes,4,99,No,Typical Angina,0
882
+ 31,Male,341,130,89,Current,None,9,No,No,Yes,6,127,No,Typical Angina,0
883
+ 25,Female,190,152,76,Current,Heavy,6,Yes,Yes,Yes,3,152,No,Asymptomatic,0
884
+ 59,Female,154,114,99,Former,None,6,No,No,Yes,7,182,Yes,Atypical Angina,0
885
+ 68,Female,223,170,71,Former,Moderate,4,No,Yes,No,7,104,No,Asymptomatic,1
886
+ 56,Male,243,115,71,Former,Heavy,3,No,Yes,Yes,2,72,No,Typical Angina,1
887
+ 59,Male,265,147,72,Never,Heavy,4,Yes,No,Yes,5,109,Yes,Asymptomatic,1
888
+ 28,Male,283,139,65,Never,Moderate,3,No,No,Yes,6,159,No,Non-anginal Pain,0
889
+ 79,Male,287,97,72,Never,Moderate,7,Yes,No,No,2,83,Yes,Atypical Angina,1
890
+ 63,Female,202,113,82,Current,Moderate,3,No,Yes,Yes,4,168,No,Typical Angina,1
891
+ 72,Female,314,103,92,Current,Heavy,7,No,Yes,Yes,2,81,Yes,Typical Angina,1
892
+ 39,Female,227,142,81,Former,None,9,No,Yes,Yes,7,139,No,Atypical Angina,0
893
+ 37,Female,283,115,80,Former,Moderate,6,Yes,Yes,No,4,86,No,Atypical Angina,0
894
+ 46,Male,189,112,71,Never,Heavy,6,No,No,Yes,3,129,Yes,Typical Angina,0
895
+ 53,Male,257,112,69,Former,Moderate,5,Yes,No,Yes,3,93,Yes,Atypical Angina,1
896
+ 27,Female,246,160,75,Never,None,2,No,Yes,Yes,5,94,No,Typical Angina,0
897
+ 50,Female,219,152,88,Current,Moderate,2,Yes,No,No,10,193,Yes,Atypical Angina,0
898
+ 62,Male,312,133,73,Never,Heavy,2,Yes,No,No,10,187,No,Non-anginal Pain,1
899
+ 72,Male,247,156,94,Never,None,8,Yes,No,Yes,5,119,Yes,Non-anginal Pain,1
900
+ 73,Female,317,171,79,Never,Moderate,9,No,No,Yes,8,139,Yes,Asymptomatic,1
901
+ 66,Male,164,154,85,Former,Heavy,2,No,Yes,Yes,9,71,No,Typical Angina,0
902
+ 57,Female,198,116,66,Former,None,9,No,No,No,9,111,No,Asymptomatic,0
903
+ 29,Female,324,174,77,Never,Heavy,2,Yes,Yes,No,3,99,No,Non-anginal Pain,0
904
+ 52,Male,198,142,68,Never,Heavy,0,No,Yes,No,4,136,Yes,Atypical Angina,0
905
+ 56,Male,191,172,70,Former,Heavy,5,Yes,Yes,No,10,148,Yes,Non-anginal Pain,0
906
+ 25,Female,201,111,72,Never,None,5,No,Yes,Yes,4,161,No,Atypical Angina,0
907
+ 36,Female,160,136,95,Former,None,5,No,Yes,Yes,4,116,Yes,Non-anginal Pain,0
908
+ 58,Female,165,166,65,Former,None,7,No,Yes,No,2,171,No,Asymptomatic,0
909
+ 44,Female,343,174,83,Never,None,9,No,Yes,No,7,146,Yes,Typical Angina,0
910
+ 28,Male,323,113,72,Former,Heavy,0,Yes,Yes,Yes,8,82,No,Non-anginal Pain,0
911
+ 37,Female,298,179,62,Current,Heavy,9,Yes,No,No,9,82,No,Typical Angina,0
912
+ 56,Male,247,113,76,Never,Heavy,1,Yes,No,No,9,86,Yes,Asymptomatic,1
913
+ 41,Female,328,96,69,Former,Moderate,0,No,Yes,No,8,190,Yes,Atypical Angina,0
914
+ 70,Female,180,168,72,Former,None,3,No,No,No,6,104,Yes,Non-anginal Pain,0
915
+ 79,Male,264,142,70,Current,None,4,Yes,Yes,No,6,111,No,Atypical Angina,1
916
+ 65,Male,182,157,94,Former,Heavy,0,No,No,No,1,184,Yes,Asymptomatic,0
917
+ 53,Female,193,164,89,Current,Moderate,4,No,No,Yes,10,152,No,Typical Angina,0
918
+ 37,Female,309,98,88,Current,Moderate,6,No,No,No,9,175,No,Asymptomatic,0
919
+ 78,Male,308,139,69,Never,Heavy,2,No,Yes,No,2,80,Yes,Asymptomatic,1
920
+ 40,Female,236,162,88,Former,Heavy,4,Yes,No,Yes,10,177,No,Non-anginal Pain,0
921
+ 64,Female,203,92,75,Current,Heavy,8,No,No,No,1,183,No,Non-anginal Pain,1
922
+ 55,Male,300,121,99,Never,Heavy,2,Yes,Yes,No,10,116,No,Atypical Angina,1
923
+ 53,Male,209,130,81,Former,Moderate,3,Yes,Yes,Yes,8,99,Yes,Typical Angina,1
924
+ 33,Female,273,104,87,Former,None,0,Yes,Yes,Yes,9,106,Yes,Atypical Angina,0
925
+ 54,Male,294,168,63,Never,Heavy,0,No,Yes,Yes,2,175,No,Asymptomatic,1
926
+ 47,Female,285,118,95,Never,Moderate,5,Yes,Yes,Yes,6,163,Yes,Asymptomatic,0
927
+ 40,Female,177,95,70,Former,Moderate,2,Yes,Yes,Yes,6,158,No,Typical Angina,0
928
+ 73,Female,252,175,80,Current,Heavy,6,Yes,No,Yes,7,192,Yes,Typical Angina,1
929
+ 52,Male,301,179,99,Current,Heavy,3,No,No,Yes,7,115,No,Atypical Angina,1
930
+ 65,Male,231,151,83,Never,None,3,No,No,No,3,103,No,Atypical Angina,1
931
+ 73,Male,184,107,81,Former,Moderate,9,No,No,Yes,4,140,Yes,Non-anginal Pain,0
932
+ 57,Male,320,99,83,Former,Heavy,8,Yes,Yes,No,9,184,No,Asymptomatic,1
933
+ 63,Female,302,134,98,Never,Heavy,4,Yes,Yes,Yes,4,167,No,Atypical Angina,1
934
+ 76,Female,309,116,70,Never,None,8,Yes,Yes,No,7,191,No,Typical Angina,1
935
+ 58,Female,242,95,63,Never,None,1,No,No,Yes,10,168,No,Typical Angina,1
936
+ 42,Female,343,102,87,Never,Moderate,9,Yes,Yes,Yes,8,196,Yes,Asymptomatic,0
937
+ 30,Male,315,161,92,Never,None,9,No,Yes,Yes,4,133,Yes,Typical Angina,0
938
+ 35,Male,328,148,79,Former,Moderate,2,Yes,No,Yes,8,128,Yes,Atypical Angina,0
939
+ 30,Male,159,98,65,Current,Moderate,4,Yes,Yes,No,6,174,No,Non-anginal Pain,0
940
+ 51,Female,218,114,62,Current,Moderate,2,No,Yes,Yes,7,176,No,Atypical Angina,1
941
+ 48,Female,339,164,63,Former,Heavy,0,No,No,Yes,2,98,No,Asymptomatic,0
942
+ 65,Male,151,107,64,Former,Moderate,4,Yes,Yes,Yes,10,70,No,Typical Angina,0
943
+ 64,Female,333,113,63,Current,None,2,Yes,Yes,No,3,95,Yes,Asymptomatic,1
944
+ 42,Female,261,122,92,Never,None,0,No,No,No,6,128,No,Atypical Angina,0
945
+ 42,Male,156,111,95,Current,Heavy,9,Yes,Yes,Yes,7,152,Yes,Asymptomatic,0
946
+ 48,Male,221,116,64,Never,Heavy,0,Yes,No,No,4,92,Yes,Asymptomatic,0
947
+ 26,Female,241,120,67,Current,None,5,No,Yes,Yes,6,172,No,Non-anginal Pain,0
948
+ 76,Male,216,139,64,Current,None,2,Yes,No,Yes,2,182,No,Asymptomatic,1
949
+ 36,Female,341,104,90,Never,Moderate,0,No,No,No,8,179,Yes,Typical Angina,0
950
+ 33,Male,212,120,78,Former,Heavy,9,Yes,Yes,No,2,150,Yes,Atypical Angina,0
951
+ 51,Male,227,147,61,Former,None,9,Yes,Yes,No,1,111,Yes,Non-anginal Pain,1
952
+ 68,Male,265,90,89,Never,Heavy,5,Yes,No,No,8,107,No,Asymptomatic,1
953
+ 45,Female,157,115,75,Current,Heavy,2,Yes,Yes,No,10,175,No,Asymptomatic,0
954
+ 58,Female,312,134,79,Current,Heavy,3,Yes,No,No,7,198,Yes,Atypical Angina,1
955
+ 35,Female,162,102,82,Never,None,5,No,Yes,No,8,149,No,Atypical Angina,0
956
+ 48,Female,231,153,65,Current,None,8,No,No,No,2,72,No,Atypical Angina,0
957
+ 33,Female,198,178,67,Current,Heavy,3,No,No,Yes,3,97,No,Non-anginal Pain,0
958
+ 65,Male,282,150,69,Never,Moderate,4,No,No,Yes,4,189,Yes,Typical Angina,1
959
+ 50,Female,227,161,95,Current,Moderate,9,Yes,Yes,Yes,10,97,No,Typical Angina,0
960
+ 34,Male,186,134,82,Current,Heavy,5,Yes,No,No,1,132,No,Atypical Angina,0
961
+ 37,Male,162,130,78,Former,Heavy,7,No,No,No,4,106,Yes,Atypical Angina,0
962
+ 62,Male,206,177,83,Former,Moderate,5,Yes,Yes,Yes,5,110,Yes,Non-anginal Pain,1
963
+ 33,Male,274,140,82,Former,None,5,Yes,No,No,7,147,Yes,Typical Angina,0
964
+ 41,Female,320,159,61,Former,Moderate,6,No,Yes,Yes,7,144,Yes,Asymptomatic,0
965
+ 37,Male,334,166,72,Current,None,9,No,No,Yes,10,82,No,Atypical Angina,0
966
+ 64,Female,152,145,87,Never,None,2,Yes,Yes,Yes,7,97,No,Atypical Angina,0
967
+ 41,Male,228,162,72,Current,None,4,Yes,No,No,4,139,Yes,Atypical Angina,0
968
+ 46,Male,341,158,73,Former,Moderate,8,No,No,Yes,8,193,Yes,Typical Angina,0
969
+ 29,Male,252,144,84,Never,Heavy,2,No,Yes,Yes,8,170,Yes,Typical Angina,0
970
+ 42,Male,347,141,61,Never,Heavy,7,No,Yes,No,1,155,No,Non-anginal Pain,0
971
+ 55,Male,305,110,62,Never,Heavy,9,No,No,Yes,5,163,Yes,Asymptomatic,1
972
+ 50,Female,281,120,92,Current,Heavy,7,No,Yes,Yes,6,106,Yes,Non-anginal Pain,0
973
+ 72,Male,242,175,71,Former,None,5,No,No,Yes,9,132,No,Non-anginal Pain,1
974
+ 55,Female,219,166,89,Former,None,5,Yes,No,No,8,113,No,Atypical Angina,1
975
+ 45,Male,284,91,71,Current,None,8,Yes,Yes,No,5,106,Yes,Non-anginal Pain,0
976
+ 65,Female,303,162,74,Never,Heavy,5,No,Yes,Yes,10,135,No,Typical Angina,1
977
+ 70,Female,253,138,61,Former,Moderate,0,No,No,Yes,9,179,No,Non-anginal Pain,1
978
+ 58,Female,166,161,70,Never,Heavy,1,No,No,No,1,150,Yes,Typical Angina,0
979
+ 74,Male,255,112,99,Former,Moderate,8,Yes,Yes,No,8,84,No,Non-anginal Pain,1
980
+ 63,Female,187,178,69,Current,Heavy,4,No,No,No,5,128,No,Non-anginal Pain,0
981
+ 25,Female,305,100,76,Current,Heavy,2,Yes,No,No,9,107,No,Asymptomatic,0
982
+ 36,Female,161,178,98,Never,Moderate,7,No,Yes,No,4,185,Yes,Typical Angina,0
983
+ 79,Male,245,132,71,Current,Moderate,6,Yes,No,No,2,185,No,Typical Angina,1
984
+ 73,Female,226,164,61,Never,Moderate,0,Yes,Yes,Yes,2,144,No,Non-anginal Pain,1
985
+ 28,Female,243,91,84,Current,None,8,Yes,No,Yes,9,138,No,Asymptomatic,0
986
+ 27,Female,239,143,87,Current,None,0,Yes,Yes,No,1,78,Yes,Typical Angina,0
987
+ 26,Female,298,162,67,Never,Moderate,3,Yes,Yes,Yes,10,98,No,Asymptomatic,0
988
+ 29,Male,224,118,69,Never,None,1,Yes,Yes,No,5,145,No,Non-anginal Pain,0
989
+ 69,Female,223,147,66,Former,None,4,Yes,Yes,Yes,1,118,No,Non-anginal Pain,1
990
+ 38,Female,217,104,65,Never,Moderate,2,Yes,Yes,Yes,2,75,Yes,Atypical Angina,0
991
+ 37,Female,349,148,62,Former,Moderate,5,No,No,No,6,144,Yes,Asymptomatic,0
992
+ 49,Male,315,144,77,Former,None,4,Yes,Yes,No,2,127,No,Atypical Angina,0
993
+ 54,Male,304,112,86,Former,None,8,Yes,No,Yes,6,111,No,Asymptomatic,1
994
+ 26,Female,215,100,74,Never,Heavy,7,No,Yes,No,10,135,No,Atypical Angina,0
995
+ 28,Female,220,102,73,Current,Moderate,7,Yes,Yes,Yes,10,102,No,Typical Angina,0
996
+ 70,Female,346,110,62,Never,None,1,Yes,Yes,No,8,130,Yes,Asymptomatic,1
997
+ 52,Male,248,159,76,Former,Moderate,9,No,Yes,Yes,2,152,Yes,Asymptomatic,1
998
+ 56,Female,269,111,86,Never,Heavy,5,No,Yes,Yes,10,120,No,Non-anginal Pain,1
999
+ 78,Female,334,145,76,Never,None,6,No,No,No,10,196,Yes,Typical Angina,1
1000
+ 79,Male,151,179,81,Never,Moderate,4,Yes,No,Yes,8,189,Yes,Asymptomatic,0
1001
+ 60,Female,326,151,68,Former,None,8,Yes,Yes,No,5,174,Yes,Atypical Angina,1
1002
+ 53,Male,226,116,82,Current,None,6,No,No,Yes,5,161,Yes,Asymptomatic,1"""
heart_disease_dataset.csv ADDED
@@ -0,0 +1,1001 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Age,Gender,Cholesterol,Blood Pressure,Heart Rate,Smoking,Alcohol Intake,Exercise Hours,Family History,Diabetes,Obesity,Stress Level,Blood Sugar,Exercise Induced Angina,Chest Pain Type,Heart Disease
2
+ 75,Female,228,119,66,Current,Heavy,1,No,No,Yes,8,119,Yes,Atypical Angina,1
3
+ 48,Male,204,165,62,Current,None,5,No,No,No,9,70,Yes,Typical Angina,0
4
+ 53,Male,234,91,67,Never,Heavy,3,Yes,No,Yes,5,196,Yes,Atypical Angina,1
5
+ 69,Female,192,90,72,Current,None,4,No,Yes,No,7,107,Yes,Non-anginal Pain,0
6
+ 62,Female,172,163,93,Never,None,6,No,Yes,No,2,183,Yes,Asymptomatic,0
7
+ 77,Male,309,110,73,Never,None,0,No,Yes,Yes,4,122,Yes,Asymptomatic,1
8
+ 64,Female,211,105,86,Former,Heavy,8,Yes,Yes,Yes,2,120,No,Typical Angina,1
9
+ 60,Female,208,148,83,Never,Moderate,4,No,Yes,Yes,2,113,Yes,Asymptomatic,1
10
+ 37,Female,317,137,66,Current,Heavy,3,No,Yes,Yes,5,114,No,Non-anginal Pain,0
11
+ 63,Male,204,141,68,Former,Heavy,8,No,Yes,No,3,107,No,Asymptomatic,1
12
+ 67,Female,282,108,87,Never,Heavy,3,Yes,No,Yes,9,85,Yes,Typical Angina,1
13
+ 37,Male,293,148,98,Current,Moderate,6,Yes,No,Yes,10,129,No,Typical Angina,0
14
+ 67,Male,325,177,81,Never,Moderate,8,Yes,No,Yes,10,192,No,Non-anginal Pain,1
15
+ 43,Male,155,169,82,Current,Heavy,8,Yes,Yes,No,2,163,No,Typical Angina,0
16
+ 60,Male,226,168,99,Never,Moderate,8,Yes,Yes,No,10,97,No,Non-anginal Pain,1
17
+ 44,Female,250,111,66,Former,None,6,Yes,No,Yes,3,121,Yes,Non-anginal Pain,0
18
+ 43,Female,279,173,81,Current,Moderate,9,Yes,No,No,7,150,No,Asymptomatic,0
19
+ 46,Female,259,118,76,Never,Heavy,4,No,Yes,Yes,8,76,No,Non-anginal Pain,0
20
+ 45,Female,246,169,98,Never,Moderate,5,Yes,No,Yes,9,97,No,Typical Angina,0
21
+ 74,Female,298,148,70,Former,Heavy,9,Yes,Yes,Yes,8,157,Yes,Non-anginal Pain,1
22
+ 76,Female,226,97,62,Former,None,5,Yes,Yes,No,4,85,No,Non-anginal Pain,1
23
+ 44,Female,309,95,83,Former,None,4,No,Yes,No,4,139,No,Non-anginal Pain,0
24
+ 58,Male,297,90,72,Current,None,6,Yes,No,No,10,104,Yes,Atypical Angina,1
25
+ 67,Male,287,117,64,Current,Moderate,0,Yes,Yes,Yes,1,112,Yes,Atypical Angina,1
26
+ 67,Female,177,171,87,Never,None,1,No,No,No,5,170,Yes,Typical Angina,0
27
+ 31,Male,276,110,61,Never,Heavy,8,Yes,Yes,No,7,187,Yes,Non-anginal Pain,0
28
+ 66,Female,265,159,99,Never,Heavy,4,Yes,Yes,No,7,151,No,Non-anginal Pain,1
29
+ 63,Male,273,103,64,Never,None,6,Yes,Yes,Yes,9,104,No,Typical Angina,1
30
+ 77,Female,197,170,61,Current,Moderate,8,No,No,Yes,9,92,No,Non-anginal Pain,0
31
+ 79,Male,319,115,63,Never,Moderate,0,Yes,No,Yes,9,95,No,Typical Angina,1
32
+ 32,Female,313,154,70,Former,Moderate,5,No,Yes,Yes,6,176,Yes,Asymptomatic,0
33
+ 48,Male,179,117,61,Never,None,7,No,No,No,1,166,Yes,Asymptomatic,0
34
+ 41,Male,234,98,71,Never,Moderate,6,No,No,No,6,73,Yes,Atypical Angina,0
35
+ 53,Female,228,142,99,Former,Heavy,1,Yes,Yes,Yes,9,75,Yes,Atypical Angina,1
36
+ 36,Male,227,158,78,Former,Heavy,8,Yes,No,Yes,6,120,No,Asymptomatic,0
37
+ 57,Male,262,166,73,Never,Moderate,1,No,No,Yes,8,97,Yes,Atypical Angina,1
38
+ 60,Female,311,159,60,Former,Heavy,4,Yes,Yes,Yes,10,99,No,Non-anginal Pain,1
39
+ 66,Female,230,150,92,Current,None,2,No,Yes,No,8,111,No,Atypical Angina,1
40
+ 46,Male,192,139,61,Former,None,0,Yes,No,Yes,2,174,Yes,Asymptomatic,0
41
+ 72,Female,306,137,72,Current,Moderate,0,Yes,Yes,No,2,122,No,Asymptomatic,1
42
+ 67,Female,216,137,80,Former,Heavy,0,Yes,No,Yes,8,135,No,Asymptomatic,1
43
+ 65,Male,189,143,70,Current,None,2,Yes,No,No,5,150,Yes,Non-anginal Pain,0
44
+ 37,Female,162,126,79,Current,Moderate,1,Yes,Yes,Yes,8,93,No,Non-anginal Pain,0
45
+ 28,Female,207,162,63,Former,Moderate,4,Yes,No,Yes,3,109,Yes,Non-anginal Pain,0
46
+ 70,Female,271,159,82,Former,Moderate,8,Yes,No,No,7,87,Yes,Typical Angina,1
47
+ 36,Female,209,106,84,Former,Heavy,0,No,Yes,Yes,3,137,Yes,Typical Angina,0
48
+ 51,Male,251,170,71,Current,Heavy,3,No,Yes,No,4,111,No,Non-anginal Pain,1
49
+ 74,Male,325,95,87,Never,None,3,Yes,No,Yes,10,162,No,Atypical Angina,1
50
+ 41,Male,268,95,70,Current,Heavy,9,No,No,No,4,176,No,Non-anginal Pain,0
51
+ 41,Male,286,128,97,Never,None,6,Yes,Yes,No,9,78,No,Non-anginal Pain,0
52
+ 69,Female,167,157,83,Former,Moderate,4,Yes,Yes,No,2,160,No,Asymptomatic,0
53
+ 54,Female,348,129,97,Current,Heavy,4,Yes,No,No,9,187,Yes,Atypical Angina,1
54
+ 52,Female,330,125,68,Current,Moderate,4,No,No,Yes,4,154,No,Non-anginal Pain,1
55
+ 38,Male,264,120,89,Former,Heavy,5,Yes,No,No,10,172,No,Atypical Angina,0
56
+ 25,Female,287,148,82,Former,None,8,No,No,No,1,96,Yes,Non-anginal Pain,0
57
+ 52,Male,207,95,84,Current,Moderate,2,No,No,No,8,180,Yes,Asymptomatic,1
58
+ 53,Male,252,107,91,Former,Moderate,8,No,No,No,1,124,Yes,Atypical Angina,1
59
+ 55,Female,232,91,93,Never,None,6,No,No,Yes,10,152,No,Typical Angina,1
60
+ 61,Male,261,156,97,Former,Heavy,2,Yes,Yes,Yes,7,154,Yes,Atypical Angina,1
61
+ 30,Male,264,135,99,Former,None,7,Yes,Yes,Yes,9,99,Yes,Typical Angina,0
62
+ 48,Female,257,171,89,Never,Heavy,2,No,Yes,Yes,3,141,No,Asymptomatic,0
63
+ 35,Female,339,165,68,Never,None,9,No,No,Yes,5,99,Yes,Asymptomatic,0
64
+ 42,Male,166,119,97,Never,Moderate,0,No,No,No,10,109,No,Typical Angina,0
65
+ 56,Female,339,148,60,Never,None,8,Yes,Yes,Yes,3,88,Yes,Asymptomatic,1
66
+ 47,Male,310,97,72,Current,Heavy,7,No,Yes,Yes,6,96,Yes,Asymptomatic,0
67
+ 71,Male,192,148,90,Current,None,1,Yes,Yes,No,1,156,No,Asymptomatic,0
68
+ 68,Female,282,125,92,Current,Heavy,5,No,No,Yes,3,172,No,Typical Angina,1
69
+ 59,Female,180,127,70,Never,Moderate,4,Yes,Yes,No,2,122,No,Non-anginal Pain,0
70
+ 25,Female,162,122,77,Current,Heavy,0,No,No,No,1,137,Yes,Non-anginal Pain,0
71
+ 44,Male,331,169,94,Current,Heavy,3,No,No,No,8,177,No,Asymptomatic,0
72
+ 64,Male,348,174,64,Current,Moderate,6,Yes,No,Yes,6,170,No,Non-anginal Pain,1
73
+ 45,Male,307,161,90,Former,Moderate,7,No,No,Yes,3,134,No,Asymptomatic,0
74
+ 33,Female,271,159,62,Former,None,1,Yes,No,Yes,2,176,Yes,Atypical Angina,0
75
+ 65,Male,247,140,89,Never,Moderate,8,Yes,Yes,No,8,183,Yes,Typical Angina,1
76
+ 79,Male,243,121,80,Never,Heavy,1,Yes,Yes,No,3,158,No,Atypical Angina,1
77
+ 52,Female,290,114,63,Current,None,5,Yes,Yes,No,1,151,No,Typical Angina,1
78
+ 61,Male,209,144,70,Current,Heavy,5,Yes,Yes,No,8,86,No,Typical Angina,1
79
+ 78,Male,223,132,68,Current,Heavy,7,Yes,Yes,No,1,82,Yes,Non-anginal Pain,1
80
+ 69,Female,166,157,92,Former,None,3,No,No,No,2,170,Yes,Atypical Angina,0
81
+ 28,Female,155,95,67,Former,None,6,No,No,No,2,105,Yes,Asymptomatic,0
82
+ 77,Female,161,136,83,Current,None,2,No,No,No,5,155,Yes,Non-anginal Pain,0
83
+ 76,Male,241,101,67,Former,None,4,No,No,Yes,10,74,Yes,Typical Angina,1
84
+ 30,Female,154,175,87,Former,Heavy,7,Yes,No,No,7,97,No,Typical Angina,0
85
+ 57,Female,203,156,98,Never,Moderate,7,No,No,No,6,143,Yes,Atypical Angina,1
86
+ 62,Female,205,127,78,Never,Heavy,3,Yes,Yes,Yes,4,127,No,Typical Angina,1
87
+ 53,Male,179,162,76,Never,Moderate,1,No,No,No,9,163,Yes,Typical Angina,0
88
+ 26,Male,264,122,62,Former,Moderate,5,Yes,No,Yes,10,176,No,Non-anginal Pain,0
89
+ 46,Female,180,109,76,Never,Heavy,6,No,Yes,No,2,176,No,Non-anginal Pain,0
90
+ 61,Female,184,119,77,Never,None,8,No,Yes,Yes,10,92,Yes,Atypical Angina,0
91
+ 50,Male,291,172,94,Current,None,5,No,Yes,Yes,6,176,No,Non-anginal Pain,0
92
+ 51,Female,210,139,81,Current,None,0,Yes,Yes,No,8,145,No,Typical Angina,1
93
+ 38,Male,215,138,61,Former,Heavy,1,No,Yes,Yes,10,198,Yes,Atypical Angina,0
94
+ 38,Female,336,97,71,Current,None,8,No,Yes,Yes,10,163,No,Asymptomatic,0
95
+ 54,Female,242,145,75,Current,None,3,Yes,No,No,8,159,No,Asymptomatic,1
96
+ 32,Female,320,150,93,Never,Moderate,5,No,Yes,No,10,148,No,Non-anginal Pain,0
97
+ 46,Male,290,149,77,Never,Moderate,6,Yes,Yes,No,10,157,No,Non-anginal Pain,0
98
+ 63,Female,262,117,99,Current,Heavy,9,Yes,No,No,2,92,No,Asymptomatic,1
99
+ 61,Female,284,163,95,Former,Heavy,1,Yes,No,No,10,171,Yes,Typical Angina,1
100
+ 43,Male,249,117,87,Former,Heavy,7,Yes,No,Yes,1,73,Yes,Non-anginal Pain,0
101
+ 61,Female,248,100,91,Former,Moderate,3,Yes,Yes,No,3,110,No,Atypical Angina,1
102
+ 35,Male,331,103,82,Former,Heavy,1,Yes,No,No,2,103,No,Asymptomatic,0
103
+ 56,Male,226,136,95,Never,None,3,Yes,Yes,No,5,115,No,Typical Angina,1
104
+ 50,Male,232,158,87,Former,Heavy,0,Yes,Yes,No,4,110,No,Non-anginal Pain,0
105
+ 51,Female,236,157,81,Current,None,9,Yes,No,No,7,183,No,Atypical Angina,1
106
+ 64,Male,317,124,94,Former,Heavy,4,No,Yes,No,3,193,No,Atypical Angina,1
107
+ 47,Female,230,135,97,Former,Heavy,0,No,Yes,Yes,7,99,Yes,Asymptomatic,0
108
+ 61,Female,311,128,87,Former,None,7,No,No,Yes,1,74,Yes,Asymptomatic,1
109
+ 68,Male,307,124,82,Current,Heavy,4,No,Yes,No,4,132,Yes,Atypical Angina,1
110
+ 64,Female,174,115,98,Current,None,8,Yes,No,No,10,110,Yes,Atypical Angina,0
111
+ 37,Female,226,173,86,Current,Moderate,7,No,Yes,No,2,139,No,Asymptomatic,0
112
+ 72,Male,210,166,75,Current,Moderate,6,Yes,No,Yes,6,132,No,Asymptomatic,1
113
+ 27,Male,164,114,98,Never,None,2,Yes,No,No,7,96,Yes,Typical Angina,0
114
+ 79,Male,296,98,98,Current,Moderate,2,No,Yes,No,2,160,No,Atypical Angina,1
115
+ 56,Female,278,96,69,Never,Heavy,9,No,Yes,Yes,9,143,No,Atypical Angina,1
116
+ 54,Male,196,162,89,Never,None,9,Yes,No,No,10,93,Yes,Typical Angina,0
117
+ 75,Male,298,179,64,Former,Heavy,4,Yes,Yes,No,10,105,Yes,Typical Angina,1
118
+ 32,Male,272,126,82,Never,Heavy,1,No,Yes,No,9,140,Yes,Typical Angina,0
119
+ 39,Female,328,173,75,Former,Moderate,0,No,No,Yes,5,72,Yes,Asymptomatic,0
120
+ 62,Male,176,155,90,Never,None,3,No,Yes,No,3,147,No,Atypical Angina,0
121
+ 40,Male,327,97,87,Never,Heavy,7,Yes,No,No,10,161,Yes,Atypical Angina,0
122
+ 78,Female,217,178,98,Never,None,3,No,Yes,No,4,144,Yes,Asymptomatic,1
123
+ 47,Male,222,128,83,Former,Heavy,0,Yes,Yes,Yes,1,103,Yes,Typical Angina,0
124
+ 67,Male,328,132,89,Former,Heavy,6,No,Yes,No,5,116,Yes,Asymptomatic,1
125
+ 68,Female,185,158,78,Never,Moderate,0,No,No,Yes,9,90,Yes,Non-anginal Pain,0
126
+ 42,Male,201,158,61,Current,None,6,Yes,Yes,No,3,91,Yes,Atypical Angina,0
127
+ 29,Male,237,110,64,Former,None,7,Yes,No,Yes,5,183,Yes,Typical Angina,0
128
+ 59,Male,175,152,76,Current,Heavy,9,Yes,Yes,No,8,104,No,Non-anginal Pain,0
129
+ 51,Female,272,144,86,Current,Moderate,8,Yes,Yes,Yes,3,79,Yes,Non-anginal Pain,1
130
+ 27,Male,319,146,63,Former,Heavy,6,Yes,No,Yes,8,85,Yes,Typical Angina,0
131
+ 41,Female,251,106,70,Former,None,2,Yes,No,No,8,150,No,Asymptomatic,0
132
+ 25,Male,224,119,79,Never,Heavy,3,Yes,Yes,Yes,9,173,Yes,Atypical Angina,0
133
+ 48,Male,164,100,81,Never,Heavy,8,Yes,Yes,No,10,93,Yes,Asymptomatic,0
134
+ 30,Male,294,128,76,Former,Heavy,0,No,No,Yes,4,135,Yes,Typical Angina,0
135
+ 36,Female,238,91,61,Never,None,0,No,Yes,No,3,174,No,Atypical Angina,0
136
+ 72,Male,348,110,69,Never,None,7,No,No,No,3,77,Yes,Asymptomatic,1
137
+ 53,Male,270,135,70,Former,Heavy,0,Yes,No,No,3,144,Yes,Typical Angina,1
138
+ 64,Male,195,105,76,Current,None,7,Yes,Yes,Yes,5,142,Yes,Typical Angina,0
139
+ 54,Female,184,138,66,Never,Moderate,9,Yes,No,Yes,1,89,Yes,Typical Angina,0
140
+ 30,Female,281,95,80,Former,None,7,Yes,No,No,1,178,Yes,Atypical Angina,0
141
+ 76,Male,199,139,75,Former,None,4,Yes,No,No,6,175,Yes,Atypical Angina,0
142
+ 45,Female,345,174,74,Current,None,7,Yes,No,No,10,154,No,Atypical Angina,0
143
+ 42,Male,234,155,72,Former,Moderate,8,No,No,Yes,4,105,No,Typical Angina,0
144
+ 26,Male,241,142,77,Never,Moderate,5,No,Yes,No,2,118,No,Atypical Angina,0
145
+ 48,Female,208,178,75,Former,Heavy,9,No,No,No,10,140,Yes,Typical Angina,0
146
+ 51,Female,196,164,87,Never,Moderate,2,No,Yes,Yes,3,158,No,Asymptomatic,0
147
+ 74,Female,170,126,99,Former,Heavy,7,No,No,No,10,105,Yes,Atypical Angina,0
148
+ 57,Female,248,112,90,Never,Moderate,1,No,Yes,No,2,90,No,Atypical Angina,1
149
+ 74,Female,208,117,62,Former,None,5,Yes,No,Yes,3,151,Yes,Typical Angina,1
150
+ 56,Male,287,177,63,Former,Moderate,9,No,No,No,10,103,No,Atypical Angina,1
151
+ 65,Female,256,171,67,Never,Moderate,8,No,No,No,6,85,Yes,Non-anginal Pain,1
152
+ 76,Male,153,145,77,Never,Heavy,0,Yes,No,No,6,172,No,Asymptomatic,0
153
+ 61,Male,183,167,78,Former,Heavy,9,Yes,Yes,No,2,108,No,Typical Angina,0
154
+ 76,Female,347,116,69,Current,Heavy,5,Yes,Yes,No,6,149,Yes,Asymptomatic,1
