diff --git a/README.md b/README.md
index d4480cf..7973fbe 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,7 @@
 - [// Algorithms](#-algorithms)
 - [// 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)
 - [// Links](#-links)
@@ -90,21 +91,7 @@
 - Preparing Plots for Publication [[IPython nb](http://nbviewer.ipython.org/github/rasbt/matplotlib-gallery/blob/master/ipynb/publication.ipynb)]
 
 
-<br>
-###// Benchmarks
-[[back to top](#a-collection-of-useful-scripts-tutorials-and-other-python-related-things)]
 
-*The benchmark category has been moved to a separate GitHub repository [One-Python-benchmark-per-day](https://github.com/rasbt/One-Python-benchmark-per-day)*
-
-**Featured articles**:  
-
-- (C)Python compilers - Cython vs. Numba vs. Parakeet [[IPython nb](http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day4_2_cython_numba_parakeet.ipynb)]
-- Just-in-time compilers for NumPy array expressions [[IPython nb](http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day7_2_jit_numpy.ipynb)]
-- Cython - Bridging the gap between Python and Fortran [[IPython nb](http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day10_fortran_lstsqr.ipynb)]
-- Parallel processing via the multiprocessing module [[IPython nb](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/multiprocessing_intro.ipynb)]
-- Vectorizing a classic for-loop in NumPy [[IPython nb](http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day16_numpy_vectorization.ipynb)]
-
-<br> 
 
 
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