diff --git a/chet/README.md b/chet/README.md
new file mode 100644
index 0000000..fe935ed
--- /dev/null
+++ b/chet/README.md
@@ -0,0 +1 @@
+DATA SA HE 2012 Data Updated March 2014
diff --git a/chet/data/18 - sources of income.xls b/chet/data/18 - sources of income.xls
new file mode 100644
index 0000000..8618d6f
Binary files /dev/null and b/chet/data/18 - sources of income.xls differ
diff --git a/chet/data/18 - sources of income_cleaned.csv b/chet/data/18 - sources of income_cleaned.csv
new file mode 100644
index 0000000..25ea7e6
--- /dev/null
+++ b/chet/data/18 - sources of income_cleaned.csv	
@@ -0,0 +1,73 @@
+institution,funding_type,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012
+CPUT,Government funds,56%,47%,53%,54%,55%,50%,48%,46%,51%,51%,50%,51%,50%
+CPUT,Student fees,24%,24%,29%,33%,32%,31%,32%,27%,30%,31%,30%,32%,33%
+CPUT,Private income,20%,29%,18%,13%,13%,19%,21%,27%,19%,18%,20%,18%,17%
+CUT,Government funds,58%,52%,51%,53%,50%,55%,58%,60%,57%,54%,55%,55%,54%
+CUT,Student fees,30%,35%,34%,31%,33%,31%,30%,26%,31%,34%,33%,34%,32%
+CUT,Private income,12%,13%,15%,16%,17%,15%,11%,14%,12%,12%,13%,12%,14%
+DUT,Government funds,,62%,51%,53%,50%,55%,53%,53%,52%,56%,53%,53%,53%
+DUT,Student fees,,31%,27%,33%,30%,39%,37%,36%,34%,33%,33%,35%,33%
+DUT,Private income,,7%,21%,15%,20%,5%,10%,11%,14%,11%,14%,12%,14%
+MUT,Government funds,58%,52%,51%,53%,50%,55%,58%,60%,56%,54%,53%,56%,52%
+MUT,Student fees,30%,35%,34%,31%,33%,31%,30%,27%,40%,36%,41%,40%,27%
+MUT,Private income,12%,13%,15%,16%,17%,15%,11%,13%,4%,10%,6%,4%,21%
+NMMU,Government funds,55%,54%,44%,48%,50%,51%,51%,53%,47%,43%,42%,43%,42%
+NMMU,Student fees,22%,24%,19%,26%,29%,28%,27%,22%,23%,28%,29%,29%,29%
+NMMU,Private income,23%,22%,37%,26%,21%,22%,22%,25%,30%,29%,29%,27%,29%
+NWU,Government funds,49%,48%,48%,45%,45%,43%,45%,40%,40%,41%,45%,43%,41%
+NWU,Student fees,22%,20%,23%,25%,25%,27%,25%,23%,24%,27%,28%,29%,26%
+NWU,Private income,29%,32%,29%,30%,30%,30%,30%,37%,36%,32%,27%,28%,33%
+Rhodes,Government funds,43%,42%,40%,40%,38%,34%,35%,37%,38%,37%,39%,39%,38%
+Rhodes,Student fees,31%,29%,29%,32%,30%,33%,33%,34%,32%,37%,36%,36%,39%
+Rhodes,Private income,26%,29%,31%,29%,32%,33%,32%,29%,30%,26%,25%,25%,24%
+Stellenbosch,Government funds,34%,41%,42%,41%,33%,36%,32%,31%,33%,36%,36%,36%,36%
+Stellenbosch,Student fees,18%,21%,20%,23%,20%,21%,19%,18%,19%,20%,20%,21%,24%
+Stellenbosch,Private income,48%,38%,38%,36%,47%,42%,49%,51%,48%,44%,44%,43%,41%
+TUT,Government funds,55%,51%,52%,50%,47%,49%,53%,53%,51%,51%,55%,57%,56%
+TUT,Student fees,33%,35%,33%,38%,36%,33%,36%,31%,32%,33%,31%,31%,31%
+TUT,Private income,12%,13%,15%,12%,17%,18%,11%,16%,17%,16%,14%,12%,13%
+UCT,Government funds,37%,38%,37%,37%,35%,35%,35%,35%,35%,32%,35%,37%,33%
+UCT,Student fees,24%,24%,23%,25%,24%,24%,28%,23%,25%,26%,26%,27%,27%
+UCT,Private income,40%,38%,39%,38%,41%,41%,37%,42%,40%,41%,39%,35%,40%
+Fort Hare,Government funds,54%,53%,43%,40%,48%,40%,35%,35%,38%,48%,34%,39%,36%
+Fort Hare,Student fees,18%,23%,24%,19%,14%,25%,25%,28%,27%,25%,31%,38%,37%
+Fort Hare,Private income,28%,25%,33%,41%,38%,34%,40%,37%,35%,26%,35%,23%,26%
+UFS,Government funds,43%,42%,50%,50%,50%,51%,48%,44%,44%,45%,46%,46%,48%
+UFS,Student fees,19%,18%,24%,27%,28%,28%,27%,26%,25%,26%,28%,29%,31%
+UFS,Private income,38%,40%,26%,23%,22%,21%,25%,30%,31%,30%,26%,25%,22%
+UJ,Government funds,53%,50%,46%,45%,44%,42%,43%,43%,43%,43%,42%,44%,41%
+UJ,Student fees,32%,31%,30%,36%,36%,30%,32%,30%,33%,36%,36%,40%,39%
+UJ,Private income,15%,19%,24%,19%,20%,28%,25%,27%,24%,21%,22%,16%,21%
+UKZN,Government funds,51%,49%,48%,43%,46%,46%,38%,40%,42%,41%,44%,46%,42%
+UKZN,Student fees,24%,24%,27%,28%,30%,28%,22%,23%,21%,23%,24%,23%,25%
+UKZN,Private income,25%,28%,26%,29%,24%,25%,40%,37%,37%,36%,32%,31%,33%
+UL,Government funds,58%,59%,56%,52%,,52%,53%,56%,49%,55%,53%,52%,49%
+UL,Student fees,27%,30%,28%,32%,,37%,34%,26%,29%,32%,32%,35%,38%
+UL,Private income,15%,11%,16%,16%,,11%,13%,19%,22%,13%,15%,13%,13%
+UP,Government funds,41%,38%,43%,43%,38%,33%,36%,35%,36%,31%,33%,37%,34%