155
+ 67,Male,221,115,69,Former,Moderate,6,No,Yes,Yes,2,126,No,Non-anginal Pain,1
156
+ 39,Female,200,98,77,Former,Moderate,0,Yes,Yes,Yes,6,101,No,Non-anginal Pain,0
157
+ 51,Male,277,153,99,Current,None,0,Yes,No,No,8,163,Yes,Atypical Angina,1
158
+ 64,Male,250,98,79,Former,None,0,Yes,No,No,4,105,Yes,Typical Angina,1
159
+ 33,Female,302,121,69,Former,Moderate,1,No,Yes,Yes,4,128,No,Atypical Angina,0
160
+ 40,Female,169,96,68,Current,Heavy,8,Yes,No,Yes,4,111,No,Asymptomatic,0
161
+ 75,Female,307,108,65,Never,Heavy,7,No,No,Yes,7,167,No,Asymptomatic,1
162
+ 27,Female,248,170,60,Current,Moderate,0,No,Yes,No,3,184,No,Asymptomatic,0
163
+ 77,Female,329,156,65,Former,Heavy,8,No,No,No,5,170,Yes,Non-anginal Pain,1
164
+ 27,Female,266,171,96,Never,None,2,Yes,No,No,9,179,No,Non-anginal Pain,0
165
+ 68,Male,198,110,86,Former,Moderate,6,Yes,Yes,No,9,158,No,Asymptomatic,0
166
+ 52,Male,339,169,88,Never,None,8,Yes,No,No,3,157,No,Atypical Angina,1
167
+ 73,Male,286,138,66,Current,Heavy,4,Yes,No,Yes,3,103,No,Atypical Angina,1
168
+ 49,Male,330,158,67,Former,Moderate,9,No,Yes,Yes,2,144,No,Atypical Angina,0
169
+ 56,Male,261,153,78,Never,None,6,No,No,No,8,197,No,Typical Angina,1
170
+ 31,Female,309,119,83,Never,None,4,No,Yes,No,8,109,Yes,Non-anginal Pain,0
171
+ 53,Male,308,178,80,Never,Moderate,5,Yes,Yes,No,9,186,No,Atypical Angina,1
172
+ 55,Male,174,105,76,Current,Heavy,1,Yes,No,Yes,4,70,No,Atypical Angina,0
173
+ 42,Male,283,106,99,Current,Heavy,3,Yes,No,Yes,3,192,No,Non-anginal Pain,0
174
+ 38,Male,254,95,60,Former,Heavy,7,Yes,Yes,No,9,171,No,Non-anginal Pain,0
175
+ 58,Male,277,153,91,Never,Heavy,0,Yes,Yes,No,4,154,Yes,Non-anginal Pain,1
176
+ 75,Male,306,114,99,Current,Heavy,1,No,Yes,Yes,5,186,No,Non-anginal Pain,1
177
+ 68,Female,249,98,92,Former,None,0,No,Yes,No,8,108,Yes,Non-anginal Pain,1
178
+ 66,Female,343,147,94,Current,Heavy,5,Yes,Yes,Yes,4,103,No,Atypical Angina,1
179
+ 68,Female,292,167,79,Current,None,1,Yes,No,No,2,134,Yes,Non-anginal Pain,1
180
+ 32,Male,181,130,72,Former,Moderate,8,Yes,No,No,10,143,No,Atypical Angina,0
181
+ 35,Female,325,96,70,Current,Heavy,9,No,No,No,9,91,Yes,Asymptomatic,0
182
+ 41,Male,231,103,63,Former,None,8,No,No,No,9,180,Yes,Typical Angina,0
183
+ 36,Male,275,168,92,Never,None,5,Yes,Yes,Yes,6,149,No,Asymptomatic,0
184
+ 48,Male,329,162,70,Current,Heavy,5,No,No,No,2,179,Yes,Asymptomatic,0
185
+ 28,Male,277,174,71,Former,Heavy,3,Yes,No,Yes,9,146,Yes,Non-anginal Pain,0
186
+ 26,Female,153,124,63,Never,Heavy,4,No,Yes,No,1,175,Yes,Non-anginal Pain,0
187
+ 54,Female,238,102,63,Former,Moderate,9,Yes,Yes,No,1,85,No,Typical Angina,1
188
+ 63,Male,328,119,83,Never,Moderate,5,Yes,No,Yes,1,167,No,Atypical Angina,1
189
+ 46,Male,168,140,99,Former,Moderate,2,Yes,No,Yes,1,98,No,Asymptomatic,0
190
+ 53,Male,265,93,82,Current,Heavy,2,No,No,No,7,113,Yes,Asymptomatic,1
191
+ 49,Female,250,133,75,Current,None,5,Yes,No,Yes,1,104,Yes,Typical Angina,0
192
+ 26,Female,187,179,97,Never,Moderate,5,No,Yes,Yes,3,84,Yes,Atypical Angina,0
193
+ 68,Male,323,127,83,Never,Heavy,5,Yes,No,No,6,161,No,Asymptomatic,1
194
+ 73,Female,184,104,60,Former,Moderate,1,Yes,No,Yes,7,196,No,Non-anginal Pain,0
195
+ 78,Male,156,148,66,Current,None,9,Yes,Yes,No,6,123,No,Non-anginal Pain,0
196
+ 73,Female,235,146,91,Never,Heavy,3,No,No,Yes,5,111,No,Asymptomatic,1
197
+ 58,Female,328,148,97,Never,Moderate,3,No,Yes,No,9,144,No,Asymptomatic,1
198
+ 66,Male,300,98,65,Never,Moderate,7,No,No,No,6,94,No,Non-anginal Pain,1
199
+ 58,Male,344,163,92,Current,Heavy,0,Yes,No,No,5,99,Yes,Non-anginal Pain,1
200
+ 40,Female,156,90,91,Never,None,9,Yes,No,No,4,71,Yes,Typical Angina,0
201
+ 71,Male,177,147,79,Never,Moderate,6,Yes,No,Yes,8,73,No,Non-anginal Pain,0
202
+ 57,Male,267,105,75,Current,None,6,No,No,No,3,197,No,Asymptomatic,1
203
+ 46,Female,249,109,89,Former,None,6,Yes,No,No,8,146,Yes,Typical Angina,0
204
+ 75,Male,178,125,71,Former,Moderate,3,No,No,Yes,9,149,Yes,Asymptomatic,0
205
+ 68,Male,159,148,82,Never,Heavy,8,No,No,Yes,3,159,Yes,Non-anginal Pain,0
206
+ 63,Female,300,166,78,Never,Moderate,3,Yes,No,Yes,9,142,No,Atypical Angina,1
207
+ 39,Male,209,147,74,Never,None,4,Yes,No,No,5,193,Yes,Asymptomatic,0
208
+ 26,Female,213,167,76,Current,None,1,Yes,Yes,Yes,5,127,No,Asymptomatic,0
209
+ 42,Female,237,115,82,Never,Heavy,9,Yes,No,Yes,3,181,No,Asymptomatic,0
210
+ 58,Male,317,174,65,Never,Heavy,8,No,No,No,6,173,Yes,Atypical Angina,1
211
+ 32,Female,255,164,85,Former,Moderate,2,No,No,No,8,193,No,Typical Angina,0
212
+ 61,Male,297,170,79,Current,Heavy,9,Yes,No,No,5,189,Yes,Non-anginal Pain,1
213
+ 47,Male,285,91,70,Current,None,3,Yes,Yes,No,3,167,No,Non-anginal Pain,0
214
+ 70,Male,167,125,63,Current,Heavy,7,No,No,No,9,145,No,Non-anginal Pain,0
215
+ 79,Male,335,109,95,Current,Moderate,1,Yes,No,Yes,2,170,No,Asymptomatic,1
216
+ 64,Male,200,97,91,Former,Heavy,0,No,No,Yes,4,189,No,Asymptomatic,0
217
+ 40,Male,238,101,94,Never,None,7,Yes,No,No,1,195,Yes,Atypical Angina,0
218
+ 48,Male,198,144,77,Never,None,9,Yes,Yes,No,7,184,Yes,Atypical Angina,0
219
+ 26,Male,252,96,64,Current,Moderate,4,No,No,Yes,10,105,Yes,Typical Angina,0
220
+ 70,Female,238,117,80,Current,None,9,Yes,Yes,No,7,161,Yes,Typical Angina,1
221
+ 74,Female,295,151,62,Never,Heavy,8,Yes,No,No,2,170,Yes,Typical Angina,1
222
+ 25,Male,241,132,92,Never,Heavy,1,No,Yes,Yes,6,79,Yes,Asymptomatic,0
223
+ 36,Female,158,126,93,Current,Moderate,0,Yes,No,Yes,3,196,No,Asymptomatic,0
224
+ 52,Male,229,139,63,Never,Heavy,2,Yes,No,Yes,4,90,No,Typical Angina,1
225
+ 40,Female,176,131,89,Former,None,0,No,Yes,No,4,101,No,Asymptomatic,0
226
+ 32,Female,349,148,65,Former,Moderate,3,Yes,Yes,Yes,9,88,Yes,Atypical Angina,0
227
+ 33,Male,315,91,80,Current,None,5,No,Yes,No,2,138,No,Typical Angina,0
228
+ 26,Male,326,91,69,Former,Moderate,4,No,No,Yes,6,158,Yes,Atypical Angina,0
229
+ 76,Male,193,100,82,Former,Heavy,4,No,Yes,Yes,1,185,No,Atypical Angina,0
230
+ 79,Female,242,176,72,Current,None,5,Yes,Yes,Yes,10,84,No,Non-anginal Pain,1
231
+ 71,Female,175,143,75,Current,Moderate,1,Yes,Yes,No,9,115,Yes,Atypical Angina,0
232
+ 36,Female,199,163,73,Former,Heavy,7,No,No,Yes,1,129,Yes,Non-anginal Pain,0
233
+ 46,Male,262,90,69,Current,Heavy,9,No,Yes,Yes,3,167,Yes,Asymptomatic,0
234
+ 42,Male,201,145,81,Current,Moderate,0,No,No,Yes,9,109,Yes,Typical Angina,0
235
+ 27,Male,191,95,95,Never,None,5,Yes,Yes,No,7,187,Yes,Typical Angina,0
236
+ 38,Male,296,97,80,Current,Heavy,1,No,Yes,Yes,5,197,Yes,Non-anginal Pain,0
237
+ 62,Female,341,91,85,Never,Heavy,1,No,No,Yes,6,106,Yes,Asymptomatic,1
238
+ 69,Female,228,157,77,Never,Moderate,2,Yes,Yes,No,3,86,No,Typical Angina,1
239
+ 34,Female,320,140,97,Former,None,2,No,No,Yes,8,120,Yes,Atypical Angina,0
240
+ 60,Male,281,133,83,Never,None,4,Yes,Yes,Yes,2,175,No,Typical Angina,1
241
+ 34,Female,274,177,86,Former,None,9,Yes,Yes,Yes,2,95,No,Atypical Angina,0
242
+ 69,Male,189,167,96,Current,Moderate,8,Yes,Yes,Yes,2,108,Yes,Non-anginal Pain,0
243
+ 31,Female,267,157,75,Former,Heavy,9,Yes,Yes,No,3,74,Yes,Non-anginal Pain,0
244
+ 44,Female,209,145,93,Never,None,9,No,No,No,3,195,No,Typical Angina,0
245
+ 53,Male,295,110,89,Former,Heavy,1,Yes,No,Yes,10,71,No,Non-anginal Pain,1
246
+ 63,Male,250,154,69,Never,None,3,Yes,No,No,7,170,Yes,Asymptomatic,1
247
+ 50,Male,308,166,97,Current,None,7,No,No,No,2,116,Yes,Typical Angina,0
248
+ 33,Female,231,117,70,Current,None,6,Yes,No,No,8,122,Yes,Atypical Angina,0
249
+ 49,Female,210,99,79,Never,None,3,Yes,Yes,Yes,4,106,No,Typical Angina,0
250
+ 29,Female,238,172,64,Current,Heavy,6,Yes,No,Yes,5,195,No,Typical Angina,0
251
+ 49,Female,168,128,79,Never,Moderate,5,No,No,Yes,4,176,No,Non-anginal Pain,0
252
+ 51,Female,266,102,86,Never,None,2,Yes,Yes,Yes,2,167,Yes,Atypical Angina,1
253
+ 77,Male,214,100,96,Current,Heavy,8,No,No,No,5,186,No,Asymptomatic,1
254
+ 60,Male,207,160,83,Current,None,4,No,Yes,No,4,106,No,Asymptomatic,1
255
+ 71,Female,332,145,75,Current,Moderate,9,Yes,No,Yes,1,157,Yes,Non-anginal Pain,1
256
+ 77,Male,212,161,98,Former,Moderate,7,Yes,No,Yes,1,128,Yes,Non-anginal Pain,1
257
+ 54,Male,311,130,62,Current,None,5,Yes,No,No,9,104,No,Typical Angina,1
258
+ 75,Female,318,179,87,Current,Heavy,2,Yes,No,Yes,7,104,Yes,Atypical Angina,1
259
+ 26,Female,280,144,60,Never,Heavy,7,Yes,No,No,6,194,No,Atypical Angina,0
260
+ 62,Male,171,139,72,Former,Heavy,4,Yes,No,No,6,79,No,Non-anginal Pain,0
261
+ 25,Female,217,117,92,Current,None,0,Yes,Yes,No,4,148,Yes,Atypical Angina,0
262
+ 65,Female,337,152,81,Former,None,8,No,Yes,No,7,110,No,Typical Angina,1
263
+ 51,Female,273,163,94,Never,Heavy,9,Yes,No,Yes,9,158,No,Typical Angina,1
264
+ 73,Female,347,134,97,Former,None,5,No,Yes,No,3,186,No,Asymptomatic,1
265
+ 68,Female,306,179,77,Current,Heavy,4,No,No,Yes,7,184,Yes,Atypical Angina,1
266
+ 42,Female,278,158,77,Never,Heavy,4,No,Yes,Yes,4,140,Yes,Typical Angina,0
267
+ 31,Female,211,127,68,Former,Heavy,1,No,Yes,Yes,4,139,No,Asymptomatic,0
268
+ 41,Male,219,136,75,Never,Heavy,1,Yes,Yes,Yes,5,198,Yes,Typical Angina,0
269
+ 51,Female,223,111,64,Former,None,4,Yes,Yes,Yes,9,95,Yes,Asymptomatic,1
270
+ 75,Female,216,123,79,Former,None,1,No,Yes,No,9,188,Yes,Atypical Angina,1
271
+ 65,Female,197,167,87,Former,Moderate,8,No,Yes,Yes,1,70,No,Asymptomatic,0
272
+ 44,Male,197,135,85,Former,Heavy,2,Yes,No,Yes,4,111,Yes,Asymptomatic,0
273
+ 69,Female,330,110,70,Never,Moderate,1,Yes,No,No,4,178,No,Asymptomatic,1
274
+ 32,Male,283,169,84,Never,Heavy,8,No,No,No,8,177,No,Atypical Angina,0
275
+ 71,Female,162,102,89,Former,Moderate,1,Yes,Yes,Yes,3,162,Yes,Atypical Angina,0
276
+ 48,Male,317,132,96,Never,Moderate,8,No,Yes,No,6,164,No,Asymptomatic,0
277
+ 55,Male,291,158,87,Current,None,8,No,No,No,7,102,Yes,Typical Angina,1
278
+ 49,Male,246,135,95,Never,Heavy,2,Yes,No,No,7,108,No,Asymptomatic,0
279
+ 26,Male,261,176,83,Former,Heavy,3,No,No,No,5,139,No,Non-anginal Pain,0
280
+ 54,Female,201,112,87,Never,None,7,Yes,Yes,No,5,109,Yes,Asymptomatic,1
281
+ 34,Male,275,112,73,Never,None,5,No,No,Yes,3,168,Yes,Typical Angina,0
282
+ 60,Male,297,144,84,Current,None,2,Yes,Yes,Yes,2,79,Yes,Non-anginal Pain,1
283
+ 35,Male,171,172,70,Former,Heavy,7,Yes,Yes,No,2,107,Yes,Typical Angina,0
284
+ 48,Male,242,135,86,Former,Moderate,7,Yes,Yes,No,7,129,Yes,Typical Angina,0
285
+ 27,Male,322,122,77,Former,Heavy,8,Yes,Yes,Yes,6,74,No,Atypical Angina,0
286
+ 35,Male,179,104,68,Former,Heavy,2,No,Yes,No,4,186,No,Non-anginal Pain,0
287
+ 54,Female,297,169,88,Current,Heavy,1,No,No,No,5,148,No,Asymptomatic,1
288
+ 74,Male,299,133,95,Former,None,3,Yes,Yes,No,9,110,No,Atypical Angina,1
289
+ 65,Female,171,107,92,Former,Moderate,8,No,Yes,Yes,4,169,No,Atypical Angina,0
290
+ 37,Female,296,175,85,Never,Moderate,9,No,Yes,No,10,72,Yes,Typical Angina,0
291
+ 67,Female,244,124,60,Former,Moderate,3,No,Yes,Yes,3,166,No,Asymptomatic,1
292
+ 66,Male,333,131,70,Never,Heavy,0,Yes,No,No,4,106,Yes,Asymptomatic,1
293
+ 35,Male,336,125,81,Never,Moderate,0,No,No,No,4,149,Yes,Typical Angina,0
294
+ 59,Female,161,113,85,Current,Heavy,5,Yes,Yes,No,5,78,Yes,Non-anginal Pain,0
295
+ 37,Male,307,91,90,Never,Moderate,6,No,Yes,Yes,2,127,No,Asymptomatic,0
296
+ 37,Male,337,134,83,Current,Heavy,8,Yes,No,Yes,3,152,No,Asymptomatic,0
297
+ 43,Male,212,141,86,Never,Heavy,0,No,Yes,Yes,4,128,Yes,Asymptomatic,0
298
+ 38,Female,198,161,94,Never,Heavy,8,No,Yes,No,3,167,No,Typical Angina,0
299
+ 61,Male,186,176,99,Former,Heavy,4,Yes,No,No,9,118,No,Non-anginal Pain,0
300
+ 25,Female,249,95,99,Former,None,3,No,No,No,2,93,No,Typical Angina,0
301
+ 49,Female,342,154,92,Current,Moderate,4,Yes,Yes,No,7,151,No,Atypical Angina,0
302
+ 52,Male,319,123,96,Never,Heavy,2,No,No,Yes,8,117,No,Non-anginal Pain,1
303
+ 33,Female,175,97,73,Current,Heavy,5,No,No,Yes,1,114,No,Typical Angina,0
304
+ 61,Female,223,177,74,Former,Heavy,1,Yes,Yes,Yes,7,198,Yes,Atypical Angina,1
305
+ 75,Female,246,142,66,Never,Moderate,9,Yes,No,Yes,7,103,Yes,Non-anginal Pain,1
306
+ 34,Male,260,134,71,Never,None,2,Yes,Yes,No,3,135,Yes,Typical Angina,0
307
+ 76,Female,159,96,65,Never,Moderate,1,No,No,No,2,142,No,Non-anginal Pain,0
308
+ 49,Male,166,168,68,Former,Heavy,0,Yes,Yes,Yes,2,118,No,Non-anginal Pain,0
309
+ 41,Female,189,163,90,Former,None,8,Yes,Yes,Yes,6,116,No,Atypical Angina,0
310
+ 37,Male,232,169,86,Current,Heavy,2,No,No,No,2,168,Yes,Non-anginal Pain,0
311
+ 58,Male,162,106,74,Never,Moderate,6,No,Yes,No,7,194,Yes,Non-anginal Pain,0
312
+ 41,Female,289,125,76,Current,Moderate,9,No,Yes,Yes,5,110,No,Non-anginal Pain,0
313
+ 64,Female,285,169,76,Never,None,0,Yes,No,Yes,9,114,No,Typical Angina,1
314
+ 70,Male,205,111,63,Current,None,6,No,Yes,Yes,1,135,Yes,Non-anginal Pain,1
315
+ 32,Female,201,142,65,Never,None,2,No,No,Yes,9,72,Yes,Non-anginal Pain,0
316
+ 36,Female,278,114,90,Current,Moderate,6,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
317
+ 70,Male,173,93,81,Former,Moderate,5,Yes,Yes,Yes,10,147,No,Typical Angina,0
318
+ 75,Female,249,177,97,Never,Moderate,4,Yes,Yes,No,4,160,No,Atypical Angina,1
319
+ 76,Female,171,126,61,Former,None,2,No,No,Yes,6,165,Yes,Typical Angina,0
320
+ 57,Male,317,169,76,Current,None,1,Yes,No,Yes,7,157,Yes,Non-anginal Pain,1
321
+ 43,Male,231,107,94,Current,Heavy,5,Yes,Yes,No,10,120,Yes,Non-anginal Pain,0
322
+ 37,Male,300,164,80,Former,Moderate,3,No,No,No,4,153,No,Atypical Angina,0
323
+ 51,Male,324,163,98,Former,Heavy,4,Yes,Yes,Yes,6,116,No,Non-anginal Pain,1
324
+ 34,Male,238,125,98,Former,Heavy,7,Yes,No,Yes,8,168,Yes,Atypical Angina,0
325
+ 63,Male,210,136,86,Former,None,8,No,No,No,2,167,No,Non-anginal Pain,1
326
+ 63,Female,167,133,94,Former,Moderate,9,No,Yes,No,2,87,Yes,Atypical Angina,0
327
+ 27,Male,344,114,78,Former,Heavy,1,Yes,No,Yes,9,154,No,Atypical Angina,0
328
+ 41,Male,340,117,72,Former,Moderate,9,Yes,No,Yes,10,191,No,Asymptomatic,0
329
+ 72,Female,328,140,96,Current,None,0,Yes,Yes,Yes,6,98,No,Typical Angina,1
330
+ 71,Male,151,171,69,Never,None,5,No,No,Yes,9,123,No,Typical Angina,0
331
+ 65,Male,281,126,84,Never,Moderate,8,Yes,Yes,No,4,136,Yes,Non-anginal Pain,1
332
+ 51,Male,290,97,89,Current,None,8,Yes,Yes,Yes,10,135,Yes,Non-anginal Pain,1
333
+ 55,Male,166,113,84,Former,Heavy,4,Yes,Yes,No,3,169,No,Typical Angina,0
334
+ 44,Female,320,99,82,Never,Heavy,5,No,No,No,8,101,No,Atypical Angina,0
335
+ 39,Male,347,154,62,Current,Moderate,0,No,No,No,4,77,No,Asymptomatic,0
336
+ 40,Female,309,166,72,Current,Moderate,6,Yes,No,Yes,6,165,No,Asymptomatic,0
337
+ 70,Female,183,158,76,Never,Moderate,7,No,Yes,No,1,135,Yes,Asymptomatic,0
338
+ 43,Male,168,157,76,Current,Heavy,7,Yes,Yes,No,9,116,Yes,Atypical Angina,0
339
+ 27,Male,211,140,78,Former,Moderate,8,Yes,No,Yes,3,95,No,Typical Angina,0
340
+ 43,Female,183,94,72,Current,None,5,Yes,Yes,Yes,9,80,Yes,Atypical Angina,0
341
+ 35,Male,175,147,96,Former,None,9,Yes,No,Yes,8,169,Yes,Non-anginal Pain,0
342
+ 42,Male,328,114,60,Former,Moderate,7,No,No,Yes,6,171,No,Non-anginal Pain,0
343
+ 59,Female,240,171,62,Never,None,2,Yes,No,No,10,137,Yes,Typical Angina,1
344
+ 55,Male,183,142,92,Former,None,3,Yes,Yes,No,10,133,No,Non-anginal Pain,0
345
+ 41,Male,161,169,88,Former,Moderate,4,Yes,No,Yes,4,120,No,Atypical Angina,0
346
+ 49,Male,326,157,63,Never,Heavy,3,Yes,Yes,Yes,10,77,No,Asymptomatic,0
347
+ 39,Male,333,154,77,Former,Moderate,3,Yes,No,No,7,137,Yes,Asymptomatic,0
348
+ 69,Male,278,172,96,Never,Heavy,0,Yes,No,Yes,2,104,Yes,Non-anginal Pain,1
349
+ 59,Female,328,154,93,Current,Heavy,4,Yes,Yes,Yes,6,119,Yes,Typical Angina,1
350
+ 76,Female,167,176,97,Never,Heavy,8,No,No,No,6,71,Yes,Typical Angina,0
351
+ 63,Male,255,92,96,Current,Moderate,3,Yes,No,Yes,5,121,Yes,Asymptomatic,1
352
+ 29,Female,348,159,65,Former,None,0,Yes,Yes,Yes,4,142,Yes,Asymptomatic,0
353
+ 27,Male,224,135,77,Former,Heavy,5,No,Yes,Yes,7,135,No,Asymptomatic,0
354
+ 69,Male,168,178,82,Current,Heavy,2,No,Yes,Yes,10,183,No,Asymptomatic,0
355
+ 39,Male,262,109,95,Current,None,4,Yes,Yes,Yes,1,83,No,Non-anginal Pain,0
356
+ 60,Female,163,131,67,Current,Heavy,5,Yes,No,Yes,3,168,Yes,Non-anginal Pain,0
357
+ 76,Male,269,156,69,Never,None,9,Yes,Yes,No,2,189,No,Typical Angina,1
358
+ 65,Female,220,131,62,Current,Heavy,4,No,Yes,Yes,2,179,No,Non-anginal Pain,1
359
+ 55,Female,242,146,83,Former,Moderate,8,No,Yes,No,2,137,Yes,Asymptomatic,1
360
+ 48,Female,188,151,85,Never,None,4,No,No,Yes,5,142,No,Asymptomatic,0
361
+ 69,Female,188,179,97,Former,Moderate,3,Yes,No,Yes,1,169,Yes,Typical Angina,0
362
+ 37,Female,200,154,74,Never,None,8,No,No,Yes,7,135,Yes,Asymptomatic,0
363
+ 76,Male,227,104,68,Former,None,2,No,Yes,No,6,158,No,Asymptomatic,1
364
+ 56,Female,314,155,65,Former,Heavy,6,No,No,Yes,10,86,Yes,Asymptomatic,1
365
+ 76,Female,343,90,87,Current,Moderate,4,No,Yes,Yes,10,91,Yes,Atypical Angina,1
366
+ 46,Male,215,138,63,Never,Heavy,0,No,Yes,No,6,79,No,Non-anginal Pain,0
367
+ 40,Female,332,144,96,Never,None,1,No,Yes,No,2,99,No,Non-anginal Pain,0
368
+ 44,Male,272,162,81,Former,Moderate,9,Yes,Yes,Yes,10,105,Yes,Atypical Angina,0
369
+ 70,Female,197,136,82,Current,Heavy,8,No,Yes,Yes,7,140,Yes,Atypical Angina,0
370
+ 77,Male,257,177,85,Never,Heavy,8,Yes,Yes,No,2,94,No,Atypical Angina,1
371
+ 77,Female,306,151,95,Former,Heavy,7,No,Yes,Yes,9,192,No,Typical Angina,1
372
+ 53,Male,191,150,73,Current,Heavy,7,Yes,No,Yes,6,113,No,Non-anginal Pain,0
373
+ 44,Female,257,167,98,Current,Heavy,6,No,No,Yes,6,87,Yes,Non-anginal Pain,0
374
+ 71,Female,338,154,76,Current,Moderate,4,No,No,No,6,123,No,Asymptomatic,1
375
+ 49,Male,334,124,89,Former,Moderate,0,No,No,No,10,157,Yes,Typical Angina,0
376
+ 72,Female,331,178,62,Never,None,9,No,Yes,Yes,2,135,Yes,Atypical Angina,1
377
+ 37,Male,289,141,76,Never,None,7,No,No,No,10,83,No,Atypical Angina,0
378
+ 79,Female,331,117,93,Never,Moderate,9,Yes,Yes,No,1,108,Yes,Atypical Angina,1
379
+ 59,Male,339,172,98,Current,Moderate,1,No,Yes,Yes,3,126,No,Typical Angina,1
380
+ 26,Female,320,109,82,Never,None,2,Yes,Yes,No,8,154,No,Non-anginal Pain,0
381
+ 46,Male,328,99,85,Never,Moderate,7,No,No,Yes,7,115,Yes,Typical Angina,0
382
+ 73,Female,342,108,89,Never,Moderate,4,Yes,Yes,Yes,5,144,Yes,Typical Angina,1
383
+ 68,Male,286,137,63,Never,Heavy,0,Yes,Yes,No,3,143,No,Asymptomatic,1
384
+ 78,Male,171,104,64,Never,Moderate,6,Yes,No,No,3,93,Yes,Asymptomatic,0
385
+ 49,Male,177,118,60,Former,Moderate,3,Yes,No,Yes,6,94,Yes,Atypical Angina,0
386
+ 55,Female,328,122,90,Former,None,4,No,No,Yes,9,86,No,Asymptomatic,1
387
+ 34,Female,230,142,97,Never,Heavy,4,No,Yes,No,4,103,Yes,Atypical Angina,0
388
+ 73,Male,257,125,81,Current,Heavy,6,Yes,No,No,4,187,No,Atypical Angina,1
389
+ 36,Male,151,97,99,Current,Moderate,3,Yes,Yes,No,4,128,No,Non-anginal Pain,0
390
+ 30,Female,283,141,75,Current,None,8,No,No,No,5,169,Yes,Non-anginal Pain,0
391
+ 79,Female,324,102,94,Current,Moderate,4,Yes,No,Yes,6,141,Yes,Typical Angina,1
392
+ 44,Female,211,144,93,Current,Heavy,1,No,Yes,Yes,4,83,Yes,Asymptomatic,0
393
+ 48,Female,171,103,69,Never,None,4,No,No,Yes,8,72,Yes,Atypical Angina,0
394
+ 78,Female,199,130,98,Never,None,8,No,Yes,No,3,166,No,Atypical Angina,0
395
+ 71,Male,340,174,81,Former,Heavy,2,No,No,No,3,138,No,Asymptomatic,1
396
+ 30,Female,248,90,91,Former,Moderate,6,No,No,Yes,1,115,No,Typical Angina,0
397
+ 31,Male,177,145,65,Current,None,5,No,No,No,5,110,Yes,Non-anginal Pain,0
398
+ 56,Male,168,126,94,Former,None,0,Yes,No,No,9,171,No,Atypical Angina,0
399
+ 26,Female,168,128,85,Never,Heavy,8,Yes,Yes,Yes,3,191,No,Typical Angina,0
400
+ 55,Male,241,159,67,Former,Heavy,6,No,No,Yes,2,149,No,Non-anginal Pain,1
401
+ 37,Male,194,147,81,Never,None,0,No,No,Yes,8,173,No,Atypical Angina,0
402
+ 28,Male,199,144,84,Never,Moderate,0,Yes,Yes,No,8,159,No,Atypical Angina,0
403
+ 68,Female,336,160,77,Former,Heavy,7,No,No,Yes,10,137,No,Asymptomatic,1
404
+ 72,Female,320,167,96,Never,Heavy,4,No,No,Yes,8,116,Yes,Typical Angina,1
405
+ 50,Male,195,164,73,Current,Moderate,6,Yes,No,No,7,98,No,Non-anginal Pain,0
406
+ 46,Male,298,138,62,Former,None,3,No,Yes,Yes,8,188,No,Non-anginal Pain,0
407
+ 61,Female,166,171,91,Former,None,6,Yes,No,No,6,146,No,Non-anginal Pain,0
408
+ 48,Female,349,161,78,Never,Moderate,5,No,No,No,5,154,Yes,Asymptomatic,0
409
+ 41,Male,247,139,76,Current,None,3,No,Yes,No,6,148,Yes,Non-anginal Pain,0
410
+ 48,Female,348,137,99,Former,None,1,Yes,Yes,No,7,169,Yes,Typical Angina,0
411
+ 37,Female,267,117,85,Never,None,8,Yes,No,Yes,4,103,Yes,Typical Angina,0
412
+ 58,Female,349,96,62,Former,Moderate,7,No,Yes,Yes,8,106,No,Asymptomatic,1
413
+ 78,Female,213,119,99,Current,Heavy,2,No,No,Yes,3,177,No,Non-anginal Pain,1
414
+ 58,Male,325,110,95,Never,Moderate,4,Yes,Yes,Yes,8,194,Yes,Atypical Angina,1
415
+ 57,Female,229,179,63,Never,Heavy,2,No,Yes,No,7,144,No,Atypical Angina,1
416
+ 26,Male,162,139,71,Former,None,7,Yes,Yes,No,6,113,No,Atypical Angina,0
417
+ 69,Female,259,101,82,Current,Moderate,8,No,No,Yes,6,160,Yes,Non-anginal Pain,1
418
+ 50,Female,260,176,82,Current,None,3,No,No,No,7,74,No,Typical Angina,0
419
+ 53,Female,190,144,97,Current,None,5,No,No,Yes,2,120,No,Non-anginal Pain,0
420
+ 76,Male,258,142,95,Former,Moderate,2,Yes,Yes,No,3,91,No,Atypical Angina,1
421
+ 30,Male,318,168,91,Current,Heavy,0,Yes,No,No,2,126,No,Typical Angina,0
422
+ 77,Female,206,129,74,Former,None,5,Yes,No,No,2,120,No,Atypical Angina,1
423
+ 60,Male,174,156,66,Former,Heavy,2,No,No,Yes,3,148,Yes,Atypical Angina,0
424
+ 59,Female,318,125,75,Never,None,1,Yes,No,No,7,136,No,Asymptomatic,1
425
+ 43,Female,198,149,89,Former,None,9,No,No,Yes,2,199,Yes,Atypical Angina,0
426
+ 60,Female,266,116,60,Never,None,9,Yes,No,No,4,163,Yes,Non-anginal Pain,1
427
+ 79,Female,281,145,93,Former,Heavy,8,Yes,No,Yes,8,89,No,Typical Angina,1
428
+ 79,Male,221,99,91,Current,Moderate,0,Yes,No,No,7,186,No,Typical Angina,1
429
+ 77,Male,341,177,74,Current,None,8,Yes,No,No,9,135,No,Typical Angina,1
430
+ 78,Female,318,133,73,Current,Moderate,1,Yes,Yes,No,2,168,No,Asymptomatic,1
431
+ 32,Male,157,102,82,Former,Heavy,3,No,No,No,8,139,No,Asymptomatic,0
