Datasets:
Tasks:
Tabular Classification
Formats:
csv
Sub-tasks:
tabular-multi-class-classification
Size:
< 1K
License:
Youran Li commited on
Upload BC dataset splits and detailed data card
Browse files- README.md +10 -17
- processed_data/merged_dataset.csv +0 -3
- processed_data/{X_test.csv → test.csv} +2 -2
- processed_data/{X_train.csv → train.csv} +2 -2
- processed_data/{X_val.csv → validation.csv} +2 -2
- processed_data/y_test.csv +0 -61
- processed_data/y_train.csv +0 -279
- processed_data/y_val.csv +0 -61
README.md
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@@ -42,9 +42,7 @@ The prediction task is binary classification of distant metastasis-free survival
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This dataset is derived from publicly available breast cancer gene-expression cohorts distributed via Bioconductor and accessed using the `genefu` framework.
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-
For full details on the original data sources and preprocessing pipeline, refer to
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-
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- https://www.bioconductor.org/packages/devel/bioc/vignettes/genefu/inst/doc/genefu.html
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The underlying cohorts include datasets such as:
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- Loading required libraries:
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- `genefu`
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- `Biobase`
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- Bioconductor breast cancer datasets
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- Loading datasets:
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- `breastCancerMAINZ`
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- `breastCancerTRANSBIG`
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- Phenotype data via `pData`
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- Gene-expression data via `exprs`
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- Filtering samples with available DMFS information:
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- Non-missing `t.dmfs`
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- Non-missing `e.dmfs`
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-
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-
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- Constructing cohort table with:
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- `sample_id`
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- `t_dmfs`
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- `e_dmfs`
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The binary classification label is defined as:
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- `dmfs_label = 1` if `e_dmfs == 1`
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- `dmfs_label = 0` otherwise
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---
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│ └── dataset.csv
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│
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├── processed_data/
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│ ├──
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│ ├──
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│
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│ ├── y_train.csv
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│ ├── y_val.csv
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│ ├── y_test.csv
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│ └── merged_dataset.csv
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│
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└── README.md
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This dataset is derived from publicly available breast cancer gene-expression cohorts distributed via Bioconductor and accessed using the `genefu` framework.
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+
For full details on the original data sources and preprocessing pipeline, refer to the genefu website provided above.
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The underlying cohorts include datasets such as:
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- Loading required libraries:
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- `genefu`
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- `Biobase`
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+
- Bioconductor breast cancer datasets
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- Loading datasets:
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- `breastCancerMAINZ`
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- `breastCancerTRANSBIG`
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- Phenotype data via `pData`
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- Gene-expression data via `exprs`
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- Filtering samples with available DMFS information:
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+
- Non-missing `t.dmfs`
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+
- Non-missing `e.dmfs`
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+
- Transposing the expression matrix so rows correspond to samples
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+
- Constructing a cohort table with:
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- `sample_id`
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- `t_dmfs`
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- `e_dmfs`
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The binary classification label is defined as:
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+
- `dmfs_label = 1` if `e_dmfs == 1`
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- `dmfs_label = 0` otherwise
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---
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│ └── dataset.csv
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│
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├── processed_data/
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│ ├── train.csv
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│ ├── validation.csv
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│ └── test.csv
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│
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└── README.md
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processed_data/merged_dataset.csv
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processed_data/{X_test.csv → test.csv}
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size 22814660
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processed_data/{X_train.csv → train.csv}
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processed_data/{X_val.csv → validation.csv}
RENAMED
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processed_data/y_test.csv
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processed_data/y_train.csv
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|
processed_data/y_val.csv
DELETED
|
@@ -1,61 +0,0 @@
|
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| 1 |
-
dmfs_label
|
| 2 |
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