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metadata
license: cc-by-4.0
library_name: scvi-tools
tags:
  - biology
  - genomics
  - single-cell
  - model_cls_name:CondSCVI
  - scvi_version:0.20.0b1
  - anndata_version:0.8.0
  - modality:rna
  - tissue:Trachea
  - 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 5112
n_labels 18
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.

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