432
+ 28,Male,168,113,94,Former,Heavy,6,No,Yes,No,9,177,No,Typical Angina,0
433
+ 35,Male,267,175,60,Current,None,1,Yes,Yes,Yes,7,191,Yes,Typical Angina,0
434
+ 79,Male,222,150,65,Current,Moderate,6,No,Yes,Yes,1,71,No,Asymptomatic,1
435
+ 33,Female,231,119,97,Never,Heavy,9,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
436
+ 29,Male,239,139,89,Never,Moderate,2,Yes,No,No,6,159,No,Non-anginal Pain,0
437
+ 58,Female,259,148,94,Current,Moderate,6,No,No,No,6,164,Yes,Non-anginal Pain,1
438
+ 46,Male,161,140,85,Current,Moderate,4,Yes,No,No,8,136,No,Asymptomatic,0
439
+ 74,Male,266,128,80,Never,None,5,No,Yes,No,5,108,No,Non-anginal Pain,1
440
+ 69,Female,267,140,72,Current,Heavy,0,Yes,No,Yes,4,169,Yes,Atypical Angina,1
441
+ 46,Female,281,152,94,Never,None,9,No,Yes,Yes,3,186,No,Typical Angina,0
442
+ 25,Male,268,155,64,Current,None,9,No,Yes,Yes,6,89,Yes,Asymptomatic,0
443
+ 69,Female,186,177,98,Former,Heavy,8,Yes,No,Yes,5,70,No,Typical Angina,0
444
+ 26,Female,245,178,73,Former,Heavy,0,Yes,Yes,No,4,163,No,Asymptomatic,0
445
+ 49,Male,208,106,98,Never,Moderate,4,Yes,Yes,Yes,9,198,No,Atypical Angina,0
446
+ 69,Male,233,152,74,Current,None,2,Yes,No,No,9,96,No,Asymptomatic,1
447
+ 26,Female,207,121,70,Never,Heavy,5,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
448
+ 71,Female,304,140,81,Never,None,9,Yes,Yes,Yes,9,178,No,Typical Angina,1
449
+ 66,Female,169,176,82,Never,None,2,No,No,Yes,7,143,No,Atypical Angina,0
450
+ 51,Male,193,121,91,Never,Heavy,3,Yes,Yes,Yes,4,73,No,Atypical Angina,0
451
+ 33,Female,243,148,69,Current,None,9,No,No,Yes,6,114,Yes,Asymptomatic,0
452
+ 49,Male,167,159,76,Current,None,4,No,Yes,No,3,173,No,Non-anginal Pain,0
453
+ 46,Female,290,131,68,Current,Heavy,1,Yes,No,No,3,121,No,Non-anginal Pain,0
454
+ 41,Male,300,162,74,Current,None,9,No,Yes,No,6,136,Yes,Atypical Angina,0
455
+ 71,Female,327,106,62,Current,Heavy,1,Yes,No,No,5,127,No,Atypical Angina,1
456
+ 68,Male,321,104,71,Current,Moderate,6,Yes,Yes,No,9,161,No,Atypical Angina,1
457
+ 72,Male,298,138,71,Never,Moderate,5,No,Yes,No,1,172,No,Typical Angina,1
458
+ 70,Female,321,135,76,Never,None,9,No,Yes,No,5,199,Yes,Non-anginal Pain,1
459
+ 55,Female,160,162,62,Former,Moderate,9,Yes,No,Yes,2,155,Yes,Asymptomatic,0
460
+ 37,Female,301,100,93,Former,None,8,No,Yes,Yes,2,98,No,Asymptomatic,0
461
+ 64,Female,244,129,92,Former,None,6,Yes,No,Yes,7,116,No,Atypical Angina,1
462
+ 48,Female,279,164,74,Current,None,7,No,Yes,No,2,119,No,Atypical Angina,0
463
+ 27,Male,262,141,61,Never,Moderate,5,No,Yes,Yes,3,90,Yes,Asymptomatic,0
464
+ 38,Male,200,94,67,Current,Moderate,9,No,No,No,7,141,No,Asymptomatic,0
465
+ 48,Male,154,160,84,Never,None,5,No,Yes,No,2,135,No,Non-anginal Pain,0
466
+ 38,Female,270,162,92,Former,Heavy,5,Yes,No,No,3,199,No,Asymptomatic,0
467
+ 39,Female,223,148,63,Never,Heavy,0,Yes,Yes,Yes,9,117,No,Asymptomatic,0
468
+ 33,Male,322,173,73,Current,None,8,Yes,Yes,No,6,109,No,Atypical Angina,0
469
+ 25,Female,165,127,69,Former,None,5,No,Yes,No,8,198,Yes,Asymptomatic,0
470
+ 48,Male,310,162,84,Current,None,0,No,No,Yes,5,182,Yes,Asymptomatic,0
471
+ 78,Male,259,96,99,Former,Heavy,1,No,No,No,6,165,No,Asymptomatic,1
472
+ 58,Female,257,171,73,Never,Moderate,2,Yes,Yes,Yes,6,70,No,Atypical Angina,1
473
+ 52,Female,196,113,60,Former,None,0,Yes,No,No,7,135,No,Atypical Angina,0
474
+ 36,Female,288,164,67,Never,Moderate,1,No,No,No,7,70,No,Typical Angina,0
475
+ 35,Male,204,97,95,Current,Heavy,4,Yes,Yes,Yes,5,117,Yes,Atypical Angina,0
476
+ 64,Female,156,90,67,Never,Heavy,6,No,No,Yes,1,167,Yes,Non-anginal Pain,0
477
+ 27,Female,323,145,63,Current,Heavy,0,Yes,No,Yes,7,127,Yes,Non-anginal Pain,0
478
+ 46,Female,345,175,61,Former,Heavy,9,Yes,No,No,10,88,Yes,Non-anginal Pain,0
479
+ 66,Male,152,175,95,Never,None,9,Yes,No,No,2,73,Yes,Non-anginal Pain,0
480
+ 42,Male,318,118,87,Current,Moderate,2,Yes,No,Yes,8,121,Yes,Atypical Angina,0
481
+ 47,Male,169,133,74,Former,Moderate,8,Yes,No,Yes,1,95,Yes,Typical Angina,0
482
+ 47,Female,185,109,94,Current,None,1,No,No,No,6,122,No,Atypical Angina,0
483
+ 59,Female,166,139,64,Former,Heavy,9,Yes,Yes,Yes,3,145,No,Atypical Angina,0
484
+ 44,Female,296,99,63,Never,Heavy,6,Yes,Yes,No,7,185,Yes,Asymptomatic,0
485
+ 72,Male,328,117,63,Never,None,4,Yes,No,No,9,138,No,Non-anginal Pain,1
486
+ 51,Male,318,168,92,Former,Moderate,3,No,No,Yes,9,164,Yes,Asymptomatic,1
487
+ 51,Female,303,97,76,Current,None,8,Yes,Yes,No,6,119,Yes,Non-anginal Pain,1
488
+ 64,Female,168,135,73,Current,Moderate,0,No,Yes,No,9,88,No,Typical Angina,0
489
+ 54,Female,188,163,80,Current,Moderate,7,Yes,Yes,No,3,106,No,Atypical Angina,0
490
+ 64,Male,194,100,78,Current,Heavy,6,Yes,Yes,Yes,3,189,No,Non-anginal Pain,0
491
+ 76,Male,179,94,85,Current,Heavy,8,Yes,No,No,4,179,Yes,Non-anginal Pain,0
492
+ 32,Male,262,123,99,Never,Moderate,0,No,No,No,2,100,No,Asymptomatic,0
493
+ 74,Female,185,129,86,Never,None,0,Yes,Yes,Yes,6,171,Yes,Non-anginal Pain,0
494
+ 50,Female,328,158,71,Never,Heavy,8,Yes,No,Yes,10,82,No,Atypical Angina,0
495
+ 34,Female,291,107,72,Never,Heavy,3,No,Yes,Yes,3,177,Yes,Asymptomatic,0
496
+ 52,Female,184,122,84,Current,None,2,No,Yes,No,7,133,No,Typical Angina,0
497
+ 42,Female,241,139,69,Former,None,4,No,Yes,Yes,1,116,No,Asymptomatic,0
498
+ 44,Female,213,97,88,Never,Heavy,8,No,No,No,1,176,Yes,Non-anginal Pain,0
499
+ 28,Male,226,167,60,Current,None,3,Yes,No,Yes,2,185,No,Atypical Angina,0
500
+ 75,Male,254,111,95,Current,None,7,Yes,No,No,2,83,Yes,Atypical Angina,1
501
+ 36,Male,235,154,92,Never,None,2,Yes,No,Yes,6,177,Yes,Non-anginal Pain,0
502
+ 59,Male,236,152,62,Never,Moderate,5,Yes,No,Yes,9,177,Yes,Non-anginal Pain,1
503
+ 26,Female,193,134,60,Current,None,5,No,Yes,Yes,6,146,Yes,Typical Angina,0
504
+ 64,Female,191,178,75,Never,Moderate,9,Yes,No,No,5,97,No,Asymptomatic,0
505
+ 45,Male,306,160,84,Current,Moderate,1,No,Yes,No,6,124,No,Atypical Angina,0
506
+ 27,Male,198,147,81,Current,Heavy,3,No,Yes,No,7,123,No,Typical Angina,0
507
+ 34,Female,178,133,89,Current,Heavy,1,No,No,Yes,6,151,Yes,Non-anginal Pain,0
508
+ 37,Male,310,94,84,Current,None,5,Yes,No,No,9,93,Yes,Typical Angina,0
509
+ 75,Male,283,139,96,Former,Moderate,6,No,Yes,No,3,98,Yes,Typical Angina,1
510
+ 67,Male,282,153,77,Current,None,7,No,Yes,No,9,85,Yes,Typical Angina,1
511
+ 38,Male,245,119,80,Never,Moderate,7,Yes,No,No,10,192,Yes,Atypical Angina,0
512
+ 79,Male,279,98,97,Former,Moderate,9,No,No,No,1,148,Yes,Typical Angina,1
513
+ 64,Female,298,169,94,Current,Heavy,0,Yes,Yes,Yes,4,129,Yes,Typical Angina,1
514
+ 50,Female,268,159,78,Current,None,4,No,Yes,Yes,5,189,Yes,Asymptomatic,0
515
+ 43,Male,285,154,80,Never,None,6,No,Yes,Yes,5,115,Yes,Non-anginal Pain,0
516
+ 56,Male,270,176,75,Former,Heavy,7,Yes,Yes,No,9,136,Yes,Non-anginal Pain,1
517
+ 46,Female,195,93,92,Former,Moderate,8,Yes,Yes,Yes,1,121,Yes,Atypical Angina,0
518
+ 68,Female,206,104,65,Never,Heavy,9,Yes,No,Yes,8,102,No,Atypical Angina,1
519
+ 37,Female,329,96,65,Current,None,1,Yes,No,Yes,4,192,Yes,Atypical Angina,0
520
+ 71,Male,269,119,74,Never,Moderate,4,Yes,No,No,10,100,No,Asymptomatic,1
521
+ 61,Female,341,142,92,Never,Moderate,7,No,Yes,No,8,123,No,Typical Angina,1
522
+ 62,Female,300,125,99,Current,None,8,No,No,No,10,128,Yes,Typical Angina,1
523
+ 77,Female,248,96,72,Current,Moderate,2,No,Yes,Yes,9,97,No,Asymptomatic,1
524
+ 37,Female,252,164,99,Former,Heavy,6,No,No,No,1,166,Yes,Typical Angina,0
525
+ 44,Male,251,94,77,Former,Heavy,9,Yes,No,Yes,2,94,No,Atypical Angina,0
526
+ 48,Female,187,132,72,Former,Heavy,1,Yes,Yes,Yes,3,198,No,Non-anginal Pain,0
527
+ 70,Male,238,144,74,Never,None,1,No,Yes,Yes,6,126,No,Atypical Angina,1
528
+ 26,Male,224,107,89,Current,Heavy,5,No,Yes,Yes,6,171,Yes,Typical Angina,0
529
+ 41,Male,159,124,71,Never,Heavy,0,Yes,Yes,No,4,193,No,Typical Angina,0
530
+ 38,Female,202,178,93,Former,Moderate,7,Yes,Yes,Yes,5,183,Yes,Asymptomatic,0
531
+ 59,Female,295,167,88,Current,None,9,No,No,No,10,187,Yes,Atypical Angina,1
532
+ 63,Female,299,110,90,Former,None,0,No,Yes,Yes,9,162,No,Asymptomatic,1
533
+ 66,Female,241,112,98,Current,Moderate,1,No,Yes,No,4,169,No,Atypical Angina,1
534
+ 42,Male,297,144,77,Never,Moderate,2,No,No,Yes,9,194,No,Non-anginal Pain,0
535
+ 63,Female,158,160,67,Former,Heavy,6,Yes,Yes,Yes,9,134,Yes,Asymptomatic,0
536
+ 60,Male,289,144,81,Never,Heavy,5,No,Yes,No,1,145,No,Typical Angina,1
537
+ 38,Female,340,176,98,Current,Heavy,5,No,No,No,1,155,Yes,Non-anginal Pain,0
538
+ 70,Female,287,143,69,Current,Moderate,2,No,Yes,Yes,3,140,Yes,Non-anginal Pain,1
539
+ 55,Male,271,166,69,Former,None,3,No,No,Yes,5,199,Yes,Non-anginal Pain,1
540
+ 35,Male,176,90,69,Former,Heavy,9,Yes,Yes,No,7,81,Yes,Typical Angina,0
541
+ 34,Male,234,112,90,Current,Moderate,8,Yes,No,Yes,9,171,No,Non-anginal Pain,0
542
+ 62,Male,278,137,61,Current,Heavy,7,No,Yes,Yes,7,101,No,Asymptomatic,1
543
+ 70,Female,331,178,93,Never,Moderate,4,No,Yes,Yes,6,111,Yes,Non-anginal Pain,1
544
+ 76,Male,244,139,79,Former,Moderate,5,Yes,Yes,No,2,71,Yes,Non-anginal Pain,1
545
+ 59,Male,246,128,98,Never,Heavy,9,Yes,Yes,Yes,3,158,Yes,Atypical Angina,1
546
+ 58,Male,163,111,64,Former,Moderate,3,No,Yes,No,6,136,No,Typical Angina,0
547
+ 70,Female,346,103,81,Never,None,4,No,Yes,No,6,135,Yes,Atypical Angina,1
548
+ 51,Female,287,165,86,Former,None,3,No,No,Yes,4,73,No,Non-anginal Pain,1
549
+ 29,Female,207,113,81,Never,Heavy,3,No,Yes,Yes,6,188,Yes,Atypical Angina,0
550
+ 54,Female,339,130,61,Never,Moderate,9,Yes,Yes,No,3,185,Yes,Asymptomatic,1
551
+ 63,Female,321,165,64,Former,Moderate,0,No,Yes,No,6,131,Yes,Typical Angina,1
552
+ 38,Male,180,136,84,Current,None,2,No,Yes,Yes,7,162,No,Asymptomatic,0
553
+ 49,Male,213,134,83,Never,None,2,Yes,Yes,Yes,7,149,No,Typical Angina,0
554
+ 54,Male,212,121,61,Current,Heavy,9,No,No,Yes,7,182,Yes,Non-anginal Pain,1
555
+ 62,Female,297,111,87,Never,None,3,No,Yes,No,7,70,No,Atypical Angina,1
556
+ 71,Female,204,134,72,Current,Heavy,4,No,No,Yes,5,160,No,Asymptomatic,1
557
+ 29,Female,166,132,82,Current,Moderate,2,No,No,No,4,107,Yes,Atypical Angina,0
558
+ 53,Male,222,119,91,Current,Moderate,8,No,No,No,5,199,Yes,Typical Angina,1
559
+ 34,Male,338,104,83,Never,Heavy,9,Yes,Yes,Yes,7,105,No,Non-anginal Pain,0
560
+ 67,Male,169,127,90,Never,None,8,No,Yes,Yes,8,171,Yes,Asymptomatic,0
561
+ 63,Male,218,158,76,Current,None,4,No,Yes,Yes,2,95,Yes,Non-anginal Pain,1
562
+ 47,Female,254,174,68,Former,Heavy,4,No,No,No,10,168,No,Non-anginal Pain,0
563
+ 75,Female,157,96,89,Never,None,1,Yes,Yes,Yes,1,140,Yes,Asymptomatic,0
564
+ 27,Male,296,129,67,Former,Heavy,5,Yes,No,No,10,119,Yes,Non-anginal Pain,0
565
+ 73,Male,240,178,81,Former,None,1,Yes,Yes,No,9,113,Yes,Atypical Angina,1
566
+ 52,Female,278,170,71,Never,Heavy,2,Yes,No,No,3,85,No,Non-anginal Pain,1
567
+ 39,Female,278,174,74,Former,Heavy,9,No,No,Yes,10,119,Yes,Non-anginal Pain,0
568
+ 26,Female,240,174,62,Former,Heavy,2,No,Yes,Yes,6,196,Yes,Typical Angina,0
569
+ 54,Female,250,159,95,Current,Heavy,9,Yes,Yes,No,7,178,No,Asymptomatic,1
570
+ 70,Male,168,114,99,Former,Heavy,7,Yes,Yes,No,2,196,No,Atypical Angina,0
571
+ 35,Male,325,163,99,Never,None,3,Yes,No,Yes,6,83,Yes,Asymptomatic,0
572
+ 77,Male,163,91,73,Former,None,3,No,Yes,Yes,8,145,No,Non-anginal Pain,0
573
+ 35,Male,159,154,67,Current,None,5,No,Yes,No,4,147,No,Asymptomatic,0
574
+ 42,Male,248,94,92,Former,None,0,No,Yes,No,4,145,No,Asymptomatic,0
575
+ 75,Male,244,103,72,Current,Heavy,2,No,No,No,8,131,No,Atypical Angina,1
576
+ 59,Male,316,96,66,Former,None,2,No,No,No,5,198,Yes,Atypical Angina,1
577
+ 45,Male,169,150,98,Former,Heavy,5,No,Yes,No,8,182,No,Atypical Angina,0
578
+ 35,Male,272,130,85,Former,Moderate,2,Yes,No,No,6,166,No,Typical Angina,0
579
+ 73,Male,338,140,62,Current,Moderate,8,Yes,No,Yes,10,113,Yes,Non-anginal Pain,1
580
+ 54,Male,276,103,63,Never,Heavy,1,No,Yes,Yes,8,86,No,Atypical Angina,1
581
+ 71,Male,345,132,71,Never,None,9,No,No,Yes,3,117,No,Non-anginal Pain,1
582
+ 27,Female,253,96,65,Never,Moderate,6,No,Yes,Yes,2,189,No,Non-anginal Pain,0
583
+ 66,Male,157,153,89,Former,Moderate,3,No,No,Yes,8,107,Yes,Atypical Angina,0
584
+ 62,Female,225,119,96,Former,None,8,No,No,Yes,9,138,Yes,Typical Angina,1
585
+ 28,Female,293,127,88,Never,None,5,Yes,No,No,3,156,Yes,Asymptomatic,0
586
+ 37,Female,153,171,76,Former,Heavy,6,Yes,Yes,No,7,129,Yes,Typical Angina,0
587
+ 78,Male,236,166,74,Never,Heavy,8,No,No,No,2,130,Yes,Asymptomatic,1
588
+ 50,Female,195,159,67,Current,Heavy,5,No,Yes,No,7,77,Yes,Typical Angina,0
589
+ 56,Male,203,129,86,Former,Moderate,6,No,No,Yes,8,195,No,Typical Angina,1
590
+ 40,Female,339,179,71,Former,Heavy,4,No,No,Yes,7,179,No,Asymptomatic,0
591
+ 37,Male,274,174,65,Current,None,1,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
592
+ 59,Male,265,173,87,Current,Moderate,5,No,Yes,No,2,91,No,Typical Angina,1
593
+ 61,Male,192,104,75,Never,Heavy,2,No,Yes,No,4,199,Yes,Typical Angina,0
594
+ 48,Male,214,158,83,Former,Moderate,8,Yes,Yes,No,8,106,Yes,Asymptomatic,0
595
+ 54,Male,331,173,89,Never,Heavy,8,Yes,No,Yes,7,79,Yes,Non-anginal Pain,1
596
+ 52,Female,156,117,63,Never,Moderate,5,No,No,Yes,7,116,No,Non-anginal Pain,0
597
+ 40,Male,164,90,90,Former,None,1,No,No,No,10,144,No,Asymptomatic,0
598
+ 35,Female,269,161,65,Never,Heavy,1,Yes,Yes,Yes,5,171,Yes,Asymptomatic,0
599
+ 39,Female,196,171,61,Current,None,9,No,No,No,3,178,Yes,Typical Angina,0
600
+ 55,Male,280,165,62,Current,Moderate,4,Yes,No,Yes,7,165,Yes,Asymptomatic,1
601
+ 39,Female,334,139,71,Never,Moderate,5,No,Yes,No,6,141,No,Atypical Angina,0
602
+ 74,Female,348,167,74,Current,Moderate,5,No,Yes,No,1,147,No,Atypical Angina,1
603
+ 36,Male,265,90,69,Former,None,8,Yes,Yes,Yes,6,105,No,Asymptomatic,0
604
+ 26,Female,345,122,91,Former,Heavy,3,No,No,No,9,99,No,Asymptomatic,0
605
+ 56,Male,274,105,79,Current,Moderate,3,No,No,Yes,5,174,No,Non-anginal Pain,1
606
+ 66,Female,290,115,63,Current,None,3,Yes,Yes,No,1,175,No,Typical Angina,1
607
+ 36,Female,258,131,95,Never,None,6,No,No,No,8,112,Yes,Non-anginal Pain,0
608
+ 61,Female,152,179,95,Current,Moderate,9,No,No,Yes,4,104,Yes,Typical Angina,0
609
+ 28,Male,212,116,96,Former,None,5,No,Yes,No,2,118,No,Asymptomatic,0
610
+ 27,Male,328,172,97,Never,None,1,No,No,No,1,179,No,Asymptomatic,0
611
+ 43,Male,187,172,80,Current,None,8,Yes,Yes,No,1,163,No,Typical Angina,0
612
+ 34,Female,240,162,62,Former,None,8,No,No,No,8,116,No,Typical Angina,0
613
+ 28,Female,213,133,68,Never,Moderate,1,No,Yes,Yes,4,137,No,Non-anginal Pain,0
614
+ 27,Male,254,139,91,Former,Heavy,1,Yes,Yes,Yes,6,196,Yes,Asymptomatic,0
615
+ 41,Male,167,114,82,Current,None,8,No,Yes,Yes,5,180,Yes,Non-anginal Pain,0
616
+ 34,Female,313,166,68,Current,Heavy,5,Yes,Yes,Yes,9,86,Yes,Non-anginal Pain,0
617
+ 49,Male,238,90,71,Former,Moderate,7,No,No,Yes,3,116,Yes,Atypical Angina,0
618
+ 77,Male,180,126,77,Former,Heavy,0,No,No,No,7,146,No,Atypical Angina,0
619
+ 31,Male,204,165,75,Never,Moderate,7,No,No,Yes,5,192,Yes,Non-anginal Pain,0
620
+ 72,Female,279,162,94,Current,Moderate,7,No,Yes,Yes,2,157,Yes,Asymptomatic,1
621
+ 59,Male,306,150,89,Former,Moderate,6,Yes,Yes,No,2,75,Yes,Atypical Angina,1
622
+ 69,Male,320,120,64,Never,Heavy,9,No,Yes,Yes,10,153,No,Non-anginal Pain,1
623
+ 54,Female,287,95,75,Never,Heavy,9,Yes,Yes,Yes,5,94,No,Asymptomatic,1
624
+ 61,Female,323,143,64,Current,None,3,No,Yes,Yes,9,124,Yes,Typical Angina,1
625
+ 59,Male,276,168,85,Never,Heavy,2,No,Yes,Yes,9,134,No,Atypical Angina,1
626
+ 52,Female,265,155,69,Never,Heavy,9,No,Yes,No,9,106,No,Atypical Angina,1
627
+ 58,Female,181,135,83,Never,Heavy,0,No,No,Yes,2,105,No,Typical Angina,0
628
+ 49,Female,214,130,60,Former,None,7,No,Yes,Yes,3,87,No,Non-anginal Pain,0
629
+ 70,Female,188,154,86,Current,Moderate,2,No,No,Yes,4,109,No,Asymptomatic,0
630
+ 73,Male,211,170,90,Current,Moderate,1,Yes,No,Yes,5,141,No,Atypical Angina,1
631
+ 31,Female,234,160,60,Former,None,8,Yes,No,Yes,8,165,Yes,Atypical Angina,0
632
+ 68,Female,332,125,74,Current,Moderate,8,No,Yes,No,6,103,No,Non-anginal Pain,1
633
+ 62,Male,347,136,84,Never,None,5,Yes,Yes,No,1,91,Yes,Typical Angina,1
634
+ 48,Male,231,159,87,Never,Moderate,0,No,No,No,2,126,No,Asymptomatic,0
635
+ 49,Female,211,103,73,Former,None,4,No,No,Yes,9,127,Yes,Atypical Angina,0
636
+ 45,Female,162,108,85,Current,Heavy,3,Yes,No,Yes,7,112,Yes,Non-anginal Pain,0
637
+ 28,Male,297,111,94,Never,Heavy,1,Yes,Yes,No,2,183,No,Atypical Angina,0
638
+ 78,Female,150,101,62,Current,Moderate,0,Yes,Yes,Yes,1,119,No,Non-anginal Pain,0
639
+ 78,Female,192,146,61,Current,Heavy,2,No,Yes,No,10,88,No,Typical Angina,0
640
+ 38,Male,325,134,67,Never,None,2,No,Yes,Yes,8,128,Yes,Asymptomatic,0
641
+ 47,Male,186,161,69,Current,Moderate,0,No,No,No,2,122,No,Non-anginal Pain,0
642
+ 32,Female,269,151,68,Former,None,9,No,Yes,No,9,199,Yes,Atypical Angina,0
643
+ 45,Female,333,163,64,Former,None,4,No,Yes,No,9,73,No,Atypical Angina,0
644
+ 42,Female,288,161,82,Former,Heavy,1,Yes,No,Yes,7,71,No,Asymptomatic,0
645
+ 46,Male,294,109,97,Current,Moderate,6,No,No,Yes,8,127,No,Asymptomatic,0
646
+ 45,Male,204,145,60,Never,None,5,Yes,No,Yes,9,92,Yes,Non-anginal Pain,0
647
+ 69,Male,242,108,65,Never,Moderate,2,No,Yes,No,10,188,Yes,Asymptomatic,1
648
+ 37,Male,229,95,74,Former,None,2,Yes,Yes,No,4,175,Yes,Typical Angina,0
649
+ 31,Female,202,178,91,Current,None,2,No,Yes,No,4,80,No,Atypical Angina,0
650
+ 76,Male,228,112,82,Current,Moderate,7,Yes,No,Yes,10,110,Yes,Typical Angina,1
651
+ 61,Female,224,174,80,Current,Moderate,2,No,No,No,6,177,No,Atypical Angina,1
652
+ 28,Male,237,136,62,Never,Moderate,2,Yes,Yes,Yes,5,89,Yes,Typical Angina,0
653
+ 78,Male,210,100,99,Current,Heavy,5,Yes,Yes,Yes,9,120,Yes,Typical Angina,1
654
+ 75,Male,263,113,73,Former,None,6,No,Yes,Yes,10,178,Yes,Atypical Angina,1
655
+ 74,Female,334,158,81,Current,Heavy,9,No,No,Yes,1,150,Yes,Asymptomatic,1
656
+ 76,Female,159,143,83,Never,Heavy,5,No,Yes,Yes,9,96,No,Asymptomatic,0
657
+ 71,Female,216,110,79,Current,Heavy,1,Yes,No,Yes,2,140,No,Asymptomatic,1
658
+ 59,Female,298,125,92,Never,None,6,No,Yes,Yes,10,134,No,Atypical Angina,1
659
+ 40,Female,183,134,73,Never,Heavy,2,No,Yes,Yes,6,167,No,Atypical Angina,0
660
+ 59,Female,264,121,99,Former,Heavy,4,No,No,No,2,115,No,Atypical Angina,1
661
+ 49,Male,277,155,85,Former,Heavy,0,Yes,No,No,3,83,No,Typical Angina,0
662
+ 40,Female,288,101,84,Never,Heavy,9,Yes,Yes,No,7,153,Yes,Non-anginal Pain,0
663
+ 48,Female,257,148,65,Never,Moderate,3,No,No,No,1,102,No,Non-anginal Pain,0
664
+ 49,Male,212,140,75,Never,Heavy,9,Yes,No,No,9,139,No,Atypical Angina,0
665
+ 39,Female,283,157,73,Former,None,5,No,Yes,No,6,107,No,Typical Angina,0
666
+ 43,Male,231,97,62,Current,Heavy,9,No,No,No,7,190,Yes,Asymptomatic,0
667
+ 37,Female,215,157,78,Former,None,3,No,No,Yes,6,138,No,Typical Angina,0
668
+ 75,Male,225,145,87,Never,None,4,Yes,Yes,No,5,125,Yes,Atypical Angina,1
669
+ 48,Female,190,144,86,Current,Moderate,7,No,Yes,Yes,10,138,No,Non-anginal Pain,0
670
+ 72,Male,343,113,89,Current,Moderate,2,No,No,Yes,10,166,No,Non-anginal Pain,1
671
+ 49,Male,234,105,70,Former,Heavy,9,No,Yes,No,8,170,Yes,Atypical Angina,0
672
+ 74,Male,187,129,94,Current,None,4,No,No,Yes,1,196,No,Typical Angina,0
673
+ 72,Female,323,103,91,Never,Moderate,1,Yes,Yes,Yes,6,153,No,Typical Angina,1
674
+ 64,Male,218,114,90,Current,Moderate,4,No,Yes,No,3,147,Yes,Asymptomatic,1
675
+ 55,Female,321,167,88,Former,Moderate,0,No,No,No,5,83,Yes,Asymptomatic,1
676
+ 26,Male,160,104,67,Former,Heavy,7,No,Yes,Yes,10,167,No,Non-anginal Pain,0
677
+ 79,Female,292,100,67,Current,Moderate,6,Yes,Yes,Yes,2,140,No,Non-anginal Pain,1
678
+ 41,Male,192,131,87,Current,Heavy,5,Yes,Yes,Yes,5,126,Yes,Asymptomatic,0
679
+ 74,Male,279,92,86,Former,Moderate,3,No,Yes,Yes,7,189,Yes,Typical Angina,1
680
+ 40,Female,188,117,62,Former,Heavy,3,No,Yes,Yes,9,188,No,Asymptomatic,0
681
+ 32,Male,313,119,98,Never,Heavy,9,Yes,No,Yes,5,88,Yes,Asymptomatic,0
682
+ 75,Female,328,111,71,Former,None,5,No,Yes,Yes,4,95,No,Atypical Angina,1
683
+ 49,Female,280,175,90,Never,Heavy,3,Yes,Yes,No,6,82,No,Asymptomatic,0
684
+ 34,Male,319,98,84,Current,None,3,No,No,No,7,181,No,Atypical Angina,0
685
+ 75,Male,155,142,86,Former,None,1,No,No,Yes,6,100,No,Non-anginal Pain,0
686
+ 41,Male,228,98,96,Former,Heavy,4,Yes,Yes,No,1,194,No,Atypical Angina,0
687
+ 39,Male,212,177,99,Current,Heavy,5,Yes,Yes,No,8,85,Yes,Atypical Angina,0
688
+ 75,Male,310,101,81,Current,None,5,Yes,No,Yes,10,139,No,Asymptomatic,1
689
+ 76,Female,191,120,78,Never,None,3,Yes,No,No,6,103,No,Typical Angina,0
690
+ 26,Male,157,176,67,Current,Moderate,4,No,Yes,No,8,165,No,Typical Angina,0
691
+ 39,Female,318,129,67,Never,Heavy,7,Yes,No,No,7,95,Yes,Typical Angina,0
692
+ 77,Male,307,166,95,Former,Moderate,1,No,Yes,Yes,3,186,No,Asymptomatic,1
693
+ 66,Male,342,145,97,Current,Moderate,8,Yes,Yes,Yes,3,166,Yes,Typical Angina,1
694
+ 45,Female,256,126,65,Former,None,3,Yes,Yes,Yes,6,121,Yes,Non-anginal Pain,0
695
+ 52,Female,336,167,94,Never,None,2,No,No,No,7,73,Yes,Asymptomatic,1
696
+ 34,Female,231,152,68,Former,None,9,No,No,No,4,89,No,Non-anginal Pain,0
697
+ 62,Male,213,141,93,Current,Moderate,2,No,Yes,No,6,158,Yes,Non-anginal Pain,1
698
+ 63,Male,256,172,72,Current,Heavy,3,Yes,No,No,3,119,Yes,Atypical Angina,1
699
+ 76,Male,156,91,80,Former,None,0,No,Yes,No,7,74,Yes,Non-anginal Pain,0
700
+ 37,Female,209,99,99,Never,Moderate,0,Yes,No,Yes,4,85,No,Asymptomatic,0
701
+ 43,Male,307,116,78,Former,None,7,Yes,Yes,Yes,1,161,No,Non-anginal Pain,0
702
+ 55,Male,301,117,63,Current,Heavy,2,Yes,Yes,Yes,7,95,No,Typical Angina,1
703
+ 43,Male,303,171,72,Current,None,3,Yes,Yes,Yes,2,199,No,Asymptomatic,0
704
+ 47,Female,305,99,70,Former,Moderate,5,No,Yes,No,6,145,Yes,Non-anginal Pain,0
705
+ 68,Female,211,131,81,Never,Heavy,0,No,Yes,No,7,95,Yes,Non-anginal Pain,1
706
+ 26,Female,280,147,63,Former,Moderate,0,No,No,No,6,71,Yes,Typical Angina,0
707
+ 73,Male,346,124,80,Former,Moderate,0,Yes,Yes,Yes,8,90,No,Typical Angina,1
