diff --git a/CHANGES.txt b/CHANGES.txt
index 7984ade..eb5f989 100644
--- a/CHANGES.txt
+++ b/CHANGES.txt
@@ -19,3 +19,4 @@ v0.4.13, Fri Dec 19 -- Added optional arguments to text tags API
 v0.4.14, Sat Dec 20 -- Fix for batch image features preprocessing, increased test coverage
 v0.4.15, Sat Dec 20 -- Bug fix release
 v0.5.0, Friday Feb 27 -- Updated to support private cloud, allows for indicorc file to reduce redundant authorization calls, README updates
+v0.5.1, Friday Feb 27 -- More README updates, fixed rst formatting issue, added classifiers
diff --git a/README.rst b/README.rst
index ff1b9a6..4b0ab29 100644
--- a/README.rst
+++ b/README.rst
@@ -126,7 +126,7 @@ Examples
 
 Environment variables take precedence over any configuration found in
 the indicorc file. The following environment variables are valid: -
-:math:`INDICO_USERNAME  - `\ INDICO\_PASSWORD - $INDICO\_CLOUD
+$INDICO\_USERNAME - $INDICO\_PASSWORD - $INDICO\_CLOUD
 
 Finally, any values explicitly passed in to an api call will override
 configuration options set in the indicorc file or in an environment
diff --git a/indicoio/__init__.py b/indicoio/__init__.py
index 58e53de..c265775 100644
--- a/indicoio/__init__.py
+++ b/indicoio/__init__.py
@@ -2,7 +2,7 @@ from functools import partial
 
 JSON_HEADERS = {'Content-type': 'application/json', 'Accept': 'text/plain'}
 
-Version, version, __version__, VERSION = ('0.5.0',) * 4
+Version, version, __version__, VERSION = ('0.5.1',) * 4
 
 from indicoio.text.sentiment import political, posneg
 from indicoio.text.sentiment import posneg as sentiment
diff --git a/setup.py b/setup.py
index d432a8b..185dcc8 100644
--- a/setup.py
+++ b/setup.py
@@ -8,7 +8,7 @@ except ImportError:
 
 setup(
     name="IndicoIo",
-    version='0.5.0',
+    version='0.5.1',
     packages=[
         "indicoio",
         "indicoio.text",
@@ -23,12 +23,28 @@ setup(
     license="MIT License (See LICENSE)",
     long_description=open("README.rst").read(),
     url="https://github.com/IndicoDataSolutions/indicoio-python",
-    author="Alec Radford, Slater Victoroff, Aidan McLaughlin",
+    author="Alec Radford, Slater Victoroff, Aidan McLaughlin, Anne Carlson",
     author_email="""
-        Alec Radford <alec@indicodatasolutions.com>,
-        Slater Victoroff <slater@indicodatasolutions.com>,
-        Aidan McLaughlin <aidan@indicodatasolutions.com>
+        Alec Radford <alec@indico.io>,
+        Slater Victoroff <slater@indico.io>,
+        Aidan McLaughlin <aidan@indico.io>,
+        Anne Carlson <annie@indico.io>
+
     """,
+    classifiers = [
+        "Development Status :: 5 - Production/Stable",
+        "Intended Audience :: Developers",
+        "Intended Audience :: Science/Research",
+        "License :: OSI Approved :: MIT License",
+        "Natural Language :: English",
+        "Operating System :: OS Independent",
+        "Programming Language :: Python",
+        "Topic :: Scientific/Engineering",
+        "Topic :: Scientific/Engineering :: Image Recognition",
+        "Topic :: Scientific/Engineering :: Information Analysis",
+        "Topic :: Software Development",
+        "Topic :: Software Development :: Libraries :: Python Modules",
+    ],
     setup_requires=[
         "numpy >= 1.8.1",
         "six >= 1.3.0",