Update README

Update README

README.md

@@ -1,7 +1,10 @@
-[![Homepage][homepage-shield]][homepage-url]
+[![Python Versions][python-shield]][python-url]
+[![PyPi][pypi-shield]][pypi-url]
+[![Tests][tests-shield]][tests-url]
 [![License][license-shield]][license-url]
 [![Contributors][contributors-shield]][contributors-url]
 [![Code Style][codestyle-shield]][codestyle-url]
+[![Homepage][homepage-shield]][homepage-url]
 
 
 # PTE Stats - Python tools for electrophysiology
@@ -13,66 +16,72 @@ PTE Stats is particularly useful with intracranial EEG (iEEG) data such as local
 
 ## Installing pte-stats
 
-First, get the current development version of pte-stats using [git](https://git-scm.com/). Type the following command into a terminal:
-
-```bash
-git clone https://github.com/richardkoehler/pte-stats
-```
+### Stable release
 
-Use the package manager [conda](https://docs.conda.io/projects/conda/en/latest/index.html) to set up a new working environment. To do so navigate to the pte-stats root directory in your terminal and type:
+To install the latest stable release, simply type:
 
 ```bash
-conda env create -f env.yml
+$ pip install pte-stats
 ```
 
-This will set up a new conda environment called ``pte-stats``.
+### Development version
 
-To activate the environment then type:
+To install the latest delevopment version, first clone this repository:
 
 ```bash
-conda activate pte-stats
+$ git clone https://github.com/richardkoehler/pte-stats
 ```
 
-Finally, to install pte-stats in an editable development version inside your conda enviroment type the following inside the pte-stats root directory:
+Then install with the command:
 
 ```bash
-conda develop .
+$ pip install .
 ```
 
+
 ## Usage
 
 ```python
 import pte_stats
 
-# Examples
+# Examples coming soon
 ```
 
 ## Contributing
-Please feel free to contribute yourselves or to open an **issue** when you encounter a bug or would like to add a new feature.
+
+Please feel free to contribute yourselves or to open an **issue** when you encounter a bug or to request a new feature.
 
 For any minor additions or bugfixes, you may simply create a **pull request**. 
 
 For any major changes, make sure to open an **issue** first. When you then create a pull request, be sure to **link the pull request** to the open issue in order to close the issue automatically after merging.
 
-To contribute yourselves, consider installing the full conda development environment to include such tools as black, pylint and isort:
+### How to contribute
+To contribute yourselves, you should fork this repository, and create your a development branch from your fork.
+
+Then, inside your development branch run the command:
 
 ```bash
-conda env create -f env_dev.yml
-conda activate pte-stats-dev
+$ pip install -e .[dev]
 ```
 
-Continuous Integration (CI) including automated testing are set up.
+This will additionally install packages for development, such as black, pylint, mypy and isort.
 
 ## License
 PTE Stats is licensed under the [MIT license](license-url).
 
 <!-- MARKDOWN LINKS & IMAGES -->
 <!-- https://www.markdownguide.org/basic-syntax/#reference-style-links -->
-[homepage-shield]: https://img.shields.io/static/v1?label=Homepage&message=ICN&logoColor=black&labelColor=grey&logoWidth=20&color=9cf&style=for-the-badge
+[python-shield]: https://img.shields.io/static/v1?label=Python&message=3.9|3.10&logoColor=black&labelColor=grey&color=blue
+[python-url]: https://pypi.org/project/pte-stats/
+[pypi-shield]: https://img.shields.io/static/v1?label=PyPi&message=v0.1.0&logoColor=black&labelColor=grey&color=blue
+[pypi-url]: https://pypi.org/project/pte-stats/
+[tests-shield]: https://github.com/richardkoehler/pte-stats/actions/workflows/tests.yml/badge.svg
+[tests-url]: https://github.com/richardkoehler/pte-stats/actions/workflows/tests.yml
+[homepage-shield]: https://img.shields.io/static/v1?label=Homepage&message=ICN&logoColor=black&labelColor=grey&logoWidth=20&color=9cf
 [homepage-url]: https://www.icneuromodulation.org/
-[contributors-shield]: https://img.shields.io/github/contributors/richardkoehler/pte-stats.svg?style=for-the-badge
+[contributors-shield]: https://img.shields.io/github/contributors/richardkoehler/pte-stats.svg
 [contributors-url]: https://github.com/richardkoehler/pte-stats/graphs/contributors
-[license-shield]: https://img.shields.io/static/v1?label=License&message=MIT&logoColor=black&labelColor=grey&logoWidth=20&color=yellow&style=for-the-badge
+[license-shield]: https://img.shields.io/static/v1?label=License&message=MIT&logoColor=black&labelColor=grey&logoWidth=20&color=yellow
 [license-url]: https://github.com/richardkoehler/pte-stats/blob/main/LICENSE/
-[codestyle-shield]: https://img.shields.io/static/v1?label=CodeStyle&message=black&logoColor=black&labelColor=grey&logoWidth=20&color=black&style=for-the-badge
+[codestyle-shield]: https://img.shields.io/static/v1?label=CodeStyle&message=black&logoColor=black&labelColor=grey&logoWidth=20&color=black
 [codestyle-url]: https://github.com/psf/black