708
+ 75,Female,201,121,71,Never,None,3,No,No,No,7,83,No,Non-anginal Pain,1
709
+ 66,Male,320,147,74,Never,None,2,Yes,Yes,Yes,8,120,No,Typical Angina,1
710
+ 66,Male,227,143,82,Current,None,4,No,Yes,Yes,3,79,No,Asymptomatic,1
711
+ 65,Female,344,94,80,Former,Heavy,6,No,Yes,Yes,7,91,Yes,Typical Angina,1
712
+ 42,Female,298,114,69,Current,Heavy,0,Yes,Yes,No,3,156,No,Non-anginal Pain,0
713
+ 49,Female,226,103,75,Former,None,8,Yes,Yes,Yes,10,74,No,Atypical Angina,0
714
+ 61,Female,165,100,84,Current,Heavy,0,No,No,Yes,6,140,Yes,Atypical Angina,0
715
+ 76,Male,299,178,62,Current,Moderate,1,No,Yes,Yes,8,157,No,Atypical Angina,1
716
+ 25,Male,176,116,90,Current,Moderate,6,No,Yes,Yes,6,129,No,Typical Angina,0
717
+ 26,Male,152,165,61,Current,Heavy,8,No,Yes,No,2,186,Yes,Typical Angina,0
718
+ 29,Male,332,116,97,Former,None,3,No,Yes,No,7,84,Yes,Asymptomatic,0
719
+ 33,Female,333,108,68,Never,None,5,Yes,No,No,2,88,Yes,Asymptomatic,0
720
+ 43,Female,152,99,75,Current,Heavy,9,No,Yes,Yes,3,169,No,Non-anginal Pain,0
721
+ 49,Female,240,154,71,Current,None,8,Yes,Yes,Yes,10,165,Yes,Asymptomatic,0
722
+ 28,Female,280,151,77,Never,Moderate,7,No,No,Yes,9,167,Yes,Asymptomatic,0
723
+ 30,Male,150,165,72,Former,None,8,Yes,No,Yes,9,70,No,Non-anginal Pain,0
724
+ 63,Female,331,127,99,Former,None,8,No,Yes,No,1,73,Yes,Asymptomatic,1
725
+ 57,Female,178,113,93,Never,Heavy,4,Yes,Yes,Yes,9,81,Yes,Non-anginal Pain,0
726
+ 32,Male,237,172,83,Current,None,2,No,No,No,9,198,No,Atypical Angina,0
727
+ 69,Male,272,165,81,Former,Moderate,9,Yes,Yes,Yes,2,156,No,Non-anginal Pain,1
728
+ 37,Male,267,100,97,Current,Moderate,0,Yes,Yes,No,10,158,Yes,Non-anginal Pain,0
729
+ 36,Male,285,135,81,Current,Heavy,7,Yes,No,Yes,5,127,No,Atypical Angina,0
730
+ 47,Female,189,129,69,Former,None,8,No,Yes,Yes,4,90,No,Non-anginal Pain,0
731
+ 30,Female,340,171,91,Current,None,3,Yes,Yes,Yes,3,159,No,Asymptomatic,0
732
+ 76,Male,253,128,78,Current,Moderate,4,Yes,Yes,No,8,182,Yes,Typical Angina,1
733
+ 47,Male,177,166,97,Current,Heavy,5,Yes,Yes,Yes,1,82,No,Non-anginal Pain,0
734
+ 40,Female,323,117,80,Never,Heavy,9,Yes,Yes,No,1,187,No,Non-anginal Pain,0
735
+ 73,Female,216,117,81,Current,None,6,Yes,No,Yes,1,96,No,Atypical Angina,1
736
+ 69,Male,329,142,83,Former,Heavy,3,No,No,Yes,8,90,No,Asymptomatic,1
737
+ 46,Female,215,111,88,Current,Moderate,9,Yes,Yes,Yes,7,162,No,Typical Angina,0
738
+ 66,Female,278,176,75,Current,None,6,Yes,Yes,Yes,2,89,No,Asymptomatic,1
739
+ 42,Male,293,143,80,Never,None,6,Yes,No,Yes,10,127,No,Non-anginal Pain,0
740
+ 69,Male,329,150,78,Former,None,7,No,No,Yes,10,140,Yes,Non-anginal Pain,1
741
+ 53,Male,218,140,94,Never,Moderate,9,Yes,No,Yes,6,140,Yes,Asymptomatic,1
742
+ 42,Female,206,127,97,Current,None,2,Yes,Yes,Yes,4,163,No,Typical Angina,0
743
+ 58,Male,333,103,70,Never,Moderate,1,No,No,Yes,4,146,No,Non-anginal Pain,1
744
+ 27,Female,288,127,90,Current,Heavy,8,No,No,No,10,158,Yes,Typical Angina,0
745
+ 41,Female,286,91,65,Former,None,0,Yes,Yes,Yes,6,189,No,Atypical Angina,0
746
+ 51,Male,325,153,94,Never,None,6,No,No,No,2,161,Yes,Non-anginal Pain,1
747
+ 60,Female,208,170,70,Never,Heavy,4,No,No,No,6,147,No,Atypical Angina,1
748
+ 75,Female,193,142,80,Never,Moderate,1,No,Yes,Yes,9,96,No,Non-anginal Pain,0
749
+ 36,Male,341,93,87,Current,Heavy,3,No,Yes,No,2,117,Yes,Typical Angina,0
750
+ 50,Male,286,144,94,Former,None,6,No,Yes,No,5,149,No,Typical Angina,0
751
+ 66,Male,154,128,69,Former,Heavy,1,No,No,Yes,3,169,Yes,Non-anginal Pain,0
752
+ 25,Female,345,105,98,Former,Heavy,7,No,No,Yes,10,125,No,Non-anginal Pain,0
753
+ 74,Male,235,146,85,Never,Moderate,7,Yes,No,Yes,10,146,No,Atypical Angina,1
754
+ 25,Male,200,176,85,Current,Moderate,4,Yes,No,Yes,6,160,Yes,Typical Angina,0
755
+ 73,Male,282,165,60,Never,None,7,No,Yes,No,8,76,Yes,Non-anginal Pain,1
756
+ 72,Female,155,172,69,Current,Heavy,8,Yes,No,Yes,4,100,No,Non-anginal Pain,0
757
+ 45,Female,296,99,95,Never,None,2,No,No,Yes,7,120,Yes,Atypical Angina,0
758
+ 70,Male,295,135,88,Former,Moderate,0,Yes,Yes,No,7,147,Yes,Asymptomatic,1
759
+ 78,Male,212,161,87,Former,Moderate,4,Yes,No,No,9,121,Yes,Typical Angina,1
760
+ 47,Male,236,151,92,Current,Heavy,0,No,Yes,Yes,1,139,No,Asymptomatic,0
761
+ 71,Female,161,175,78,Never,Heavy,1,No,Yes,Yes,2,114,No,Non-anginal Pain,0
762
+ 47,Female,233,164,79,Former,None,3,Yes,Yes,No,7,134,Yes,Typical Angina,0
763
+ 50,Female,255,155,68,Former,Heavy,6,No,No,No,10,128,Yes,Atypical Angina,0
764
+ 40,Male,159,142,78,Former,Heavy,2,No,No,No,6,138,No,Atypical Angina,0
765
+ 50,Female,317,148,71,Current,Moderate,1,No,No,Yes,4,116,Yes,Typical Angina,0
766
+ 57,Female,288,104,71,Never,Moderate,6,No,Yes,Yes,2,81,No,Typical Angina,1
767
+ 36,Male,189,177,63,Never,Heavy,5,Yes,No,No,4,113,Yes,Non-anginal Pain,0
768
+ 25,Male,314,142,61,Former,None,7,Yes,No,No,10,190,No,Typical Angina,0
769
+ 40,Female,193,174,92,Never,Heavy,0,Yes,No,No,9,92,No,Non-anginal Pain,0
770
+ 68,Male,251,124,98,Never,Heavy,3,No,Yes,No,5,101,No,Asymptomatic,1
771
+ 70,Male,240,144,61,Never,Moderate,0,Yes,Yes,No,3,125,No,Non-anginal Pain,1
772
+ 32,Male,179,98,69,Former,Moderate,6,No,Yes,No,4,119,No,Non-anginal Pain,0
773
+ 53,Male,165,160,90,Never,Heavy,1,Yes,Yes,No,2,191,Yes,Typical Angina,0
774
+ 62,Male,284,122,65,Never,None,2,No,Yes,No,8,153,Yes,Non-anginal Pain,1
775
+ 63,Female,272,96,78,Current,None,4,Yes,No,Yes,7,101,Yes,Typical Angina,1
776
+ 67,Male,240,139,61,Never,Moderate,2,No,No,No,7,185,Yes,Asymptomatic,1
777
+ 44,Male,269,99,77,Former,Heavy,6,Yes,No,No,6,196,No,Typical Angina,0
778
+ 71,Male,168,138,88,Never,None,7,Yes,Yes,Yes,4,127,Yes,Asymptomatic,0
779
+ 50,Female,198,156,60,Current,None,7,No,No,Yes,10,76,No,Non-anginal Pain,0
780
+ 59,Female,333,90,75,Current,Moderate,3,No,Yes,No,6,177,No,Asymptomatic,1
781
+ 72,Female,280,139,62,Current,None,0,No,Yes,Yes,10,156,Yes,Typical Angina,1
782
+ 64,Male,232,144,79,Former,Heavy,5,No,No,Yes,7,104,No,Asymptomatic,1
783
+ 49,Male,201,172,75,Current,Heavy,2,Yes,No,Yes,5,162,No,Asymptomatic,0
784
+ 76,Female,225,97,72,Never,None,4,No,Yes,Yes,9,171,Yes,Non-anginal Pain,1
785
+ 54,Female,333,101,75,Current,Moderate,9,Yes,Yes,Yes,5,173,Yes,Typical Angina,1
786
+ 76,Male,231,93,77,Current,Moderate,0,No,No,Yes,9,184,No,Typical Angina,1
787
+ 74,Female,187,150,73,Never,None,9,No,No,No,1,111,No,Atypical Angina,0
788
+ 66,Female,321,168,95,Former,Heavy,2,No,Yes,Yes,4,199,Yes,Atypical Angina,1
789
+ 62,Female,200,170,66,Current,None,5,No,No,No,1,86,Yes,Asymptomatic,0
790
+ 62,Female,244,127,68,Current,None,4,Yes,Yes,No,10,137,Yes,Asymptomatic,1
791
+ 67,Female,333,92,86,Never,Heavy,8,No,No,No,5,117,Yes,Asymptomatic,1
792
+ 31,Male,343,144,62,Current,Moderate,3,Yes,No,Yes,9,165,Yes,Non-anginal Pain,0
793
+ 49,Female,259,143,94,Never,Moderate,5,Yes,No,Yes,1,172,No,Typical Angina,0
794
+ 27,Male,282,146,89,Never,Moderate,8,No,Yes,Yes,2,146,No,Typical Angina,0
795
+ 59,Female,164,104,70,Current,Heavy,9,Yes,No,Yes,7,195,Yes,Typical Angina,0
796
+ 70,Female,200,95,74,Former,None,8,Yes,Yes,Yes,5,107,No,Non-anginal Pain,0
797
+ 54,Male,346,90,82,Never,None,8,Yes,Yes,No,8,159,No,Asymptomatic,1
798
+ 66,Male,318,133,79,Current,Moderate,1,Yes,Yes,No,7,180,No,Atypical Angina,1
799
+ 37,Male,233,170,76,Current,None,0,Yes,Yes,No,9,196,Yes,Asymptomatic,0
800
+ 74,Female,270,163,61,Former,Moderate,0,No,No,Yes,3,99,Yes,Typical Angina,1
801
+ 74,Female,184,147,80,Current,Moderate,7,Yes,No,No,5,149,Yes,Atypical Angina,0
802
+ 33,Female,330,142,98,Current,Heavy,8,Yes,Yes,No,3,75,Yes,Atypical Angina,0
803
+ 43,Female,342,107,86,Current,Heavy,3,No,No,No,4,98,Yes,Atypical Angina,0
804
+ 49,Male,343,106,89,Former,Heavy,3,Yes,No,Yes,10,70,No,Asymptomatic,0
805
+ 31,Female,279,154,63,Current,None,0,No,No,No,8,79,Yes,Atypical Angina,0
806
+ 48,Male,342,158,71,Never,Heavy,6,Yes,Yes,Yes,7,138,No,Atypical Angina,0
807
+ 26,Female,319,131,85,Current,None,9,No,No,No,5,171,Yes,Typical Angina,0
808
+ 46,Male,169,125,74,Never,Moderate,4,Yes,Yes,Yes,7,111,Yes,Typical Angina,0
809
+ 51,Male,338,175,75,Never,Moderate,9,No,Yes,Yes,4,102,Yes,Typical Angina,1
810
+ 66,Male,297,178,75,Never,None,9,Yes,No,No,9,98,Yes,Atypical Angina,1
811
+ 77,Male,248,136,74,Current,Moderate,9,Yes,Yes,No,4,126,Yes,Atypical Angina,1
812
+ 58,Female,342,175,89,Former,None,4,No,Yes,No,1,194,Yes,Typical Angina,1
813
+ 68,Male,289,176,70,Former,Moderate,0,No,No,Yes,6,129,Yes,Typical Angina,1
814
+ 62,Female,198,133,93,Former,Moderate,2,No,No,No,2,78,Yes,Atypical Angina,0
815
+ 25,Male,304,177,82,Current,Moderate,5,Yes,No,No,9,170,Yes,Asymptomatic,0
816
+ 45,Male,305,160,77,Current,Heavy,9,No,No,Yes,3,135,No,Typical Angina,0
817
+ 37,Female,340,118,97,Current,Moderate,0,Yes,No,Yes,5,123,Yes,Non-anginal Pain,0
818
+ 68,Male,166,103,88,Never,Heavy,1,Yes,No,Yes,5,182,No,Typical Angina,0
819
+ 45,Female,187,115,86,Former,Heavy,0,No,Yes,No,7,157,No,Non-anginal Pain,0
820
+ 44,Female,185,148,64,Former,Moderate,9,Yes,Yes,No,3,120,No,Atypical Angina,0
821
+ 40,Female,194,159,83,Never,None,0,Yes,Yes,Yes,10,111,No,Atypical Angina,0
822
+ 30,Female,321,95,97,Former,None,7,No,No,Yes,8,135,Yes,Typical Angina,0
823
+ 59,Female,281,154,80,Never,None,0,Yes,Yes,No,6,177,No,Non-anginal Pain,1
824
+ 51,Male,273,179,71,Current,Heavy,4,No,Yes,No,10,71,No,Atypical Angina,1
825
+ 31,Female,226,163,69,Never,Moderate,7,Yes,Yes,No,10,110,No,Asymptomatic,0
826
+ 54,Female,313,108,79,Never,Moderate,7,No,No,Yes,8,122,No,Non-anginal Pain,1
827
+ 63,Female,284,120,71,Never,Moderate,7,No,No,No,2,74,No,Typical Angina,1
828
+ 67,Female,207,126,87,Former,None,9,No,No,No,1,88,Yes,Atypical Angina,1
829
+ 67,Female,296,90,82,Never,None,9,Yes,No,No,2,123,No,Atypical Angina,1
830
+ 49,Female,330,94,66,Former,None,0,Yes,Yes,No,4,129,Yes,Atypical Angina,0
831
+ 78,Male,331,169,86,Current,None,5,Yes,No,No,6,189,Yes,Atypical Angina,1
832
+ 32,Female,216,132,75,Never,Moderate,6,No,Yes,No,7,185,No,Atypical Angina,0
833
+ 43,Male,272,107,76,Current,Moderate,6,Yes,No,Yes,7,94,Yes,Atypical Angina,0
834
+ 49,Female,294,112,72,Never,Moderate,7,No,No,Yes,6,118,No,Typical Angina,0
835
+ 45,Male,171,174,93,Former,Moderate,6,Yes,No,Yes,7,118,Yes,Asymptomatic,0
836
+ 42,Male,182,138,74,Current,Moderate,0,No,Yes,No,1,192,Yes,Non-anginal Pain,0
837
+ 57,Female,289,123,99,Never,Moderate,1,Yes,No,Yes,6,189,Yes,Atypical Angina,1
838
+ 57,Female,185,126,94,Never,Moderate,1,No,Yes,No,5,106,No,Typical Angina,0
839
+ 56,Female,262,116,89,Former,Moderate,4,No,Yes,No,1,196,Yes,Non-anginal Pain,1
840
+ 29,Female,309,149,64,Former,Moderate,5,No,No,Yes,10,159,No,Atypical Angina,0
841
+ 73,Male,205,102,80,Former,Moderate,3,Yes,No,No,3,161,Yes,Non-anginal Pain,1
842
+ 52,Male,175,162,78,Current,None,8,Yes,No,No,8,132,Yes,Typical Angina,0
843
+ 64,Female,241,171,81,Current,None,6,Yes,No,No,7,176,No,Non-anginal Pain,1
844
+ 61,Female,228,124,97,Never,Moderate,8,Yes,No,No,3,179,Yes,Atypical Angina,1
845
+ 31,Female,333,168,93,Current,Moderate,4,No,No,No,6,184,No,Asymptomatic,0
846
+ 59,Female,178,110,93,Former,None,7,Yes,No,Yes,2,89,Yes,Typical Angina,0
847
+ 55,Female,187,117,75,Never,Moderate,5,Yes,No,Yes,8,172,No,Non-anginal Pain,0
848
+ 51,Male,150,91,79,Never,None,9,Yes,No,Yes,8,130,No,Atypical Angina,0
849
+ 79,Male,158,110,73,Never,Moderate,3,No,No,No,3,71,No,Atypical Angina,0
850
+ 76,Female,220,171,91,Former,None,3,Yes,Yes,Yes,5,135,Yes,Asymptomatic,1
851
+ 69,Female,272,122,97,Current,None,1,Yes,No,No,5,118,No,Atypical Angina,1
852
+ 60,Male,150,131,79,Current,None,3,No,Yes,No,5,169,No,Atypical Angina,0
853
+ 66,Male,297,130,72,Current,None,2,Yes,No,Yes,7,175,Yes,Typical Angina,1
854
+ 64,Female,243,124,77,Former,None,0,No,Yes,No,10,133,Yes,Typical Angina,1
855
+ 61,Female,163,101,93,Former,Heavy,6,Yes,Yes,No,6,163,No,Non-anginal Pain,0
856
+ 44,Female,297,155,70,Former,Heavy,1,No,No,No,5,111,Yes,Typical Angina,0
857
+ 69,Male,215,109,93,Current,Heavy,4,No,Yes,Yes,6,192,No,Typical Angina,1
858
+ 50,Female,167,115,79,Current,Heavy,5,No,Yes,Yes,10,91,No,Typical Angina,0
859
+ 67,Male,342,146,70,Former,Moderate,2,No,No,No,7,136,No,Asymptomatic,1
860
+ 51,Male,225,170,88,Former,Moderate,4,No,Yes,Yes,3,173,No,Typical Angina,1
861
+ 62,Male,229,155,97,Former,Heavy,5,No,No,No,5,101,Yes,Typical Angina,1
862
+ 31,Female,194,131,91,Never,Moderate,1,Yes,Yes,No,10,186,Yes,Non-anginal Pain,0
863
+ 42,Male,253,104,82,Former,Heavy,3,No,No,No,6,172,Yes,Non-anginal Pain,0
864
+ 46,Male,218,140,65,Former,Heavy,5,Yes,No,No,7,186,No,Asymptomatic,0
865
+ 53,Female,151,158,78,Current,None,9,No,No,Yes,8,122,No,Non-anginal Pain,0
866
+ 71,Female,269,120,63,Never,Heavy,7,Yes,No,Yes,3,116,No,Asymptomatic,1
867
+ 64,Male,328,178,72,Current,Heavy,9,No,Yes,No,6,144,Yes,Typical Angina,1
868
+ 28,Female,261,139,90,Never,Moderate,4,No,Yes,Yes,7,170,Yes,Atypical Angina,0
869
+ 63,Female,316,120,77,Current,Moderate,8,No,No,No,7,116,No,Typical Angina,1
870
+ 66,Female,215,116,66,Current,None,0,Yes,Yes,No,10,116,No,Asymptomatic,1
871
+ 51,Male,198,137,69,Never,Heavy,2,No,No,No,6,173,Yes,Asymptomatic,0
872
+ 29,Female,218,93,78,Never,Heavy,2,No,Yes,Yes,1,110,Yes,Typical Angina,0
873
+ 70,Male,254,157,76,Current,None,1,Yes,Yes,Yes,7,131,No,Asymptomatic,1
874
+ 52,Male,339,124,77,Former,Moderate,0,No,Yes,Yes,7,95,Yes,Typical Angina,1
875
+ 55,Female,265,109,83,Current,Moderate,7,Yes,No,No,10,183,Yes,Asymptomatic,1
876
+ 38,Female,224,93,67,Former,None,3,No,Yes,Yes,1,154,No,Typical Angina,0
877
+ 48,Male,163,128,93,Former,Moderate,2,No,No,No,8,117,Yes,Asymptomatic,0
878
+ 25,Female,167,137,93,Former,Heavy,9,Yes,No,No,5,87,No,Atypical Angina,0
879
+ 34,Male,308,94,64,Current,Moderate,3,Yes,Yes,Yes,7,183,No,Non-anginal Pain,0
880
+ 50,Male,222,91,90,Current,Moderate,7,Yes,Yes,Yes,4,99,No,Typical Angina,0
881
+ 31,Male,341,130,89,Current,None,9,No,No,Yes,6,127,No,Typical Angina,0
882
+ 25,Female,190,152,76,Current,Heavy,6,Yes,Yes,Yes,3,152,No,Asymptomatic,0
883
+ 59,Female,154,114,99,Former,None,6,No,No,Yes,7,182,Yes,Atypical Angina,0
884
+ 68,Female,223,170,71,Former,Moderate,4,No,Yes,No,7,104,No,Asymptomatic,1
885
+ 56,Male,243,115,71,Former,Heavy,3,No,Yes,Yes,2,72,No,Typical Angina,1
886
+ 59,Male,265,147,72,Never,Heavy,4,Yes,No,Yes,5,109,Yes,Asymptomatic,1
887
+ 28,Male,283,139,65,Never,Moderate,3,No,No,Yes,6,159,No,Non-anginal Pain,0
888
+ 79,Male,287,97,72,Never,Moderate,7,Yes,No,No,2,83,Yes,Atypical Angina,1
889
+ 63,Female,202,113,82,Current,Moderate,3,No,Yes,Yes,4,168,No,Typical Angina,1
890
+ 72,Female,314,103,92,Current,Heavy,7,No,Yes,Yes,2,81,Yes,Typical Angina,1
891
+ 39,Female,227,142,81,Former,None,9,No,Yes,Yes,7,139,No,Atypical Angina,0
892
+ 37,Female,283,115,80,Former,Moderate,6,Yes,Yes,No,4,86,No,Atypical Angina,0
893
+ 46,Male,189,112,71,Never,Heavy,6,No,No,Yes,3,129,Yes,Typical Angina,0
894
+ 53,Male,257,112,69,Former,Moderate,5,Yes,No,Yes,3,93,Yes,Atypical Angina,1
895
+ 27,Female,246,160,75,Never,None,2,No,Yes,Yes,5,94,No,Typical Angina,0
896
+ 50,Female,219,152,88,Current,Moderate,2,Yes,No,No,10,193,Yes,Atypical Angina,0
897
+ 62,Male,312,133,73,Never,Heavy,2,Yes,No,No,10,187,No,Non-anginal Pain,1
898
+ 72,Male,247,156,94,Never,None,8,Yes,No,Yes,5,119,Yes,Non-anginal Pain,1
899
+ 73,Female,317,171,79,Never,Moderate,9,No,No,Yes,8,139,Yes,Asymptomatic,1
900
+ 66,Male,164,154,85,Former,Heavy,2,No,Yes,Yes,9,71,No,Typical Angina,0
901
+ 57,Female,198,116,66,Former,None,9,No,No,No,9,111,No,Asymptomatic,0
902
+ 29,Female,324,174,77,Never,Heavy,2,Yes,Yes,No,3,99,No,Non-anginal Pain,0
903
+ 52,Male,198,142,68,Never,Heavy,0,No,Yes,No,4,136,Yes,Atypical Angina,0
904
+ 56,Male,191,172,70,Former,Heavy,5,Yes,Yes,No,10,148,Yes,Non-anginal Pain,0
905
+ 25,Female,201,111,72,Never,None,5,No,Yes,Yes,4,161,No,Atypical Angina,0
906
+ 36,Female,160,136,95,Former,None,5,No,Yes,Yes,4,116,Yes,Non-anginal Pain,0
907
+ 58,Female,165,166,65,Former,None,7,No,Yes,No,2,171,No,Asymptomatic,0
908
+ 44,Female,343,174,83,Never,None,9,No,Yes,No,7,146,Yes,Typical Angina,0
909
+ 28,Male,323,113,72,Former,Heavy,0,Yes,Yes,Yes,8,82,No,Non-anginal Pain,0
910
+ 37,Female,298,179,62,Current,Heavy,9,Yes,No,No,9,82,No,Typical Angina,0
911
+ 56,Male,247,113,76,Never,Heavy,1,Yes,No,No,9,86,Yes,Asymptomatic,1
912
+ 41,Female,328,96,69,Former,Moderate,0,No,Yes,No,8,190,Yes,Atypical Angina,0
913
+ 70,Female,180,168,72,Former,None,3,No,No,No,6,104,Yes,Non-anginal Pain,0
914
+ 79,Male,264,142,70,Current,None,4,Yes,Yes,No,6,111,No,Atypical Angina,1
915
+ 65,Male,182,157,94,Former,Heavy,0,No,No,No,1,184,Yes,Asymptomatic,0
916
+ 53,Female,193,164,89,Current,Moderate,4,No,No,Yes,10,152,No,Typical Angina,0
917
+ 37,Female,309,98,88,Current,Moderate,6,No,No,No,9,175,No,Asymptomatic,0
918
+ 78,Male,308,139,69,Never,Heavy,2,No,Yes,No,2,80,Yes,Asymptomatic,1
919
+ 40,Female,236,162,88,Former,Heavy,4,Yes,No,Yes,10,177,No,Non-anginal Pain,0
920
+ 64,Female,203,92,75,Current,Heavy,8,No,No,No,1,183,No,Non-anginal Pain,1
921
+ 55,Male,300,121,99,Never,Heavy,2,Yes,Yes,No,10,116,No,Atypical Angina,1
922
+ 53,Male,209,130,81,Former,Moderate,3,Yes,Yes,Yes,8,99,Yes,Typical Angina,1
923
+ 33,Female,273,104,87,Former,None,0,Yes,Yes,Yes,9,106,Yes,Atypical Angina,0
924
+ 54,Male,294,168,63,Never,Heavy,0,No,Yes,Yes,2,175,No,Asymptomatic,1
925
+ 47,Female,285,118,95,Never,Moderate,5,Yes,Yes,Yes,6,163,Yes,Asymptomatic,0
926
+ 40,Female,177,95,70,Former,Moderate,2,Yes,Yes,Yes,6,158,No,Typical Angina,0
927
+ 73,Female,252,175,80,Current,Heavy,6,Yes,No,Yes,7,192,Yes,Typical Angina,1
928
+ 52,Male,301,179,99,Current,Heavy,3,No,No,Yes,7,115,No,Atypical Angina,1
929
+ 65,Male,231,151,83,Never,None,3,No,No,No,3,103,No,Atypical Angina,1
930
+ 73,Male,184,107,81,Former,Moderate,9,No,No,Yes,4,140,Yes,Non-anginal Pain,0
931
+ 57,Male,320,99,83,Former,Heavy,8,Yes,Yes,No,9,184,No,Asymptomatic,1
932
+ 63,Female,302,134,98,Never,Heavy,4,Yes,Yes,Yes,4,167,No,Atypical Angina,1
933
+ 76,Female,309,116,70,Never,None,8,Yes,Yes,No,7,191,No,Typical Angina,1
934
+ 58,Female,242,95,63,Never,None,1,No,No,Yes,10,168,No,Typical Angina,1
935
+ 42,Female,343,102,87,Never,Moderate,9,Yes,Yes,Yes,8,196,Yes,Asymptomatic,0
936
+ 30,Male,315,161,92,Never,None,9,No,Yes,Yes,4,133,Yes,Typical Angina,0
937
+ 35,Male,328,148,79,Former,Moderate,2,Yes,No,Yes,8,128,Yes,Atypical Angina,0
938
+ 30,Male,159,98,65,Current,Moderate,4,Yes,Yes,No,6,174,No,Non-anginal Pain,0
939
+ 51,Female,218,114,62,Current,Moderate,2,No,Yes,Yes,7,176,No,Atypical Angina,1
940
+ 48,Female,339,164,63,Former,Heavy,0,No,No,Yes,2,98,No,Asymptomatic,0
941
+ 65,Male,151,107,64,Former,Moderate,4,Yes,Yes,Yes,10,70,No,Typical Angina,0
942
+ 64,Female,333,113,63,Current,None,2,Yes,Yes,No,3,95,Yes,Asymptomatic,1
943
+ 42,Female,261,122,92,Never,None,0,No,No,No,6,128,No,Atypical Angina,0
944
+ 42,Male,156,111,95,Current,Heavy,9,Yes,Yes,Yes,7,152,Yes,Asymptomatic,0
945
+ 48,Male,221,116,64,Never,Heavy,0,Yes,No,No,4,92,Yes,Asymptomatic,0
946
+ 26,Female,241,120,67,Current,None,5,No,Yes,Yes,6,172,No,Non-anginal Pain,0
947
+ 76,Male,216,139,64,Current,None,2,Yes,No,Yes,2,182,No,Asymptomatic,1
948
+ 36,Female,341,104,90,Never,Moderate,0,No,No,No,8,179,Yes,Typical Angina,0
949
+ 33,Male,212,120,78,Former,Heavy,9,Yes,Yes,No,2,150,Yes,Atypical Angina,0
950
+ 51,Male,227,147,61,Former,None,9,Yes,Yes,No,1,111,Yes,Non-anginal Pain,1
951
+ 68,Male,265,90,89,Never,Heavy,5,Yes,No,No,8,107,No,Asymptomatic,1
952
+ 45,Female,157,115,75,Current,Heavy,2,Yes,Yes,No,10,175,No,Asymptomatic,0
953
+ 58,Female,312,134,79,Current,Heavy,3,Yes,No,No,7,198,Yes,Atypical Angina,1
954
+ 35,Female,162,102,82,Never,None,5,No,Yes,No,8,149,No,Atypical Angina,0
955
+ 48,Female,231,153,65,Current,None,8,No,No,No,2,72,No,Atypical Angina,0
956
+ 33,Female,198,178,67,Current,Heavy,3,No,No,Yes,3,97,No,Non-anginal Pain,0
957
+ 65,Male,282,150,69,Never,Moderate,4,No,No,Yes,4,189,Yes,Typical Angina,1
958
+ 50,Female,227,161,95,Current,Moderate,9,Yes,Yes,Yes,10,97,No,Typical Angina,0
959
+ 34,Male,186,134,82,Current,Heavy,5,Yes,No,No,1,132,No,Atypical Angina,0
960
+ 37,Male,162,130,78,Former,Heavy,7,No,No,No,4,106,Yes,Atypical Angina,0
961
+ 62,Male,206,177,83,Former,Moderate,5,Yes,Yes,Yes,5,110,Yes,Non-anginal Pain,1
962
+ 33,Male,274,140,82,Former,None,5,Yes,No,No,7,147,Yes,Typical Angina,0
963
+ 41,Female,320,159,61,Former,Moderate,6,No,Yes,Yes,7,144,Yes,Asymptomatic,0
964
+ 37,Male,334,166,72,Current,None,9,No,No,Yes,10,82,No,Atypical Angina,0
965
+ 64,Female,152,145,87,Never,None,2,Yes,Yes,Yes,7,97,No,Atypical Angina,0
966
+ 41,Male,228,162,72,Current,None,4,Yes,No,No,4,139,Yes,Atypical Angina,0
967
+ 46,Male,341,158,73,Former,Moderate,8,No,No,Yes,8,193,Yes,Typical Angina,0
968
+ 29,Male,252,144,84,Never,Heavy,2,No,Yes,Yes,8,170,Yes,Typical Angina,0
969
+ 42,Male,347,141,61,Never,Heavy,7,No,Yes,No,1,155,No,Non-anginal Pain,0
970
+ 55,Male,305,110,62,Never,Heavy,9,No,No,Yes,5,163,Yes,Asymptomatic,1
971
+ 50,Female,281,120,92,Current,Heavy,7,No,Yes,Yes,6,106,Yes,Non-anginal Pain,0
972
+ 72,Male,242,175,71,Former,None,5,No,No,Yes,9,132,No,Non-anginal Pain,1
973
+ 55,Female,219,166,89,Former,None,5,Yes,No,No,8,113,No,Atypical Angina,1
974
+ 45,Male,284,91,71,Current,None,8,Yes,Yes,No,5,106,Yes,Non-anginal Pain,0
975
+ 65,Female,303,162,74,Never,Heavy,5,No,Yes,Yes,10,135,No,Typical Angina,1
976
+ 70,Female,253,138,61,Former,Moderate,0,No,No,Yes,9,179,No,Non-anginal Pain,1
977
+ 58,Female,166,161,70,Never,Heavy,1,No,No,No,1,150,Yes,Typical Angina,0
978
+ 74,Male,255,112,99,Former,Moderate,8,Yes,Yes,No,8,84,No,Non-anginal Pain,1
979
+ 63,Female,187,178,69,Current,Heavy,4,No,No,No,5,128,No,Non-anginal Pain,0
980
+ 25,Female,305,100,76,Current,Heavy,2,Yes,No,No,9,107,No,Asymptomatic,0
981
+ 36,Female,161,178,98,Never,Moderate,7,No,Yes,No,4,185,Yes,Typical Angina,0
982
+ 79,Male,245,132,71,Current,Moderate,6,Yes,No,No,2,185,No,Typical Angina,1
983
+ 73,Female,226,164,61,Never,Moderate,0,Yes,Yes,Yes,2,144,No,Non-anginal Pain,1
