Individual and cumulative explained variance by principal components. The blue bars represent the percentage of variance explained by each individual principal component, while the red line indicates the cumulative explained variance. This plot demonstrates that 85.5% the total variance in the dataset is captured by only one component, and that only ten components are required in order to capture more than 99% of the total variance.