+UP,Student fees,20%,21%,26%,25%,26%,24%,26%,25%,27%,25%,27%,28%,27%
+UP,Private income,39%,41%,31%,32%,36%,43%,38%,40%,37%,44%,40%,35%,39%
+Unisa,Government funds,48%,45%,47%,41%,38%,36%,33%,30%,33%,30%,31%,33%,35%
+Unisa,Student fees,31%,32%,33%,34%,34%,33%,34%,41%,46%,43%,43%,47%,44%
+Unisa,Private income,21%,23%,21%,26%,28%,32%,33%,29%,21%,27%,27%,21%,21%
+UV,Government funds,65%,64%,59%,52%,55%,51%,66%,46%,53%,47%,49%,51%,50%
+UV,Student fees,27%,29%,31%,35%,34%,40%,25%,40%,31%,42%,37%,38%,37%
+UV,Private income,8%,7%,10%,13%,11%,9%,9%,14%,16%,11%,14%,11%,13%
+UWC,Government funds,51%,48%,43%,47%,51%,58%,49%,39%,46%,46%,49%,49%,49%
+UWC,Student fees,24%,24%,26%,28%,29%,29%,26%,20%,21%,23%,26%,25%,26%
+UWC,Private income,25%,28%,31%,25%,20%,13%,25%,41%,33%,31%,24%,25%,25%
+Wits,Government funds,33%,33%,34%,30%,30%,28%,24%,26%,25%,24%,25%,27%,25%
+Wits,Student fees,19%,21%,22%,22%,24%,22%,20%,23%,21%,22%,23%,26%,27%
+Wits,Private income,48%,46%,44%,47%,46%,50%,56%,51%,54%,54%,51%,48%,48%
+UZ,Government funds,65%,64%,59%,52%,55%,51%,44%,47%,38%,40%,49%,52%,44%
+UZ,Student fees,27%,29%,31%,35%,34%,40%,29%,23%,23%,32%,37%,35%,36%
+UZ,Private income,8%,7%,10%,13%,11%,9%,27%,30%,39%,28%,14%,13%,19%
+VUT,Government funds,65%,59%,57%,60%,54%,53%,54%,56%,56%,53%,55%,52%,52%
+VUT,Student fees,29%,33%,36%,33%,36%,38%,38%,31%,31%,35%,35%,37%,35%
+VUT,Private income,6%,8%,7%,7%,10%,9%,8%,13%,13%,12%,10%,12%,13%
+WSU,Government funds,75%,,,62%,,,64%,60%,62%,62%,66%,60%,63%
+WSU,Student fees,22%,,,28%,,,33%,35%,33%,36%,31%,33%,25%
+WSU,Private income,3%,,,10%,,,3%,5%,5%,2%,3%,6%,12%
+National average,Government funds,49%,47%,46%,44%,43%,41%,40%,40%,40%,39%,41%,42%,40%
+National average,Student fees,24%,24%,26%,28%,29%,29%,28%,27%,28%,29%,30%,31%,31%
+National average,Private income,27%,29%,28%,28%,28%,30%,32%,33%,32%,31%,30%,27%,29%
diff --git a/chet/explore.ipynb b/chet/explore.ipynb
new file mode 100644
index 0000000..ab3f7e9
--- /dev/null
+++ b/chet/explore.ipynb
@@ -0,0 +1,314 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "from datetime import datetime\n",
+    "from collections import Counter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Populating the interactive namespace from numpy and matplotlib\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: pylab import has clobbered these variables: ['datetime']\n",
+      "`%matplotlib` prevents importing * from pylab and numpy\n"
+     ]
+    }
+   ],
+   "source": [
+    "%pylab inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/18 - sources of income_cleaned.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "def p2f(x):\n",
+    "    return float(x.strip('%'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:7: FutureWarning: sort is deprecated, use sort_values(inplace=True) for for INPLACE sorting\n"
+     ]
+    }
+   ],
+   "source": [
+    "private_df = df.loc[df.funding_type == 'Private income']\n",
+    "nums = private_df[private_df.columns[-13:]]\n",
+    "nums_clean = nums.replace('%','',regex=True).astype('float')\n",
+    "res = nums_clean.mean(axis=1)\n",
+    "average_out = res[:-1]\n",
+    "national_average = res.iloc[-1]\n",
+    "average_out.sort()\n",
+    "labels = list(df.institution[average_out.index].values)\n",
+    "average_out.index = labels\n",
+    "x_national_average = np.ones(len(labels))*national_average"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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i8tOmTcP69euhr6+PwYMHQ0NDAwcOHMCFCxfw/v17aGhoKDxOQbENHz4c0dHR6Ny5M6pU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\nAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x121a9f710>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aspect_mult = 1.0\n",
+    "figsize(aspect_mult*16,aspect_mult*9)\n",
+    "\n",
+    "linewidth = 3\n",
+    "fig = pyplot.figure()\n",
+    "ax = fig.add_subplot(111) \n",
+    "average_out.plot(kind='bar',label=\"Individual Institution\")\n",
+    "\n",
+    "ax.set_title(\"Average Private income as % of institution funding 2000-2012\")\n",
