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- README.md +44 -3
- demo_coding_vs_intergenomic_seqs/metadata.yaml +10 -0
- demo_coding_vs_intergenomic_seqs/test/coding_seqs.csv.gz +3 -0
- demo_coding_vs_intergenomic_seqs/test/intergenomic_seqs.csv.gz +3 -0
- demo_coding_vs_intergenomic_seqs/train/coding_seqs.csv.gz +3 -0
- demo_coding_vs_intergenomic_seqs/train/intergenomic_seqs.csv.gz +3 -0
- demo_human_or_worm/metadata.yaml +9 -0
- demo_human_or_worm/test/human.csv.gz +3 -0
- demo_human_or_worm/test/worm.csv.gz +3 -0
- demo_human_or_worm/train/human.csv.gz +3 -0
- demo_human_or_worm/train/worm.csv.gz +3 -0
- drosophila_enhancers_stark/metadata.yaml +9 -0
- drosophila_enhancers_stark/test/negative.csv.gz +3 -0
- drosophila_enhancers_stark/test/positive.csv.gz +3 -0
- drosophila_enhancers_stark/train/negative.csv.gz +3 -0
- drosophila_enhancers_stark/train/positive.csv.gz +3 -0
- dummy_mouse_enhancers_ensembl/metadata.yaml +10 -0
- dummy_mouse_enhancers_ensembl/test/negative.csv.gz +3 -0
- dummy_mouse_enhancers_ensembl/test/positive.csv.gz +3 -0
- dummy_mouse_enhancers_ensembl/train/negative.csv.gz +3 -0
- dummy_mouse_enhancers_ensembl/train/positive.csv.gz +3 -0
- human_enhancers_cohn/metadata.yaml +10 -0
- human_enhancers_cohn/test/negative.csv.gz +3 -0
- human_enhancers_cohn/test/positive.csv.gz +3 -0
- human_enhancers_cohn/train/negative.csv.gz +3 -0
- human_enhancers_cohn/train/positive.csv.gz +3 -0
- human_enhancers_ensembl/metadata.yaml +10 -0
- human_enhancers_ensembl/test/negative.csv.gz +3 -0
- human_enhancers_ensembl/test/positive.csv.gz +3 -0
- human_enhancers_ensembl/train/negative.csv.gz +3 -0
- human_enhancers_ensembl/train/positive.csv.gz +3 -0
- human_ensembl_regulatory/.DS_Store +0 -0
- human_ensembl_regulatory/metadata.yaml +14 -0
- human_ensembl_regulatory/test/enhancer.csv.gz +3 -0
- human_ensembl_regulatory/test/ocr.csv.gz +3 -0
- human_ensembl_regulatory/test/promoter.csv.gz +3 -0
- human_ensembl_regulatory/train/enhancer.csv.gz +3 -0
- human_ensembl_regulatory/train/ocr.csv.gz +3 -0
- human_ensembl_regulatory/train/promoter.csv.gz +3 -0
- human_nontata_promoters/.DS_Store +0 -0
- human_nontata_promoters/metadata.yaml +10 -0
- human_nontata_promoters/test/negative.csv.gz +3 -0
- human_nontata_promoters/test/positive.csv.gz +3 -0
- human_nontata_promoters/train/negative.csv.gz +3 -0
- human_nontata_promoters/train/positive.csv.gz +3 -0
- human_ocr_ensembl/.DS_Store +0 -0
- human_ocr_ensembl/metadata.yaml +10 -0
- human_ocr_ensembl/test/negative.csv.gz +3 -0
- human_ocr_ensembl/test/positive.csv.gz +3 -0
- human_ocr_ensembl/train/negative.csv.gz +3 -0
README.md
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# Datasets
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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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### Naming conventions
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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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### Versioning
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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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### Data format
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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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* **the version** of the benchmark (0 = in development)
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* **the classes** of genomic sequences, for each class we further need to specify
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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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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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The format of gzipped CSV files closely resemble BED format, the column names must be the following:
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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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### To contribute a new datasets
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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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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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### To review a new dataset
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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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demo_coding_vs_intergenomic_seqs/metadata.yaml
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classes:
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coding_seqs:
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extra_processing: ENSEMBL_HUMAN_TRANSCRIPTOME
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-97/fasta/homo_sapiens/cdna/Homo_sapiens.GRCh38.cdna.all.fa.gz
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intergenomic_seqs:
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extra_processing: ENSEMBL_HUMAN_GENOME
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-97/fasta/homo_sapiens/dna/Homo_sapiens.GRCh38.dna.toplevel.fa.gz
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version: 0
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demo_coding_vs_intergenomic_seqs/test/coding_seqs.csv.gz
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demo_coding_vs_intergenomic_seqs/test/intergenomic_seqs.csv.gz
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demo_human_or_worm/metadata.yaml
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classes:
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human:
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extra_processing: ENSEMBL_HUMAN_GENOME
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-97/fasta/homo_sapiens/dna/Homo_sapiens.GRCh38.dna.toplevel.fa.gz
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worm:
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-104/fasta/caenorhabditis_elegans/dna/Caenorhabditis_elegans.WBcel235.dna.toplevel.fa.gz
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version: 0
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demo_human_or_worm/test/human.csv.gz
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drosophila_enhancers_stark/metadata.yaml
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classes:
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negative:
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-100/fasta/drosophila_melanogaster/dna/Drosophila_melanogaster.BDGP6.28.dna.toplevel.fa.gz
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positive:
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extra_processing: ENSEMBL_DROSOPHILA_GENOME
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type: fa.gz
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url: http://ftp.ensembl.org/pub/release-100/fasta/drosophila_melanogaster/dna/Drosophila_melanogaster.BDGP6.28.dna.toplevel.fa.gz
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version: 0
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dummy_mouse_enhancers_ensembl/metadata.yaml
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classes:
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negative:
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extra_processing: ENSEMBL_MOUSE_GENOME
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type: fa.gz
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url: ftp://ftp.ensembl.org/pub/release-100/fasta/mus_musculus/dna/Mus_musculus.GRCm38.dna.toplevel.fa.gz
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positive:
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extra_processing: ENSEMBL_MOUSE_GENOME
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type: fa.gz
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url: ftp://ftp.ensembl.org/pub/release-100/fasta/mus_musculus/dna/Mus_musculus.GRCm38.dna.toplevel.fa.gz
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version: 0
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human_enhancers_cohn/metadata.yaml
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classes:
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extra_processing: ENSEMBL_HUMAN_GENOME
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type: fa.gz
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human_enhancers_ensembl/metadata.yaml
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