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Upload BC dataset splits and detailed data card

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README.md CHANGED
@@ -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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@@ -66,7 +64,7 @@ Key steps include:
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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 (e.g., MAINZ, TRANSBIG)
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  - Loading datasets:
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  - `breastCancerMAINZ`
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  - `breastCancerTRANSBIG`
@@ -76,11 +74,10 @@ Key steps include:
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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` (time)
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- - Non-missing `e.dmfs` (event)
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- - Constructing feature matrix:
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- - Transpose expression matrix so rows correspond to samples
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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`
@@ -90,7 +87,7 @@ Key steps include:
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  The binary classification label is defined as:
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- - `dmfs_label = 1` if `e_dmfs == 1` (event occurred)
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  - `dmfs_label = 0` otherwise
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  ---
@@ -104,12 +101,8 @@ BC/
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  │ └── dataset.csv
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  ├── processed_data/
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- │ ├── X_train.csv
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- │ ├── X_val.csv
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- ── X_test.csv
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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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  └── 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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  ├── processed_data/
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+ │ ├── train.csv
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+ │ ├── validation.csv
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+ ── test.csv
 
 
 
 
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  └── README.md
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