+    "ax.set_ylabel(\"% of institution funding\")\n",
+    "ax.set_xlabel(\"Institution\")\n",
+    "\n",
+    "ax.plot(x_national_average,color=\"r\",label=\"National Average\")\n",
+    "plt.legend(loc=\"upper left\")\n",
+    "plt.text(0.5, -0.255,'(Data Source: CHET || Author: Vukosi Marivate (http://www.vima.co.za / @vukosi)',\n",
+    "     horizontalalignment='right',\n",
+    "#      verticalalignment='center',\n",
+    "     transform = ax.transAxes,color='black',fontsize=12)\n",
+    "pyplot.savefig('plots/private_income.png',bbox_inches='tight', dpi = 300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:7: FutureWarning: sort is deprecated, use sort_values(inplace=True) for for INPLACE sorting\n"
+     ]
+    }
+   ],
+   "source": [
+    "private_df = df.loc[df.funding_type == 'Student fees']\n",
+    "nums = private_df[private_df.columns[-13:]]\n",
+    "nums_clean = nums.replace('%','',regex=True).astype('float')\n",
+    "res = nums_clean.mean(axis=1)\n",
+    "average_out = res[:-1]\n",
+    "national_average = res.iloc[-1]\n",
+    "average_out.sort()\n",
+    "labels = list(df.institution[average_out.index].values)\n",
+    "average_out.index = labels\n",
+    "x_national_average = np.ones(len(labels))*national_average"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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qmpvla9eu6bz24sULTp06pZPMqVKlCmq1WmeqL3hZB6/uq1ChQri4uHDu3Dnl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f7p06e4e/cuGjZsiL1790qicWxiYiL69++PxMRE6OnpYdmyZRgzZoywfejQobC2tsbixYtFjPJ/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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x118bea110>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aspect_mult = 1.0\n",
+    "figsize(aspect_mult*16,aspect_mult*9)\n",
+    "\n",
+    "linewidth = 3\n",
+    "fig = pyplot.figure()\n",
+    "ax = fig.add_subplot(111) \n",
+    "average_out.plot(kind='bar',label=\"Individual Institution\")\n",
+    "\n",
+    "ax.set_title(\"Average Student fee income as % of institution funding 2000-2012\")\n",
+    "ax.set_ylabel(\"% of institution funding\")\n",
+    "ax.set_xlabel(\"Institution\")\n",
+    "\n",
+    "ax.plot(x_national_average,color=\"r\",label=\"National Average\")\n",
+    "plt.legend(loc=\"upper left\")\n",
+    "plt.text(0.5, -0.255,'(Data Source: CHET || Author: Vukosi Marivate (http://www.vima.co.za / @vukosi)',\n",
+    "     horizontalalignment='right',\n",
+    "#      verticalalignment='center',\n",
+    "     transform = ax.transAxes,color='black',fontsize=12)\n",
+    "pyplot.savefig('plots/student_fee_income.png',bbox_inches='tight', dpi = 300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:7: FutureWarning: sort is deprecated, use sort_values(inplace=True) for for INPLACE sorting\n"
+     ]
+    }
+   ],
+   "source": [
+    "private_df = df.loc[df.funding_type == 'Government funds']\n",
+    "nums = private_df[private_df.columns[-13:]]\n",
+    "nums_clean = nums.replace('%','',regex=True).astype('float')\n",
+    "res = nums_clean.mean(axis=1)\n",
+    "average_out = res[:-1]\n",
+    "national_average = res.iloc[-1]\n",
+    "average_out.sort()\n",
+    "labels = list(df.institution[average_out.index].values)\n",
+    "average_out.index = labels\n",
+    "x_national_average = np.ones(len(labels))*national_average"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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aQRffNe601LW/J0+eJCEh4Y3jRuhq8lqkSBHi4uJ48eKFzoTEnTt3NGIGzYTR\nX3/9RZUqVfD399caRCv1dvv27cvwCNpqH2ttnfqc1qxZk+FZGT4W6s9z6llSUsuOByf19cnMdyI7\nFS5cmPj4eF6+fKl1M/6+j50e9Q1h6hYI6VFfv/Ri1fWdzE7ZWT5ltjyF190Ixo4dy9ixY7l9+zaH\nDx8mMDCQLVu2cP78eQ4dOqRzxqC3OXr0KEuWLMHf35/ChQsTFxfHnTt3NH5X1A8GumbkSUt9ne7c\nuUPVqlW1Xn/f71NWlC9fnuXLl5OcnMxff/3F/v37Wb58OTNmzCApKUljPJjs9iHKHsj578+bfMhr\nkFNloPoe5O7du1r3I0lJSTx8+FBpuZMZO3bsoFevXhQuXJjg4OB07yfKly8PoNF1JLXo6GhUKpVG\nq73y5csTFRXFpUuXNKbvhNcDvz59+hRzc3Oli5ONjQ16enpcu3aNpKQkrdYe6rEiUh9D3WLkba5c\nuULbtm25desWCxYsSHcATHW31/TGpdAVw7t4+vQp3bt35/fff6dnz54sWLAgW/Yrcq/cn7oW/wn+\n/v4kJiby2Wef0atXL53/SpcuzalTpzRq4JydnSlatChBQUEkJSUpYzKkfdCtU6cOenp6yowV2UHd\nxL5Vq1ZatUTq0YtTK1KkCFZWVty+fVtrCiVA55RH2Rm3tbU1jo6OPH36NEs/DtWrVyclJUVjpGi1\nc+fOcf/+fcqVK6e0ilBTd5fx9/fn0qVLHD9+nAYNGmjVWtatWxcgW9+jnPahzklXrdO7Utf6qKfx\nSy0uLi5bBtwqXLgwtra23L59W+f+0k4dl92qVatGcnKyMrhrajk1BZn6BnfPnj1v7Qevru3bv3+/\nztfV46voqhXMDtlZPmW2PE3L1NSU9u3b4+/vT506dbh06VKWuq+9ePGCIUOG0KFDB1q0aAH8L9mZ\numWGehDHjFBff11l54sXL4iKikKlUlGtWrVMx/u+6enpYW9vz+DBg9m4cSOA0lICsl72qFSqdLdR\nlz03btzQeu3Vq1ecPn1aKwGdlThy+vvzJlm5BllRvXp1kpOTdZa1H6L8TUlJ0Vn+Hj16NEu/Z6Gh\nofTo0QMjIyO2bNnyxooNdfecXbt2ab129epVoqOjNaYKf9s2O3fu1FgHXidM69Wrx5MnT3SWk7q2\nyYgLFy7g7OzM7du38fHxeeNMHLVr18bAwICoqCgeP36s8VpycjJ79uxJtwtuZiUkJNChQwd+//13\nvv76a0nDAQtcAAAgAElEQVRECECSESKXWLVqlTLw0c8//6zzn7qZ/6pVq5Tt9PX16dixI3fv3mXR\nokUcO3ZM54Nu8eLF6dy5M2fOnGHWrFk6f+Ru3LihjDqcEepxLdLeYN67dy/dgZ+6du1KSkoK3333\nncaDxo0bN3Q2Y8vuuGfPnk3hwoX58ccf+fnnnzWaXKslJycrXUpS69mzJ/B6FoonT54oy1++fMm3\n336rsU5qzs7OGBkZERgYqHTBSD2eh5r6BmLu3LlKv/nU1DctumL+WDk7O2Nra8tvv/1GeHi4znVO\nnTrFo0eP3uk46uasqZt2vis7OzuKFClCWFiYRg3Zq1evGD9+/FsfDjOqe/fupKSkMHnyZI3vxPXr\n1/Hx8cmWY6RHXdM9c+ZMjYfLuLg45s6d+16PnZ7q1atTr149zp07p3NE/ri4OOX7V69ePezs7Dh+\n/LjWQL779u1jy5YtlChRAmdn5/cSa3aWT5ktTx88eKBzAMkXL14QFxeHSqXSSoxmxKxZs4iLi2P2\n7NnKsiJFilC6dGn27NmjnGNERAQAFStWfOs+O3XqhL6+PitWrNC6Fj/++CO3bt3iiy++ULpr5LST\nJ0/qHPdAPcBm6uuqHk8ps2VPsWLFePDggc5ypHDhwtjZ2XHkyBHOnTunLE9JSWHWrFk6H9CzUgbm\n9PdHTVdSISvXICvUD7HTp0/XeC9iY2PfOiPIu1KXv/Pnz9f4vCUmJjJt2rRM72/Dhg306dOHUqVK\nERYWpjVYa1oNGzbEzs6OQ4cOafw+JycnKwNopp5SHl5fr/z587Ns2TKuX7+uLI+NjVVmAkq7Td++\nfYHXM+ekTmieOHGCkJAQSpYsqXOK+vScPXsWFxcXHj58yMqVK7XGM0nL0NCQLl268PjxY60WbEuX\nLiUmJoZmzZppjNWWFbGxsbRv357Dhw8zZMiQHPsNFR8f6aYhPnoHDx7k0qVL2NnZ6RxITq1r165M\nmzaNoKAgZsyYoYzo3a1bN5YvX8706dOVv3WZM2cOly9fZvbs2WzYsIH69etjYmLCnTt3+Oeffzh2\n7BgzZ85Umu69Tc2aNXFwcGDLli20aNGCevXqcffuXXbv3k358uUxMzPTqtkcNmwYYWFhbNq0iejo\naJo2bUpCQgKbNm2iQYMGhIWFadUKZmfcdnZ2BAcH4+HhwdSpU1m0aBGNGzfG3NycpKQk7ty5w8GD\nB7l58yZlypTRSOq4ubmxfft2AgMDqVevHi4uLuTLl4/t27cTHR1NkyZNdHav0dfXp0OHDixfvpwl\nS5ZoTbmqZmRkxOrVq+nevTtffvkljRs3xs7Ojnz58nHjxg2OHTvGjRs3uHbtWq6Zqzpv3rysXbsW\nNzc3unXrRu3atfnss88wNDTkxo0bnD59mn/++YfIyEiMjY2zfBwnJyd++eUXpk2bxrlz5zAyMkKl\nUmVpNPTUsQ8aNIhZs2bRuHFjXFxcUKlUREZGolKpqFq1aoZnE0gt7XdiyJAhhIWFsW3bNho1akSz\nZs2Ij49n06ZN1K9fP90kTnbo2rUrwcHB7Nq1i/r169OqVStevnzJ1q1bqVGjBv/880+O9I338fGh\ndevWzJw5k7CwMGXqwitXrrB3714iIiKU5v6LFy/G1dWVAQMGEBISQuXKlbly5QqbN2/GwMCAJUuW\n6JwVIbtkV/mU2fL0xo0bODo6UqlSJapUqYK5uTlPnjxhz549XL58GVdXV2Xw3Yw6efIkCxcuZMWK\nFVr9wQcPHsy3335L69atqVq1KuvWrcPc3FyZgeRNypQpw+zZsxk5ciRNmzalXbt2lCpViqioKA4d\nOoS5uTk//vhjpmJ9n9avX4+vry/16tXDxsaGYsWKERMTw7Zt28ibN6/GrAR169bF0NCQ4OBg8uXL\nh4WFBSqVii5durxxqkonJycCAwNxd3enfv365M+fH3t7e2UK2GHDhjFo0CBatmxJu3btKFiwIFFR\nUdy8eZOGDRty4MABjf1VqFABc3NzDh8+jKenJ7a2tuTJkwdnZ2edA7Kq5fT3B9KfCSSz1yArOnTo\nQHBwMOHh4dSvXx9nZ2eNMvB9TfcIrwfI9PDwwNfXlwYNGtC6dWvy589PeHg4RkZGmJmZZbj83b9/\nPwMHDiQlJYWGDRsSGBiotY5KpcLLy0v5W09Pj19//ZW2bdvSu3dvXF1dMTc3Z9++fZw8eRIHBweN\nwdHhddJ0+vTpjB07lqZNm+Lm5kbevHnZvHkzN2/eZOjQodSuXVtjG3d3d7Zs2UJoaCiNGzemRYsW\nPHz4kJCQEKULWkYH3Y2NjaVNmzbExsbi4ODA2bNndf4Od+/eXeP+bfLkyRw8eJBff/2VM2fOULNm\nTS5cuEB4eDilSpXSmThYvXq10mpFPbj59u3blXHHSpQoodx3w+sKpePHj2Nubo6hoaHOQY0bNWqk\n/J6J/44cTUbY29vrbOL75ZdfsmHDBiXDu3r1amJjY6lVqxY//PBDhmoaxKfD19cXlUr11kHAihcv\njouLC6GhoQQFBSnr16hRg0qVKnH+/Pl0H3QBChUqxNatW1mzZg0BAQGEhYXx/PlzSpYsibW1NVOn\nTqV9+/YZjltPT49169YxY8YMIiIiWLp0KaVLl6Z3796MGjWKevXqadV4GBgYsGXLFmbOnMnmzZtZ\nsmQJ1tbWjBo1ivr16xMWFqbVdzK7465duzZHjx7Fz8+P8PBw9u/fz6NHj8iXLx8mJibUrVsXFxcX\n2rZti76+vsa2Pj4+NGjQgDVr1rB27VqSk5MpV64c06ZNY+DAgeneOHTv3p3ly5fz6tUrOnbsmG6N\nZaNGjTh06BALFy5k9+7d/PHHH+TNmxdTU1McHBxwdnbWuD4qleqNTVXf9npmt8nKa5UqVeLgwYMs\nWrSI8PBw1q9fT0pKCqamplSsWJFhw4ZpzFmekXNKq0mTJsyaNQtfX19WrFjBixcvMpyMeNOxxo0b\nR8GCBfH19WXNmjXKd3DixIn06NEjW66tvr4+mzZtYtasWYSEhODj44OVlRWjR4/GxcVFZzIiO9/X\ntWvXMm/ePDZs2MCyZcswNTWla9eu9O3bV+f3MbOyEquVlRX79+/nl19+YevWrSxfvpz8+fNjYWGB\np6enxkNejRo12LdvH3PnzuX3339n9+7dGBkZ0aZNG0aNGqU1RkFW4nmT7CqfMlueWllZMWHCBCIj\nIzl06BD379/HyMgIW1tbhg8f/sZmy7q8fPmSwYMHK2VfWgMHDiQuLo7Vq1dz8uRJatWqxdy5c9Md\n0DctDw8PbG1t+eWXXwgLC+PJkyeULl2a/v37M3r0aEqUKJGpeDMjs+95x44defXqFVFRUZw5c4an\nT59iZmaGs7MzgwYN0phJomjRoqxdu5bZs2cTEhLC48ePUalUNGjQQPmc6jq2t7c3enp6/P777xw5\ncoSUlBS6du2qJCPUXS1/+eUXNmzYQOHChXFycsLPz48ZM2Zo7VNPTw8/Pz+mTp3Kjh07lNZ9FhYW\nb0xGZPf3Jzt/bzJ7DbJ6rFWrVjF//nz8/f1Zvnw5pqamdOvWjbFjx+psrZOd5e+PP/5I+fLl8fX1\nZdWqVcpvzKRJk6hcuTK2trYZ2v+///5LSkoKKpVKq5VL6hhSJyPg9Uxce/bsYdasWezdu5eEhAQs\nLS0ZN24cI0aM0Fnx0a9fP6ysrPj555+V33M7OzsmTZqkNV6Z2sqVK/Hx8WHNmjUsW7YMAwMDGjZs\nyOjRo7XGnniTuLg4YmNjUalUHDlyRGd3QpVKRePGjTWSEcbGxkRERDB79my2bt3K4cOHKV68OD16\n9GDChAk6B0w+cuQI69evV943lUrF+fPn+fvvv4HXM82lTkZcv34dlUrFzZs3NVqWpY5LT09PkhH/\nQarY2Njsn6w6gx4+fKjRbPPWrVs0adKERYsW0aVLF3766SfmzZvHokWLKFeuHHPmzOHIkSMcPXo0\nU1NzCfEpWLVqFcOHD+enn36id+/eOR2OEP9pe/fuxc3NjZEjRzJp0qScDkcIIf4zoqOjqV27Nh06\ndGDZsmU5HY4Q4h3k6JgRxYoVo2TJksq/iIgIihQpQvv27ZWpukaMGEGbNm2oVKkSixcv5vHjx8og\nSUJ8inRNrRkTE8PcuXOVaemEEB+GesT81B4+fMjUqVNRqVS5bhYUIYTILe7du6cx3TO8no1h/Pjx\nAFL+CvEJ+GjGjEhJSWHNmjV06tSJ/Pnzc/XqVe7evYuTk5OyjoGBAQ0aNCAqKkpj+kYhPiV9+vTh\n+fPnVKtWjaJFi3L9+nV27NjB8+fPmTJlykcziJkQ/wWTJk3i1KlT1K1bl+LFi3Pz5k127txJbGws\nffr00WiSLoQQIvv4+Piwfv16GjVqpIw1s3//fm7evMmXX36ZbrdbIUTu8dEkI/bu3cv169eV5ufq\n2qiSJUtqrFeiRAllxGYhPkWdOnVi/fr1bNmyhfj4eAoVKkSdOnXo16+f1AII8YG5uLhw+/Zttm/f\nTlxcHAYGBlSqVIkePXronB1GCCFE9nB0dOT06dPs3btXGbuqbNmyDBgwQGvwSCFE7pSjY0ak1rt3\nb27cuKHMzRsVFUXLli05e/Ys5ubmynqDBw/mzp070lVDCCGEEEIIIYTIpXJ0zAi1e/fuER4erjFb\ngrop+r1797TWLVWq1AeNTwghhBBCCCGEENnno0hG+Pv7Y2BgQIcOHZRlVlZWmJiYsGfPHmXZ8+fP\nOXLkCPXq1cuJMIUQQgghhBBCCJENcjwZkZKSwurVq3Fzc6NgwYLKcpVKxcCBA/npp5/YsmUL586d\nY9CgQRQqVEgjafG+Xbp06YMdKzvkpnhzU6yQu+LNTbGCxPs+5aZYIXfFm5tihdwVb26KFSTe9yk3\nxQq5K97cFCvkrnhzU6wg8b5PuSlW+PDx5vgAlpGRkVy5coXly5drvTZs2DCePXvGmDFjiI2NpXbt\n2gQHB2NoaJgDkQohhBBCCCGEECI75HgyonHjxjx8+DDd1728vPDy8vqAEQkhhBBCCCGEEOJ9yvFu\nGkIIIYQQQgghhPhvkWSEEEIIIYQQQgghPihJRgghhBBCCCGEEOKDkmTEW5ibm+d0CJmSm+LNTbFC\n7oo3N8UqhBBCCCGE+O+RZMRbpJ5uNDfITfHmplghd8Wbm2IVQgghhBBC/PdIMkIIIYQQQgghhBAf\nlCQjhBBCCCGEEEII8UFJMkIIIYQQQgghhBAflCQjhBBCCCGEEEII8UFJMkIIIYQQQgghhBAflCQj\nRJYZGxsza9asnA4DAD8/P4yNjYmJicnpUIQQQgghhBBCvIUkIz4B6gdxExMT/v33X63XO3fuzGef\nfZalfQcGBrJ48eJ0X1epVFna78dg3759GBsbY2lpyYsXL3I6HCGEEEIIIYT4z5BkxCckMTGRH3/8\nUedrWU0abNy4Md1kxJ07dxg9enSW9vsxCAgIoGDBgjx+/Jjt27fndDhCCCGEEEII8Z8hyYhPiL29\nPX5+fjpbR7yL9BIZ+vr65MmTJ1uP9aE8f/6cLVu20K9fP2xtbdmwYUOOxPHs2bMcOa4QQgghhBBC\n5CRJRnxCRo4cCcC8efPeuq6fnx+urq7Y2dlhYmJCrVq1mD9/PikpKco6Li4uREREcP36dYyNjZV/\narrGjLh27RpfffUVNjY2mJmZ4eTkRFhYmMY6kZGRGBsbExQUxLx586hcuTKmpqa4urpy5coVjXUP\nHTrEV199RdWqVTExMaFixYoMGzaM2NjYTF+f1MLDw0lISKBz58507tyZXbt2aeyzc+fOVK1aVee2\nrq6uVKtWTWNZYGAgTZs2xczMDGtrazw8PLh27ZrGOi4uLtStW5fTp0/TunVrzM3NGTVqVKbPMzIy\nkiZNmmBqakqNGjXw9fXF29tb473JTFxCCCGEEEII8aHlzekARPaxsLCgR48erFmzhlGjRmFhYZHu\nuitWrMDOzo4WLVpgYGDA77//zrRp04iPj2fKlCkAjBkzhsmTJ3Pz5k28vb117id1q4l79+7RokUL\nnj59iqenJyVKlGDDhg307NmTZcuW4e7urrHtzz//TN68efnmm2+Ii4tjwYIF9OvXj127dinrhIaG\n8vjxY/r06UOJEiU4e/Ysa9as4e+//yYiIiLL12rDhg1UrVqVSpUqUaBAAby9vQkJCeGrr74CwN3d\nnYiICP744w/q1q2rcY4HDx7km2++UZbNnz+f6dOn065dO3r27MmjR49YtmwZLVu25MCBAxQvXly5\nVnFxcXTo0AFXV1c6depE0aJFM3Wep06dokOHDpiamjJ+/HiSkpKYM2cOxYoV02rBktG4hBBCCCGE\nEOJDk2REOooaGb3X/ce9Y82+LiqVipEjR7J27VrmzZvH/Pnz011327ZtGBgYKH/36dOH4cOHs2zZ\nMsaPH4++vj5NmjTBzMyMuLg4Onbs+Nbjz58/nzt37rB161Y+//xzADw8PGjSpAnffvstrq6u5M37\nv49cYmIie/bsUZYZGRnh5eXF+fPnqVixIgBTp06lQIECGsepW7cu/fr148iRIzg4OGT8Av2/hw8f\nsmfPHiZNmgSAtbU19erVIyAgQElGODs7U6BAAYKDgzWSEaGhoSQlJeHm5gZATEwM33//PePHj2fM\nmDHKeu7u7jg4OLBo0SLlOCkpKdy9e5fZs2fj6empEVNGz9Pb25s8efKwfft2zMzMAGjfvj116tTR\n2DYzcQkhhBBCCCHEhybdND4x5ubm9OjRAz8/vzdOc6lORCQlJREbG8uDBw9o0KABT5484dKlS1k6\ndkREBNWrV1cSEerj9O3blzt37nD69GmN9bt06aKRnFA/cF+9elVZpn5AT0lJIT4+ngcPHigP3qdO\nncpSnMHBwSQlJWkkWLp06UJUVBTXr18HoFChQnzxxReEhoZqdF0JDg7Gzs5O6cKxZcsWkpKSaN++\nPQ8ePFD+FS5cmEqVKhEZGalx7Hz58uHh4aEVU0bOMykpiX379tGqVSslEQFgY2ND8+bNNfaX2biE\nEEIIIYQQ4kOSZMQnaOTIkahUqjeOHXH48GFatWpF6dKlsbGxoVy5cvTv3x+A+Pj4LB03JiaG8uXL\nay2vUKECgPKgr5a2G4nR/7dGST1Owr///kufPn2