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README.md
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- name: train
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num_bytes: 10523244
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num_examples: 71103
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download_size: 1977625
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dataset_size: 10523244
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- config_name: public_leaderboard_ids
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features:
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- name: subset
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dtype: string
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- name: item_id
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dtype: string
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- name: row_id
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dtype: int64
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- name: source_member
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dtype: string
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- name: line_number
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dtype: int64
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- name: raw_line
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dtype: string
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splits:
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- name: train
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num_bytes: 846652
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num_examples: 10
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download_size: 577419
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dataset_size: 846652
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- config_name: supervised
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features:
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- name: sequence
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dtype: string
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- name: activity
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dtype: float32
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- name: sequence_length
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dtype: int32
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- name: source_file
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dtype: string
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- name: row_id
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dtype: int64
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splits:
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- name: train
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num_bytes: 865492987
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num_examples: 6065325
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- name: validation
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num_bytes: 94817770
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num_examples: 673925
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- name: test
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num_bytes: 12656334
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num_examples: 71103
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download_size: 347068682
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dataset_size: 972967091
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- config_name: test_subset_membership
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features:
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- name: subset
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dtype: string
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- name: item_id
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dtype: string
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- name: row_id
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dtype: int64
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- name: source_member
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dtype: string
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- name: line_number
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dtype: int64
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- name: raw_line
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dtype: string
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splits:
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- name: train
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num_bytes: 22422882
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num_examples: 63683
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download_size: 4264569
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dataset_size: 22422882
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configs:
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- config_name: challenge_test_sequences
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data_files:
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- split: train
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path: challenge_test_sequences/train-*
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- config_name: public_leaderboard_ids
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data_files:
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- split: train
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path: public_leaderboard_ids/train-*
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- config_name: supervised
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data_files:
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- split: train
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path: supervised/train-*
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- split: validation
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path: supervised/validation-*
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- split: test
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path: supervised/test-*
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- config_name: test_subset_membership
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data_files:
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- split: train
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path: test_subset_membership/train-*
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---
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---
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license: cc-by-4.0
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task_categories:
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- text-regression
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language:
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- en
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tags:
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- biology
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- dna
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- genomics
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- promoter
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- gene-expression
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- carbon
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---
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# Random Promoter DREAM Challenge 2022
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This dataset repackages the processed Random Promoter DREAM Challenge 2022
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files from Zenodo record `10633252` for use with `datasets`.
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The task is sequence-to-expression regression on synthetic yeast promoter
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sequences. The canonical supervised config contains random promoter training
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examples, validation examples, and labeled designed test promoters.
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## Configs
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- `supervised`: `train`, `validation`, and `test` splits with promoter
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sequences and measured activity.
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- `challenge_test_sequences`: unlabeled test sequences for submission-style
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prediction workflows.
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- `test_subset_membership`: normalized IDs from `test_subset_ids.tar.gz`.
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- `public_leaderboard_ids`: normalized IDs from `public_leaderboard_ids.tar.gz`.
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## Schema
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`supervised`:
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- `sequence`: DNA sequence.
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- `activity`: measured promoter activity.
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- `sequence_length`: sequence length in base pairs.
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- `source_file`: source filename.
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- `row_id`: zero-based row index within the source split.
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ID metadata configs:
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- `subset`: subset name inferred from the archive member.
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- `item_id`: raw ID token from the source line.
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- `row_id`: integer row ID when `item_id` is numeric; otherwise `-1`.
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- `source_member`: archive member path.
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- `line_number`: line number within the member.
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- `raw_line`: unmodified stripped source line.
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## Usage
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```py
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from datasets import load_dataset
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ds = load_dataset("HuggingFaceBio/random-promoter-dream-2022", "supervised")
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train = ds["train"]
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validation = ds["validation"]
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test = ds["test"]
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subsets = load_dataset("HuggingFaceBio/random-promoter-dream-2022", "test_subset_membership", split="train")
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```
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## Source
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Source: Random Promoter DREAM Challenge 2022, Zenodo DOI
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`10.5281/zenodo.10633252`.
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The source record is licensed CC BY 4.0. Cite the original DREAM Challenge data
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and paper when using this dataset.
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## Reproduction
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This dataset repo includes `create_dataset.py`, the script used to download,
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convert, and upload the configs.
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