1. Introduction  
2. The VIPERS Survey  
3. PCA on Spectra  
4. The Sky Residuals Eigen Spectra  
5. Automatic Masking of the Spectra  
6. Repairing the Spectra  
7. Comparison and Combination of Automatic and Manual Cleaning for the VIPERS Data  
8. Conclusions