984
+ 28,Female,243,91,84,Current,None,8,Yes,No,Yes,9,138,No,Asymptomatic,0
985
+ 27,Female,239,143,87,Current,None,0,Yes,Yes,No,1,78,Yes,Typical Angina,0
986
+ 26,Female,298,162,67,Never,Moderate,3,Yes,Yes,Yes,10,98,No,Asymptomatic,0
987
+ 29,Male,224,118,69,Never,None,1,Yes,Yes,No,5,145,No,Non-anginal Pain,0
988
+ 69,Female,223,147,66,Former,None,4,Yes,Yes,Yes,1,118,No,Non-anginal Pain,1
989
+ 38,Female,217,104,65,Never,Moderate,2,Yes,Yes,Yes,2,75,Yes,Atypical Angina,0
990
+ 37,Female,349,148,62,Former,Moderate,5,No,No,No,6,144,Yes,Asymptomatic,0
991
+ 49,Male,315,144,77,Former,None,4,Yes,Yes,No,2,127,No,Atypical Angina,0
992
+ 54,Male,304,112,86,Former,None,8,Yes,No,Yes,6,111,No,Asymptomatic,1
993
+ 26,Female,215,100,74,Never,Heavy,7,No,Yes,No,10,135,No,Atypical Angina,0
994
+ 28,Female,220,102,73,Current,Moderate,7,Yes,Yes,Yes,10,102,No,Typical Angina,0
995
+ 70,Female,346,110,62,Never,None,1,Yes,Yes,No,8,130,Yes,Asymptomatic,1
996
+ 52,Male,248,159,76,Former,Moderate,9,No,Yes,Yes,2,152,Yes,Asymptomatic,1
997
+ 56,Female,269,111,86,Never,Heavy,5,No,Yes,Yes,10,120,No,Non-anginal Pain,1
998
+ 78,Female,334,145,76,Never,None,6,No,No,No,10,196,Yes,Typical Angina,1
999
+ 79,Male,151,179,81,Never,Moderate,4,Yes,No,Yes,8,189,Yes,Asymptomatic,0
1000
+ 60,Female,326,151,68,Former,None,8,Yes,Yes,No,5,174,Yes,Atypical Angina,1
1001
+ 53,Male,226,116,82,Current,None,6,No,No,Yes,5,161,Yes,Asymptomatic,1
index.html ADDED
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1
+ <html>
2
+ <head>
3
+ <script type="module" crossorigin src="https://cdn.jsdelivr.net/npm/@gradio/lite/dist/lite.js"></script>
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+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@gradio/lite/dist/lite.css" />
5
+ </head>
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+ <body>
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+
8
+
9
+
10
+ <gradio-lite>
11
+ <gradio-requirements>
12
+ lightgbm
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+ plotly
14
+ scikit-learn
15
+ </gradio-requirements>
16
+
17
+ <gradio-file name="config.py">
18
+ # CSV data as a string
19
+ csv_data = """Age,Gender,Cholesterol,Blood Pressure,Heart Rate,Smoking,Alcohol Intake,Exercise Hours,Family History,Diabetes,Obesity,Stress Level,Blood Sugar,Exercise Induced Angina,Chest Pain Type,Heart Disease
20
+ 75,Female,228,119,66,Current,Heavy,1,No,No,Yes,8,119,Yes,Atypical Angina,1
21
+ 48,Male,204,165,62,Current,None,5,No,No,No,9,70,Yes,Typical Angina,0
22
+ 53,Male,234,91,67,Never,Heavy,3,Yes,No,Yes,5,196,Yes,Atypical Angina,1
23
+ 69,Female,192,90,72,Current,None,4,No,Yes,No,7,107,Yes,Non-anginal Pain,0
24
+ 62,Female,172,163,93,Never,None,6,No,Yes,No,2,183,Yes,Asymptomatic,0
25
+ 77,Male,309,110,73,Never,None,0,No,Yes,Yes,4,122,Yes,Asymptomatic,1
26
+ 64,Female,211,105,86,Former,Heavy,8,Yes,Yes,Yes,2,120,No,Typical Angina,1
27
+ 60,Female,208,148,83,Never,Moderate,4,No,Yes,Yes,2,113,Yes,Asymptomatic,1
28
+ 37,Female,317,137,66,Current,Heavy,3,No,Yes,Yes,5,114,No,Non-anginal Pain,0
29
+ 63,Male,204,141,68,Former,Heavy,8,No,Yes,No,3,107,No,Asymptomatic,1
30
+ 67,Female,282,108,87,Never,Heavy,3,Yes,No,Yes,9,85,Yes,Typical Angina,1
31
+ 37,Male,293,148,98,Current,Moderate,6,Yes,No,Yes,10,129,No,Typical Angina,0
32
+ 67,Male,325,177,81,Never,Moderate,8,Yes,No,Yes,10,192,No,Non-anginal Pain,1
33
+ 43,Male,155,169,82,Current,Heavy,8,Yes,Yes,No,2,163,No,Typical Angina,0
34
+ 60,Male,226,168,99,Never,Moderate,8,Yes,Yes,No,10,97,No,Non-anginal Pain,1
35
+ 44,Female,250,111,66,Former,None,6,Yes,No,Yes,3,121,Yes,Non-anginal Pain,0
36
+ 43,Female,279,173,81,Current,Moderate,9,Yes,No,No,7,150,No,Asymptomatic,0
37
+ 46,Female,259,118,76,Never,Heavy,4,No,Yes,Yes,8,76,No,Non-anginal Pain,0
38
+ 45,Female,246,169,98,Never,Moderate,5,Yes,No,Yes,9,97,No,Typical Angina,0
39
+ 74,Female,298,148,70,Former,Heavy,9,Yes,Yes,Yes,8,157,Yes,Non-anginal Pain,1
40
+ 76,Female,226,97,62,Former,None,5,Yes,Yes,No,4,85,No,Non-anginal Pain,1
41
+ 44,Female,309,95,83,Former,None,4,No,Yes,No,4,139,No,Non-anginal Pain,0
42
+ 58,Male,297,90,72,Current,None,6,Yes,No,No,10,104,Yes,Atypical Angina,1
43
+ 67,Male,287,117,64,Current,Moderate,0,Yes,Yes,Yes,1,112,Yes,Atypical Angina,1
44
+ 67,Female,177,171,87,Never,None,1,No,No,No,5,170,Yes,Typical Angina,0
45
+ 31,Male,276,110,61,Never,Heavy,8,Yes,Yes,No,7,187,Yes,Non-anginal Pain,0
46
+ 66,Female,265,159,99,Never,Heavy,4,Yes,Yes,No,7,151,No,Non-anginal Pain,1
47
+ 63,Male,273,103,64,Never,None,6,Yes,Yes,Yes,9,104,No,Typical Angina,1
48
+ 77,Female,197,170,61,Current,Moderate,8,No,No,Yes,9,92,No,Non-anginal Pain,0
49
+ 79,Male,319,115,63,Never,Moderate,0,Yes,No,Yes,9,95,No,Typical Angina,1
50
+ 32,Female,313,154,70,Former,Moderate,5,No,Yes,Yes,6,176,Yes,Asymptomatic,0
51
+ 48,Male,179,117,61,Never,None,7,No,No,No,1,166,Yes,Asymptomatic,0
52
+ 41,Male,234,98,71,Never,Moderate,6,No,No,No,6,73,Yes,Atypical Angina,0
53
+ 53,Female,228,142,99,Former,Heavy,1,Yes,Yes,Yes,9,75,Yes,Atypical Angina,1
54
+ 36,Male,227,158,78,Former,Heavy,8,Yes,No,Yes,6,120,No,Asymptomatic,0
55
+ 57,Male,262,166,73,Never,Moderate,1,No,No,Yes,8,97,Yes,Atypical Angina,1
56
+ 60,Female,311,159,60,Former,Heavy,4,Yes,Yes,Yes,10,99,No,Non-anginal Pain,1
57
+ 66,Female,230,150,92,Current,None,2,No,Yes,No,8,111,No,Atypical Angina,1
58
+ 46,Male,192,139,61,Former,None,0,Yes,No,Yes,2,174,Yes,Asymptomatic,0
59
+ 72,Female,306,137,72,Current,Moderate,0,Yes,Yes,No,2,122,No,Asymptomatic,1
60
+ 67,Female,216,137,80,Former,Heavy,0,Yes,No,Yes,8,135,No,Asymptomatic,1
61
+ 65,Male,189,143,70,Current,None,2,Yes,No,No,5,150,Yes,Non-anginal Pain,0
62
+ 37,Female,162,126,79,Current,Moderate,1,Yes,Yes,Yes,8,93,No,Non-anginal Pain,0
63
+ 28,Female,207,162,63,Former,Moderate,4,Yes,No,Yes,3,109,Yes,Non-anginal Pain,0
64
+ 70,Female,271,159,82,Former,Moderate,8,Yes,No,No,7,87,Yes,Typical Angina,1
65
+ 36,Female,209,106,84,Former,Heavy,0,No,Yes,Yes,3,137,Yes,Typical Angina,0
66
+ 51,Male,251,170,71,Current,Heavy,3,No,Yes,No,4,111,No,Non-anginal Pain,1
67
+ 74,Male,325,95,87,Never,None,3,Yes,No,Yes,10,162,No,Atypical Angina,1
68
+ 41,Male,268,95,70,Current,Heavy,9,No,No,No,4,176,No,Non-anginal Pain,0
69
+ 41,Male,286,128,97,Never,None,6,Yes,Yes,No,9,78,No,Non-anginal Pain,0
70
+ 69,Female,167,157,83,Former,Moderate,4,Yes,Yes,No,2,160,No,Asymptomatic,0
71
+ 54,Female,348,129,97,Current,Heavy,4,Yes,No,No,9,187,Yes,Atypical Angina,1
72
+ 52,Female,330,125,68,Current,Moderate,4,No,No,Yes,4,154,No,Non-anginal Pain,1
73
+ 38,Male,264,120,89,Former,Heavy,5,Yes,No,No,10,172,No,Atypical Angina,0
74
+ 25,Female,287,148,82,Former,None,8,No,No,No,1,96,Yes,Non-anginal Pain,0
75
+ 52,Male,207,95,84,Current,Moderate,2,No,No,No,8,180,Yes,Asymptomatic,1
76
+ 53,Male,252,107,91,Former,Moderate,8,No,No,No,1,124,Yes,Atypical Angina,1
77
+ 55,Female,232,91,93,Never,None,6,No,No,Yes,10,152,No,Typical Angina,1
78
+ 61,Male,261,156,97,Former,Heavy,2,Yes,Yes,Yes,7,154,Yes,Atypical Angina,1
79
+ 30,Male,264,135,99,Former,None,7,Yes,Yes,Yes,9,99,Yes,Typical Angina,0
80
+ 48,Female,257,171,89,Never,Heavy,2,No,Yes,Yes,3,141,No,Asymptomatic,0
81
+ 35,Female,339,165,68,Never,None,9,No,No,Yes,5,99,Yes,Asymptomatic,0
82
+ 42,Male,166,119,97,Never,Moderate,0,No,No,No,10,109,No,Typical Angina,0
83
+ 56,Female,339,148,60,Never,None,8,Yes,Yes,Yes,3,88,Yes,Asymptomatic,1
84
+ 47,Male,310,97,72,Current,Heavy,7,No,Yes,Yes,6,96,Yes,Asymptomatic,0
85
+ 71,Male,192,148,90,Current,None,1,Yes,Yes,No,1,156,No,Asymptomatic,0
86
+ 68,Female,282,125,92,Current,Heavy,5,No,No,Yes,3,172,No,Typical Angina,1
87
+ 59,Female,180,127,70,Never,Moderate,4,Yes,Yes,No,2,122,No,Non-anginal Pain,0
88
+ 25,Female,162,122,77,Current,Heavy,0,No,No,No,1,137,Yes,Non-anginal Pain,0
89
+ 44,Male,331,169,94,Current,Heavy,3,No,No,No,8,177,No,Asymptomatic,0
90
+ 64,Male,348,174,64,Current,Moderate,6,Yes,No,Yes,6,170,No,Non-anginal Pain,1
91
+ 45,Male,307,161,90,Former,Moderate,7,No,No,Yes,3,134,No,Asymptomatic,0
92
+ 33,Female,271,159,62,Former,None,1,Yes,No,Yes,2,176,Yes,Atypical Angina,0
93
+ 65,Male,247,140,89,Never,Moderate,8,Yes,Yes,No,8,183,Yes,Typical Angina,1
94
+ 79,Male,243,121,80,Never,Heavy,1,Yes,Yes,No,3,158,No,Atypical Angina,1
95
+ 52,Female,290,114,63,Current,None,5,Yes,Yes,No,1,151,No,Typical Angina,1
96
+ 61,Male,209,144,70,Current,Heavy,5,Yes,Yes,No,8,86,No,Typical Angina,1
97
+ 78,Male,223,132,68,Current,Heavy,7,Yes,Yes,No,1,82,Yes,Non-anginal Pain,1
98
+ 69,Female,166,157,92,Former,None,3,No,No,No,2,170,Yes,Atypical Angina,0
99
+ 28,Female,155,95,67,Former,None,6,No,No,No,2,105,Yes,Asymptomatic,0
100
+ 77,Female,161,136,83,Current,None,2,No,No,No,5,155,Yes,Non-anginal Pain,0
101
+ 76,Male,241,101,67,Former,None,4,No,No,Yes,10,74,Yes,Typical Angina,1
102
+ 30,Female,154,175,87,Former,Heavy,7,Yes,No,No,7,97,No,Typical Angina,0
103
+ 57,Female,203,156,98,Never,Moderate,7,No,No,No,6,143,Yes,Atypical Angina,1
104
+ 62,Female,205,127,78,Never,Heavy,3,Yes,Yes,Yes,4,127,No,Typical Angina,1
105
+ 53,Male,179,162,76,Never,Moderate,1,No,No,No,9,163,Yes,Typical Angina,0
106
+ 26,Male,264,122,62,Former,Moderate,5,Yes,No,Yes,10,176,No,Non-anginal Pain,0
107
+ 46,Female,180,109,76,Never,Heavy,6,No,Yes,No,2,176,No,Non-anginal Pain,0
108
+ 61,Female,184,119,77,Never,None,8,No,Yes,Yes,10,92,Yes,Atypical Angina,0
109
+ 50,Male,291,172,94,Current,None,5,No,Yes,Yes,6,176,No,Non-anginal Pain,0
110
+ 51,Female,210,139,81,Current,None,0,Yes,Yes,No,8,145,No,Typical Angina,1
111
+ 38,Male,215,138,61,Former,Heavy,1,No,Yes,Yes,10,198,Yes,Atypical Angina,0
112
+ 38,Female,336,97,71,Current,None,8,No,Yes,Yes,10,163,No,Asymptomatic,0
113
+ 54,Female,242,145,75,Current,None,3,Yes,No,No,8,159,No,Asymptomatic,1
114
+ 32,Female,320,150,93,Never,Moderate,5,No,Yes,No,10,148,No,Non-anginal Pain,0
115
+ 46,Male,290,149,77,Never,Moderate,6,Yes,Yes,No,10,157,No,Non-anginal Pain,0
116
+ 63,Female,262,117,99,Current,Heavy,9,Yes,No,No,2,92,No,Asymptomatic,1
117
+ 61,Female,284,163,95,Former,Heavy,1,Yes,No,No,10,171,Yes,Typical Angina,1
118
+ 43,Male,249,117,87,Former,Heavy,7,Yes,No,Yes,1,73,Yes,Non-anginal Pain,0
119
+ 61,Female,248,100,91,Former,Moderate,3,Yes,Yes,No,3,110,No,Atypical Angina,1
120
+ 35,Male,331,103,82,Former,Heavy,1,Yes,No,No,2,103,No,Asymptomatic,0
121
+ 56,Male,226,136,95,Never,None,3,Yes,Yes,No,5,115,No,Typical Angina,1
122
+ 50,Male,232,158,87,Former,Heavy,0,Yes,Yes,No,4,110,No,Non-anginal Pain,0
123
+ 51,Female,236,157,81,Current,None,9,Yes,No,No,7,183,No,Atypical Angina,1
124
+ 64,Male,317,124,94,Former,Heavy,4,No,Yes,No,3,193,No,Atypical Angina,1
125
+ 47,Female,230,135,97,Former,Heavy,0,No,Yes,Yes,7,99,Yes,Asymptomatic,0
126
+ 61,Female,311,128,87,Former,None,7,No,No,Yes,1,74,Yes,Asymptomatic,1
127
+ 68,Male,307,124,82,Current,Heavy,4,No,Yes,No,4,132,Yes,Atypical Angina,1
128
+ 64,Female,174,115,98,Current,None,8,Yes,No,No,10,110,Yes,Atypical Angina,0
129
+ 37,Female,226,173,86,Current,Moderate,7,No,Yes,No,2,139,No,Asymptomatic,0
130
+ 72,Male,210,166,75,Current,Moderate,6,Yes,No,Yes,6,132,No,Asymptomatic,1
131
+ 27,Male,164,114,98,Never,None,2,Yes,No,No,7,96,Yes,Typical Angina,0
132
+ 79,Male,296,98,98,Current,Moderate,2,No,Yes,No,2,160,No,Atypical Angina,1
133
+ 56,Female,278,96,69,Never,Heavy,9,No,Yes,Yes,9,143,No,Atypical Angina,1
134
+ 54,Male,196,162,89,Never,None,9,Yes,No,No,10,93,Yes,Typical Angina,0
135
+ 75,Male,298,179,64,Former,Heavy,4,Yes,Yes,No,10,105,Yes,Typical Angina,1
136
+ 32,Male,272,126,82,Never,Heavy,1,No,Yes,No,9,140,Yes,Typical Angina,0
137
+ 39,Female,328,173,75,Former,Moderate,0,No,No,Yes,5,72,Yes,Asymptomatic,0
138
+ 62,Male,176,155,90,Never,None,3,No,Yes,No,3,147,No,Atypical Angina,0
139
+ 40,Male,327,97,87,Never,Heavy,7,Yes,No,No,10,161,Yes,Atypical Angina,0
140
+ 78,Female,217,178,98,Never,None,3,No,Yes,No,4,144,Yes,Asymptomatic,1
141
+ 47,Male,222,128,83,Former,Heavy,0,Yes,Yes,Yes,1,103,Yes,Typical Angina,0
142
+ 67,Male,328,132,89,Former,Heavy,6,No,Yes,No,5,116,Yes,Asymptomatic,1
143
+ 68,Female,185,158,78,Never,Moderate,0,No,No,Yes,9,90,Yes,Non-anginal Pain,0
144
+ 42,Male,201,158,61,Current,None,6,Yes,Yes,No,3,91,Yes,Atypical Angina,0
145
+ 29,Male,237,110,64,Former,None,7,Yes,No,Yes,5,183,Yes,Typical Angina,0
146
+ 59,Male,175,152,76,Current,Heavy,9,Yes,Yes,No,8,104,No,Non-anginal Pain,0
147
+ 51,Female,272,144,86,Current,Moderate,8,Yes,Yes,Yes,3,79,Yes,Non-anginal Pain,1
148
+ 27,Male,319,146,63,Former,Heavy,6,Yes,No,Yes,8,85,Yes,Typical Angina,0
149
+ 41,Female,251,106,70,Former,None,2,Yes,No,No,8,150,No,Asymptomatic,0
150
+ 25,Male,224,119,79,Never,Heavy,3,Yes,Yes,Yes,9,173,Yes,Atypical Angina,0
151
+ 48,Male,164,100,81,Never,Heavy,8,Yes,Yes,No,10,93,Yes,Asymptomatic,0
152
+ 30,Male,294,128,76,Former,Heavy,0,No,No,Yes,4,135,Yes,Typical Angina,0
153
+ 36,Female,238,91,61,Never,None,0,No,Yes,No,3,174,No,Atypical Angina,0
154
+ 72,Male,348,110,69,Never,None,7,No,No,No,3,77,Yes,Asymptomatic,1
155
+ 53,Male,270,135,70,Former,Heavy,0,Yes,No,No,3,144,Yes,Typical Angina,1
156
+ 64,Male,195,105,76,Current,None,7,Yes,Yes,Yes,5,142,Yes,Typical Angina,0
157
+ 54,Female,184,138,66,Never,Moderate,9,Yes,No,Yes,1,89,Yes,Typical Angina,0
158
+ 30,Female,281,95,80,Former,None,7,Yes,No,No,1,178,Yes,Atypical Angina,0
159
+ 76,Male,199,139,75,Former,None,4,Yes,No,No,6,175,Yes,Atypical Angina,0
160
+ 45,Female,345,174,74,Current,None,7,Yes,No,No,10,154,No,Atypical Angina,0
161
+ 42,Male,234,155,72,Former,Moderate,8,No,No,Yes,4,105,No,Typical Angina,0
162
+ 26,Male,241,142,77,Never,Moderate,5,No,Yes,No,2,118,No,Atypical Angina,0
163
+ 48,Female,208,178,75,Former,Heavy,9,No,No,No,10,140,Yes,Typical Angina,0
164
+ 51,Female,196,164,87,Never,Moderate,2,No,Yes,Yes,3,158,No,Asymptomatic,0
165
+ 74,Female,170,126,99,Former,Heavy,7,No,No,No,10,105,Yes,Atypical Angina,0
166
+ 57,Female,248,112,90,Never,Moderate,1,No,Yes,No,2,90,No,Atypical Angina,1
167
+ 74,Female,208,117,62,Former,None,5,Yes,No,Yes,3,151,Yes,Typical Angina,1
168
+ 56,Male,287,177,63,Former,Moderate,9,No,No,No,10,103,No,Atypical Angina,1
169
+ 65,Female,256,171,67,Never,Moderate,8,No,No,No,6,85,Yes,Non-anginal Pain,1
170
+ 76,Male,153,145,77,Never,Heavy,0,Yes,No,No,6,172,No,Asymptomatic,0
171
+ 61,Male,183,167,78,Former,Heavy,9,Yes,Yes,No,2,108,No,Typical Angina,0
172
+ 76,Female,347,116,69,Current,Heavy,5,Yes,Yes,No,6,149,Yes,Asymptomatic,1
173
+ 67,Male,221,115,69,Former,Moderate,6,No,Yes,Yes,2,126,No,Non-anginal Pain,1
174
+ 39,Female,200,98,77,Former,Moderate,0,Yes,Yes,Yes,6,101,No,Non-anginal Pain,0
175
+ 51,Male,277,153,99,Current,None,0,Yes,No,No,8,163,Yes,Atypical Angina,1
176
+ 64,Male,250,98,79,Former,None,0,Yes,No,No,4,105,Yes,Typical Angina,1
177
+ 33,Female,302,121,69,Former,Moderate,1,No,Yes,Yes,4,128,No,Atypical Angina,0
178
+ 40,Female,169,96,68,Current,Heavy,8,Yes,No,Yes,4,111,No,Asymptomatic,0
179
+ 75,Female,307,108,65,Never,Heavy,7,No,No,Yes,7,167,No,Asymptomatic,1
180
+ 27,Female,248,170,60,Current,Moderate,0,No,Yes,No,3,184,No,Asymptomatic,0
181
+ 77,Female,329,156,65,Former,Heavy,8,No,No,No,5,170,Yes,Non-anginal Pain,1
182
+ 27,Female,266,171,96,Never,None,2,Yes,No,No,9,179,No,Non-anginal Pain,0
183
+ 68,Male,198,110,86,Former,Moderate,6,Yes,Yes,No,9,158,No,Asymptomatic,0
184
+ 52,Male,339,169,88,Never,None,8,Yes,No,No,3,157,No,Atypical Angina,1
185
+ 73,Male,286,138,66,Current,Heavy,4,Yes,No,Yes,3,103,No,Atypical Angina,1
186
+ 49,Male,330,158,67,Former,Moderate,9,No,Yes,Yes,2,144,No,Atypical Angina,0
187
+ 56,Male,261,153,78,Never,None,6,No,No,No,8,197,No,Typical Angina,1
188
+ 31,Female,309,119,83,Never,None,4,No,Yes,No,8,109,Yes,Non-anginal Pain,0
189
+ 53,Male,308,178,80,Never,Moderate,5,Yes,Yes,No,9,186,No,Atypical Angina,1
190
+ 55,Male,174,105,76,Current,Heavy,1,Yes,No,Yes,4,70,No,Atypical Angina,0
191
+ 42,Male,283,106,99,Current,Heavy,3,Yes,No,Yes,3,192,No,Non-anginal Pain,0
192
+ 38,Male,254,95,60,Former,Heavy,7,Yes,Yes,No,9,171,No,Non-anginal Pain,0
193
+ 58,Male,277,153,91,Never,Heavy,0,Yes,Yes,No,4,154,Yes,Non-anginal Pain,1
194
+ 75,Male,306,114,99,Current,Heavy,1,No,Yes,Yes,5,186,No,Non-anginal Pain,1
195
+ 68,Female,249,98,92,Former,None,0,No,Yes,No,8,108,Yes,Non-anginal Pain,1
196
+ 66,Female,343,147,94,Current,Heavy,5,Yes,Yes,Yes,4,103,No,Atypical Angina,1
197
+ 68,Female,292,167,79,Current,None,1,Yes,No,No,2,134,Yes,Non-anginal Pain,1
198
+ 32,Male,181,130,72,Former,Moderate,8,Yes,No,No,10,143,No,Atypical Angina,0
199
+ 35,Female,325,96,70,Current,Heavy,9,No,No,No,9,91,Yes,Asymptomatic,0
200
+ 41,Male,231,103,63,Former,None,8,No,No,No,9,180,Yes,Typical Angina,0
201
+ 36,Male,275,168,92,Never,None,5,Yes,Yes,Yes,6,149,No,Asymptomatic,0
202
+ 48,Male,329,162,70,Current,Heavy,5,No,No,No,2,179,Yes,Asymptomatic,0
203
+ 28,Male,277,174,71,Former,Heavy,3,Yes,No,Yes,9,146,Yes,Non-anginal Pain,0
204
+ 26,Female,153,124,63,Never,Heavy,4,No,Yes,No,1,175,Yes,Non-anginal Pain,0
205
+ 54,Female,238,102,63,Former,Moderate,9,Yes,Yes,No,1,85,No,Typical Angina,1
206
+ 63,Male,328,119,83,Never,Moderate,5,Yes,No,Yes,1,167,No,Atypical Angina,1
207
+ 46,Male,168,140,99,Former,Moderate,2,Yes,No,Yes,1,98,No,Asymptomatic,0
208
+ 53,Male,265,93,82,Current,Heavy,2,No,No,No,7,113,Yes,Asymptomatic,1
209
+ 49,Female,250,133,75,Current,None,5,Yes,No,Yes,1,104,Yes,Typical Angina,0
210
+ 26,Female,187,179,97,Never,Moderate,5,No,Yes,Yes,3,84,Yes,Atypical Angina,0
211
+ 68,Male,323,127,83,Never,Heavy,5,Yes,No,No,6,161,No,Asymptomatic,1
212
+ 73,Female,184,104,60,Former,Moderate,1,Yes,No,Yes,7,196,No,Non-anginal Pain,0
213
+ 78,Male,156,148,66,Current,None,9,Yes,Yes,No,6,123,No,Non-anginal Pain,0
214
+ 73,Female,235,146,91,Never,Heavy,3,No,No,Yes,5,111,No,Asymptomatic,1
215
+ 58,Female,328,148,97,Never,Moderate,3,No,Yes,No,9,144,No,Asymptomatic,1
216
+ 66,Male,300,98,65,Never,Moderate,7,No,No,No,6,94,No,Non-anginal Pain,1
217
+ 58,Male,344,163,92,Current,Heavy,0,Yes,No,No,5,99,Yes,Non-anginal Pain,1
218
+ 40,Female,156,90,91,Never,None,9,Yes,No,No,4,71,Yes,Typical Angina,0
219
+ 71,Male,177,147,79,Never,Moderate,6,Yes,No,Yes,8,73,No,Non-anginal Pain,0
220
+ 57,Male,267,105,75,Current,None,6,No,No,No,3,197,No,Asymptomatic,1
221
+ 46,Female,249,109,89,Former,None,6,Yes,No,No,8,146,Yes,Typical Angina,0
222
+ 75,Male,178,125,71,Former,Moderate,3,No,No,Yes,9,149,Yes,Asymptomatic,0
223
+ 68,Male,159,148,82,Never,Heavy,8,No,No,Yes,3,159,Yes,Non-anginal Pain,0
224
+ 63,Female,300,166,78,Never,Moderate,3,Yes,No,Yes,9,142,No,Atypical Angina,1
225
+ 39,Male,209,147,74,Never,None,4,Yes,No,No,5,193,Yes,Asymptomatic,0
226
+ 26,Female,213,167,76,Current,None,1,Yes,Yes,Yes,5,127,No,Asymptomatic,0
227
+ 42,Female,237,115,82,Never,Heavy,9,Yes,No,Yes,3,181,No,Asymptomatic,0
228
+ 58,Male,317,174,65,Never,Heavy,8,No,No,No,6,173,Yes,Atypical Angina,1
229
+ 32,Female,255,164,85,Former,Moderate,2,No,No,No,8,193,No,Typical Angina,0
230
+ 61,Male,297,170,79,Current,Heavy,9,Yes,No,No,5,189,Yes,Non-anginal Pain,1
231
+ 47,Male,285,91,70,Current,None,3,Yes,Yes,No,3,167,No,Non-anginal Pain,0
232
+ 70,Male,167,125,63,Current,Heavy,7,No,No,No,9,145,No,Non-anginal Pain,0
233
+ 79,Male,335,109,95,Current,Moderate,1,Yes,No,Yes,2,170,No,Asymptomatic,1
234
+ 64,Male,200,97,91,Former,Heavy,0,No,No,Yes,4,189,No,Asymptomatic,0
235
+ 40,Male,238,101,94,Never,None,7,Yes,No,No,1,195,Yes,Atypical Angina,0
236
+ 48,Male,198,144,77,Never,None,9,Yes,Yes,No,7,184,Yes,Atypical Angina,0
237
+ 26,Male,252,96,64,Current,Moderate,4,No,No,Yes,10,105,Yes,Typical Angina,0
238
+ 70,Female,238,117,80,Current,None,9,Yes,Yes,No,7,161,Yes,Typical Angina,1
239
+ 74,Female,295,151,62,Never,Heavy,8,Yes,No,No,2,170,Yes,Typical Angina,1
240
+ 25,Male,241,132,92,Never,Heavy,1,No,Yes,Yes,6,79,Yes,Asymptomatic,0
241
+ 36,Female,158,126,93,Current,Moderate,0,Yes,No,Yes,3,196,No,Asymptomatic,0
242
+ 52,Male,229,139,63,Never,Heavy,2,Yes,No,Yes,4,90,No,Typical Angina,1
243
+ 40,Female,176,131,89,Former,None,0,No,Yes,No,4,101,No,Asymptomatic,0
244
+ 32,Female,349,148,65,Former,Moderate,3,Yes,Yes,Yes,9,88,Yes,Atypical Angina,0
245
+ 33,Male,315,91,80,Current,None,5,No,Yes,No,2,138,No,Typical Angina,0
246
+ 26,Male,326,91,69,Former,Moderate,4,No,No,Yes,6,158,Yes,Atypical Angina,0
247
+ 76,Male,193,100,82,Former,Heavy,4,No,Yes,Yes,1,185,No,Atypical Angina,0
248
+ 79,Female,242,176,72,Current,None,5,Yes,Yes,Yes,10,84,No,Non-anginal Pain,1
249
+ 71,Female,175,143,75,Current,Moderate,1,Yes,Yes,No,9,115,Yes,Atypical Angina,0
250
+ 36,Female,199,163,73,Former,Heavy,7,No,No,Yes,1,129,Yes,Non-anginal Pain,0
251
+ 46,Male,262,90,69,Current,Heavy,9,No,Yes,Yes,3,167,Yes,Asymptomatic,0
252
+ 42,Male,201,145,81,Current,Moderate,0,No,No,Yes,9,109,Yes,Typical Angina,0
253
+ 27,Male,191,95,95,Never,None,5,Yes,Yes,No,7,187,Yes,Typical Angina,0
254
+ 38,Male,296,97,80,Current,Heavy,1,No,Yes,Yes,5,197,Yes,Non-anginal Pain,0
255
+ 62,Female,341,91,85,Never,Heavy,1,No,No,Yes,6,106,Yes,Asymptomatic,1
256
+ 69,Female,228,157,77,Never,Moderate,2,Yes,Yes,No,3,86,No,Typical Angina,1
257
+ 34,Female,320,140,97,Former,None,2,No,No,Yes,8,120,Yes,Atypical Angina,0
258
+ 60,Male,281,133,83,Never,None,4,Yes,Yes,Yes,2,175,No,Typical Angina,1
259
+ 34,Female,274,177,86,Former,None,9,Yes,Yes,Yes,2,95,No,Atypical Angina,0
260
+ 69,Male,189,167,96,Current,Moderate,8,Yes,Yes,Yes,2,108,Yes,Non-anginal Pain,0
261
+ 31,Female,267,157,75,Former,Heavy,9,Yes,Yes,No,3,74,Yes,Non-anginal Pain,0
262
+ 44,Female,209,145,93,Never,None,9,No,No,No,3,195,No,Typical Angina,0
263
+ 53,Male,295,110,89,Former,Heavy,1,Yes,No,Yes,10,71,No,Non-anginal Pain,1
264
+ 63,Male,250,154,69,Never,None,3,Yes,No,No,7,170,Yes,Asymptomatic,1
265
+ 50,Male,308,166,97,Current,None,7,No,No,No,2,116,Yes,Typical Angina,0
266
+ 33,Female,231,117,70,Current,None,6,Yes,No,No,8,122,Yes,Atypical Angina,0
267
+ 49,Female,210,99,79,Never,None,3,Yes,Yes,Yes,4,106,No,Typical Angina,0
268
