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PCA Ref. #: ___Program COOPERATION AGREEMENT BETWEEN[FULL NAME OF IMPLEMENTING PARTNER] AND REUNITED NATIONS C CHILDREN FUND FOR REIMPLEMENTATION OF UNICEF FUNDED Program RELATING TO THE UNICEF Program
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01
Standardize the data to have zero mean and unit variance.
02
Calculate the covariance matrix of the standardized data.
03
Compute the eigenvectors and eigenvalues of the covariance matrix.
04
Sort the eigenvectors by decreasing eigenvalues.
05
Select a subset of the eigenvectors corresponding to the desired number of principal components.
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Transform the data by multiplying it by the selected eigenvectors to get the principal components.

Who needs pca - principal component?

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PCA - principal component analysis is used by data analysts, researchers, and machine learning practitioners to reduce the dimensionality of data while preserving as much variance as possible. It is particularly useful in exploratory data analysis, feature extraction, and data visualization tasks.
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PCA (Principal Component Analysis) is a statistical method used to reduce the dimensionality of data while retaining as much variance as possible.
Individuals or organizations who need to analyze large datasets and want to simplify the data for better understanding are required to file PCA.
To fill out PCA, one needs to calculate the covariance matrix, determine the eigenvectors and eigenvalues, and select the principal components based on the variance explained.
The purpose of PCA is to simplify complex data sets and identify patterns or relationships between variables by reducing dimensionality.
The principal components, eigenvectors, eigenvalues, and percentage of variance explained by each principal component must be reported on PCA.
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