fixing typos in readme

Author: Chaitanya CHINTALURI

README.rst

@@ -1,61 +1,48 @@
 Kernel Current Source Density
 =============================
 
-This is python3 based library 2.0 version of kCSD inverse method proposed.
+This 2.0 version of kCSD inverse method proposed in python3
 
-1. J. Potworowski, W. Jakuczun, S. Łȩski, D. K. Wójcik
+Relevant Papers
+---------------
+
+# J. Potworowski, W. Jakuczun, S. Łȩski, D. K. Wójcik
   "Kernel Current Source Density Method"
   Neural Comput 2012; 24 (2): 541–575.
   doi: https://doi.org/10.1162/NECO_a_00236
-
-2. C. Chintaluri, M. Bejtka, W. Średniawa, M. Czerwiński, J. M. Dzik, J. Jędrzejewska-Szmek, K. Kondrakiewicz, E. Kublik, D. K. Wójcik
+----
+# C. Chintaluri, M. Bejtka, W. Średniawa, M. Czerwiński, J. M. Dzik, J. Jędrzejewska-Szmek, K. Kondrakiewicz, E. Kublik, D. K. Wójcik
   "What we can and what we cannot see with extracellular multielectrodes"
   PLoS Computational Biology (2021), 17(5): e1008615.
   doi: https://doi.org/10.1371/journal.pcbi.1008615
-
-3. C. Chintaluri, M. Bejtka, W. Średniawa, M. Czerwiński, J. M. Dzik, J. Jędrzejewska-Szmek, D. K. Wójck
+----
+# C. Chintaluri, M. Bejtka, W. Średniawa, M. Czerwiński, J. M. Dzik, J. Jędrzejewska-Szmek, D. K. Wójck
   "kCSD-python, reliable current source density estimation with quality control"
   bioRxiv
   doi: https://doi.org/10.1101/708511
+----
 
 Paper 1 is the original paper with software code in Matlab.
 Paper 2 is an improvement and development of the paper 1.
 Paper 3 is a feature showcase and walk-through of the method and its applications. 
 
-Health Report
--------------
-
-Continuous Integration (Travis):
-
-.. image:: https://travis-ci.org/Neuroinflab/kCSD-python.png?branch=master
-   :target: https://travis-ci.org/Neuroinflab/kCSD-python
-
-Test Coverage :	   
-
-.. image:: https://coveralls.io/repos/github/Neuroinflab/kCSD-python/badge.png?branch=master
-   :target: https://coveralls.io/github/Neuroinflab/kCSD-python?branch=master
-
-Documentation Status:
-
-.. image:: https://readthedocs.org/projects/kcsd-python/badge/?version=latest
-   :target: https://kcsd-python.readthedocs.io/en/latest/?badge=latest
-
 Tutorials
 ---------
 
 This library comes with three tutorials that **do not require any installation**.
 
-1. `Basic tutorial<https://colab.research.google.com/drive/1M7fCR5iZ9c7SAZWWoq9WLfFpk7pCaufd?usp=sharing>`_
-2. `Advanced tutorial<https://colab.research.google.com/drive/1gIuBJ2XzOGmgnRuxKguHevcYoE6eY_o1?usp=sharing>`_
-3. `sKCSD tutorial<https://colab.research.google.com/drive/1tjOvC5-OTteiGT_f-MBQ3hqN7P3i1P8e?usp=sharing>`_
+1. `Basic tutorial <https://colab.research.google.com/drive/1M7fCR5iZ9c7SAZWWoq9WLfFpk7pCaufd?usp=sharing>`_
+2. `Advanced tutorial <https://colab.research.google.com/drive/1gIuBJ2XzOGmgnRuxKguHevcYoE6eY_o1?usp=sharing>`_
+3. `sKCSD tutorial <https://colab.research.google.com/drive/1tjOvC5-OTteiGT_f-MBQ3hqN7P3i1P8e?usp=sharing>`_
 
-More information on these **online only** tutorials is provided here `Tutorials!`_
+More information on the **online and installed version** of tutorials is provided here `Tutorials!`_
 
 .. _Tutorials!: /docs/source/TUTORIALS.rst
 
 To have these tutorials and saved on your desktop, you will also need jupyter-notebook installed
 
 ..  code-block:: bash
+
 		 pip install jupyterlab
 
 
@@ -64,15 +51,22 @@ Figures
 
 This library includes all the necessary scripts to generate the figures for papers 2 and 3.
 
-`Figures for Paper 2!`_
+`Figures for Paper 2`_
 
-.. _Figures for Paper 2!: /figures/what_you_can_see_with_lfp/README.txt
+.. _Figures for Paper 2: /figures/what_you_can_see_with_lfp/README.txt
 
-`Figures for Paper 3!`_
+`Figures for Paper 3`_
+
+.. _Figures for Paper 3: /figures/kCSD_properties/README.txt
+
+Installation
+------------
+
+`kCSD-python Installation`_
+
+.. _kCSD-python Installation : https://kcsd-python.readthedocs.io/en/latest/INSTALL.html
 
-.. _Figures for Paper 3!: /figures/kCSD_properties/README.txt
 
-	    
 Documentation
 -------------
 
@@ -82,8 +76,7 @@ Autogenerated documentation available from readthedocs:
 
 .. _kCSD-python_Reference : https://kcsd-python.readthedocs.io/en/latest/
 
-Also included here are installation instructions, authors and their
-contributions, citation policy, contacts etc.,
+Also included here are authors and their contributions, citation policy, contacts etc.,
 
 
 Earlier Stable versions
@@ -95,6 +88,25 @@ Please see git tags for earlier versions
 - v1.1 corresponds to the elephant python library version - no tests here
 
 
+Health Report
+-------------
+
+Continuous Integration (Travis):
+
+.. image:: https://travis-ci.org/Neuroinflab/kCSD-python.png?branch=master
+   :target: https://travis-ci.org/Neuroinflab/kCSD-python
+
+Test Coverage :	   
+
+.. image:: https://coveralls.io/repos/github/Neuroinflab/kCSD-python/badge.png?branch=master
+   :target: https://coveralls.io/github/Neuroinflab/kCSD-python?branch=master
+
+Documentation Status:
+
+.. image:: https://readthedocs.org/projects/kcsd-python/badge/?version=latest
+   :target: https://kcsd-python.readthedocs.io/en/latest/?badge=latest
+
+  
 License
 -------
 `Modified BSD License`_