+ 29,Female,238,172,64,Current,Heavy,6,Yes,No,Yes,5,195,No,Typical Angina,0
269
+ 49,Female,168,128,79,Never,Moderate,5,No,No,Yes,4,176,No,Non-anginal Pain,0
270
+ 51,Female,266,102,86,Never,None,2,Yes,Yes,Yes,2,167,Yes,Atypical Angina,1
271
+ 77,Male,214,100,96,Current,Heavy,8,No,No,No,5,186,No,Asymptomatic,1
272
+ 60,Male,207,160,83,Current,None,4,No,Yes,No,4,106,No,Asymptomatic,1
273
+ 71,Female,332,145,75,Current,Moderate,9,Yes,No,Yes,1,157,Yes,Non-anginal Pain,1
274
+ 77,Male,212,161,98,Former,Moderate,7,Yes,No,Yes,1,128,Yes,Non-anginal Pain,1
275
+ 54,Male,311,130,62,Current,None,5,Yes,No,No,9,104,No,Typical Angina,1
276
+ 75,Female,318,179,87,Current,Heavy,2,Yes,No,Yes,7,104,Yes,Atypical Angina,1
277
+ 26,Female,280,144,60,Never,Heavy,7,Yes,No,No,6,194,No,Atypical Angina,0
278
+ 62,Male,171,139,72,Former,Heavy,4,Yes,No,No,6,79,No,Non-anginal Pain,0
279
+ 25,Female,217,117,92,Current,None,0,Yes,Yes,No,4,148,Yes,Atypical Angina,0
280
+ 65,Female,337,152,81,Former,None,8,No,Yes,No,7,110,No,Typical Angina,1
281
+ 51,Female,273,163,94,Never,Heavy,9,Yes,No,Yes,9,158,No,Typical Angina,1
282
+ 73,Female,347,134,97,Former,None,5,No,Yes,No,3,186,No,Asymptomatic,1
283
+ 68,Female,306,179,77,Current,Heavy,4,No,No,Yes,7,184,Yes,Atypical Angina,1
284
+ 42,Female,278,158,77,Never,Heavy,4,No,Yes,Yes,4,140,Yes,Typical Angina,0
285
+ 31,Female,211,127,68,Former,Heavy,1,No,Yes,Yes,4,139,No,Asymptomatic,0
286
+ 41,Male,219,136,75,Never,Heavy,1,Yes,Yes,Yes,5,198,Yes,Typical Angina,0
287
+ 51,Female,223,111,64,Former,None,4,Yes,Yes,Yes,9,95,Yes,Asymptomatic,1
288
+ 75,Female,216,123,79,Former,None,1,No,Yes,No,9,188,Yes,Atypical Angina,1
289
+ 65,Female,197,167,87,Former,Moderate,8,No,Yes,Yes,1,70,No,Asymptomatic,0
290
+ 44,Male,197,135,85,Former,Heavy,2,Yes,No,Yes,4,111,Yes,Asymptomatic,0
291
+ 69,Female,330,110,70,Never,Moderate,1,Yes,No,No,4,178,No,Asymptomatic,1
292
+ 32,Male,283,169,84,Never,Heavy,8,No,No,No,8,177,No,Atypical Angina,0
293
+ 71,Female,162,102,89,Former,Moderate,1,Yes,Yes,Yes,3,162,Yes,Atypical Angina,0
294
+ 48,Male,317,132,96,Never,Moderate,8,No,Yes,No,6,164,No,Asymptomatic,0
295
+ 55,Male,291,158,87,Current,None,8,No,No,No,7,102,Yes,Typical Angina,1
296
+ 49,Male,246,135,95,Never,Heavy,2,Yes,No,No,7,108,No,Asymptomatic,0
297
+ 26,Male,261,176,83,Former,Heavy,3,No,No,No,5,139,No,Non-anginal Pain,0
298
+ 54,Female,201,112,87,Never,None,7,Yes,Yes,No,5,109,Yes,Asymptomatic,1
299
+ 34,Male,275,112,73,Never,None,5,No,No,Yes,3,168,Yes,Typical Angina,0
300
+ 60,Male,297,144,84,Current,None,2,Yes,Yes,Yes,2,79,Yes,Non-anginal Pain,1
301
+ 35,Male,171,172,70,Former,Heavy,7,Yes,Yes,No,2,107,Yes,Typical Angina,0
302
+ 48,Male,242,135,86,Former,Moderate,7,Yes,Yes,No,7,129,Yes,Typical Angina,0
303
+ 27,Male,322,122,77,Former,Heavy,8,Yes,Yes,Yes,6,74,No,Atypical Angina,0
304
+ 35,Male,179,104,68,Former,Heavy,2,No,Yes,No,4,186,No,Non-anginal Pain,0
305
+ 54,Female,297,169,88,Current,Heavy,1,No,No,No,5,148,No,Asymptomatic,1
306
+ 74,Male,299,133,95,Former,None,3,Yes,Yes,No,9,110,No,Atypical Angina,1
307
+ 65,Female,171,107,92,Former,Moderate,8,No,Yes,Yes,4,169,No,Atypical Angina,0
308
+ 37,Female,296,175,85,Never,Moderate,9,No,Yes,No,10,72,Yes,Typical Angina,0
309
+ 67,Female,244,124,60,Former,Moderate,3,No,Yes,Yes,3,166,No,Asymptomatic,1
310
+ 66,Male,333,131,70,Never,Heavy,0,Yes,No,No,4,106,Yes,Asymptomatic,1
311
+ 35,Male,336,125,81,Never,Moderate,0,No,No,No,4,149,Yes,Typical Angina,0
312
+ 59,Female,161,113,85,Current,Heavy,5,Yes,Yes,No,5,78,Yes,Non-anginal Pain,0
313
+ 37,Male,307,91,90,Never,Moderate,6,No,Yes,Yes,2,127,No,Asymptomatic,0
314
+ 37,Male,337,134,83,Current,Heavy,8,Yes,No,Yes,3,152,No,Asymptomatic,0
315
+ 43,Male,212,141,86,Never,Heavy,0,No,Yes,Yes,4,128,Yes,Asymptomatic,0
316
+ 38,Female,198,161,94,Never,Heavy,8,No,Yes,No,3,167,No,Typical Angina,0
317
+ 61,Male,186,176,99,Former,Heavy,4,Yes,No,No,9,118,No,Non-anginal Pain,0
318
+ 25,Female,249,95,99,Former,None,3,No,No,No,2,93,No,Typical Angina,0
319
+ 49,Female,342,154,92,Current,Moderate,4,Yes,Yes,No,7,151,No,Atypical Angina,0
320
+ 52,Male,319,123,96,Never,Heavy,2,No,No,Yes,8,117,No,Non-anginal Pain,1
321
+ 33,Female,175,97,73,Current,Heavy,5,No,No,Yes,1,114,No,Typical Angina,0
322
+ 61,Female,223,177,74,Former,Heavy,1,Yes,Yes,Yes,7,198,Yes,Atypical Angina,1
323
+ 75,Female,246,142,66,Never,Moderate,9,Yes,No,Yes,7,103,Yes,Non-anginal Pain,1
324
+ 34,Male,260,134,71,Never,None,2,Yes,Yes,No,3,135,Yes,Typical Angina,0
325
+ 76,Female,159,96,65,Never,Moderate,1,No,No,No,2,142,No,Non-anginal Pain,0
326
+ 49,Male,166,168,68,Former,Heavy,0,Yes,Yes,Yes,2,118,No,Non-anginal Pain,0
327
+ 41,Female,189,163,90,Former,None,8,Yes,Yes,Yes,6,116,No,Atypical Angina,0
328
+ 37,Male,232,169,86,Current,Heavy,2,No,No,No,2,168,Yes,Non-anginal Pain,0
329
+ 58,Male,162,106,74,Never,Moderate,6,No,Yes,No,7,194,Yes,Non-anginal Pain,0
330
+ 41,Female,289,125,76,Current,Moderate,9,No,Yes,Yes,5,110,No,Non-anginal Pain,0
331
+ 64,Female,285,169,76,Never,None,0,Yes,No,Yes,9,114,No,Typical Angina,1
332
+ 70,Male,205,111,63,Current,None,6,No,Yes,Yes,1,135,Yes,Non-anginal Pain,1
333
+ 32,Female,201,142,65,Never,None,2,No,No,Yes,9,72,Yes,Non-anginal Pain,0
334
+ 36,Female,278,114,90,Current,Moderate,6,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
335
+ 70,Male,173,93,81,Former,Moderate,5,Yes,Yes,Yes,10,147,No,Typical Angina,0
336
+ 75,Female,249,177,97,Never,Moderate,4,Yes,Yes,No,4,160,No,Atypical Angina,1
337
+ 76,Female,171,126,61,Former,None,2,No,No,Yes,6,165,Yes,Typical Angina,0
338
+ 57,Male,317,169,76,Current,None,1,Yes,No,Yes,7,157,Yes,Non-anginal Pain,1
339
+ 43,Male,231,107,94,Current,Heavy,5,Yes,Yes,No,10,120,Yes,Non-anginal Pain,0
340
+ 37,Male,300,164,80,Former,Moderate,3,No,No,No,4,153,No,Atypical Angina,0
341
+ 51,Male,324,163,98,Former,Heavy,4,Yes,Yes,Yes,6,116,No,Non-anginal Pain,1
342
+ 34,Male,238,125,98,Former,Heavy,7,Yes,No,Yes,8,168,Yes,Atypical Angina,0
343
+ 63,Male,210,136,86,Former,None,8,No,No,No,2,167,No,Non-anginal Pain,1
344
+ 63,Female,167,133,94,Former,Moderate,9,No,Yes,No,2,87,Yes,Atypical Angina,0
345
+ 27,Male,344,114,78,Former,Heavy,1,Yes,No,Yes,9,154,No,Atypical Angina,0
346
+ 41,Male,340,117,72,Former,Moderate,9,Yes,No,Yes,10,191,No,Asymptomatic,0
347
+ 72,Female,328,140,96,Current,None,0,Yes,Yes,Yes,6,98,No,Typical Angina,1
348
+ 71,Male,151,171,69,Never,None,5,No,No,Yes,9,123,No,Typical Angina,0
349
+ 65,Male,281,126,84,Never,Moderate,8,Yes,Yes,No,4,136,Yes,Non-anginal Pain,1
350
+ 51,Male,290,97,89,Current,None,8,Yes,Yes,Yes,10,135,Yes,Non-anginal Pain,1
351
+ 55,Male,166,113,84,Former,Heavy,4,Yes,Yes,No,3,169,No,Typical Angina,0
352
+ 44,Female,320,99,82,Never,Heavy,5,No,No,No,8,101,No,Atypical Angina,0
353
+ 39,Male,347,154,62,Current,Moderate,0,No,No,No,4,77,No,Asymptomatic,0
354
+ 40,Female,309,166,72,Current,Moderate,6,Yes,No,Yes,6,165,No,Asymptomatic,0
355
+ 70,Female,183,158,76,Never,Moderate,7,No,Yes,No,1,135,Yes,Asymptomatic,0
356
+ 43,Male,168,157,76,Current,Heavy,7,Yes,Yes,No,9,116,Yes,Atypical Angina,0
357
+ 27,Male,211,140,78,Former,Moderate,8,Yes,No,Yes,3,95,No,Typical Angina,0
358
+ 43,Female,183,94,72,Current,None,5,Yes,Yes,Yes,9,80,Yes,Atypical Angina,0
359
+ 35,Male,175,147,96,Former,None,9,Yes,No,Yes,8,169,Yes,Non-anginal Pain,0
360
+ 42,Male,328,114,60,Former,Moderate,7,No,No,Yes,6,171,No,Non-anginal Pain,0
361
+ 59,Female,240,171,62,Never,None,2,Yes,No,No,10,137,Yes,Typical Angina,1
362
+ 55,Male,183,142,92,Former,None,3,Yes,Yes,No,10,133,No,Non-anginal Pain,0
363
+ 41,Male,161,169,88,Former,Moderate,4,Yes,No,Yes,4,120,No,Atypical Angina,0
364
+ 49,Male,326,157,63,Never,Heavy,3,Yes,Yes,Yes,10,77,No,Asymptomatic,0
365
+ 39,Male,333,154,77,Former,Moderate,3,Yes,No,No,7,137,Yes,Asymptomatic,0
366
+ 69,Male,278,172,96,Never,Heavy,0,Yes,No,Yes,2,104,Yes,Non-anginal Pain,1
367
+ 59,Female,328,154,93,Current,Heavy,4,Yes,Yes,Yes,6,119,Yes,Typical Angina,1
368
+ 76,Female,167,176,97,Never,Heavy,8,No,No,No,6,71,Yes,Typical Angina,0
369
+ 63,Male,255,92,96,Current,Moderate,3,Yes,No,Yes,5,121,Yes,Asymptomatic,1
370
+ 29,Female,348,159,65,Former,None,0,Yes,Yes,Yes,4,142,Yes,Asymptomatic,0
371
+ 27,Male,224,135,77,Former,Heavy,5,No,Yes,Yes,7,135,No,Asymptomatic,0
372
+ 69,Male,168,178,82,Current,Heavy,2,No,Yes,Yes,10,183,No,Asymptomatic,0
373
+ 39,Male,262,109,95,Current,None,4,Yes,Yes,Yes,1,83,No,Non-anginal Pain,0
374
+ 60,Female,163,131,67,Current,Heavy,5,Yes,No,Yes,3,168,Yes,Non-anginal Pain,0
375
+ 76,Male,269,156,69,Never,None,9,Yes,Yes,No,2,189,No,Typical Angina,1
376
+ 65,Female,220,131,62,Current,Heavy,4,No,Yes,Yes,2,179,No,Non-anginal Pain,1
377
+ 55,Female,242,146,83,Former,Moderate,8,No,Yes,No,2,137,Yes,Asymptomatic,1
378
+ 48,Female,188,151,85,Never,None,4,No,No,Yes,5,142,No,Asymptomatic,0
379
+ 69,Female,188,179,97,Former,Moderate,3,Yes,No,Yes,1,169,Yes,Typical Angina,0
380
+ 37,Female,200,154,74,Never,None,8,No,No,Yes,7,135,Yes,Asymptomatic,0
381
+ 76,Male,227,104,68,Former,None,2,No,Yes,No,6,158,No,Asymptomatic,1
382
+ 56,Female,314,155,65,Former,Heavy,6,No,No,Yes,10,86,Yes,Asymptomatic,1
383
+ 76,Female,343,90,87,Current,Moderate,4,No,Yes,Yes,10,91,Yes,Atypical Angina,1
384
+ 46,Male,215,138,63,Never,Heavy,0,No,Yes,No,6,79,No,Non-anginal Pain,0
385
+ 40,Female,332,144,96,Never,None,1,No,Yes,No,2,99,No,Non-anginal Pain,0
386
+ 44,Male,272,162,81,Former,Moderate,9,Yes,Yes,Yes,10,105,Yes,Atypical Angina,0
387
+ 70,Female,197,136,82,Current,Heavy,8,No,Yes,Yes,7,140,Yes,Atypical Angina,0
388
+ 77,Male,257,177,85,Never,Heavy,8,Yes,Yes,No,2,94,No,Atypical Angina,1
389
+ 77,Female,306,151,95,Former,Heavy,7,No,Yes,Yes,9,192,No,Typical Angina,1
390
+ 53,Male,191,150,73,Current,Heavy,7,Yes,No,Yes,6,113,No,Non-anginal Pain,0
391
+ 44,Female,257,167,98,Current,Heavy,6,No,No,Yes,6,87,Yes,Non-anginal Pain,0
392
+ 71,Female,338,154,76,Current,Moderate,4,No,No,No,6,123,No,Asymptomatic,1
393
+ 49,Male,334,124,89,Former,Moderate,0,No,No,No,10,157,Yes,Typical Angina,0
394
+ 72,Female,331,178,62,Never,None,9,No,Yes,Yes,2,135,Yes,Atypical Angina,1
395
+ 37,Male,289,141,76,Never,None,7,No,No,No,10,83,No,Atypical Angina,0
396
+ 79,Female,331,117,93,Never,Moderate,9,Yes,Yes,No,1,108,Yes,Atypical Angina,1
397
+ 59,Male,339,172,98,Current,Moderate,1,No,Yes,Yes,3,126,No,Typical Angina,1
398
+ 26,Female,320,109,82,Never,None,2,Yes,Yes,No,8,154,No,Non-anginal Pain,0
399
+ 46,Male,328,99,85,Never,Moderate,7,No,No,Yes,7,115,Yes,Typical Angina,0
400
+ 73,Female,342,108,89,Never,Moderate,4,Yes,Yes,Yes,5,144,Yes,Typical Angina,1
401
+ 68,Male,286,137,63,Never,Heavy,0,Yes,Yes,No,3,143,No,Asymptomatic,1
402
+ 78,Male,171,104,64,Never,Moderate,6,Yes,No,No,3,93,Yes,Asymptomatic,0
403
+ 49,Male,177,118,60,Former,Moderate,3,Yes,No,Yes,6,94,Yes,Atypical Angina,0
404
+ 55,Female,328,122,90,Former,None,4,No,No,Yes,9,86,No,Asymptomatic,1
405
+ 34,Female,230,142,97,Never,Heavy,4,No,Yes,No,4,103,Yes,Atypical Angina,0
406
+ 73,Male,257,125,81,Current,Heavy,6,Yes,No,No,4,187,No,Atypical Angina,1
407
+ 36,Male,151,97,99,Current,Moderate,3,Yes,Yes,No,4,128,No,Non-anginal Pain,0
408
+ 30,Female,283,141,75,Current,None,8,No,No,No,5,169,Yes,Non-anginal Pain,0
409
+ 79,Female,324,102,94,Current,Moderate,4,Yes,No,Yes,6,141,Yes,Typical Angina,1
410
+ 44,Female,211,144,93,Current,Heavy,1,No,Yes,Yes,4,83,Yes,Asymptomatic,0
411
+ 48,Female,171,103,69,Never,None,4,No,No,Yes,8,72,Yes,Atypical Angina,0
412
+ 78,Female,199,130,98,Never,None,8,No,Yes,No,3,166,No,Atypical Angina,0
413
+ 71,Male,340,174,81,Former,Heavy,2,No,No,No,3,138,No,Asymptomatic,1
414
+ 30,Female,248,90,91,Former,Moderate,6,No,No,Yes,1,115,No,Typical Angina,0
415
+ 31,Male,177,145,65,Current,None,5,No,No,No,5,110,Yes,Non-anginal Pain,0
416
+ 56,Male,168,126,94,Former,None,0,Yes,No,No,9,171,No,Atypical Angina,0
417
+ 26,Female,168,128,85,Never,Heavy,8,Yes,Yes,Yes,3,191,No,Typical Angina,0
418
+ 55,Male,241,159,67,Former,Heavy,6,No,No,Yes,2,149,No,Non-anginal Pain,1
419
+ 37,Male,194,147,81,Never,None,0,No,No,Yes,8,173,No,Atypical Angina,0
420
+ 28,Male,199,144,84,Never,Moderate,0,Yes,Yes,No,8,159,No,Atypical Angina,0
421
+ 68,Female,336,160,77,Former,Heavy,7,No,No,Yes,10,137,No,Asymptomatic,1
422
+ 72,Female,320,167,96,Never,Heavy,4,No,No,Yes,8,116,Yes,Typical Angina,1
423
+ 50,Male,195,164,73,Current,Moderate,6,Yes,No,No,7,98,No,Non-anginal Pain,0
424
+ 46,Male,298,138,62,Former,None,3,No,Yes,Yes,8,188,No,Non-anginal Pain,0
425
+ 61,Female,166,171,91,Former,None,6,Yes,No,No,6,146,No,Non-anginal Pain,0
426
+ 48,Female,349,161,78,Never,Moderate,5,No,No,No,5,154,Yes,Asymptomatic,0
427
+ 41,Male,247,139,76,Current,None,3,No,Yes,No,6,148,Yes,Non-anginal Pain,0
428
+ 48,Female,348,137,99,Former,None,1,Yes,Yes,No,7,169,Yes,Typical Angina,0
429
+ 37,Female,267,117,85,Never,None,8,Yes,No,Yes,4,103,Yes,Typical Angina,0
430
+ 58,Female,349,96,62,Former,Moderate,7,No,Yes,Yes,8,106,No,Asymptomatic,1
431
+ 78,Female,213,119,99,Current,Heavy,2,No,No,Yes,3,177,No,Non-anginal Pain,1
432
+ 58,Male,325,110,95,Never,Moderate,4,Yes,Yes,Yes,8,194,Yes,Atypical Angina,1
433
+ 57,Female,229,179,63,Never,Heavy,2,No,Yes,No,7,144,No,Atypical Angina,1
434
+ 26,Male,162,139,71,Former,None,7,Yes,Yes,No,6,113,No,Atypical Angina,0
435
+ 69,Female,259,101,82,Current,Moderate,8,No,No,Yes,6,160,Yes,Non-anginal Pain,1
436
+ 50,Female,260,176,82,Current,None,3,No,No,No,7,74,No,Typical Angina,0
437
+ 53,Female,190,144,97,Current,None,5,No,No,Yes,2,120,No,Non-anginal Pain,0
438
+ 76,Male,258,142,95,Former,Moderate,2,Yes,Yes,No,3,91,No,Atypical Angina,1
439
+ 30,Male,318,168,91,Current,Heavy,0,Yes,No,No,2,126,No,Typical Angina,0
440
+ 77,Female,206,129,74,Former,None,5,Yes,No,No,2,120,No,Atypical Angina,1
441
+ 60,Male,174,156,66,Former,Heavy,2,No,No,Yes,3,148,Yes,Atypical Angina,0
442
+ 59,Female,318,125,75,Never,None,1,Yes,No,No,7,136,No,Asymptomatic,1
443
+ 43,Female,198,149,89,Former,None,9,No,No,Yes,2,199,Yes,Atypical Angina,0
444
+ 60,Female,266,116,60,Never,None,9,Yes,No,No,4,163,Yes,Non-anginal Pain,1
445
+ 79,Female,281,145,93,Former,Heavy,8,Yes,No,Yes,8,89,No,Typical Angina,1
446
+ 79,Male,221,99,91,Current,Moderate,0,Yes,No,No,7,186,No,Typical Angina,1
447
+ 77,Male,341,177,74,Current,None,8,Yes,No,No,9,135,No,Typical Angina,1
448
+ 78,Female,318,133,73,Current,Moderate,1,Yes,Yes,No,2,168,No,Asymptomatic,1
449
+ 32,Male,157,102,82,Former,Heavy,3,No,No,No,8,139,No,Asymptomatic,0
450
+ 28,Male,168,113,94,Former,Heavy,6,No,Yes,No,9,177,No,Typical Angina,0
451
+ 35,Male,267,175,60,Current,None,1,Yes,Yes,Yes,7,191,Yes,Typical Angina,0
452
+ 79,Male,222,150,65,Current,Moderate,6,No,Yes,Yes,1,71,No,Asymptomatic,1
453
+ 33,Female,231,119,97,Never,Heavy,9,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
454
+ 29,Male,239,139,89,Never,Moderate,2,Yes,No,No,6,159,No,Non-anginal Pain,0
455
+ 58,Female,259,148,94,Current,Moderate,6,No,No,No,6,164,Yes,Non-anginal Pain,1
456
+ 46,Male,161,140,85,Current,Moderate,4,Yes,No,No,8,136,No,Asymptomatic,0
457
+ 74,Male,266,128,80,Never,None,5,No,Yes,No,5,108,No,Non-anginal Pain,1
458
+ 69,Female,267,140,72,Current,Heavy,0,Yes,No,Yes,4,169,Yes,Atypical Angina,1
459
+ 46,Female,281,152,94,Never,None,9,No,Yes,Yes,3,186,No,Typical Angina,0
460
+ 25,Male,268,155,64,Current,None,9,No,Yes,Yes,6,89,Yes,Asymptomatic,0
461
+ 69,Female,186,177,98,Former,Heavy,8,Yes,No,Yes,5,70,No,Typical Angina,0
462
+ 26,Female,245,178,73,Former,Heavy,0,Yes,Yes,No,4,163,No,Asymptomatic,0
463
+ 49,Male,208,106,98,Never,Moderate,4,Yes,Yes,Yes,9,198,No,Atypical Angina,0
464
+ 69,Male,233,152,74,Current,None,2,Yes,No,No,9,96,No,Asymptomatic,1
465
+ 26,Female,207,121,70,Never,Heavy,5,Yes,Yes,Yes,3,123,Yes,Non-anginal Pain,0
466
+ 71,Female,304,140,81,Never,None,9,Yes,Yes,Yes,9,178,No,Typical Angina,1
467
+ 66,Female,169,176,82,Never,None,2,No,No,Yes,7,143,No,Atypical Angina,0
468
+ 51,Male,193,121,91,Never,Heavy,3,Yes,Yes,Yes,4,73,No,Atypical Angina,0
469
+ 33,Female,243,148,69,Current,None,9,No,No,Yes,6,114,Yes,Asymptomatic,0
470
+ 49,Male,167,159,76,Current,None,4,No,Yes,No,3,173,No,Non-anginal Pain,0
471
+ 46,Female,290,131,68,Current,Heavy,1,Yes,No,No,3,121,No,Non-anginal Pain,0
472
+ 41,Male,300,162,74,Current,None,9,No,Yes,No,6,136,Yes,Atypical Angina,0
473
+ 71,Female,327,106,62,Current,Heavy,1,Yes,No,No,5,127,No,Atypical Angina,1
474
+ 68,Male,321,104,71,Current,Moderate,6,Yes,Yes,No,9,161,No,Atypical Angina,1
475
+ 72,Male,298,138,71,Never,Moderate,5,No,Yes,No,1,172,No,Typical Angina,1
476
+ 70,Female,321,135,76,Never,None,9,No,Yes,No,5,199,Yes,Non-anginal Pain,1
477
+ 55,Female,160,162,62,Former,Moderate,9,Yes,No,Yes,2,155,Yes,Asymptomatic,0
478
+ 37,Female,301,100,93,Former,None,8,No,Yes,Yes,2,98,No,Asymptomatic,0
479
+ 64,Female,244,129,92,Former,None,6,Yes,No,Yes,7,116,No,Atypical Angina,1
480
+ 48,Female,279,164,74,Current,None,7,No,Yes,No,2,119,No,Atypical Angina,0
481
+ 27,Male,262,141,61,Never,Moderate,5,No,Yes,Yes,3,90,Yes,Asymptomatic,0
482
+ 38,Male,200,94,67,Current,Moderate,9,No,No,No,7,141,No,Asymptomatic,0
483
+ 48,Male,154,160,84,Never,None,5,No,Yes,No,2,135,No,Non-anginal Pain,0
484
+ 38,Female,270,162,92,Former,Heavy,5,Yes,No,No,3,199,No,Asymptomatic,0
485
+ 39,Female,223,148,63,Never,Heavy,0,Yes,Yes,Yes,9,117,No,Asymptomatic,0
486
+ 33,Male,322,173,73,Current,None,8,Yes,Yes,No,6,109,No,Atypical Angina,0
487
+ 25,Female,165,127,69,Former,None,5,No,Yes,No,8,198,Yes,Asymptomatic,0
488
+ 48,Male,310,162,84,Current,None,0,No,No,Yes,5,182,Yes,Asymptomatic,0
489
+ 78,Male,259,96,99,Former,Heavy,1,No,No,No,6,165,No,Asymptomatic,1
490
+ 58,Female,257,171,73,Never,Moderate,2,Yes,Yes,Yes,6,70,No,Atypical Angina,1
491
+ 52,Female,196,113,60,Former,None,0,Yes,No,No,7,135,No,Atypical Angina,0
492
+ 36,Female,288,164,67,Never,Moderate,1,No,No,No,7,70,No,Typical Angina,0
493
+ 35,Male,204,97,95,Current,Heavy,4,Yes,Yes,Yes,5,117,Yes,Atypical Angina,0
494
+ 64,Female,156,90,67,Never,Heavy,6,No,No,Yes,1,167,Yes,Non-anginal Pain,0
495
+ 27,Female,323,145,63,Current,Heavy,0,Yes,No,Yes,7,127,Yes,Non-anginal Pain,0
496
+ 46,Female,345,175,61,Former,Heavy,9,Yes,No,No,10,88,Yes,Non-anginal Pain,0
497
+ 66,Male,152,175,95,Never,None,9,Yes,No,No,2,73,Yes,Non-anginal Pain,0
498
+ 42,Male,318,118,87,Current,Moderate,2,Yes,No,Yes,8,121,Yes,Atypical Angina,0
499
+ 47,Male,169,133,74,Former,Moderate,8,Yes,No,Yes,1,95,Yes,Typical Angina,0
500
+ 47,Female,185,109,94,Current,None,1,No,No,No,6,122,No,Atypical Angina,0
501
+ 59,Female,166,139,64,Former,Heavy,9,Yes,Yes,Yes,3,145,No,Atypical Angina,0
502
+ 44,Female,296,99,63,Never,Heavy,6,Yes,Yes,No,7,185,Yes,Asymptomatic,0
503
+ 72,Male,328,117,63,Never,None,4,Yes,No,No,9,138,No,Non-anginal Pain,1
504
+ 51,Male,318,168,92,Former,Moderate,3,No,No,Yes,9,164,Yes,Asymptomatic,1
505
+ 51,Female,303,97,76,Current,None,8,Yes,Yes,No,6,119,Yes,Non-anginal Pain,1
506
+ 64,Female,168,135,73,Current,Moderate,0,No,Yes,No,9,88,No,Typical Angina,0
507
+ 54,Female,188,163,80,Current,Moderate,7,Yes,Yes,No,3,106,No,Atypical Angina,0
508
+ 64,Male,194,100,78,Current,Heavy,6,Yes,Yes,Yes,3,189,No,Non-anginal Pain,0
509
+ 76,Male,179,94,85,Current,Heavy,8,Yes,No,No,4,179,Yes,Non-anginal Pain,0
510
+ 32,Male,262,123,99,Never,Moderate,0,No,No,No,2,100,No,Asymptomatic,0
511
+ 74,Female,185,129,86,Never,None,0,Yes,Yes,Yes,6,171,Yes,Non-anginal Pain,0
512
+ 50,Female,328,158,71,Never,Heavy,8,Yes,No,Yes,10,82,No,Atypical Angina,0
513
+ 34,Female,291,107,72,Never,Heavy,3,No,Yes,Yes,3,177,Yes,Asymptomatic,0
514
+ 52,Female,184,122,84,Current,None,2,No,Yes,No,7,133,No,Typical Angina,0
515
+ 42,Female,241,139,69,Former,None,4,No,Yes,Yes,1,116,No,Asymptomatic,0
516
+ 44,Female,213,97,88,Never,Heavy,8,No,No,No,1,176,Yes,Non-anginal Pain,0
517
+ 28,Male,226,167,60,Current,None,3,Yes,No,Yes,2,185,No,Atypical Angina,0
518
+ 75,Male,254,111,95,Current,None,7,Yes,No,No,2,83,Yes,Atypical Angina,1
519
+ 36,Male,235,154,92,Never,None,2,Yes,No,Yes,6,177,Yes,Non-anginal Pain,0
520
+ 59,Male,236,152,62,Never,Moderate,5,Yes,No,Yes,9,177,Yes,Non-anginal Pain,1
521
+ 26,Female,193,134,60,Current,None,5,No,Yes,Yes,6,146,Yes,Typical Angina,0
522
+ 64,Female,191,178,75,Never,Moderate,9,Yes,No,No,5,97,No,Asymptomatic,0
523
+ 45,Male,306,160,84,Current,Moderate,1,No,Yes,No,6,124,No,Atypical Angina,0
524
+ 27,Male,198,147,81,Current,Heavy,3,No,Yes,No,7,123,No,Typical Angina,0
525
+ 34,Female,178,133,89,Current,Heavy,1,No,No,Yes,6,151,Yes,Non-anginal Pain,0
526
+ 37,Male,310,94,84,Current,None,5,Yes,No,No,9,93,Yes,Typical Angina,0
527
+ 75,Male,283,139,96,Former,Moderate,6,No,Yes,No,3,98,Yes,Typical Angina,1
528
+ 67,Male,282,153,77,Current,None,7,No,Yes,No,9,85,Yes,Typical Angina,1
529
+ 38,Male,245,119,80,Never,Moderate,7,Yes,No,No,10,192,Yes,Atypical Angina,0
530
+ 79,Male,279,98,97,Former,Moderate,9,No,No,No,1,148,Yes,Typical Angina,1
531
+ 64,Female,298,169,94,Current,Heavy,0,Yes,Yes,Yes,4,129,Yes,Typical Angina,1
532
+ 50,Female,268,159,78,Current,None,4,No,Yes,Yes,5,189,Yes,Asymptomatic,0
533
+ 43,Male,285,154,80,Never,None,6,No,Yes,Yes,5,115,Yes,Non-anginal Pain,0
534
+ 56,Male,270,176,75,Former,Heavy,7,Yes,Yes,No,9,136,Yes,Non-anginal Pain,1
535
+ 46,Female,195,93,92,Former,Moderate,8,Yes,Yes,Yes,1,121,Yes,Atypical Angina,0
536
+ 68,Female,206,104,65,Never,Heavy,9,Yes,No,Yes,8,102,No,Atypical Angina,1
537
+ 37,Female,329,96,65,Current,None,1,Yes,No,Yes,4,192,Yes,Atypical Angina,0
538
+ 71,Male,269,119,74,Never,Moderate,4,Yes,No,No,10,100,No,Asymptomatic,1
539
+ 61,Female,341,142,92,Never,Moderate,7,No,Yes,No,8,123,No,Typical Angina,1
540
+ 62,Female,300,125,99,Current,None,8,No,No,No,10,128,Yes,Typical Angina,1
541
+ 77,Female,248,96,72,Current,Moderate,2,No,Yes,Yes,9,97,No,Asymptomatic,1
542
+ 37,Female,252,164,99,Former,Heavy,6,No,No,No,1,166,Yes,Typical Angina,0
543
+ 44,Male,251,94,77,Former,Heavy,9,Yes,No,Yes,2,94,No,Atypical Angina,0
544
