Update README.md

README.md

@@ -16,7 +16,7 @@ Mowgli is implemented as a Python package seamlessly integrated within the scver
 
 ### via PyPI (recommended)
 
-On all operating systems, the easiest way to install Mowgli is via PyPI. Installation should typically take a minute and is continuously tested with Python 3.8 on an Ubuntu virtual machine.
+On all operating systems, the easiest way to install Mowgli is via PyPI. Installation should typically take a minute and is continuously tested with Python 3.10 on an Ubuntu virtual machine.
 
 ```bash
 pip install mowgli
@@ -31,11 +31,11 @@ pip install ./Mowgli/
 
 ## Getting started
 
-Mowgli takes as an input a Muon object and populates its `obsm` and `uns` fiels with the embeddings and dictionaries, respectively. Visit [mowgli.rtfd.io](https://mowgli.rtfd.io/) for more documentation and tutorials.
+Mowgli takes as an input a Muon object and populates its `obsm` and `uns` fields with the embeddings and dictionaries, respectively. Visit [mowgli.rtfd.io](https://mowgli.rtfd.io/) for more documentation and tutorials.
 
 You may download a preprocessed 10X Multiome demo dataset [here](https://figshare.com/s/4c8e72cbb188d8e1cce8).
 
-A GPU is not required for small datasets, but is strongly recommmended above 1,000 cells. On CPU, the [cell lines demo](https://mowgli.readthedocs.io/en/latest/vignettes/Liu%20cell%20lines.html) (206 cells) should run in under 5 minutes and the [PBMC demo](https://mowgli.readthedocs.io/en/latest/vignettes/PBMC.html) (500 cells) should run in under 10 minutes (tested on a Ubuntu 20.04 machine with an 11th gen i7 processor).
+A GPU is not required for small datasets, but is strongly recommended above 1,000 cells. On CPU, the [cell lines demo](https://mowgli.readthedocs.io/en/latest/vignettes/Liu%20cell%20lines.html) (206 cells) should run in under 5 minutes and the [PBMC demo](https://mowgli.readthedocs.io/en/latest/vignettes/PBMC.html) (500 cells) should run in under 10 minutes (tested on a Ubuntu 20.04 machine with an 11th gen i7 processor).
 
 ```python
 import mowgli