Merge pull request #101 from lucasimi/develop

Changed header

Author: lucasimi

README.md

@@ -1,3 +1,5 @@
+![Logo](https://github.com/lucasimi/tda-mapper-python/raw/main/docs/source/logos/tda-mapper-logo-horizontal.png)
+
 [![PyPI version](https://badge.fury.io/py/tda-mapper.svg)](https://badge.fury.io/py/tda-mapper)
 [![downloads](https://img.shields.io/pypi/dm/tda-mapper)](https://pypi.python.org/pypi/tda-mapper/)
 [![test](https://github.com/lucasimi/tda-mapper-python/actions/workflows/test.yml/badge.svg)](https://github.com/lucasimi/tda-mapper-python/actions/workflows/test.yml)
@@ -7,14 +9,16 @@
 [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.10642381.svg)](https://doi.org/10.5281/zenodo.10642381)
 [![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://tda-mapper-app.streamlit.app/)
 
-![Logo](https://github.com/lucasimi/tda-mapper-python/raw/main/docs/source/logos/tda-mapper-logo-horizontal.png)
+# tda-mapper
 
-**tda-mapper** is a simple and efficient Python implementation of Mapper algorithm for Topological Data Analysis
+A simple and efficient Python implementation of Mapper algorithm for Topological Data Analysis
 
 * **Installation**: `pip install tda-mapper`
 
 * **Documentation**: https://tda-mapper.readthedocs.io/en/main/
 
+* **Demo App**: https://tda-mapper-app.streamlit.app/
+
 The Mapper algorithm is a well-known technique in the field of topological data analysis that allows data to be represented as a graph.
 Mapper is used in various fields such as machine learning, data mining, and social sciences, due to its ability to preserve topological features of the underlying space, providing a visual representation that facilitates exploration and interpretation.
 For an in-depth coverage of Mapper you can read [the original paper](https://research.math.osu.edu/tgda/mapperPBG.pdf).