diff --git a/README.md b/README.md
index 0fe547a..42de4e8 100644
--- a/README.md
+++ b/README.md
@@ -40,16 +40,6 @@ Generates an estimate for the attack start and end of a monophonic audio file.
 Will only work on single event audio files
 Estimation algorithm needs improvments.
 
-## Project Roadmap:
-Choose best audio descriptors for implementation                                                [ ]
-Create a few basic descriptors to test matching on                                              [x]
-Create database object matching algorithm                                                       [ ]
-- Starting with a brute force algorithm that tests every entry against every other entry        [ ]
-Create simple synthesis algorithm                                                               [ ]
-Create all descriptors required for project                                                     [ ]
-Work on improving matching and synthesis algorithms                                             [ ]
-Create front-end?                                                                               [ ]
-
 ## Package Installation
 Simply run:
 pip install .
diff --git a/requirements.txt b/requirements.txt
index 0e1565a..e69de29 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,13 +0,0 @@
-funcsigs==0.4
-matplotlib==1.4.3
-mock==1.3.0
-nose==1.3.7
-numpy==1.9.2
-pbr==1.7.0
-pyparsing==2.0.3
-pysndfile==0.2.11
-python-dateutil==2.4.2
-pytz==2015.4
-scipy==0.16.0
-six==1.9.0
-wheel==0.24.0
diff --git a/setup.py b/setup.py
index e345842..e569b39 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,7 @@ def read(fname):
 
 setup(
     name="sppysound",
-    version="0.1",
+    version="1.0",
     author="Sam Perry",
     author_email="u1265119@unimail.hud.ac.uk",
     description=("A library for audio analysis and synthesis."),
@@ -22,7 +22,7 @@ setup(
     keywords="synthesis audio",
     url="https://github.com/Pezz89/pysound",
     package_dir={'': 'src'},
-    packages=find_packages(where='src', exclude=['tests']),
-    setup_requires=['numpy'],
-    install_requires=read('requirements.txt'),
+    packages=find_packages(where='src'),
+    setup_requires=["numpy"],  # Just numpy here
+    install_requires=read('requirements.txt')
 )
diff --git a/src/sppysound/audiofile.py b/src/sppysound/audiofile.py
index de3050d..64c61a3 100644
--- a/src/sppysound/audiofile.py
+++ b/src/sppysound/audiofile.py
@@ -5,7 +5,6 @@ import collections
 from scipy import signal
 import numpy as np
 import pysndfile
-import matplotlib.pyplot as plt
 import pdb
 import sys
 import traceback
@@ -600,15 +599,6 @@ class AudioFile(object):
         """
         return float(samps) / self.samplerate * 1000.0
 
-    def plot_grain_to_graph(self, start_index, number_of_samps):
-        """
-        Convenience method.
-
-        Use matplotlib to create a graph of the audio file.
-        """
-        samps = self.read_grain(start_index, self.ms_to_samps(number_of_samps))
-        self.plot_array_to_graph(samps)
-
     def fade_audio(self, audio, position, fade_time, mode):
         """
         Fade the audio in or out linearly from the position specified over the
@@ -764,13 +754,6 @@ class AudioFile(object):
             raise ValueError("'{0}' is not a valid window"
                              " type".format(window_type))
 