+ 48,Female,187,132,72,Former,Heavy,1,Yes,Yes,Yes,3,198,No,Non-anginal Pain,0
545
+ 70,Male,238,144,74,Never,None,1,No,Yes,Yes,6,126,No,Atypical Angina,1
546
+ 26,Male,224,107,89,Current,Heavy,5,No,Yes,Yes,6,171,Yes,Typical Angina,0
547
+ 41,Male,159,124,71,Never,Heavy,0,Yes,Yes,No,4,193,No,Typical Angina,0
548
+ 38,Female,202,178,93,Former,Moderate,7,Yes,Yes,Yes,5,183,Yes,Asymptomatic,0
549
+ 59,Female,295,167,88,Current,None,9,No,No,No,10,187,Yes,Atypical Angina,1
550
+ 63,Female,299,110,90,Former,None,0,No,Yes,Yes,9,162,No,Asymptomatic,1
551
+ 66,Female,241,112,98,Current,Moderate,1,No,Yes,No,4,169,No,Atypical Angina,1
552
+ 42,Male,297,144,77,Never,Moderate,2,No,No,Yes,9,194,No,Non-anginal Pain,0
553
+ 63,Female,158,160,67,Former,Heavy,6,Yes,Yes,Yes,9,134,Yes,Asymptomatic,0
554
+ 60,Male,289,144,81,Never,Heavy,5,No,Yes,No,1,145,No,Typical Angina,1
555
+ 38,Female,340,176,98,Current,Heavy,5,No,No,No,1,155,Yes,Non-anginal Pain,0
556
+ 70,Female,287,143,69,Current,Moderate,2,No,Yes,Yes,3,140,Yes,Non-anginal Pain,1
557
+ 55,Male,271,166,69,Former,None,3,No,No,Yes,5,199,Yes,Non-anginal Pain,1
558
+ 35,Male,176,90,69,Former,Heavy,9,Yes,Yes,No,7,81,Yes,Typical Angina,0
559
+ 34,Male,234,112,90,Current,Moderate,8,Yes,No,Yes,9,171,No,Non-anginal Pain,0
560
+ 62,Male,278,137,61,Current,Heavy,7,No,Yes,Yes,7,101,No,Asymptomatic,1
561
+ 70,Female,331,178,93,Never,Moderate,4,No,Yes,Yes,6,111,Yes,Non-anginal Pain,1
562
+ 76,Male,244,139,79,Former,Moderate,5,Yes,Yes,No,2,71,Yes,Non-anginal Pain,1
563
+ 59,Male,246,128,98,Never,Heavy,9,Yes,Yes,Yes,3,158,Yes,Atypical Angina,1
564
+ 58,Male,163,111,64,Former,Moderate,3,No,Yes,No,6,136,No,Typical Angina,0
565
+ 70,Female,346,103,81,Never,None,4,No,Yes,No,6,135,Yes,Atypical Angina,1
566
+ 51,Female,287,165,86,Former,None,3,No,No,Yes,4,73,No,Non-anginal Pain,1
567
+ 29,Female,207,113,81,Never,Heavy,3,No,Yes,Yes,6,188,Yes,Atypical Angina,0
568
+ 54,Female,339,130,61,Never,Moderate,9,Yes,Yes,No,3,185,Yes,Asymptomatic,1
569
+ 63,Female,321,165,64,Former,Moderate,0,No,Yes,No,6,131,Yes,Typical Angina,1
570
+ 38,Male,180,136,84,Current,None,2,No,Yes,Yes,7,162,No,Asymptomatic,0
571
+ 49,Male,213,134,83,Never,None,2,Yes,Yes,Yes,7,149,No,Typical Angina,0
572
+ 54,Male,212,121,61,Current,Heavy,9,No,No,Yes,7,182,Yes,Non-anginal Pain,1
573
+ 62,Female,297,111,87,Never,None,3,No,Yes,No,7,70,No,Atypical Angina,1
574
+ 71,Female,204,134,72,Current,Heavy,4,No,No,Yes,5,160,No,Asymptomatic,1
575
+ 29,Female,166,132,82,Current,Moderate,2,No,No,No,4,107,Yes,Atypical Angina,0
576
+ 53,Male,222,119,91,Current,Moderate,8,No,No,No,5,199,Yes,Typical Angina,1
577
+ 34,Male,338,104,83,Never,Heavy,9,Yes,Yes,Yes,7,105,No,Non-anginal Pain,0
578
+ 67,Male,169,127,90,Never,None,8,No,Yes,Yes,8,171,Yes,Asymptomatic,0
579
+ 63,Male,218,158,76,Current,None,4,No,Yes,Yes,2,95,Yes,Non-anginal Pain,1
580
+ 47,Female,254,174,68,Former,Heavy,4,No,No,No,10,168,No,Non-anginal Pain,0
581
+ 75,Female,157,96,89,Never,None,1,Yes,Yes,Yes,1,140,Yes,Asymptomatic,0
582
+ 27,Male,296,129,67,Former,Heavy,5,Yes,No,No,10,119,Yes,Non-anginal Pain,0
583
+ 73,Male,240,178,81,Former,None,1,Yes,Yes,No,9,113,Yes,Atypical Angina,1
584
+ 52,Female,278,170,71,Never,Heavy,2,Yes,No,No,3,85,No,Non-anginal Pain,1
585
+ 39,Female,278,174,74,Former,Heavy,9,No,No,Yes,10,119,Yes,Non-anginal Pain,0
586
+ 26,Female,240,174,62,Former,Heavy,2,No,Yes,Yes,6,196,Yes,Typical Angina,0
587
+ 54,Female,250,159,95,Current,Heavy,9,Yes,Yes,No,7,178,No,Asymptomatic,1
588
+ 70,Male,168,114,99,Former,Heavy,7,Yes,Yes,No,2,196,No,Atypical Angina,0
589
+ 35,Male,325,163,99,Never,None,3,Yes,No,Yes,6,83,Yes,Asymptomatic,0
590
+ 77,Male,163,91,73,Former,None,3,No,Yes,Yes,8,145,No,Non-anginal Pain,0
591
+ 35,Male,159,154,67,Current,None,5,No,Yes,No,4,147,No,Asymptomatic,0
592
+ 42,Male,248,94,92,Former,None,0,No,Yes,No,4,145,No,Asymptomatic,0
593
+ 75,Male,244,103,72,Current,Heavy,2,No,No,No,8,131,No,Atypical Angina,1
594
+ 59,Male,316,96,66,Former,None,2,No,No,No,5,198,Yes,Atypical Angina,1
595
+ 45,Male,169,150,98,Former,Heavy,5,No,Yes,No,8,182,No,Atypical Angina,0
596
+ 35,Male,272,130,85,Former,Moderate,2,Yes,No,No,6,166,No,Typical Angina,0
597
+ 73,Male,338,140,62,Current,Moderate,8,Yes,No,Yes,10,113,Yes,Non-anginal Pain,1
598
+ 54,Male,276,103,63,Never,Heavy,1,No,Yes,Yes,8,86,No,Atypical Angina,1
599
+ 71,Male,345,132,71,Never,None,9,No,No,Yes,3,117,No,Non-anginal Pain,1
600
+ 27,Female,253,96,65,Never,Moderate,6,No,Yes,Yes,2,189,No,Non-anginal Pain,0
601
+ 66,Male,157,153,89,Former,Moderate,3,No,No,Yes,8,107,Yes,Atypical Angina,0
602
+ 62,Female,225,119,96,Former,None,8,No,No,Yes,9,138,Yes,Typical Angina,1
603
+ 28,Female,293,127,88,Never,None,5,Yes,No,No,3,156,Yes,Asymptomatic,0
604
+ 37,Female,153,171,76,Former,Heavy,6,Yes,Yes,No,7,129,Yes,Typical Angina,0
605
+ 78,Male,236,166,74,Never,Heavy,8,No,No,No,2,130,Yes,Asymptomatic,1
606
+ 50,Female,195,159,67,Current,Heavy,5,No,Yes,No,7,77,Yes,Typical Angina,0
607
+ 56,Male,203,129,86,Former,Moderate,6,No,No,Yes,8,195,No,Typical Angina,1
608
+ 40,Female,339,179,71,Former,Heavy,4,No,No,Yes,7,179,No,Asymptomatic,0
609
+ 37,Male,274,174,65,Current,None,1,Yes,Yes,Yes,10,175,Yes,Typical Angina,0
610
+ 59,Male,265,173,87,Current,Moderate,5,No,Yes,No,2,91,No,Typical Angina,1
611
+ 61,Male,192,104,75,Never,Heavy,2,No,Yes,No,4,199,Yes,Typical Angina,0
612
+ 48,Male,214,158,83,Former,Moderate,8,Yes,Yes,No,8,106,Yes,Asymptomatic,0
613
+ 54,Male,331,173,89,Never,Heavy,8,Yes,No,Yes,7,79,Yes,Non-anginal Pain,1
614
+ 52,Female,156,117,63,Never,Moderate,5,No,No,Yes,7,116,No,Non-anginal Pain,0
615
+ 40,Male,164,90,90,Former,None,1,No,No,No,10,144,No,Asymptomatic,0
616
+ 35,Female,269,161,65,Never,Heavy,1,Yes,Yes,Yes,5,171,Yes,Asymptomatic,0
617
+ 39,Female,196,171,61,Current,None,9,No,No,No,3,178,Yes,Typical Angina,0
618
+ 55,Male,280,165,62,Current,Moderate,4,Yes,No,Yes,7,165,Yes,Asymptomatic,1
619
+ 39,Female,334,139,71,Never,Moderate,5,No,Yes,No,6,141,No,Atypical Angina,0
620
+ 74,Female,348,167,74,Current,Moderate,5,No,Yes,No,1,147,No,Atypical Angina,1
621
+ 36,Male,265,90,69,Former,None,8,Yes,Yes,Yes,6,105,No,Asymptomatic,0
622
+ 26,Female,345,122,91,Former,Heavy,3,No,No,No,9,99,No,Asymptomatic,0
623
+ 56,Male,274,105,79,Current,Moderate,3,No,No,Yes,5,174,No,Non-anginal Pain,1
624
+ 66,Female,290,115,63,Current,None,3,Yes,Yes,No,1,175,No,Typical Angina,1
625
+ 36,Female,258,131,95,Never,None,6,No,No,No,8,112,Yes,Non-anginal Pain,0
626
+ 61,Female,152,179,95,Current,Moderate,9,No,No,Yes,4,104,Yes,Typical Angina,0
627
+ 28,Male,212,116,96,Former,None,5,No,Yes,No,2,118,No,Asymptomatic,0
628
+ 27,Male,328,172,97,Never,None,1,No,No,No,1,179,No,Asymptomatic,0
629
+ 43,Male,187,172,80,Current,None,8,Yes,Yes,No,1,163,No,Typical Angina,0
630
+ 34,Female,240,162,62,Former,None,8,No,No,No,8,116,No,Typical Angina,0
631
+ 28,Female,213,133,68,Never,Moderate,1,No,Yes,Yes,4,137,No,Non-anginal Pain,0
632
+ 27,Male,254,139,91,Former,Heavy,1,Yes,Yes,Yes,6,196,Yes,Asymptomatic,0
633
+ 41,Male,167,114,82,Current,None,8,No,Yes,Yes,5,180,Yes,Non-anginal Pain,0
634
+ 34,Female,313,166,68,Current,Heavy,5,Yes,Yes,Yes,9,86,Yes,Non-anginal Pain,0
635
+ 49,Male,238,90,71,Former,Moderate,7,No,No,Yes,3,116,Yes,Atypical Angina,0
636
+ 77,Male,180,126,77,Former,Heavy,0,No,No,No,7,146,No,Atypical Angina,0
637
+ 31,Male,204,165,75,Never,Moderate,7,No,No,Yes,5,192,Yes,Non-anginal Pain,0
638
+ 72,Female,279,162,94,Current,Moderate,7,No,Yes,Yes,2,157,Yes,Asymptomatic,1
639
+ 59,Male,306,150,89,Former,Moderate,6,Yes,Yes,No,2,75,Yes,Atypical Angina,1
640
+ 69,Male,320,120,64,Never,Heavy,9,No,Yes,Yes,10,153,No,Non-anginal Pain,1
641
+ 54,Female,287,95,75,Never,Heavy,9,Yes,Yes,Yes,5,94,No,Asymptomatic,1
642
+ 61,Female,323,143,64,Current,None,3,No,Yes,Yes,9,124,Yes,Typical Angina,1
643
+ 59,Male,276,168,85,Never,Heavy,2,No,Yes,Yes,9,134,No,Atypical Angina,1
644
+ 52,Female,265,155,69,Never,Heavy,9,No,Yes,No,9,106,No,Atypical Angina,1
645
+ 58,Female,181,135,83,Never,Heavy,0,No,No,Yes,2,105,No,Typical Angina,0
646
+ 49,Female,214,130,60,Former,None,7,No,Yes,Yes,3,87,No,Non-anginal Pain,0
647
+ 70,Female,188,154,86,Current,Moderate,2,No,No,Yes,4,109,No,Asymptomatic,0
648
+ 73,Male,211,170,90,Current,Moderate,1,Yes,No,Yes,5,141,No,Atypical Angina,1
649
+ 31,Female,234,160,60,Former,None,8,Yes,No,Yes,8,165,Yes,Atypical Angina,0
650
+ 68,Female,332,125,74,Current,Moderate,8,No,Yes,No,6,103,No,Non-anginal Pain,1
651
+ 62,Male,347,136,84,Never,None,5,Yes,Yes,No,1,91,Yes,Typical Angina,1
652
+ 48,Male,231,159,87,Never,Moderate,0,No,No,No,2,126,No,Asymptomatic,0
653
+ 49,Female,211,103,73,Former,None,4,No,No,Yes,9,127,Yes,Atypical Angina,0
654
+ 45,Female,162,108,85,Current,Heavy,3,Yes,No,Yes,7,112,Yes,Non-anginal Pain,0
655
+ 28,Male,297,111,94,Never,Heavy,1,Yes,Yes,No,2,183,No,Atypical Angina,0
656
+ 78,Female,150,101,62,Current,Moderate,0,Yes,Yes,Yes,1,119,No,Non-anginal Pain,0
657
+ 78,Female,192,146,61,Current,Heavy,2,No,Yes,No,10,88,No,Typical Angina,0
658
+ 38,Male,325,134,67,Never,None,2,No,Yes,Yes,8,128,Yes,Asymptomatic,0
659
+ 47,Male,186,161,69,Current,Moderate,0,No,No,No,2,122,No,Non-anginal Pain,0
660
+ 32,Female,269,151,68,Former,None,9,No,Yes,No,9,199,Yes,Atypical Angina,0
661
+ 45,Female,333,163,64,Former,None,4,No,Yes,No,9,73,No,Atypical Angina,0
662
+ 42,Female,288,161,82,Former,Heavy,1,Yes,No,Yes,7,71,No,Asymptomatic,0
663
+ 46,Male,294,109,97,Current,Moderate,6,No,No,Yes,8,127,No,Asymptomatic,0
664
+ 45,Male,204,145,60,Never,None,5,Yes,No,Yes,9,92,Yes,Non-anginal Pain,0
665
+ 69,Male,242,108,65,Never,Moderate,2,No,Yes,No,10,188,Yes,Asymptomatic,1
666
+ 37,Male,229,95,74,Former,None,2,Yes,Yes,No,4,175,Yes,Typical Angina,0
667
+ 31,Female,202,178,91,Current,None,2,No,Yes,No,4,80,No,Atypical Angina,0
668
+ 76,Male,228,112,82,Current,Moderate,7,Yes,No,Yes,10,110,Yes,Typical Angina,1
669
+ 61,Female,224,174,80,Current,Moderate,2,No,No,No,6,177,No,Atypical Angina,1
670
+ 28,Male,237,136,62,Never,Moderate,2,Yes,Yes,Yes,5,89,Yes,Typical Angina,0
671
+ 78,Male,210,100,99,Current,Heavy,5,Yes,Yes,Yes,9,120,Yes,Typical Angina,1
672
+ 75,Male,263,113,73,Former,None,6,No,Yes,Yes,10,178,Yes,Atypical Angina,1
673
+ 74,Female,334,158,81,Current,Heavy,9,No,No,Yes,1,150,Yes,Asymptomatic,1
674
+ 76,Female,159,143,83,Never,Heavy,5,No,Yes,Yes,9,96,No,Asymptomatic,0
675
+ 71,Female,216,110,79,Current,Heavy,1,Yes,No,Yes,2,140,No,Asymptomatic,1
676
+ 59,Female,298,125,92,Never,None,6,No,Yes,Yes,10,134,No,Atypical Angina,1
677
+ 40,Female,183,134,73,Never,Heavy,2,No,Yes,Yes,6,167,No,Atypical Angina,0
678
+ 59,Female,264,121,99,Former,Heavy,4,No,No,No,2,115,No,Atypical Angina,1
679
+ 49,Male,277,155,85,Former,Heavy,0,Yes,No,No,3,83,No,Typical Angina,0
680
+ 40,Female,288,101,84,Never,Heavy,9,Yes,Yes,No,7,153,Yes,Non-anginal Pain,0
681
+ 48,Female,257,148,65,Never,Moderate,3,No,No,No,1,102,No,Non-anginal Pain,0
682
+ 49,Male,212,140,75,Never,Heavy,9,Yes,No,No,9,139,No,Atypical Angina,0
683
+ 39,Female,283,157,73,Former,None,5,No,Yes,No,6,107,No,Typical Angina,0
684
+ 43,Male,231,97,62,Current,Heavy,9,No,No,No,7,190,Yes,Asymptomatic,0
685
+ 37,Female,215,157,78,Former,None,3,No,No,Yes,6,138,No,Typical Angina,0
686
+ 75,Male,225,145,87,Never,None,4,Yes,Yes,No,5,125,Yes,Atypical Angina,1
687
+ 48,Female,190,144,86,Current,Moderate,7,No,Yes,Yes,10,138,No,Non-anginal Pain,0
688
+ 72,Male,343,113,89,Current,Moderate,2,No,No,Yes,10,166,No,Non-anginal Pain,1
689
+ 49,Male,234,105,70,Former,Heavy,9,No,Yes,No,8,170,Yes,Atypical Angina,0
690
+ 74,Male,187,129,94,Current,None,4,No,No,Yes,1,196,No,Typical Angina,0
691
+ 72,Female,323,103,91,Never,Moderate,1,Yes,Yes,Yes,6,153,No,Typical Angina,1
692
+ 64,Male,218,114,90,Current,Moderate,4,No,Yes,No,3,147,Yes,Asymptomatic,1
693
+ 55,Female,321,167,88,Former,Moderate,0,No,No,No,5,83,Yes,Asymptomatic,1
694
+ 26,Male,160,104,67,Former,Heavy,7,No,Yes,Yes,10,167,No,Non-anginal Pain,0
695
+ 79,Female,292,100,67,Current,Moderate,6,Yes,Yes,Yes,2,140,No,Non-anginal Pain,1
696
+ 41,Male,192,131,87,Current,Heavy,5,Yes,Yes,Yes,5,126,Yes,Asymptomatic,0
697
+ 74,Male,279,92,86,Former,Moderate,3,No,Yes,Yes,7,189,Yes,Typical Angina,1
698
+ 40,Female,188,117,62,Former,Heavy,3,No,Yes,Yes,9,188,No,Asymptomatic,0
699
+ 32,Male,313,119,98,Never,Heavy,9,Yes,No,Yes,5,88,Yes,Asymptomatic,0
700
+ 75,Female,328,111,71,Former,None,5,No,Yes,Yes,4,95,No,Atypical Angina,1
701
+ 49,Female,280,175,90,Never,Heavy,3,Yes,Yes,No,6,82,No,Asymptomatic,0
702
+ 34,Male,319,98,84,Current,None,3,No,No,No,7,181,No,Atypical Angina,0
703
+ 75,Male,155,142,86,Former,None,1,No,No,Yes,6,100,No,Non-anginal Pain,0
704
+ 41,Male,228,98,96,Former,Heavy,4,Yes,Yes,No,1,194,No,Atypical Angina,0
705
+ 39,Male,212,177,99,Current,Heavy,5,Yes,Yes,No,8,85,Yes,Atypical Angina,0
706
+ 75,Male,310,101,81,Current,None,5,Yes,No,Yes,10,139,No,Asymptomatic,1
707
+ 76,Female,191,120,78,Never,None,3,Yes,No,No,6,103,No,Typical Angina,0
708
+ 26,Male,157,176,67,Current,Moderate,4,No,Yes,No,8,165,No,Typical Angina,0
709
+ 39,Female,318,129,67,Never,Heavy,7,Yes,No,No,7,95,Yes,Typical Angina,0
710
+ 77,Male,307,166,95,Former,Moderate,1,No,Yes,Yes,3,186,No,Asymptomatic,1
711
+ 66,Male,342,145,97,Current,Moderate,8,Yes,Yes,Yes,3,166,Yes,Typical Angina,1
712
+ 45,Female,256,126,65,Former,None,3,Yes,Yes,Yes,6,121,Yes,Non-anginal Pain,0
713
+ 52,Female,336,167,94,Never,None,2,No,No,No,7,73,Yes,Asymptomatic,1
714
+ 34,Female,231,152,68,Former,None,9,No,No,No,4,89,No,Non-anginal Pain,0
715
+ 62,Male,213,141,93,Current,Moderate,2,No,Yes,No,6,158,Yes,Non-anginal Pain,1
716
+ 63,Male,256,172,72,Current,Heavy,3,Yes,No,No,3,119,Yes,Atypical Angina,1
717
+ 76,Male,156,91,80,Former,None,0,No,Yes,No,7,74,Yes,Non-anginal Pain,0
718
+ 37,Female,209,99,99,Never,Moderate,0,Yes,No,Yes,4,85,No,Asymptomatic,0
719
+ 43,Male,307,116,78,Former,None,7,Yes,Yes,Yes,1,161,No,Non-anginal Pain,0
720
+ 55,Male,301,117,63,Current,Heavy,2,Yes,Yes,Yes,7,95,No,Typical Angina,1
721
+ 43,Male,303,171,72,Current,None,3,Yes,Yes,Yes,2,199,No,Asymptomatic,0
722
+ 47,Female,305,99,70,Former,Moderate,5,No,Yes,No,6,145,Yes,Non-anginal Pain,0
723
+ 68,Female,211,131,81,Never,Heavy,0,No,Yes,No,7,95,Yes,Non-anginal Pain,1
724
+ 26,Female,280,147,63,Former,Moderate,0,No,No,No,6,71,Yes,Typical Angina,0
725
+ 73,Male,346,124,80,Former,Moderate,0,Yes,Yes,Yes,8,90,No,Typical Angina,1
726
+ 75,Female,201,121,71,Never,None,3,No,No,No,7,83,No,Non-anginal Pain,1
727
+ 66,Male,320,147,74,Never,None,2,Yes,Yes,Yes,8,120,No,Typical Angina,1
728
+ 66,Male,227,143,82,Current,None,4,No,Yes,Yes,3,79,No,Asymptomatic,1
729
+ 65,Female,344,94,80,Former,Heavy,6,No,Yes,Yes,7,91,Yes,Typical Angina,1
730
+ 42,Female,298,114,69,Current,Heavy,0,Yes,Yes,No,3,156,No,Non-anginal Pain,0
731
+ 49,Female,226,103,75,Former,None,8,Yes,Yes,Yes,10,74,No,Atypical Angina,0
732
+ 61,Female,165,100,84,Current,Heavy,0,No,No,Yes,6,140,Yes,Atypical Angina,0
733
+ 76,Male,299,178,62,Current,Moderate,1,No,Yes,Yes,8,157,No,Atypical Angina,1
734
+ 25,Male,176,116,90,Current,Moderate,6,No,Yes,Yes,6,129,No,Typical Angina,0
735
+ 26,Male,152,165,61,Current,Heavy,8,No,Yes,No,2,186,Yes,Typical Angina,0
736
+ 29,Male,332,116,97,Former,None,3,No,Yes,No,7,84,Yes,Asymptomatic,0
737
+ 33,Female,333,108,68,Never,None,5,Yes,No,No,2,88,Yes,Asymptomatic,0
738
+ 43,Female,152,99,75,Current,Heavy,9,No,Yes,Yes,3,169,No,Non-anginal Pain,0
739
+ 49,Female,240,154,71,Current,None,8,Yes,Yes,Yes,10,165,Yes,Asymptomatic,0
740
+ 28,Female,280,151,77,Never,Moderate,7,No,No,Yes,9,167,Yes,Asymptomatic,0
741
+ 30,Male,150,165,72,Former,None,8,Yes,No,Yes,9,70,No,Non-anginal Pain,0
742
+ 63,Female,331,127,99,Former,None,8,No,Yes,No,1,73,Yes,Asymptomatic,1
743
+ 57,Female,178,113,93,Never,Heavy,4,Yes,Yes,Yes,9,81,Yes,Non-anginal Pain,0
744
+ 32,Male,237,172,83,Current,None,2,No,No,No,9,198,No,Atypical Angina,0
745
+ 69,Male,272,165,81,Former,Moderate,9,Yes,Yes,Yes,2,156,No,Non-anginal Pain,1
746
+ 37,Male,267,100,97,Current,Moderate,0,Yes,Yes,No,10,158,Yes,Non-anginal Pain,0
747
+ 36,Male,285,135,81,Current,Heavy,7,Yes,No,Yes,5,127,No,Atypical Angina,0
748
+ 47,Female,189,129,69,Former,None,8,No,Yes,Yes,4,90,No,Non-anginal Pain,0
749
+ 30,Female,340,171,91,Current,None,3,Yes,Yes,Yes,3,159,No,Asymptomatic,0
750
+ 76,Male,253,128,78,Current,Moderate,4,Yes,Yes,No,8,182,Yes,Typical Angina,1
751
+ 47,Male,177,166,97,Current,Heavy,5,Yes,Yes,Yes,1,82,No,Non-anginal Pain,0
752
+ 40,Female,323,117,80,Never,Heavy,9,Yes,Yes,No,1,187,No,Non-anginal Pain,0
753
+ 73,Female,216,117,81,Current,None,6,Yes,No,Yes,1,96,No,Atypical Angina,1
754
+ 69,Male,329,142,83,Former,Heavy,3,No,No,Yes,8,90,No,Asymptomatic,1
755
+ 46,Female,215,111,88,Current,Moderate,9,Yes,Yes,Yes,7,162,No,Typical Angina,0
756
+ 66,Female,278,176,75,Current,None,6,Yes,Yes,Yes,2,89,No,Asymptomatic,1
757
+ 42,Male,293,143,80,Never,None,6,Yes,No,Yes,10,127,No,Non-anginal Pain,0
758
+ 69,Male,329,150,78,Former,None,7,No,No,Yes,10,140,Yes,Non-anginal Pain,1
759
+ 53,Male,218,140,94,Never,Moderate,9,Yes,No,Yes,6,140,Yes,Asymptomatic,1
760
+ 42,Female,206,127,97,Current,None,2,Yes,Yes,Yes,4,163,No,Typical Angina,0
761
+ 58,Male,333,103,70,Never,Moderate,1,No,No,Yes,4,146,No,Non-anginal Pain,1
762
+ 27,Female,288,127,90,Current,Heavy,8,No,No,No,10,158,Yes,Typical Angina,0
763
+ 41,Female,286,91,65,Former,None,0,Yes,Yes,Yes,6,189,No,Atypical Angina,0
764
+ 51,Male,325,153,94,Never,None,6,No,No,No,2,161,Yes,Non-anginal Pain,1
765
+ 60,Female,208,170,70,Never,Heavy,4,No,No,No,6,147,No,Atypical Angina,1
766
+ 75,Female,193,142,80,Never,Moderate,1,No,Yes,Yes,9,96,No,Non-anginal Pain,0
767
+ 36,Male,341,93,87,Current,Heavy,3,No,Yes,No,2,117,Yes,Typical Angina,0
768
+ 50,Male,286,144,94,Former,None,6,No,Yes,No,5,149,No,Typical Angina,0
769
+ 66,Male,154,128,69,Former,Heavy,1,No,No,Yes,3,169,Yes,Non-anginal Pain,0
770
+ 25,Female,345,105,98,Former,Heavy,7,No,No,Yes,10,125,No,Non-anginal Pain,0
771
+ 74,Male,235,146,85,Never,Moderate,7,Yes,No,Yes,10,146,No,Atypical Angina,1
772
+ 25,Male,200,176,85,Current,Moderate,4,Yes,No,Yes,6,160,Yes,Typical Angina,0
773
+ 73,Male,282,165,60,Never,None,7,No,Yes,No,8,76,Yes,Non-anginal Pain,1
774
+ 72,Female,155,172,69,Current,Heavy,8,Yes,No,Yes,4,100,No,Non-anginal Pain,0
775
+ 45,Female,296,99,95,Never,None,2,No,No,Yes,7,120,Yes,Atypical Angina,0
776
+ 70,Male,295,135,88,Former,Moderate,0,Yes,Yes,No,7,147,Yes,Asymptomatic,1
777
+ 78,Male,212,161,87,Former,Moderate,4,Yes,No,No,9,121,Yes,Typical Angina,1
778
+ 47,Male,236,151,92,Current,Heavy,0,No,Yes,Yes,1,139,No,Asymptomatic,0
779
+ 71,Female,161,175,78,Never,Heavy,1,No,Yes,Yes,2,114,No,Non-anginal Pain,0
780
+ 47,Female,233,164,79,Former,None,3,Yes,Yes,No,7,134,Yes,Typical Angina,0
781
+ 50,Female,255,155,68,Former,Heavy,6,No,No,No,10,128,Yes,Atypical Angina,0
782
+ 40,Male,159,142,78,Former,Heavy,2,No,No,No,6,138,No,Atypical Angina,0
783
+ 50,Female,317,148,71,Current,Moderate,1,No,No,Yes,4,116,Yes,Typical Angina,0
784
+ 57,Female,288,104,71,Never,Moderate,6,No,Yes,Yes,2,81,No,Typical Angina,1
785
+ 36,Male,189,177,63,Never,Heavy,5,Yes,No,No,4,113,Yes,Non-anginal Pain,0
786
+ 25,Male,314,142,61,Former,None,7,Yes,No,No,10,190,No,Typical Angina,0
787
+ 40,Female,193,174,92,Never,Heavy,0,Yes,No,No,9,92,No,Non-anginal Pain,0
788
+ 68,Male,251,124,98,Never,Heavy,3,No,Yes,No,5,101,No,Asymptomatic,1
789
+ 70,Male,240,144,61,Never,Moderate,0,Yes,Yes,No,3,125,No,Non-anginal Pain,1
790
+ 32,Male,179,98,69,Former,Moderate,6,No,Yes,No,4,119,No,Non-anginal Pain,0
791
+ 53,Male,165,160,90,Never,Heavy,1,Yes,Yes,No,2,191,Yes,Typical Angina,0
792
+ 62,Male,284,122,65,Never,None,2,No,Yes,No,8,153,Yes,Non-anginal Pain,1
793
+ 63,Female,272,96,78,Current,None,4,Yes,No,Yes,7,101,Yes,Typical Angina,1
794
+ 67,Male,240,139,61,Never,Moderate,2,No,No,No,7,185,Yes,Asymptomatic,1
795
+ 44,Male,269,99,77,Former,Heavy,6,Yes,No,No,6,196,No,Typical Angina,0
796
+ 71,Male,168,138,88,Never,None,7,Yes,Yes,Yes,4,127,Yes,Asymptomatic,0
797
+ 50,Female,198,156,60,Current,None,7,No,No,Yes,10,76,No,Non-anginal Pain,0
798
+ 59,Female,333,90,75,Current,Moderate,3,No,Yes,No,6,177,No,Asymptomatic,1
799
+ 72,Female,280,139,62,Current,None,0,No,Yes,Yes,10,156,Yes,Typical Angina,1
800
+ 64,Male,232,144,79,Former,Heavy,5,No,No,Yes,7,104,No,Asymptomatic,1
801
+ 49,Male,201,172,75,Current,Heavy,2,Yes,No,Yes,5,162,No,Asymptomatic,0
802
+ 76,Female,225,97,72,Never,None,4,No,Yes,Yes,9,171,Yes,Non-anginal Pain,1
803
+ 54,Female,333,101,75,Current,Moderate,9,Yes,Yes,Yes,5,173,Yes,Typical Angina,1
804
+ 76,Male,231,93,77,Current,Moderate,0,No,No,Yes,9,184,No,Typical Angina,1
805
+ 74,Female,187,150,73,Never,None,9,No,No,No,1,111,No,Atypical Angina,0
806
+ 66,Female,321,168,95,Former,Heavy,2,No,Yes,Yes,4,199,Yes,Atypical Angina,1
807
+ 62,Female,200,170,66,Current,None,5,No,No,No,1,86,Yes,Asymptomatic,0
808
+ 62,Female,244,127,68,Current,None,4,Yes,Yes,No,10,137,Yes,Asymptomatic,1
809
+ 67,Female,333,92,86,Never,Heavy,8,No,No,No,5,117,Yes,Asymptomatic,1
810
+ 31,Male,343,144,62,Current,Moderate,3,Yes,No,Yes,9,165,Yes,Non-anginal Pain,0
811
+ 49,Female,259,143,94,Never,Moderate,5,Yes,No,Yes,1,172,No,Typical Angina,0
812
+ 27,Male,282,146,89,Never,Moderate,8,No,Yes,Yes,2,146,No,Typical Angina,0
813
+ 59,Female,164,104,70,Current,Heavy,9,Yes,No,Yes,7,195,Yes,Typical Angina,0
814
+ 70,Female,200,95,74,Former,None,8,Yes,Yes,Yes,5,107,No,Non-anginal Pain,0
815
+ 54,Male,346,90,82,Never,None,8,Yes,Yes,No,8,159,No,Asymptomatic,1
816
+ 66,Male,318,133,79,Current,Moderate,1,Yes,Yes,No,7,180,No,Atypical Angina,1
817
+ 37,Male,233,170,76,Current,None,0,Yes,Yes,No,9,196,Yes,Asymptomatic,0
818
+ 74,Female,270,163,61,Former,Moderate,0,No,No,Yes,3,99,Yes,Typical Angina,1
819
+ 74,Female,184,147,80,Current,Moderate,7,Yes,No,No,5,149,Yes,Atypical Angina,0
820
+ 33,Female,330,142,98,Current,Heavy,8,Yes,Yes,No,3,75,Yes,Atypical Angina,0
