Question: After obtain a feature matrix with lower dimension with Principal Component Analysis, which of the following is correct? The feature matrix must carry all information

After obtain a feature matrix with lower dimension with Principal Component Analysis, which of the following is correct?
The feature matrix must carry all information presented in the data
The feature matrix may not carry all information presented in the data
The feature matrix still have interpretability
The feature matrix lose interpretability

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