Minor edits on the README

Author: Jacobluke-

README.md

@@ -5,8 +5,8 @@
 [![minimal Python
 version](https://img.shields.io/badge/Python%3E%3D-3.8-6666ff.svg)](https://www.anaconda.com/distribution/)
 [![PyPI
-version](https://badge.fury.io/py/dabest)](https://badge.fury.io/py/dabest)
-[![Downloads](https://static.pepy.tech/badge/dabest.png)](https://pepy.tech/project/dabest)
+version](https://badge.fury.io/py/dabest.svg)](https://badge.fury.io/py/dabest)
+[![Downloads](https://img.shields.io/pepy/dt/dabest.png)](https://pepy.tech/project/dabest)
 [![Free-to-view
 citation](https://zenodo.org/badge/DOI/10.1038/s41592-019-0470-3.svg)](https://rdcu.be/bHhJ4)
 [![License](https://img.shields.io/badge/License-BSD%203--Clause--Clear-orange.svg)](https://spdx.org/licenses/BSD-3-Clause-Clear.html)
@@ -49,19 +49,15 @@ includes performance improvements.
 
 <!-- TOC depthFrom:1 depthTo:2 withLinks:1 updateOnSave:1 orderedList:0 -->
 
-- [DABEST-Python](#dabest-python)
-  - [Recent Version Update](#recent-version-update)
-  - [Contents](#contents)
-  - [About](#about)
-  - [Installation](#installation)
-  - [Usage](#usage)
-  - [How to cite](#how-to-cite)
-  - [Bugs](#bugs)
-  - [Contributing](#contributing)
-    - [A wish list for new features](#a-wish-list-for-new-features)
-  - [Acknowledgements](#acknowledgements)
-  - [Testing](#testing)
-  - [DABEST in other languages](#dabest-in-other-languages)
+- [About](#about)
+- [Installation](#installation)
+- [Usage](#usage)
+- [How to cite](#how-to-cite)
+- [Bugs](#bugs)
+- [Contributing](#contributing)
+- [Acknowledgements](#acknowledgements)
+- [Testing](#testing)
+- [DABEST in other languages](#dabest-in-other-languages)
 
 <!-- /TOC -->
 
@@ -165,8 +161,8 @@ PDF](https://rdcu.be/bHhJ4)
 
 ## Bugs
 
-Please report any bugs on the [Github issue
-tracker](https://github.com/ACCLAB/DABEST-python/issues/new).
+Please report any bugs on the [issue
+page](https://github.com/ACCLAB/DABEST-python/issues/new).
 
 ## Contributing
 
@@ -202,7 +198,7 @@ To test DABEST, you need to install
 - Run `pytest` in the root directory of the source distribution. This
   runs the test suite in the folder `dabest/tests/mpl_image_tests`.
 - Run `nbdev_test` in the root directory of the source distribution.
-  This runs the value assertion tests in parent folder `dabest/tests`
+  This runs the value assertion tests in the folder `dabest/tests`
 
 The test suite ensures that the bootstrapping functions and the plotting
 functions perform as expected.

nbs/read_me.ipynb

@@ -15,7 +15,8 @@
    "source": [
     "[![minimal Python version](https://img.shields.io/badge/Python%3E%3D-3.8-6666ff.svg)](https://www.anaconda.com/distribution/)\n",
     "[![PyPI version](https://badge.fury.io/py/dabest.svg)](https://badge.fury.io/py/dabest)\n",
-    "[![Downloads](https://static.pepy.tech/badge/dabest)](https://pepy.tech/project/dabest)\n",
+    "[![Downloads](https://img.shields.io/pepy/dt/dabest\n",
+    ")](https://pepy.tech/project/dabest)\n",
     "[![Free-to-view citation](https://zenodo.org/badge/DOI/10.1038/s41592-019-0470-3.svg)](https://rdcu.be/bHhJ4)\n",
     "[![License](https://img.shields.io/badge/License-BSD%203--Clause--Clear-orange.svg)](https://spdx.org/licenses/BSD-3-Clause-Clear.html)"
    ]
@@ -157,7 +158,7 @@
     "\n",
     "## Bugs\n",
     "\n",
-    "Please report any bugs on the [Github issue tracker](https://github.com/ACCLAB/DABEST-python/issues/new).\n",
+    "Please report any bugs on the [issue page](https://github.com/ACCLAB/DABEST-python/issues/new).\n",
     "\n"
    ]
   },
@@ -197,7 +198,7 @@
     "To test DABEST, you need to install [pytest](https://docs.pytest.org/en/latest) and [nbdev](https://nbdev.fast.ai/).\n",
     "\n",
     "- Run `pytest` in the root directory of the source distribution. This runs the test suite in the folder `dabest/tests/mpl_image_tests`. \n",
-    "- Run `nbdev_test` in the root directory of the source distribution. This runs the value assertion tests in parent folder `dabest/tests`\n",
+    "- Run `nbdev_test` in the root directory of the source distribution. This runs the value assertion tests in the folder `dabest/tests`\n",
     "\n",
     "The test suite ensures that the bootstrapping functions and the plotting functions perform as expected.\n",
     "\n",