821
+ 43,Female,342,107,86,Current,Heavy,3,No,No,No,4,98,Yes,Atypical Angina,0
822
+ 49,Male,343,106,89,Former,Heavy,3,Yes,No,Yes,10,70,No,Asymptomatic,0
823
+ 31,Female,279,154,63,Current,None,0,No,No,No,8,79,Yes,Atypical Angina,0
824
+ 48,Male,342,158,71,Never,Heavy,6,Yes,Yes,Yes,7,138,No,Atypical Angina,0
825
+ 26,Female,319,131,85,Current,None,9,No,No,No,5,171,Yes,Typical Angina,0
826
+ 46,Male,169,125,74,Never,Moderate,4,Yes,Yes,Yes,7,111,Yes,Typical Angina,0
827
+ 51,Male,338,175,75,Never,Moderate,9,No,Yes,Yes,4,102,Yes,Typical Angina,1
828
+ 66,Male,297,178,75,Never,None,9,Yes,No,No,9,98,Yes,Atypical Angina,1
829
+ 77,Male,248,136,74,Current,Moderate,9,Yes,Yes,No,4,126,Yes,Atypical Angina,1
830
+ 58,Female,342,175,89,Former,None,4,No,Yes,No,1,194,Yes,Typical Angina,1
831
+ 68,Male,289,176,70,Former,Moderate,0,No,No,Yes,6,129,Yes,Typical Angina,1
832
+ 62,Female,198,133,93,Former,Moderate,2,No,No,No,2,78,Yes,Atypical Angina,0
833
+ 25,Male,304,177,82,Current,Moderate,5,Yes,No,No,9,170,Yes,Asymptomatic,0
834
+ 45,Male,305,160,77,Current,Heavy,9,No,No,Yes,3,135,No,Typical Angina,0
835
+ 37,Female,340,118,97,Current,Moderate,0,Yes,No,Yes,5,123,Yes,Non-anginal Pain,0
836
+ 68,Male,166,103,88,Never,Heavy,1,Yes,No,Yes,5,182,No,Typical Angina,0
837
+ 45,Female,187,115,86,Former,Heavy,0,No,Yes,No,7,157,No,Non-anginal Pain,0
838
+ 44,Female,185,148,64,Former,Moderate,9,Yes,Yes,No,3,120,No,Atypical Angina,0
839
+ 40,Female,194,159,83,Never,None,0,Yes,Yes,Yes,10,111,No,Atypical Angina,0
840
+ 30,Female,321,95,97,Former,None,7,No,No,Yes,8,135,Yes,Typical Angina,0
841
+ 59,Female,281,154,80,Never,None,0,Yes,Yes,No,6,177,No,Non-anginal Pain,1
842
+ 51,Male,273,179,71,Current,Heavy,4,No,Yes,No,10,71,No,Atypical Angina,1
843
+ 31,Female,226,163,69,Never,Moderate,7,Yes,Yes,No,10,110,No,Asymptomatic,0
844
+ 54,Female,313,108,79,Never,Moderate,7,No,No,Yes,8,122,No,Non-anginal Pain,1
845
+ 63,Female,284,120,71,Never,Moderate,7,No,No,No,2,74,No,Typical Angina,1
846
+ 67,Female,207,126,87,Former,None,9,No,No,No,1,88,Yes,Atypical Angina,1
847
+ 67,Female,296,90,82,Never,None,9,Yes,No,No,2,123,No,Atypical Angina,1
848
+ 49,Female,330,94,66,Former,None,0,Yes,Yes,No,4,129,Yes,Atypical Angina,0
849
+ 78,Male,331,169,86,Current,None,5,Yes,No,No,6,189,Yes,Atypical Angina,1
850
+ 32,Female,216,132,75,Never,Moderate,6,No,Yes,No,7,185,No,Atypical Angina,0
851
+ 43,Male,272,107,76,Current,Moderate,6,Yes,No,Yes,7,94,Yes,Atypical Angina,0
852
+ 49,Female,294,112,72,Never,Moderate,7,No,No,Yes,6,118,No,Typical Angina,0
853
+ 45,Male,171,174,93,Former,Moderate,6,Yes,No,Yes,7,118,Yes,Asymptomatic,0
854
+ 42,Male,182,138,74,Current,Moderate,0,No,Yes,No,1,192,Yes,Non-anginal Pain,0
855
+ 57,Female,289,123,99,Never,Moderate,1,Yes,No,Yes,6,189,Yes,Atypical Angina,1
856
+ 57,Female,185,126,94,Never,Moderate,1,No,Yes,No,5,106,No,Typical Angina,0
857
+ 56,Female,262,116,89,Former,Moderate,4,No,Yes,No,1,196,Yes,Non-anginal Pain,1
858
+ 29,Female,309,149,64,Former,Moderate,5,No,No,Yes,10,159,No,Atypical Angina,0
859
+ 73,Male,205,102,80,Former,Moderate,3,Yes,No,No,3,161,Yes,Non-anginal Pain,1
860
+ 52,Male,175,162,78,Current,None,8,Yes,No,No,8,132,Yes,Typical Angina,0
861
+ 64,Female,241,171,81,Current,None,6,Yes,No,No,7,176,No,Non-anginal Pain,1
862
+ 61,Female,228,124,97,Never,Moderate,8,Yes,No,No,3,179,Yes,Atypical Angina,1
863
+ 31,Female,333,168,93,Current,Moderate,4,No,No,No,6,184,No,Asymptomatic,0
864
+ 59,Female,178,110,93,Former,None,7,Yes,No,Yes,2,89,Yes,Typical Angina,0
865
+ 55,Female,187,117,75,Never,Moderate,5,Yes,No,Yes,8,172,No,Non-anginal Pain,0
866
+ 51,Male,150,91,79,Never,None,9,Yes,No,Yes,8,130,No,Atypical Angina,0
867
+ 79,Male,158,110,73,Never,Moderate,3,No,No,No,3,71,No,Atypical Angina,0
868
+ 76,Female,220,171,91,Former,None,3,Yes,Yes,Yes,5,135,Yes,Asymptomatic,1
869
+ 69,Female,272,122,97,Current,None,1,Yes,No,No,5,118,No,Atypical Angina,1
870
+ 60,Male,150,131,79,Current,None,3,No,Yes,No,5,169,No,Atypical Angina,0
871
+ 66,Male,297,130,72,Current,None,2,Yes,No,Yes,7,175,Yes,Typical Angina,1
872
+ 64,Female,243,124,77,Former,None,0,No,Yes,No,10,133,Yes,Typical Angina,1
873
+ 61,Female,163,101,93,Former,Heavy,6,Yes,Yes,No,6,163,No,Non-anginal Pain,0
874
+ 44,Female,297,155,70,Former,Heavy,1,No,No,No,5,111,Yes,Typical Angina,0
875
+ 69,Male,215,109,93,Current,Heavy,4,No,Yes,Yes,6,192,No,Typical Angina,1
876
+ 50,Female,167,115,79,Current,Heavy,5,No,Yes,Yes,10,91,No,Typical Angina,0
877
+ 67,Male,342,146,70,Former,Moderate,2,No,No,No,7,136,No,Asymptomatic,1
878
+ 51,Male,225,170,88,Former,Moderate,4,No,Yes,Yes,3,173,No,Typical Angina,1
879
+ 62,Male,229,155,97,Former,Heavy,5,No,No,No,5,101,Yes,Typical Angina,1
880
+ 31,Female,194,131,91,Never,Moderate,1,Yes,Yes,No,10,186,Yes,Non-anginal Pain,0
881
+ 42,Male,253,104,82,Former,Heavy,3,No,No,No,6,172,Yes,Non-anginal Pain,0
882
+ 46,Male,218,140,65,Former,Heavy,5,Yes,No,No,7,186,No,Asymptomatic,0
883
+ 53,Female,151,158,78,Current,None,9,No,No,Yes,8,122,No,Non-anginal Pain,0
884
+ 71,Female,269,120,63,Never,Heavy,7,Yes,No,Yes,3,116,No,Asymptomatic,1
885
+ 64,Male,328,178,72,Current,Heavy,9,No,Yes,No,6,144,Yes,Typical Angina,1
886
+ 28,Female,261,139,90,Never,Moderate,4,No,Yes,Yes,7,170,Yes,Atypical Angina,0
887
+ 63,Female,316,120,77,Current,Moderate,8,No,No,No,7,116,No,Typical Angina,1
888
+ 66,Female,215,116,66,Current,None,0,Yes,Yes,No,10,116,No,Asymptomatic,1
889
+ 51,Male,198,137,69,Never,Heavy,2,No,No,No,6,173,Yes,Asymptomatic,0
890
+ 29,Female,218,93,78,Never,Heavy,2,No,Yes,Yes,1,110,Yes,Typical Angina,0
891
+ 70,Male,254,157,76,Current,None,1,Yes,Yes,Yes,7,131,No,Asymptomatic,1
892
+ 52,Male,339,124,77,Former,Moderate,0,No,Yes,Yes,7,95,Yes,Typical Angina,1
893
+ 55,Female,265,109,83,Current,Moderate,7,Yes,No,No,10,183,Yes,Asymptomatic,1
894
+ 38,Female,224,93,67,Former,None,3,No,Yes,Yes,1,154,No,Typical Angina,0
895
+ 48,Male,163,128,93,Former,Moderate,2,No,No,No,8,117,Yes,Asymptomatic,0
896
+ 25,Female,167,137,93,Former,Heavy,9,Yes,No,No,5,87,No,Atypical Angina,0
897
+ 34,Male,308,94,64,Current,Moderate,3,Yes,Yes,Yes,7,183,No,Non-anginal Pain,0
898
+ 50,Male,222,91,90,Current,Moderate,7,Yes,Yes,Yes,4,99,No,Typical Angina,0
899
+ 31,Male,341,130,89,Current,None,9,No,No,Yes,6,127,No,Typical Angina,0
900
+ 25,Female,190,152,76,Current,Heavy,6,Yes,Yes,Yes,3,152,No,Asymptomatic,0
901
+ 59,Female,154,114,99,Former,None,6,No,No,Yes,7,182,Yes,Atypical Angina,0
902
+ 68,Female,223,170,71,Former,Moderate,4,No,Yes,No,7,104,No,Asymptomatic,1
903
+ 56,Male,243,115,71,Former,Heavy,3,No,Yes,Yes,2,72,No,Typical Angina,1
904
+ 59,Male,265,147,72,Never,Heavy,4,Yes,No,Yes,5,109,Yes,Asymptomatic,1
905
+ 28,Male,283,139,65,Never,Moderate,3,No,No,Yes,6,159,No,Non-anginal Pain,0
906
+ 79,Male,287,97,72,Never,Moderate,7,Yes,No,No,2,83,Yes,Atypical Angina,1
907
+ 63,Female,202,113,82,Current,Moderate,3,No,Yes,Yes,4,168,No,Typical Angina,1
908
+ 72,Female,314,103,92,Current,Heavy,7,No,Yes,Yes,2,81,Yes,Typical Angina,1
909
+ 39,Female,227,142,81,Former,None,9,No,Yes,Yes,7,139,No,Atypical Angina,0
910
+ 37,Female,283,115,80,Former,Moderate,6,Yes,Yes,No,4,86,No,Atypical Angina,0
911
+ 46,Male,189,112,71,Never,Heavy,6,No,No,Yes,3,129,Yes,Typical Angina,0
912
+ 53,Male,257,112,69,Former,Moderate,5,Yes,No,Yes,3,93,Yes,Atypical Angina,1
913
+ 27,Female,246,160,75,Never,None,2,No,Yes,Yes,5,94,No,Typical Angina,0
914
+ 50,Female,219,152,88,Current,Moderate,2,Yes,No,No,10,193,Yes,Atypical Angina,0
915
+ 62,Male,312,133,73,Never,Heavy,2,Yes,No,No,10,187,No,Non-anginal Pain,1
916
+ 72,Male,247,156,94,Never,None,8,Yes,No,Yes,5,119,Yes,Non-anginal Pain,1
917
+ 73,Female,317,171,79,Never,Moderate,9,No,No,Yes,8,139,Yes,Asymptomatic,1
918
+ 66,Male,164,154,85,Former,Heavy,2,No,Yes,Yes,9,71,No,Typical Angina,0
919
+ 57,Female,198,116,66,Former,None,9,No,No,No,9,111,No,Asymptomatic,0
920
+ 29,Female,324,174,77,Never,Heavy,2,Yes,Yes,No,3,99,No,Non-anginal Pain,0
921
+ 52,Male,198,142,68,Never,Heavy,0,No,Yes,No,4,136,Yes,Atypical Angina,0
922
+ 56,Male,191,172,70,Former,Heavy,5,Yes,Yes,No,10,148,Yes,Non-anginal Pain,0
923
+ 25,Female,201,111,72,Never,None,5,No,Yes,Yes,4,161,No,Atypical Angina,0
924
+ 36,Female,160,136,95,Former,None,5,No,Yes,Yes,4,116,Yes,Non-anginal Pain,0
925
+ 58,Female,165,166,65,Former,None,7,No,Yes,No,2,171,No,Asymptomatic,0
926
+ 44,Female,343,174,83,Never,None,9,No,Yes,No,7,146,Yes,Typical Angina,0
927
+ 28,Male,323,113,72,Former,Heavy,0,Yes,Yes,Yes,8,82,No,Non-anginal Pain,0
928
+ 37,Female,298,179,62,Current,Heavy,9,Yes,No,No,9,82,No,Typical Angina,0
929
+ 56,Male,247,113,76,Never,Heavy,1,Yes,No,No,9,86,Yes,Asymptomatic,1
930
+ 41,Female,328,96,69,Former,Moderate,0,No,Yes,No,8,190,Yes,Atypical Angina,0
931
+ 70,Female,180,168,72,Former,None,3,No,No,No,6,104,Yes,Non-anginal Pain,0
932
+ 79,Male,264,142,70,Current,None,4,Yes,Yes,No,6,111,No,Atypical Angina,1
933
+ 65,Male,182,157,94,Former,Heavy,0,No,No,No,1,184,Yes,Asymptomatic,0
934
+ 53,Female,193,164,89,Current,Moderate,4,No,No,Yes,10,152,No,Typical Angina,0
935
+ 37,Female,309,98,88,Current,Moderate,6,No,No,No,9,175,No,Asymptomatic,0
936
+ 78,Male,308,139,69,Never,Heavy,2,No,Yes,No,2,80,Yes,Asymptomatic,1
937
+ 40,Female,236,162,88,Former,Heavy,4,Yes,No,Yes,10,177,No,Non-anginal Pain,0
938
+ 64,Female,203,92,75,Current,Heavy,8,No,No,No,1,183,No,Non-anginal Pain,1
939
+ 55,Male,300,121,99,Never,Heavy,2,Yes,Yes,No,10,116,No,Atypical Angina,1
940
+ 53,Male,209,130,81,Former,Moderate,3,Yes,Yes,Yes,8,99,Yes,Typical Angina,1
941
+ 33,Female,273,104,87,Former,None,0,Yes,Yes,Yes,9,106,Yes,Atypical Angina,0
942
+ 54,Male,294,168,63,Never,Heavy,0,No,Yes,Yes,2,175,No,Asymptomatic,1
943
+ 47,Female,285,118,95,Never,Moderate,5,Yes,Yes,Yes,6,163,Yes,Asymptomatic,0
944
+ 40,Female,177,95,70,Former,Moderate,2,Yes,Yes,Yes,6,158,No,Typical Angina,0
945
+ 73,Female,252,175,80,Current,Heavy,6,Yes,No,Yes,7,192,Yes,Typical Angina,1
946
+ 52,Male,301,179,99,Current,Heavy,3,No,No,Yes,7,115,No,Atypical Angina,1
947
+ 65,Male,231,151,83,Never,None,3,No,No,No,3,103,No,Atypical Angina,1
948
+ 73,Male,184,107,81,Former,Moderate,9,No,No,Yes,4,140,Yes,Non-anginal Pain,0
949
+ 57,Male,320,99,83,Former,Heavy,8,Yes,Yes,No,9,184,No,Asymptomatic,1
950
+ 63,Female,302,134,98,Never,Heavy,4,Yes,Yes,Yes,4,167,No,Atypical Angina,1
951
+ 76,Female,309,116,70,Never,None,8,Yes,Yes,No,7,191,No,Typical Angina,1
952
+ 58,Female,242,95,63,Never,None,1,No,No,Yes,10,168,No,Typical Angina,1
953
+ 42,Female,343,102,87,Never,Moderate,9,Yes,Yes,Yes,8,196,Yes,Asymptomatic,0
954
+ 30,Male,315,161,92,Never,None,9,No,Yes,Yes,4,133,Yes,Typical Angina,0
955
+ 35,Male,328,148,79,Former,Moderate,2,Yes,No,Yes,8,128,Yes,Atypical Angina,0
956
+ 30,Male,159,98,65,Current,Moderate,4,Yes,Yes,No,6,174,No,Non-anginal Pain,0
957
+ 51,Female,218,114,62,Current,Moderate,2,No,Yes,Yes,7,176,No,Atypical Angina,1
958
+ 48,Female,339,164,63,Former,Heavy,0,No,No,Yes,2,98,No,Asymptomatic,0
959
+ 65,Male,151,107,64,Former,Moderate,4,Yes,Yes,Yes,10,70,No,Typical Angina,0
960
+ 64,Female,333,113,63,Current,None,2,Yes,Yes,No,3,95,Yes,Asymptomatic,1
961
+ 42,Female,261,122,92,Never,None,0,No,No,No,6,128,No,Atypical Angina,0
962
+ 42,Male,156,111,95,Current,Heavy,9,Yes,Yes,Yes,7,152,Yes,Asymptomatic,0
963
+ 48,Male,221,116,64,Never,Heavy,0,Yes,No,No,4,92,Yes,Asymptomatic,0
964
+ 26,Female,241,120,67,Current,None,5,No,Yes,Yes,6,172,No,Non-anginal Pain,0
965
+ 76,Male,216,139,64,Current,None,2,Yes,No,Yes,2,182,No,Asymptomatic,1
966
+ 36,Female,341,104,90,Never,Moderate,0,No,No,No,8,179,Yes,Typical Angina,0
967
+ 33,Male,212,120,78,Former,Heavy,9,Yes,Yes,No,2,150,Yes,Atypical Angina,0
968
+ 51,Male,227,147,61,Former,None,9,Yes,Yes,No,1,111,Yes,Non-anginal Pain,1
969
+ 68,Male,265,90,89,Never,Heavy,5,Yes,No,No,8,107,No,Asymptomatic,1
970
+ 45,Female,157,115,75,Current,Heavy,2,Yes,Yes,No,10,175,No,Asymptomatic,0
971
+ 58,Female,312,134,79,Current,Heavy,3,Yes,No,No,7,198,Yes,Atypical Angina,1
972
+ 35,Female,162,102,82,Never,None,5,No,Yes,No,8,149,No,Atypical Angina,0
973
+ 48,Female,231,153,65,Current,None,8,No,No,No,2,72,No,Atypical Angina,0
974
+ 33,Female,198,178,67,Current,Heavy,3,No,No,Yes,3,97,No,Non-anginal Pain,0
975
+ 65,Male,282,150,69,Never,Moderate,4,No,No,Yes,4,189,Yes,Typical Angina,1
976
+ 50,Female,227,161,95,Current,Moderate,9,Yes,Yes,Yes,10,97,No,Typical Angina,0
977
+ 34,Male,186,134,82,Current,Heavy,5,Yes,No,No,1,132,No,Atypical Angina,0
978
+ 37,Male,162,130,78,Former,Heavy,7,No,No,No,4,106,Yes,Atypical Angina,0
979
+ 62,Male,206,177,83,Former,Moderate,5,Yes,Yes,Yes,5,110,Yes,Non-anginal Pain,1
980
+ 33,Male,274,140,82,Former,None,5,Yes,No,No,7,147,Yes,Typical Angina,0
981
+ 41,Female,320,159,61,Former,Moderate,6,No,Yes,Yes,7,144,Yes,Asymptomatic,0
982
+ 37,Male,334,166,72,Current,None,9,No,No,Yes,10,82,No,Atypical Angina,0
983
+ 64,Female,152,145,87,Never,None,2,Yes,Yes,Yes,7,97,No,Atypical Angina,0
984
+ 41,Male,228,162,72,Current,None,4,Yes,No,No,4,139,Yes,Atypical Angina,0
985
+ 46,Male,341,158,73,Former,Moderate,8,No,No,Yes,8,193,Yes,Typical Angina,0
986
+ 29,Male,252,144,84,Never,Heavy,2,No,Yes,Yes,8,170,Yes,Typical Angina,0
987
+ 42,Male,347,141,61,Never,Heavy,7,No,Yes,No,1,155,No,Non-anginal Pain,0
988
+ 55,Male,305,110,62,Never,Heavy,9,No,No,Yes,5,163,Yes,Asymptomatic,1
989
+ 50,Female,281,120,92,Current,Heavy,7,No,Yes,Yes,6,106,Yes,Non-anginal Pain,0
990
+ 72,Male,242,175,71,Former,None,5,No,No,Yes,9,132,No,Non-anginal Pain,1
991
+ 55,Female,219,166,89,Former,None,5,Yes,No,No,8,113,No,Atypical Angina,1
992
+ 45,Male,284,91,71,Current,None,8,Yes,Yes,No,5,106,Yes,Non-anginal Pain,0
993
+ 65,Female,303,162,74,Never,Heavy,5,No,Yes,Yes,10,135,No,Typical Angina,1
994
+ 70,Female,253,138,61,Former,Moderate,0,No,No,Yes,9,179,No,Non-anginal Pain,1
995
+ 58,Female,166,161,70,Never,Heavy,1,No,No,No,1,150,Yes,Typical Angina,0
996
+ 74,Male,255,112,99,Former,Moderate,8,Yes,Yes,No,8,84,No,Non-anginal Pain,1
997
+ 63,Female,187,178,69,Current,Heavy,4,No,No,No,5,128,No,Non-anginal Pain,0
998
+ 25,Female,305,100,76,Current,Heavy,2,Yes,No,No,9,107,No,Asymptomatic,0
999
+ 36,Female,161,178,98,Never,Moderate,7,No,Yes,No,4,185,Yes,Typical Angina,0
1000
+ 79,Male,245,132,71,Current,Moderate,6,Yes,No,No,2,185,No,Typical Angina,1
1001
+ 73,Female,226,164,61,Never,Moderate,0,Yes,Yes,Yes,2,144,No,Non-anginal Pain,1
1002
+ 28,Female,243,91,84,Current,None,8,Yes,No,Yes,9,138,No,Asymptomatic,0
1003
+ 27,Female,239,143,87,Current,None,0,Yes,Yes,No,1,78,Yes,Typical Angina,0
1004
+ 26,Female,298,162,67,Never,Moderate,3,Yes,Yes,Yes,10,98,No,Asymptomatic,0
1005
+ 29,Male,224,118,69,Never,None,1,Yes,Yes,No,5,145,No,Non-anginal Pain,0
1006
+ 69,Female,223,147,66,Former,None,4,Yes,Yes,Yes,1,118,No,Non-anginal Pain,1
1007
+ 38,Female,217,104,65,Never,Moderate,2,Yes,Yes,Yes,2,75,Yes,Atypical Angina,0
1008
+ 37,Female,349,148,62,Former,Moderate,5,No,No,No,6,144,Yes,Asymptomatic,0
1009
+ 49,Male,315,144,77,Former,None,4,Yes,Yes,No,2,127,No,Atypical Angina,0
1010
+ 54,Male,304,112,86,Former,None,8,Yes,No,Yes,6,111,No,Asymptomatic,1
1011
+ 26,Female,215,100,74,Never,Heavy,7,No,Yes,No,10,135,No,Atypical Angina,0
1012
+ 28,Female,220,102,73,Current,Moderate,7,Yes,Yes,Yes,10,102,No,Typical Angina,0
1013
+ 70,Female,346,110,62,Never,None,1,Yes,Yes,No,8,130,Yes,Asymptomatic,1
1014
+ 52,Male,248,159,76,Former,Moderate,9,No,Yes,Yes,2,152,Yes,Asymptomatic,1
1015
+ 56,Female,269,111,86,Never,Heavy,5,No,Yes,Yes,10,120,No,Non-anginal Pain,1
1016
+ 78,Female,334,145,76,Never,None,6,No,No,No,10,196,Yes,Typical Angina,1
1017
+ 79,Male,151,179,81,Never,Moderate,4,Yes,No,Yes,8,189,Yes,Asymptomatic,0
1018
+ 60,Female,326,151,68,Former,None,8,Yes,Yes,No,5,174,Yes,Atypical Angina,1
1019
+ 53,Male,226,116,82,Current,None,6,No,No,Yes,5,161,Yes,Asymptomatic,1"""
1020
+ </gradio-file>
1021
+
1022
+ <gradio-file name="app.py" entrypoint>
1023
+ import gradio as gr
1024
+ import io
1025
+ import numpy as np
1026
+ import pandas as pd
1027
+ import plotly.express as px
1028
+ import plotly.graph_objects as go
1029
+
1030
+ from config import csv_data
1031
+ from io import StringIO
1032
+ from sklearn.model_selection import train_test_split
1033
+ from sklearn.metrics import auc
1034
+ from sklearn.metrics import precision_recall_curve
1035
+ from sklearn.metrics import precision_score
1036
+ from sklearn.metrics import recall_score
1037
+ from sklearn.metrics import roc_curve
1038
+
1039
+
1040
+
1041
+ # Read the CSV data from the string
1042
+ df = pd.read_csv(StringIO(csv_data))
1043
+
1044
+ # Encode categorical columns
1045
+ categorical_columns = ['Gender', 'Smoking', 'Alcohol Intake', 'Family History',
1046
+ 'Diabetes', 'Obesity', 'Exercise Induced Angina', 'Chest Pain Type']
1047
+
1048
+ from sklearn.linear_model import LogisticRegression
1049
+
1050
+ # Select only Age and Cholesterol columns along with the target variable
1051
+ df = df[['Age', 'Cholesterol', 'Heart Disease']]
1052
+
1053
+ # Split the dataset
1054
+ X = df[['Age', 'Cholesterol']]
1055
+ y = df['Heart Disease']
1056
+
1057
+ # Split the dataset
1058
+ X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
1059
+
1060
+ # Train a logistic regression model
1061
+ model = LogisticRegression()
1062
+ model.fit(X_train, y_train)
1063
+
1064
+
1065
+ # Function to compute precision and recall
1066
+ def compute_precision_recall(threshold):
1067
+ y_prob = model.predict_proba(X_test)[:, 1]
1068
+ y_pred = (y_prob >= threshold).astype(int)
1069
+ precision = precision_score(y_test, y_pred)
1070
+ recall = recall_score(y_test, y_pred)
1071
+ return precision, recall
1072
+
1073
+
1074
+ def plot_roc_curve(threshold):
1075
+ # Compute ROC curve and AUC
1076
+ fpr, tpr, thresholds = roc_curve(y_test, model.predict_proba(X_test)[:, 1])
1077
+ roc_auc = auc(fpr, tpr)
1078
+
1079
+ # Create a DataFrame for the ROC curve
1080
+ df_roc = pd.DataFrame({
1081
+ 'fpr': fpr,
1082
+ 'tpr': tpr,
1083
+ 'threshold': thresholds
1084
+ })
1085
+
1086
+ # Create the plot with Plotly Express
1087
+ fig = px.line(df_roc, x='fpr', y='tpr', title=f'ROC Curve (AUC = {roc_auc:.2f})', labels={'fpr': 'False Positive Rate', 'tpr': 'True Positive Rate'})
1088
+
1089
+ # Add a diagonal line for the random model
1090
+ fig.add_scatter(x=[0, 1], y=[0, 1], mode='lines', line=dict(color='gray', dash='dash'), name='Random Model')
1091
+
1092
+ # Add a vertical line for the specified threshold
1093
+ threshold_index = (np.abs(thresholds - threshold)).argmin()
1094
+ fig.add_vline(x=fpr[threshold_index], line=dict(color='black', dash='dot'), annotation_text=f'Threshold: {threshold}', annotation_position="bottom right")
1095
+
1096
+ return fig
1097
+
1098
+
1099
+ def plot_precision_recall(threshold):
1100
+
1101
+ # Use the precision_recall_curve function to compute precision and recall for all possible thresholds
1102
+ precisions, recalls, thresholds = precision_recall_curve(y_test, model.predict_proba(X_test)[:, 1])
1103
+
1104
+ # Create a DataFrame for precision and recall values
1105
+ df_pr = pd.DataFrame({
1106
+ 'threshold': np.concatenate([[0], thresholds]),
1107
+ 'precision': precisions,
1108
+ 'recall': recalls
1109
+ })
1110
+
1111
+ # Create the plot with Plotly Express
1112
+ fig = px.line(df_pr, x='threshold', y='precision', title='Precision and Recall at Different Thresholds', labels={'threshold': 'Threshold', 'value': 'Score'})
1113
+ fig.add_scatter(x=df_pr['threshold'], y=df_pr['recall'], mode='lines', name='Recall')
1114
+
1115
+ # Add a vertical line for the specified threshold
1116
+ fig.add_vline(x=threshold, line=dict(color='black', dash='dot'), annotation_text=f'Threshold: {threshold}', annotation_position="top right")
1117
+
1118
+ return fig
1119
+
1120
+
1121
+ def plot_performance(threshold):
1122
+ return [plot_roc_curve(threshold),
1123
+ plot_precision_recall(threshold)]
1124
+
1125
+ inputs = [gr.Slider(0, 1, step=0.01, label='Threshold')]
1126
+ outputs = [gr.Plot(), gr.Plot()]
1127
+
1128
+ # Create the Gradio interface
1129
+ iface = gr.Interface(
1130
+ fn=plot_performance,
1131
+ inputs=inputs,
1132
+ outputs=outputs,
1133
+ live=True
1134
+ )
1135
+
1136
+ # Launch the interface
1137
+ iface.launch()
1138
+ </gradio-file>
1139
+
1140
+ </gradio-lite>
1141
+
1142
+ </body>
1143
+ </html>
test.html ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <html>
2
+ <head>
3
+ <script type="module" crossorigin src="https://cdn.jsdelivr.net/npm/@gradio/lite/dist/lite.js"></script>
4
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@gradio/lite/dist/lite.css" />
5
+ </head>
6
+ <body>
7
+
8
+
9
+
10
+ <gradio-lite>
11
+ <gradio-requirements>
12
+ lightgbm
13
+ plotly
14
+ scikit-learn
15
+ seaborn
16
+ </gradio-requirements>
17
+
18
+ <gradio-file name="app.py" entrypoint>
19
+ import gradio as gr
20
+ import pandas as pd
21
+ import seaborn as sns
22
+ import matplotlib.pyplot as plt
23
+
24
+
25
+ df = pd.read_csv("hf://datasets/merve/supersoaker-failures/supersoaker.csv")
26
+ df.dropna(axis=0, inplace=True)
27
+
28
+ def plot(df):
29
+ plt.scatter(df.measurement_13, df.measurement_15, c = df.loading,alpha=0.5)
30
+ plt.savefig("scatter.png")
31
+ df['failure'].value_counts().plot(kind='bar')
32
+ plt.savefig("bar.png")
33
+ sns.heatmap(df.select_dtypes(include="number").corr())
34
+ plt.savefig("corr.png")
35
+ plots = ["corr.png","scatter.png", "bar.png"]
36
+ return plots
37
+
38
+ inputs = [gr.Dataframe(label="Supersoaker Production Data")]
39
+ outputs = [gr.Gallery(label="Profiling Dashboard")]
40
+
41
+ gr.Interface(plot, inputs=inputs, outputs=outputs, examples=[df.head(100)], title="Supersoaker Failures Analysis Dashboard").launch()
42
+
43
+ </gradio-file>
44
+
45
+ </gradio-lite>
46
+
47
+ </body>
48
+ </html>
test_app.ipynb ADDED
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