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README.md

@@ -18,11 +18,10 @@ Converting irregularly spaced mass spectrometry (MS/MS) data into computable rep
 
 ## Dataset
 
-- `training_data/`: 30 MassiveKB H5 files, 1,938,843 spectra.
 - `inference_data/Massive-KB-v1_test_sorted.h5`: 107,713 held-out spectra.
 - `inference_data/PXD017407_library_from_fdr_peptides_sorted.h5`: 2,301 additional spectra.
 
-Each H5 file contains `peaks` (`[N, 200, 2]` m/z and intensity), `sequence`, `charge`, `precursor_mass` (precursor m/z), and `protein`. Peptide sequences can include the lowercase modification codes described in the code repository. 
+This repository contains inference data only. Each H5 file contains `peaks` (`[N, 200, 2]` m/z and intensity), `sequence`, `charge`, `precursor_mass` (precursor m/z), and `protein`. Peptide sequences can include the lowercase modification codes described in the code repository.
 
 ## Download
 
@@ -58,7 +57,7 @@ If you use Massive-KB data, please also cite:
 
 ``Wang, Mingxun, Jian Wang, Jeremy Carver, Benjamin S. Pullman, Seong Won Cha, and Nuno Bandeira. Assembling the Community-Scale Discoverable Human Proteome. Cell systems (2018).``
 
-If you use ``PXD017407_library_from_fdr_peptides_sorted.5`` data, please also cite:
+If you use ``PXD017407`` data, please also cite:
 
 ``Stopfer LE, Mesfin JM, Joughin BA, Lauffenburger DA, White FM. Multiplexed relative and absolute quantitative immunopeptidomics reveals MHC I repertoire alterations induced by CDK4/6 inhibition. Nat Commun. 2020 11(1):2760
 DOI: 10.1038/s41467-020-16588-9``