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  1. README.md +44 -3
  2. demo_coding_vs_intergenomic_seqs/metadata.yaml +10 -0
  3. demo_coding_vs_intergenomic_seqs/test/coding_seqs.csv.gz +3 -0
  4. demo_coding_vs_intergenomic_seqs/test/intergenomic_seqs.csv.gz +3 -0
  5. demo_coding_vs_intergenomic_seqs/train/coding_seqs.csv.gz +3 -0
  6. demo_coding_vs_intergenomic_seqs/train/intergenomic_seqs.csv.gz +3 -0
  7. demo_human_or_worm/metadata.yaml +9 -0
  8. demo_human_or_worm/test/human.csv.gz +3 -0
  9. demo_human_or_worm/test/worm.csv.gz +3 -0
  10. demo_human_or_worm/train/human.csv.gz +3 -0
  11. demo_human_or_worm/train/worm.csv.gz +3 -0
  12. drosophila_enhancers_stark/metadata.yaml +9 -0
  13. drosophila_enhancers_stark/test/negative.csv.gz +3 -0
  14. drosophila_enhancers_stark/test/positive.csv.gz +3 -0
  15. drosophila_enhancers_stark/train/negative.csv.gz +3 -0
  16. drosophila_enhancers_stark/train/positive.csv.gz +3 -0
  17. dummy_mouse_enhancers_ensembl/metadata.yaml +10 -0
  18. dummy_mouse_enhancers_ensembl/test/negative.csv.gz +3 -0
  19. dummy_mouse_enhancers_ensembl/test/positive.csv.gz +3 -0
  20. dummy_mouse_enhancers_ensembl/train/negative.csv.gz +3 -0
  21. dummy_mouse_enhancers_ensembl/train/positive.csv.gz +3 -0
  22. human_enhancers_cohn/metadata.yaml +10 -0
  23. human_enhancers_cohn/test/negative.csv.gz +3 -0
  24. human_enhancers_cohn/test/positive.csv.gz +3 -0
  25. human_enhancers_cohn/train/negative.csv.gz +3 -0
  26. human_enhancers_cohn/train/positive.csv.gz +3 -0
  27. human_enhancers_ensembl/metadata.yaml +10 -0
  28. human_enhancers_ensembl/test/negative.csv.gz +3 -0
  29. human_enhancers_ensembl/test/positive.csv.gz +3 -0
  30. human_enhancers_ensembl/train/negative.csv.gz +3 -0
  31. human_enhancers_ensembl/train/positive.csv.gz +3 -0
  32. human_ensembl_regulatory/.DS_Store +0 -0
  33. human_ensembl_regulatory/metadata.yaml +14 -0
  34. human_ensembl_regulatory/test/enhancer.csv.gz +3 -0
  35. human_ensembl_regulatory/test/ocr.csv.gz +3 -0
  36. human_ensembl_regulatory/test/promoter.csv.gz +3 -0
  37. human_ensembl_regulatory/train/enhancer.csv.gz +3 -0
  38. human_ensembl_regulatory/train/ocr.csv.gz +3 -0
  39. human_ensembl_regulatory/train/promoter.csv.gz +3 -0
  40. human_nontata_promoters/.DS_Store +0 -0
  41. human_nontata_promoters/metadata.yaml +10 -0
  42. human_nontata_promoters/test/negative.csv.gz +3 -0
  43. human_nontata_promoters/test/positive.csv.gz +3 -0
  44. human_nontata_promoters/train/negative.csv.gz +3 -0
  45. human_nontata_promoters/train/positive.csv.gz +3 -0
  46. human_ocr_ensembl/.DS_Store +0 -0
  47. human_ocr_ensembl/metadata.yaml +10 -0
  48. human_ocr_ensembl/test/negative.csv.gz +3 -0
  49. human_ocr_ensembl/test/positive.csv.gz +3 -0
  50. human_ocr_ensembl/train/negative.csv.gz +3 -0
README.md CHANGED
@@ -1,3 +1,44 @@
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Datasets
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+
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+ Each folder contains either one benchmark or a set of benchmarks. See [docs/](../docs/) for code used to create these benchmarks.
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+
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+ ### Naming conventions
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+
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+ * *dummy_...*: small datasets, used for testing purposes
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+ * *demo_...*: middle size datasets, not necesarily biologically relevant or fully reproducible, used in demos
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+
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+ ### Versioning
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+
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+ We recommend to check the version number when working with the dataset (i.e. not using default `None`). The version should be set to 0 when the dataset is proposed, after inicial curration it should be changed to 1 and then increased after every modification.
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+
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+ ### Data format
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+
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+ Each benchmark should contain `metadata.yaml` file with its main folder with the specification in YAML format, namely
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+
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+ * **the version** of the benchmark (0 = in development)
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+
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+ * **the classes** of genomic sequences, for each class we further need to specify
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+
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+ - *url* with the reference
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+ - *type* of the reference (currently, only fa.gz implemented)
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+ - *extra_processing*, a parameter helping to overcome some know issues with identifiers matching
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+
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+ The main folder should also contain two folders, `train` and `test`. Both those folders should contain gzipped CSV files, one for each class (named `class_name.csv.gz`).
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+
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+ The format of gzipped CSV files closely resemble BED format, the column names must be the following:
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+
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+ * **id**: id of a sequence
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+ * **region**: chromosome/transcript/... to be matched with the reference
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+ * **start**, **end**: genomic interval specification (0-based, i.e. same as in Python)
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+ * **strand**: either '+' or '-'
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+
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+
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+ ### To contribute a new datasets
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+
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+ Create a new branch. Add the new subfolders to `datasets` and `docs`. The subfolder of `docs` should contain a description of the dataset in `README.md`. If the dataset comes with the paper, link the paper. If the dataset is not taken from the paper, make sure you have described and understand the biological process behind it.
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+
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+ If you have access to `cloud_cache` folder on GDrive, upload your file there and update `CLOUD_CACHE` in [cloud_caching.py](https://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks/blob/main/src/genomic_benchmarks/loc2seq/cloud_caching.py).
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+
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+ ### To review a new dataset
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+
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+ Make sure you can run and reproduce the code. Check you can download the actual sequences and/or create a data loader. Do you understand what is behind these data? (either from the paper or the description) Ask for clarification if needed.
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