## Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR ## 1 40 M ATA 140 289 0 Normal 172 ## 2 49 F NAP 160 180 0 Normal 156 ## 3 37 M ATA 130 283 0 ST 98 ## 4 48 F ASY 138 214 0 Normal 108 ## 5 54 M NAP 150 195 0 Normal 122 ## 6 39 M NAP 120 339 0 Normal 170 ## ExerciseAngina Oldpeak ST_Slope HeartDisease ## 1 N 0.0 Up 0 ## 2 N 1.0 Flat 1 ## 3 N 0.0 Up 0 ## 4 Y 1.5 Flat 1 ## 5 N 0.0 Up 0 ## 6 N 0.0 Up 0
2026-03-24
Dataset Preview
Summary Statistics
## Age RestingBP Cholesterol MaxHR ## Min. :28.00 Min. : 0.0 Min. : 0.0 Min. : 60.0 ## 1st Qu.:47.00 1st Qu.:120.0 1st Qu.:173.2 1st Qu.:120.0 ## Median :54.00 Median :130.0 Median :223.0 Median :138.0 ## Mean :53.51 Mean :132.4 Mean :198.8 Mean :136.8 ## 3rd Qu.:60.00 3rd Qu.:140.0 3rd Qu.:267.0 3rd Qu.:156.0 ## Max. :77.00 Max. :200.0 Max. :603.0 Max. :202.0 ## Oldpeak ## Min. :-2.6000 ## 1st Qu.: 0.0000 ## Median : 0.6000 ## Mean : 0.8874 ## 3rd Qu.: 1.5000 ## Max. : 6.2000
Data Description
The dataset includes:
- Age
- Sex
- Chest Pain Type
- Resting BP
- Cholesterol
- MaxHR
- ExerciseAngina
- Old Peak
- ST_Slope
- Heart Disease
These will be useful when studying factors related to heart disease.
Age vs Cholesterol (Plot 1)
This plot compares age and cholesterol levels by heart disease status.
Chest Pain Type (Plot 2)
This plot compares Chest pain type and Heart disease.
Interactive Scatter (plotly)
This plot compares age and max heart rate.
3D Plot
This plot compares age, cholesterol, and max heart rate
Stats Analysis
## ## Call: ## lm(formula = Cholesterol ~ Age + MaxHR, data = data) ## ## Residuals: ## Min 1Q Median 3Q Max ## -243.88 -37.44 19.14 66.54 416.08 ## ## Coefficients: ## Estimate Std. Error t value Pr(>|t|) ## (Intercept) 65.35230 35.09932 1.862 0.0629 . ## Age -0.07059 0.40313 -0.175 0.8610 ## MaxHR 1.00303 0.14935 6.716 3.28e-11 *** ## --- ## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ## ## Residual standard error: 106.4 on 915 degrees of freedom ## Multiple R-squared: 0.05563, Adjusted R-squared: 0.05357 ## F-statistic: 26.95 on 2 and 915 DF, p-value: 4.242e-12
Statistical Analysis Commentary
This regression examines how Age and MaxHR relate to Cholesterol
- Heart disease is associated with multiple indicators,
- Age, cholesterol and maximum heart rate show noticeable patterns.
- Chest pain type appears to differ between individuals with and without heart disease.
Example Code
## Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR ## 1 40 M ATA 140 289 0 Normal 172 ## 2 49 F NAP 160 180 0 Normal 156 ## 3 37 M ATA 130 283 0 ST 98 ## 4 48 F ASY 138 214 0 Normal 108 ## 5 54 M NAP 150 195 0 Normal 122 ## 6 39 M NAP 120 339 0 Normal 170 ## ExerciseAngina Oldpeak ST_Slope HeartDisease ## 1 N 0.0 Up 0 ## 2 N 1.0 Flat 1 ## 3 N 0.0 Up 0 ## 4 Y 1.5 Flat 1 ## 5 N 0.0 Up 0 ## 6 N 0.0 Up 0
Conclusion
- Heart disease appears related to several health indicators.
- The visualization shows how different age, chest pain type, cholesterol, and max heart rate affects heart health.
- The regression provides a simple statistical look relationships in the data.
Thank you.