diff --git a/README.md b/README.md
index 4eaf0b6..05c8419 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-### A collection of useful scripts, tutorials, and other Python-related things
+
A collection of useful scripts, tutorials, and other Python-related things
@@ -12,8 +12,8 @@
- [// Plotting and Visualization](#-plotting-and-visualization)
- [// Benchmarks](#-benchmarks)
- [// Python and "Data Science"](#-python-and-data-science)
-- [// Other](#-other)
- [// Useful scripts and snippets](#-useful-scripts-and-snippets)
+- [// Other](#-other)
- [// Links](#-links)
@@ -21,8 +21,7 @@
-###// Python tips and tutorials
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Python tips and tutorials [back to top]
- A collection of not so obvious Python stuff you should know! [[IPython nb](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/not_so_obvious_python_stuff.ipynb?create=1)]
@@ -59,8 +58,7 @@
-###// Python and the web
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Python and the web [back to top]
- Creating internal links in IPython Notebooks and Markdown docs [[IPython nb](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/table_of_contents_ipython.ipynb)]
@@ -68,8 +66,7 @@
-###// Algorithms and Data Structures
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Algorithms and Data Structures [back to top]
*This category has been moved to a separate GitHub repository [rasbt/algorithms_in_ipython_notebooks](https://github.com/rasbt/algorithms_in_ipython_notebooks)*
@@ -85,8 +82,7 @@
- Singly Linked List [[ IPython nbviewer ](http://nbviewer.ipython.org/github/rasbt/algorithms_in_ipython_notebooks/blob/master/ipython_nbs/data-structures/singly-linked-list.ipynb)]
-###// Plotting and Visualization
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Plotting and Visualization [back to top]
*The matplotlib-gallery in IPython notebooks has been moved to a separate GitHub repository [matplotlib-gallery](https://github.com/rasbt/matplotlib-gallery)*
@@ -99,8 +95,7 @@
-###// Benchmarks
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Benchmarks [back to top]
- Simple tricks to speed up the sum calculation in pandas [[IPython nb](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/benchmarks/pandas_sum_tricks.ipynb)]
@@ -125,8 +120,7 @@
-###// Python and "Data Science"
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Python and "Data Science" [back to top]
*The "data science"-related posts have been moved to a separate GitHub repository [pattern_classification](https://github.com/rasbt/pattern_classification)*
@@ -145,8 +139,7 @@
-###// Useful scripts and snippets
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Useful scripts and snippets [back to top]
- [watermark](https://github.com/rasbt/watermark) - An IPython magic extension for printing date and time stamps, version numbers, and hardware information.
@@ -160,15 +153,14 @@
-###// Other
+Other [back to top]
- [Python book reviews](./other/python_book_reviews.md)
- [Happy Mother's Day Plot](./other/happy_mothers_day.ipynb)
-###// Links
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
+Links [back to top]