wsrLCysqKcuXKUb169XeKMyAggM8++4xnz55x\n+fJlLl++zGeffYaenh6BgYHKem5ubty+fZuDBw8CcOvWLaKiomjfvr2yTnR0NAB16tShXLlyGv9O\nnjzJ/fv3NY5tamqKvr6+VkwZOc979+7x/PlzbGxstLa3tbXVSJpkNi4hhBBCCCGE+JCkm8YnyNzc\nnJ49e7J69WplgMTUrl69Srt27Shfvjze3t5YWFiQP39+Tp06xZQpU0hOTs7ScTM7fWh6M3GoH6rV\n3SEePnzIyJEjqVChAoaGhiQlJeHu7p6lOK9evcrRo0cBqFmzptbrgYGByjVr0aIFhQsXJiQkhIYN\nGxISEkJycrLG2BfqGIKCgnSeT9quF2n/fl/nmdm4hBBCCCGEEOJDkmREOt7HmA4f0siRI1mzZg0/\n/PADgEat+bZt20hMTGT9+vUarRNSd4/IijJlynDx4kWt5epllpaWmdrfX3/9xaVLl1i8eDFdunRR\nlqtr/bNiw4YN5MmTh6VLl2p0EQE4ffo08+bN49SpU1SrVg0DAwNatmzJ5s2bmTt3LiEhIdjb21Ou\nXDllG1tbW+B1AsjOzi5LMWX0PEuWLImBgQGXL1/W2sfly5c1kkHZEZcQQgghhBBCvC/STeMTVbp0\naXr16sW6deuIiYnReFBV15SnrnF/8eIFS5cu1dqPoaFhhqfRbNGiBadOneLw4cPKsufPn7Ny5UpM\nTU2VbgcZpStOgF9++SVT+0ktMDAQBwcH3NzcaNu2rca/YcOGoa+vT0BAgLK+u7s79+/fZ+3atRw7\ndkxrRpA2bdqQJ08e5syZo/N4Dx8+fGtMGT3PPHny4OjoSHh4ODdv3lSWX758WWMGkuyKSwghhBBC\nCCHeF2kZ8QkbMWKEMj1kmTJllOXNmzdHX1+fLl264OHhwYsXL1i/fr3O5vw1atQgJCQELy8vatWq\nhZ6entYDudrw4cMJCgqic+fOeHp6Urx4cQICArh48SLLli1DTy9zuS87OzvKli3LxIkTuXnzJkZG\nRuzcuZNbt25l7kL8v+PHjxMdHa3MmJFW4cKF+fzzzwkODmb69Ono6enRrFkzjIyM+Pbbb1GpVMos\nGmrW1tZMmTKFyZMnExMTg7OzM0WLFuXatWuEh4fTvn17vLy8lPVTt1DJynl6eXmxd+9eWrZsSd++\nfUlKSmL58uVUqlSJv/76K8Nxubm5MW7cuCxdRyGEEEIIIYR4V9Iy4hOha7yG0qVL07NnT63Xy5Yt\ni5+fH3nz5mXKlCn4+PjQqlUrpk2bprWfr7/+mi5duhAQEED//v3p169fujGUKFGC7du306xZM1as\nWMF3332HSqVi9erVWg/xGRlfIm/evKxfv56aNWuyYMECvv/+e4oWLUpQUFCGr0FqGzZsQKVS0apV\nq3TXcXZ25s6dO+zfv1+JoU2bNjx58oTatWtrJHXUhg4dip+fH/ny5WPevHlMnDiRbdu20ahRI43B\nLlUqlc4YM3Oe1atXJzAwEGNjY2bOnMnatWsZN24cTZo0IX/+/BmOq127dm+8VkIIIYQQQgjxPqli\nY2O1q2qFELlKt27duHjxIseOHcvpULLk0qVLOmdi+VjlpnhzU6yQu+LNTbFC7oo3N8UKEu/7lJti\nhdwVb26KFXJXvLkpVpB436fcFCt8+HilZYQQucyzZ880/o6Ojmbnzp00bNgwhyISQgghhBBCiMyR\nMSOEyGWqV69O9+7dsbKyIiYmhhUrVmBgYMCwYcNyOjQhhBBCCCGEyBBJRgiRyzRv3pyNGzdy9+5d\n9PX1qVevHpMmTcLGxianQxNCCCGEEEKIDJFkhBC5zK+//prTIQghhBBCCCHEO5ExI4QQQgghhBBC\nCPFBSTJCCCGEEEIIIYQQH5QkI4QQQgghhBBCCPFBSTJCCCGEEEIIIYQQH5QkI4QQQgghhBBCCPFB\nSTJCCCGEEEIIIYQQH5QkI4QQQgghhBBCCPFBSTJCCCGEEEIIIYQQH5QkI4RO165dw9jYGH9/f2WZ\nt7c3xsbGWdqfvb09gwYNeut6kZGRGBsbc/DgwSwdJ7vjyUnGxsbMmjXrgx3vXd5fIYQQQgghhMgM\nSUZ8Avz8/DA2Nub48ePZvm+VSqXx/6n/zux+srrt+5DReFxcXKhbt+57iyMwMJDFixen+3rqGM+f\nP4+3tzfXr1/P8vFu3bqFt7c3Z86c0Xmsj+k9EkIIIYQQQny68uZ0AB+DW0+TuP00KafDwLRgHswK\n5snpMNI1ZswYRo4cmaVtjx8/jp5e7sx9vc8H9I0bN/L3338zcOBArdfu3LlDnjz/+zxcuHCBOXPm\n0LhxYywtLbN0vNu3bzNnzhysra2xt7fXeO1d3l8hhBBCCCGEyAxJRgC3nyYx4lBsTofB/AZGH3Uy\nIk+ePBoPx5mRL1++bI7m05FeskNfX1/n8pSUlHc+pq59vMv7K4QQQgghhBCZkTurqsVbDRw4EFNT\nU27dukW3bt2wsLCgXLlyTJo0ieTkZI11Y2NjGThwIJaWllhZWTFw4EDi4uK09pl2TIHOnTtTtWpV\nncd3dXWlWrVqyt+6xmi4ceMG3bp1o3Tp0pQvX54JEyaQmJiota/0xndwcXGhdevWyt8vX75k5syZ\nNG3aFGtra8zMzGjWrBlhYWHpXKWsMTY2ZuTIkWzdupX69etjYmJC/fr12b17t8Z6jx8/ZuLEiXz2\n2WeYmJhQrlw5WrduzaFDh5T4IyIiuH79OsbGxsq/1MdRjxnh5+eHh4cHAG3atFHWXbduXYavUWRk\nJE5OTgAMHjxY2cfs2bOB9MeMWLlyJfXr18fU1BQ7OztGjBhBbKxm8k7dneX8+fO0adOG0qVLU7ly\nZRYsWJDp6yuEEEIIIYT49EnLiE9YcnIy7u7u1K5dmxkzZrB3714WLlyIjY0Nffr0AV7XkHfr1o2o\nqCj69OmDnZ0dYWFhOrsNgGYtvru7OxEREfzxxx8a4yrcu3ePgwcP8s0332hsl3rbZ8+e4erqys2b\nN+nfvz8mJiYEBgayb98+ncfU1Xog7fL4+HhWrVqFu7s7PXv25NmzZ2zcuJEePXoQGBhI8+bNM3H1\n3uyPP/5g+/bt9O3bF0NDQ3x8fOjVqxdnz55VHuhHjhxJaGgo/fr1o2LFijx69IgTJ07w119/0aBB\nA8aMGcPkyZO5efMm3t7eOo+jPr/PP/+c/v374+Pjw6hRo7CzswNQrntGrlHFihWZMGECM2fO5Kuv\nvqJ+/foAVKlSRet4anPnzmXmzJk4OjrSp08fLl++zPLlyzl27Bi7d+9WWm+oVCri4+Pp2LEjbdq0\nwc3NjU2bNjFlyhQqV66crddeCCGEEEIIkftJMuIT9vLlS9q3b8+YMWMA8PDwwNHRkTVr1ijJiG3b\ntnH48GGmTZvG0KFDAejTpw+urq4695m6eb+zszMFChQgODhYIxkRGhpKUlISbm5u6cbm6+tLdHQ0\nvr6+yrE8PDxo3Lhxhs8vJSVF4+HZ2NiYs2fPanQJ8fT0xNHRkYULF2brA/GlS5eIiorC2toagEaN\nGtGwYUM2btxIv379ANixYwe9e/dmxowZOvfRpEkTzMzMiIuLo2PHjm88nrW1NfXr18fHx4emTZvy\n+eefZyjO1NeoZMmSNG/enJkzZ1KnTh2dx0z9/t6/f5+5c+fSpEkTgoODlf3Y29szePBgVq1apZxr\nSkoKd+7cYcmSJXTu3BmAHj16YG9vz5o1ayQZIYQQQgghRA7IzPiIzwxK8fi+dkt1XbJjvENJRnzi\nevfurfG3g4MDAQEByt87d+4kT548SnICQE9Pj6+//poDBw68cd+FChXiiy++IDQ0FG9vb+VhNTg4\nGFF6OI4AACAASURBVDs7u3S7cKiPa2JiopH0MDAwoGfPnkyePDlT55g6bvUgmYmJiTx58oTk5GTq\n169PUFBQlvaZnkaNGimJCHjduqBw4cJcu3ZNWVa0aFGOHTvGrVu3MDMzy9bjfwi///47L1++ZMCA\nARpJny5duvDdd98RERGhJCMAChYsqCQi4PU4ITVr1uTq1asfMmwhhBBCCCHE/8v8+IgvMrRWdox3\nKGNGfML09fUpVaqUxjIjIyON/v4xMTGYmJhgaGiosV7ZsmUzdAw3Nzdu377NwYMHgddTR0ZFRdG+\nffs3bhcTE4ONjY3W8oweNz2rV6/GwcEBU1NTbG1tKVeuHCtXriQhIeGd9puWhYWF1rK013b69Omc\nP3+eqlWr0rRpU2bMmME///yTrXG8TzExMQCUL19eY7menh62trbK62q6Ei5FixbVGl9CCCGEEEII\nISQZ8QnL6JSU7zI7Q4sWLShcuDAhISEAhISEKGNVZJf0ziPtQJwBAQEMGzYMW1tbFi9eTFBQEJs2\nbaJjx45a676r9GadSH0tXV1dOXnyJPPmzaNMmTIsXbqUBg0asHHjxmyNBTJ+jd6njFwTIYQQQggh\nhABJRvznlSlThjt37vD48WON5dHR0Rna3sDAgJYtW7J582aSk5MJCQnB3t6ecuXKvfW4ly9f1npQ\n1XXctC0O1NLWzG/atAkbGxv8/f3p3LkzTk5OODo6ao0t8SGVKlUKDw8PVq9ezZkzZ7C2tk53sMp3\nkdFrlJnrUKZMGQAuXryosTw5OZno6GgsLS2zEKkQQgghhBBCSDLik5aRB88vv/yS5ORkVq5cqSxL\nTk5m2bJlGT6Ou7s79+/fZ+3atRw7dixDrSK+/PJL7t69S2hoqLLs2bNnrF69WmtdGxsbjh07xsuX\nL5Vl27dv58aNGxrr5c2bl5SUFI0Ex9WrV9m6dWuGzyW7JCcna02PWrRoUSwtLYmPj1eWGRoaZrgb\ng7orzaNHj7Rey+g1KliwYLr7SMvJyQl9fX18fHw0rmlAQAD37t2jRYsWGYo7pxJBQgghhBBCiI+X\nDGD5CctI8/hWrVrh4ODAd999x/Xr15WpPTPTz79Zs2YYGRnx7bffolKpdM6ikTaW3r17s2zZMgYO\nHMjJkycxNTUlICCA/Pnza23bq1cvQkNDcXd3p127dly5coXAwEBsbGw09tuqVSu2bNlCly5daNWq\nFTdv3mTlypWUL1+eM2fOvDGeN8nouqnXi4+Pp3LlyrRt25YqVapQpEgRjhw5wu7du/H09FTWq1Gj\nBiEhIXh5eVGrVi309PTSTeZUq1aNPHnyMH/+fGJjYylQoAC1a9fGysoqw9fIxsYGIyMjVq5ciaGh\nIYUKFaJy5cpUqlRJ63jFihVjzJgxfP/997Rv3x5nZ2euXr3K8uXLsbe3p1evXhm6TtJNQwghhBBC\nCJGWJCN4PS3J/AZGOR0Gpu8wGmna2meVSqWzRjrtcpVKxbp16/Dy8iIgIACVSoWzszPTp0/XmmYz\nvX3mzZuXNm3asHbtWmrXrq00739TfAUKFCA0NJSxY8eybNkyChYsSMeOHWnevDkdOnTQWNfJyYkZ\nM2awaNEiJkyYQI0aNdiwYYOS/FDr2rUr9+/fZ8WKFezbtw9bW1u8vb2Jjo7m7Nmzb4wnPemdc3rr\nqhkaGtKvXz/27t1LeHg4r169wsrKihkzZjBw4EBlva+//ppz584REBDA0qVLAdJNRpQsWZKff/6Z\nH3/8keHDh5OcnMyvv/6KlZVVhq9Rvnz58PHx4bvvvmPMmDG8evWKcePGKcmItOc6evRoihcvztKl\nS5k0aRJGRkZ0796dKVOmaEyhmtHPmxBCCCGEEEIAqGJjY6XaUgiRoy5duqQ1a8fHLDfFm5tihdwV\nb26KFXJXvLkpVpB436fcFCvkrnhzU6yQu+LNTbGCxPt/7N17lJd1gT/w99fRGi4mGMMlFA2cFrKU\nvKEoqayrmWDhmtvlWLZqRe45xroUmL9y41cYQl4KJsv7pW0T+SVGelylXENFurk3UYogKmBAmQpn\ngIT5/eFpVsIZvsDM8+U7vF7ncA7P5/l8n+f9xT9w3nyez9OV9oasP1u/ZRdf7Vme60b3yTv6vW6P\nrmHPCAAAAKBQyggAAACgUMoIAAAAoFDKCAAAAKBQyggAAACgUMoIAAAAoFDKCAAAAKBQyggAAACg\nUMoIAAAAoFDKiJ1obm6udIRdUk15qylrUl15qykrAACw71FG7MRvf/vbSkfYJdWUt5qyJtWVt5qy\nAgAA+x5lBAAAAFAoZQQAAABQKGUEAAAAUKiKlxFr1qzJJz7xiRxxxBEZOHBgTjzxxCxatGi7OdOn\nT8+IESMyaNCgjBs3LkuXLq1QWgAAAGBPVbSMaGpqyllnnZVSqZR77703Tz/9dGbMmJG6urq2Oddf\nf33mzJmTGTNmZOHChamrq8uECROycePGCiYHAAAAdtf+lbz5jTfemDe96U1paGhoGxsyZEjb71tb\nW9PQ0JBJkyZl/PjxSZKGhobU19dn7ty5ueiii4qODAAAAOyhiq6MWLBgQY455ph89KMfTX19fcaM\nGZNvfvObbedXrlyZxsbGjB07tm2strY2o0ePzuLFiysRGQAAANhDFS0jVqxYkVtuuSVDhw7NvHnz\n8olPfCL//M//3FZIrF27Nkm2e2wjSfr165fGxsbC8wIAAAB7rqKPaWzbti3HHnts/s//+T9Jkre/\n/e1Zvnx5br755lx66aUdfrZUKhUREQAAAOhkpaamptZK3fztb397xo4dmxtuuKFt7Nvf/nauuOKK\n/Pa3v82KFSvyjne8Iz/4wQ8ycuTItjkXXHBB+vXrlzlz5uxwzWXLlhWSHQAAAPZm62r758qfbe70\n637pHa9P3aadP61QX1/f7rmKrow48cQT8/zzz2839otf/KJtE8vDDjssAwYMyMKFC9vKiE2bNuWp\np57KtGnTXvOaHX3Z3bFs2bJOv2ZXqqa81ZQ1qa681ZQ1kbcrVVPWpLryVlPWpLryVlPWRN6uVE1Z\nk+rKW01Zk+rKW01ZE3m70t6QdeP6LUk6v4zo0aNH6g/ds+9W0T0jPvnJT+bHP/5xZs2aleXLl+e7\n3/1uvvGNb+SSSy5J8sqjGBMnTsz111+fBx54IP/zP/+TT37yk+ndu3fOP//8SkYHAAAAdlNFV0a8\n4x3vyD333JMvfOELufbaa3PooYfmqquuysUXX9w25/LLL09LS0smT56cpqamHHfccZk3b1569epV\nweQAAADA7qpoGZEkZ555Zs4888wO50yZMiVTpkwpKBEAAADQlSr6mAYAAACw71FGAAAAAIVSRgAA\nAACFUkYAAAAAhVJGAAAAAIVSRgAAAACFUkYAAAAAhVJGAAAAAIVSRgAAAACFUkYAAAAAhVJGAAAA\nAIVSRgAAAACFUkYAAAAAhVJGAAAAAIVSRgAAAACFUkYAAAAAhVJGAAAAAIVSRgAAAACFUkYAAAAA\nhVJGAAAAAIVSRgAAAACFUkYAAAAAhVJGAAAAAIVSRgAAAACFUkYAAAAAhVJGAAAAAIVSRgAAAACF\n2r/SAQAAAKAarG7emjXNW8ua21LbPxvXbylr7sCeNRnUs2ZPolUdZQQAAACUYU3z1kx6omkXPrG5\nrFnXje6zz5URHtMAAAAACqWMAAAAAAqljAAAAAAKpYwAAAAACqWMAAAAAAqljAAAAAAK5dWeAAAA\nVMzq5q1Z07y1rLkttf2zcf2WsuYO7Fmzz70us5ooIwAAAKiYNc1bM+mJpl34xOayZl03uo8yYi+m\njAAAANiJcv/1fm/4l3srDagGyggAAICd2LV/va/sv9xbaUA1sIElAAAAUChlBAAAAFAoZQQAAABQ\nKGUEAAAAUCgbWAIAQDdQbW9QqLa8QOdSRgAAQDdQbW9QqLa8QOfymAYAAABQKGUEAAAAUChlBAAA\nAFAoZQQAAABQKGUEAAAAUChlBAAAAFAoZQQAAABQKGUEAAAAUChlBAAAAFCo/SsdAAAA