diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index d684de9..0000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,4 +0,0 @@
-include README.md
-include tests/*.*
-recursive-include *.py
-recursive-include IndicoIo/*.*
diff --git a/README b/README
new file mode 100644
index 0000000..2f35b26
--- /dev/null
+++ b/README
@@ -0,0 +1,47 @@
+IndicoIo-python
+===============
+
+A wrapper for a series of APIs made by Indico Data Solutions.
+
+Check out the main site on:
+
+http://indico.io
+
+Current APIs
+------------
+
+Right now this wrapper supports the following apps:
+
+- Political Sentiment Analysis
+- Spam Detection
+- Positive/Negative Sentiment Analysis
+- Facial Emotion Recognition
+- Facial Feature Extraction
+
+Examples
+--------
+```
+>>> import numpy as np
+
+>>> from IndicoIo.text.sentiment import political, spam, posneg
+>>> from IndicoIo.images.fer import fer
+>>> from IndicoIo.images.facial_features import facial
+
+>>> political("Guns don't kill people, people kill people")
+{u'Libertarian': 1.000094905588269, u'Liberal': 1.000194776694221, u'Green': 1.0000989185747784, u'Conservative': 1.000114308739228}
+
+>>> spam("Buy a new car!!")
+{u'Ham': 1.0001470818000544, u'Spam': 1.0003137966593707}
+
+>>> posneg("Would not stay in this hotel ever again.")
+{u'Positive': 1.0002370406887562, u'Negative': 1.0002938352112363}
+
+>>> test_face = np.linspace(0,50,48*48).reshape(48,48).tolist()
+
+>>> fer(test_face)
+{u'Angry': 0.08843749137458341, u'Sad': 0.39091163159204684, u'Neutral': 0.1947947999669361, u'Surprise': 0.03443785859010413, u'Fear': 0.17574534848440568, u'Happy': 0.11567286999192382}
+
+>>> facial(test_face)
+{u'feature_vector': u'[0.0, -0.02568680526917187, 0.21645604230056517, -0.1519435786033145, -0.5648621854611555, 3.0607368045577226, 0.11434321880792693, -0.02163810928547493, -0.44224330594186484, 0.3024315632285246, -2.6068048934495276, 2.497798330306638, 3.040558335205844, 0.741045340525325, 0.37198135618478817, -0.33132377802172325, -0.9804190889833034, 0.5046575784709395, -0.5609132323152847, 1.679107064439151, 0.6825037853544341, -1.5977176226648016, 1.8959464303080562, -0.7812860715595836, -2.998394007543733, -0.22637273967347724, -0.9642457010679496, 1.4557274834236749, 2.412244419186633, 2.3151771738421965, 0.7881483386786367, 1.6622850935863422, 0.1304768990234367, 1.9344501393866649, 3.1271558035162914, -0.10250886439220543, 1.4921395116492966, 2.761645355670677, 1.6903473594991179, 1.009209807271491, 0.07273926986120445, -1.4941708135718021, -2.082786362439631, 1.0160924044870847, 2.5326580674673895, -0.8328208491083264, 2.0390177029762935, 3.0342637531932777]'}
+
+```
diff --git a/setup.py b/setup.py
index 7d6616c..7622f33 100644
--- a/setup.py
+++ b/setup.py
@@ -5,10 +5,10 @@ except ImportError:
 
 setup(
 	name = "IndicoIo",
-	version = '0.2.2',
+	version = '0.2.3',
 	packages = ["IndicoIo",],
 	license = "MIT License (See LICENSE)",
-	long_description = open("README.md").read(),
+	long_description = open("README").read(),
 	url = "https://github.com/IndicoDataSolutions/IndicoIo-python",
 	author = "Alec Radford, Slater Victoroff",
 	author_email = "Alec Radford <alec@indicodatasolutions.com>, Slater Victoroff <slater@indicodatasolutions.com>",