Fixed documentation

ljvmiranda921 · Jul 30, 2017 · ae86cab · ae86cab
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diff --git a/docs/features.rst b/docs/features.rst
@@ -13,11 +13,9 @@ Continuous
 These optimizers are used on problems involving a continuous space (bounded or unbounded),
 and is optimized given a single objective function.
 
-* :mod:`pyswarms.single.gb` - global-best Particle Swarm Optimization algorithm with a star-topology. Every
-particle compares itself with the best-performing particle in the swarm.
+* :mod:`pyswarms.single.gb` - global-best Particle Swarm Optimization algorithm with a star-topology. Every particle compares itself with the best-performing particle in the swarm.
 
-* :mod:`pyswarms.single.lb` - local-best Particle Swarm Optimization algorithm with a ring-topology. Every
-particle compares itself only with its nearest-neighbours as computed by a distance metric.
+* :mod:`pyswarms.single.lb` - local-best Particle Swarm Optimization algorithm with a ring-topology. Every particle compares itself only with its nearest-neighbours as computed by a distance metric.
 
 
 Utilities

diff --git a/docs/index.rst b/docs/index.rst
@@ -23,16 +23,11 @@ PySwarms is a simple, Python-based, Particle Swarm Optimization (PSO) library.
 Launching pad
 -------------
 
-* If you want to use PySwarms in your project, check the `Installation guide <https://pyswarms.readthedocs.io/en/latest/installation.html>`_
-and the `use-case examples <https://pyswarms.readthedocs.io/en/latest/examples/usecases.html>`_ in this documentation.
+* If you want to use PySwarms in your project, check the `Installation guide <https://pyswarms.readthedocs.io/en/latest/installation.html>`_ and the `use-case examples <https://pyswarms.readthedocs.io/en/latest/examples/usecases.html>`_ in this documentation.
 
-* If you are a researcher in the field of swarm intelligence, and would like to include your technique in our list of optimizers, check our
-`contributing <https://pyswarms.readthedocs.io/en/latest/contributing.html>`_ page to see how to implement your optimizer using the current base
-classes in the library.
+* If you are a researcher in the field of swarm intelligence, and would like to include your technique in our list of optimizers, check our `contributing <https://pyswarms.readthedocs.io/en/latest/contributing.html>`_ page to see how to implement your optimizer using the current base classes in the library.
 
-* If you are an open-source contributor, and would like to help PySwarms grow, be sure to check our `Issues <https://github.com/ljvmiranda921/pyswarms/issues>`_ page in Github, and see the open
-issues with the tag `help-wanted <https://github.com/ljvmiranda921/pyswarms/labels/help%20wanted>`_. Moreover, we accommodate contributions from first-time contributors! Just check our
-`first-timers-only <https://github.com/ljvmiranda921/pyswarms/labels/first-timers-only>`_ tag for open issues (Don't worry! We're happy to help you make your first PR!).
+* If you are an open-source contributor, and would like to help PySwarms grow, be sure to check our `Issues <https://github.com/ljvmiranda921/pyswarms/issues>`_ page in Github, and see the open issues with the tag `help-wanted <https://github.com/ljvmiranda921/pyswarms/labels/help%20wanted>`_. Moreover, we accommodate contributions from first-time contributors! Just check our `first-timers-only <https://github.com/ljvmiranda921/pyswarms/labels/first-timers-only>`_ tag for open issues (Don't worry! We're happy to help you make your first PR!).
 
 
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