--- a/README.md
+++ b/README.md
@@ -1,75 +1,74 @@
-# Open Drug Discovery Toolkit
-
-Open Drug Discovery Toolkit (ODDT) is modular and comprehensive toolkit for use in cheminformatics, molecular modeling etc. ODDT is written in Python, and make extensive use of Numpy/Scipy
-
-[](http://oddt.readthedocs.org/en/latest/)
-[](https://travis-ci.org/oddt/oddt)
-[](https://coveralls.io/github/oddt/oddt?branch=master)
-[](https://landscape.io/github/oddt/oddt/master)
-[](https://anaconda.org/oddt/oddt)
-[](https://pypi.python.org/pypi/oddt/)
-
-## Documentation, Discussion and Contribution:
- * Documentation: http://oddt.readthedocs.org/en/latest
- * Mailing list: oddt@googlegroups.com http://groups.google.com/d/forum/oddt
- * Issues: https://github.com/oddt/oddt/issues
-
-## Requirements
- * Python 3.6+
- * OpenBabel (3.0+) or/and RDKit (2018.03+)
- * Numpy (1.12+)
- * Scipy (0.19+)
- * Sklearn (0.18+)
- * joblib (0.10+)
- * pandas (0.19.2+)
- * Skimage (0.12.3+) (optional, only for surface generation)
-
-## Install
-
-### Using PyPi (pip)
- When all requirements are met, then installation process is simple
- > python setup.py install
-
- You can also use pip. All requirements besides toolkits (OpenBabel, RDKit) are installed if necessary.
- Installing inside virtualenv is encouraged, but not necessary.
- > pip install oddt
-
- To upgrade oddt using pip (without upgrading dependencies):
- > pip install -U --no-deps oddt
-
-### Using conda
- Install a clean [Miniconda environment](https://conda.io/miniconda.html), if you already don't have one.
-
- Install ODDT:
- > conda install -c oddt oddt
-
- You can add a toolkit of your choice or install them along with oddt:
- > conda install -c conda-forge oddt rdkit openbabel
-
- (Optionally) Install OpenBabel (using [official channel](https://anaconda.org/openbabel/openbabel)):
- > conda install -c conda-forge openbabel
-
- (Optionally) Install RDKit (using [official channel](https://anaconda.org/rdkit/rdkit)):
- > conda install -c conda-forge rdkit
-
- Upgrading procedure using conda is straightforward:
- > conda update -c oddt oddt
-
-### Documentation
-Automatic documentation for ODDT is available on [Readthedocs.org](https://oddt.readthedocs.org/). Additionally, it can be build locally:
- > cd docs
-
- > make html
-
- > make latexpdf
-
-### License
-ODDT is released under permissive [3-clause BSD license](./LICENSE)
-
-### Reference
-If you found Open Drug Discovery Toolkit useful for your research, please cite us!
-
-1. Wójcikowski, M., Zielenkiewicz, P., & Siedlecki, P. (2015). Open Drug Discovery Toolkit (ODDT): a new open-source player in the drug discovery field. Journal of Cheminformatics, 7(1), 26. [doi:10.1186/s13321-015-0078-2](https://dx.doi.org/10.1186/s13321-015-0078-2)
-
-
-[](https://github.com/igrigorik/ga-beacon)
+# Open Drug Discovery Toolkit
+
+Open Drug Discovery Toolkit (ODDT) is modular and comprehensive toolkit for use in cheminformatics, molecular modeling etc. ODDT is written in Python, and make extensive use of Numpy/Scipy
+
+[](http://oddt.readthedocs.org/en/latest/)
+[](https://travis-ci.org/oddt/oddt)
+[](https://coveralls.io/github/oddt/oddt?branch=master)
+[](https://landscape.io/github/oddt/oddt/master)
+[](https://anaconda.org/oddt/oddt)
+[](https://pypi.python.org/pypi/oddt/)
+
+## Documentation, Discussion and Contribution:
+ * Documentation: http://oddt.readthedocs.org/en/latest
+ * Mailing list: oddt@googlegroups.com http://groups.google.com/d/forum/oddt
+ * Issues: https://github.com/oddt/oddt/issues
+
+## Requirements
+ * Python 3.6+
+ * OpenBabel (3.0+) or/and RDKit (2018.03+)
+ * Numpy (1.12+)
+ * Scipy (0.19+)
+ * Sklearn (0.18+)
+ * joblib (0.10+)
+ * pandas (0.19.2+)
+ * Skimage (0.12.3+) (optional, only for surface generation)
+
+## Install
+
+### Using PyPi (pip)
+ When all requirements are met, then installation process is simple
+ > python setup.py install
+
+ You can also use pip. All requirements besides toolkits (OpenBabel, RDKit) are installed if necessary.
+ Installing inside virtualenv is encouraged, but not necessary.
+ > pip install oddt
+
+ To upgrade oddt using pip (without upgrading dependencies):
+ > pip install -U --no-deps oddt
+
+### Using conda
+ Install a clean [Miniconda environment](https://conda.io/miniconda.html), if you already don't have one.
+
+ Install ODDT:
+ > conda install -c oddt oddt
+
+ You can add a toolkit of your choice or install them along with oddt:
+ > conda install -c conda-forge oddt rdkit openbabel
+
+ (Optionally) Install OpenBabel (using [official channel](https://anaconda.org/openbabel/openbabel)):
+ > conda install -c conda-forge openbabel
+
+ (Optionally) Install RDKit (using [official channel](https://anaconda.org/rdkit/rdkit)):
+ > conda install -c conda-forge rdkit
+
+ Upgrading procedure using conda is straightforward:
+ > conda update -c oddt oddt
+
+### Documentation
+Automatic documentation for ODDT is available on [Readthedocs.org](https://oddt.readthedocs.org/). Additionally, it can be build locally:
+ > cd docs
+
+ > make html
+
+ > make latexpdf
+
+### License
+ODDT is released under permissive [3-clause BSD license](./LICENSE)
+
+### Reference
+If you found Open Drug Discovery Toolkit useful for your research, please cite us!
+
+1. Wójcikowski, M., Zielenkiewicz, P., & Siedlecki, P. (2015). Open Drug Discovery Toolkit (ODDT): a new open-source player in the drug discovery field. Journal of Cheminformatics, 7(1), 26. [doi:10.1186/s13321-015-0078-2](https://dx.doi.org/10.1186/s13321-015-0078-2)
+
+
Datasets
Models