-    @staticmethod
-    def plot_array_to_graph(array):
-        plt.plot(array, 'r')
-        plt.xlabel('Time (samples)')
-        plt.ylabel('sample value')
-        plt.show()
-
     @staticmethod
     def normalize_audio(audio, maximum=1.0):
         """
diff --git a/src/sppysound/docs/DatabaseMatchingExample.ipynb b/src/sppysound/docs/DatabaseMatchingExample.ipynb
index 327d6c0..743114b 100644
--- a/src/sppysound/docs/DatabaseMatchingExample.ipynb
+++ b/src/sppysound/docs/DatabaseMatchingExample.ipynb
@@ -94,26 +94,7 @@
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "ename": "IOError",
-     "evalue": "Unable to create file (Unable to open file: name = './exampleoutput/data/analysis_data.hdf5', errno = 17, error message = 'file exists', flags = 15, o_flags = a02)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIOError\u001b[0m                                   Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-5-f15280defdb2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moutput_database\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_database\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreanalyse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/Users/samuelperry/PerryPerrySource/pysource/sppysound/src/sppysound/database.pyc\u001b[0m in \u001b[0;36mload_database\u001b[0;34m(self, reanalyse)\u001b[0m\n\u001b[1;32m    107\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0morganize_audio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubdir_paths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    108\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 109\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyse_database\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubdir_paths\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreanalyse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    110\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    111\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0manalyse_database\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubdir_paths\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreanalyse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/samuelperry/PerryPerrySource/pysource/sppysound/src/sppysound/database.pyc\u001b[0m in \u001b[0;36manalyse_database\u001b[0;34m(self, subdir_paths, reanalyse)\u001b[0m\n\u001b[1;32m    119\u001b[0m         \u001b[0;31m# Create data file for storing analysis data for the database\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    120\u001b[0m         \u001b[0mdatapath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubdir_paths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'analysis_data.hdf5'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 121\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5py\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatapath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'a'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    122\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalysed_audio\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    123\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/samuelperry/.pyenv/versions/2.7.11/lib/python2.7/site-packages/h5py/_hl/files.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, name, mode, driver, libver, userblock_size, swmr, **kwds)\u001b[0m\n\u001b[1;32m    258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    259\u001b[0m                 \u001b[0mfapl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_fapl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m                 \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_fid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muserblock_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mswmr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mswmr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mswmr_support\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/samuelperry/.pyenv/versions/2.7.11/lib/python2.7/site-packages/h5py/_hl/files.pyc\u001b[0m in \u001b[0;36mmake_fid\u001b[0;34m(name, mode, userblock_size, fapl, fcpl, swmr)\u001b[0m\n\u001b[1;32m    101\u001b[0m             \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mACC_RDWR\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfapl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    102\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 103\u001b[0;31m             \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mACC_EXCL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfapl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfcpl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfcpl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    104\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mmode\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    105\u001b[0m         \u001b[0;31m# Try to open in append mode (read/write).\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper (/Users/travis/build/MacPython/h5py-wheels/h5py/h5py/_objects.c:2458)\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper (/Users/travis/build/MacPython/h5py-wheels/h5py/h5py/_objects.c:2415)\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mh5py/h5f.pyx\u001b[0m in \u001b[0;36mh5py.h5f.create (/Users/travis/build/MacPython/h5py-wheels/h5py/h5py/h5f.c:1965)\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mIOError\u001b[0m: Unable to create file (Unable to open file: name = './exampleoutput/data/analysis_data.hdf5', errno = 17, error message = 'file exists', flags = 15, o_flags = a02)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "output_database.load_database(reanalyse=False)"
    ]
diff --git a/src/sppysound/docs/MatchSynthesisExample.ipynb b/src/sppysound/docs/MatchSynthesisExample.ipynb
index 85c19bd..9ac8ea8 100644
--- a/src/sppysound/docs/MatchSynthesisExample.ipynb
+++ b/src/sppysound/docs/MatchSynthesisExample.ipynb
@@ -71,18 +71,7 @@
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/samuelperry/.pyenv/versions/2.7.11/lib/python2.7/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
-      "  warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n",
-      "/Users/samuelperry/.pyenv/versions/2.7.11/lib/python2.7/site-packages/numpy/core/_methods.py:70: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  ret = ret.dtype.type(ret / rcount)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "target_database = AudioDatabase(\n",
     "    target_dir,\n",
@@ -146,18 +135,7 @@
     "collapsed": false,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/samuelperry/PerryPerrySource/pysource/sppysound/src/sppysound/audiofile.py:665: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
-      "  if self.times == None:\n",
-      "/Users/samuelperry/PerryPerrySource/pysource/sppysound/src/sppysound/audiofile.py:297: UserWarning: write_frames::warning::audio data has been clipped while writing to file ./.shift_input.wav.\n",
-      "  return self.pysndfile_object.write_frames(input)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "synthesizer.synthesize()"
    ]
diff --git a/src/sppysound/docs/conf.py b/src/sppysound/docs/conf.py
index 2575fe2..2801c2a 100644
--- a/src/sppysound/docs/conf.py
+++ b/src/sppysound/docs/conf.py
@@ -39,7 +39,6 @@ extensions = [
     'sphinxcontrib.bibtex',
     'sphinx.ext.graphviz'
 ]
-exclude_patterns = ['_build', '**.ipynb_checkpoints']
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
@@ -84,7 +83,7 @@ language = None
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = ['_build']
+exclude_patterns = ['_build', '**.ipynb_checkpoints']
 
 # The reST default role (used for this markup: `text`) to use for all
 # documents.
@@ -300,6 +299,3 @@ if os.environ.get('READTHEDOCS', None) == 'True':
     os.environ["PATH"] += os.pathsep + os.path.abspath('_bin')
     os.environ["LD_LIBRARY_PATH"] = os.path.abspath('_bin')
 
-latex_elements = {
-'preamble': '\usepackage{tikz}',
-}