diff --git a/README.md b/README.md
index 0312bfe4..5ee59fb8 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,12 @@
[](https://zenodo.org/badge/latestdoi/105615409)
+[](https://pypi.org/project/cellxgene/)
+
+[](https://pypistats.org/packages/cellxgene)
+
+[](https://github.com/chanzuckerberg/cellxgene/pulse)
+
_cellxgene_ (pronounced "sell-by-jean") is an interactive data explorer for single-cell transcriptomics datasets, such as those coming from the [Human Cell Atlas](https://humancellatlas.org). Leveraging modern web development techniques to enable fast visualizations of at least 1 million cells, we hope to enable biologists and computational researchers to explore their data, and to demonstrate general, scalable, and reusable patterns for scientific data visualization.


@@ -17,18 +23,20 @@ _cellxgene_ (pronounced "sell-by-jean") is an interactive data explorer for sing
To install _cellxgene_ you need Python 3.6+. We recommend [installing _cellxgene_ into a conda or virtual environment.](https://chanzuckerberg.github.io/cellxgene/faq.html#how-do-i-create-a-python-36-environment-for-cellxgene)
Install the package.
-``` bash
+
+```bash
pip install cellxgene
```
Download an example [anndata](https://anndata.readthedocs.io/en/latest/) file
-``` bash
+```bash
curl -o pbmc3k.h5ad https://raw.githubusercontent.com/chanzuckerberg/cellxgene/master/example-dataset/pbmc3k.h5ad
```
Launch _cellxgene_
-``` bash
+
+```bash
cellxgene launch pbmc3k.h5ad --open
```