biology genomics single-cell model_cls_name:CondSCVI scvi_version:0.20.0b1 anndata_version:0.8.0 modality:rna tissue:Lung annotated:True

Description

Tabula sapiens. An across organ dataset of cell-types in human tissues.

Model properties

Many model properties are in the model tags. Some more are listed below.

model_init_params:

{
    "n_hidden": 128,
    "n_latent": 5,
    "n_layers": 2,
    "weight_obs": false,
    "dropout_rate": 0.05
}

model_setup_anndata_args:

{
    "labels_key": "cell_ontology_class",
    "layer": null
}

model_summary_stats:

Summary Stat Key Value
n_cells 2860
n_labels 12
n_vars 4000

model_data_registry:

Registry Key scvi-tools Location
X adata.X
labels adata.obs['_scvi_labels']

model_parent_module: scvi.model

data_is_minified: False

Training data

This is an optional link to where the training data is stored if it is too large to host on the huggingface Model hub.

<!-- If your model is not uploaded with any data (e.g., minified data) on the Model Hub, then make sure to provide this field if you want users to be able to access your training data. See the scvi-tools documentation for details. -->

Training data url: https://zenodo.org/api/files/fd2c61e6-f4cd-4984-ade0-24d26d9adef6/TS_Lung_filtered.h5ad

Training code

This is an optional link to the code used to train the model.

Training code url: https://github.com/scvi-hub-references/tabula_sapiens/main.py

References

The Tabula Sapiens: A multi-organ, single-cell transcriptomic atlas of humans. The Tabula Sapiens Consortium. Science 2022.05.13; doi: https: //doi.org/10.1126/science.abl4896