9larm7dm\nTfPWsua21PbPxvVbypo7sGdNBvWs2ZNoAFVNGQEAAO1Y07w1k55o2oVPbC5r1nWj+ygjgH2axzQA\nAACAQikjAAAAgEIpIwAAAIBCKSMAAACAQikjAAAAgEIpIwAAAIBCKSMAAACAQikjAAAAgELtX+kA\nAADsO1Y3b82a5q1lzW2p7Z+N67eUNXdgz5oM6lmzJ9EAKJAyAgCAwqxp3ppJTzTtwic2lzXrutF9\nlBEAVaSiZcT06dMzY8aM7cYGDBiQpUuXbjfnzjvvTFNTU4499tjMnDkzw4cPLzoqAMBeqytWG1hp\nAEBXqvjKiLe85S353ve+13ZcU/O/f+ldf/31mTNnTubMmZMjjjgiM2bMyIQJE7JkyZL07t27EnEB\nAPY6XbHawEoDALpSxTewrKmpSV1dXduvgw8+OEnS2tqahoaGTJo0KePHj8+IESPS0NCQjRs3Zu7c\nuRVODQAAAOyuipcRK1asyIgRI3L00Ufn4osvzooVK5IkK1euTGNjY8aOHds2t7a2NqNHj87ixYsr\nlBYAAADYUxUtI44//vg0NDTkvvvuy4033pi1a9fmrLPOyoYNG7J27dokSV1d3Xaf6devXxobGysR\nFwAAAOgEFd0z4owzztju+Pjjj8/RRx+db33rWznuuOPa/VypVGr33LJlyzotX1desytVU95qyppU\nV95qyprI25WqKWtSXXmrKWtSXXmrKWtS+bwttf07/5otLVm2bGXnX7cLsibyJtWVNZE3qa6sibxJ\ndWVNKp+3vr6+3XMV38Dy1Xr27Jnhw4fnV7/6Vc4555wkybp16zJ48OC2OevWrUv//u3/gXb0ZXfH\nsmXLOv2aXama8lZT1qS68lZT1kTerlRNWZPqyltNWZPqyltNWZO9I+8rb8co7xWY5erRo0fqD+38\n79UVWRN5k+rKmsibVFfWRN6kurIme3feiu8Z8WqbNm3K888/nwEDBuTwww/PgAEDsnDhwu3OP/XU\nUxk1alQFUwIAAAB7oqIrI6666qqcffbZGTx4cNavX59rr702LS0t+cAHPpAkmThxYmbNmpX6+voM\nGzYsM2fOTO/evXP++edXMjYAAACwBypaRqxevTqXXHJJXnjhhfTr1y/HH398HnnkkRxyyCFJkssv\nvzwtLS2ZPHlympqactxxx2XevHnp1atXJWMDAAAAe6CiZcQtt9yy0zlTpkzJlClTCkgDAAAAFGGv\n2jMCAAAA6P6UEQAAAEChlBEAAABAoZQRAAAAQKGUEQAAAEChlBEAAABAoZQRAAAAQKGUEQAAAECh\nlBEAAABAofavdAAAgL3N6uatWdO8tay5LbX9s3H9lrLmDuxZk0E9a/YkGgB0C8oIAKAQ5f6Avzf8\ncL+meWsmPdG0C5/YXNas60b3UUYAQJQRAEBBdu0HfD/cA0B3Zs8IAAAAoFDKCAAAAKBQZT+m0bdv\n35RKpbbj1tbWJNlu7PWvf30GDx6cU045JZdffnne/OY3d2JUAAAAoDsou4z49Kc/nQULFmTp0qU5\n44wzMnTo0CTJ8uXL88gjj2TEiBE57bTT8stf/jL33HNP7rvvvixYsCBHHXVUl4UHAAAAqk/ZZcSg\nQYPy4osvZsmSJTuseFi+fHnGjRuXI444ItOmTcsvf/nLnHHGGZk2bVruvffeTg8NAAAAVK+y94y4\n4YYbcskll7zmoxdDhw7NJZdckhtuuCFJMmzYsFx88cVZvHhx5yUFAAAAuoWyy4jVq1enpqb9V2fV\n1NTkt7/9bdvxoYcemi1byntHOAAAALDvKLuMGD58eG699dasXr16h3O/+93vcsstt2T48OFtYytX\nrkz//v07JyUAAADQbZS9Z8S0adNy/vnn59hjj83ZZ5/d9rjG8uXL8+CDD2bbtm352te+liRpaWnJ\nPffckzPOOKNrUgMAWd28NWuat5Y1t6W2fzauL2/F4sCeNRnUs/3VkAAAe6rsMmLMmDF5+OGHM336\n9Hz/+9/Ppk2bkiS1tbU59dRTM2XKlIwcOTJJ0qNHjzz33HNdkxgASJKsad6aSU807cInNpc167rR\nfZQRAECXKruMSJKjjz463/72t7N169asW7cuSVJXV9fhXhIAAAAAr7ZLZcSf1dTUZODAgZ2dBQAA\nANgH7FIZsWHDhsydOzcrV65MU1NTWltbd5gze/bsTgsHAAAAdD9llxGPPvpoPvzhD6e5uTkHHnhg\n+vTps9351tbWlEqlTg8IAAAAdC9llxFXXXVV+vfvn7vvvjtHHnlkV2YCAAAAurH9yp24fPnyfPzj\nH1dEAAAAAHuk7DJi6NCheemll7oyCwAAALAPKLuM+OxnP5tbbrklK1as6MI4AAAAQHdX9p4RCxcu\nzMEHH5xRo0ZlzJgxOeSQQ1JTU7PDvFmzZnVqQAAAAKB7KbuMuO2229p+/+ijj7Y7TxkBAAAAdKTs\nMmLDhg1dmQMAAADYR5S9ZwQAAABAZ1BGAAAAAIVq9zGNo446KqVSKT/+8Y9zwAEHtB23trbuMPfP\n46VSKc8880yXBgYAAACqW7tlxMknn5xSqZRSqdR2vDN/ngsA1Wh189asad5a1tyW2v7ZuH5LWXMH\n9qzJoJ47voEKAGBf1W4Z0dDQ0OExAHQ3a5q3ZtITTbvwic1lzbpudB9lBADAq5T9Ng0A2B1WGwAA\n8JfaLSMWLVq0Wxcs53EOAPYdVhsAAPCX2i0jxo0bt8sXK5VKefHFF/coEAAds9IAAIBq124ZMX/+\n/O2Ot2zZks997nP505/+lAsvvDDDhg1Lkvzyl7/MnXfemde//vX5whe+0LVpAbDSAACAqtduGTFm\nzJjtjq+88srU1tbm0UcfTW1t7XbnLrnkkpxzzjl55JFHMnbs2K5JCgAAAHQL+5U78d5778373ve+\nHYqIJOnRo0cuuOCC3HvvvZ0aDgAAAOh+yi4jXnrppaxdu7bd82vWrElzc3OnhAIAAAC6r7LLiNNO\nOy033XRT7r///u3GW1tb893vfjc33XRTTj311E4PCAAAAHQv7e4Z8ZeuvfbavOc978lFF12UAQMG\n5M1vfnOSZPny5WlsbMzQoUMzY8aMLgsKAAAAdA9llxGDBw/O448/nttvvz3/9m//llWrViVJjjzy\nyEyaNCkf+chH0qNHjy4LCgAAAHQPZZcRySsbVU6cODETJ07sqjwAAABAN1f2nhEAAAAAnaHU1NTU\nWu7kRx55JHfddVdWrFiRpqamtLa+8tFSqZTW1taUSqU888w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AAAAg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\nGPqooJVKNAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x121a7df50>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "aspect_mult = 1.0\n",
+    "figsize(aspect_mult*16,aspect_mult*9)\n",
+    "\n",
+    "linewidth = 3\n",
+    "fig = pyplot.figure()\n",
+    "ax = fig.add_subplot(111) \n",
+    "average_out.plot(kind='bar',label=\"Individual Institution\")\n",
+    "\n",
+    "ax.set_title(\"Average Government funding income as % of institution funding 2000-2012\")\n",
+    "ax.set_ylabel(\"% of institution funding\")\n",
+    "ax.set_xlabel(\"Institution\")\n",
+    "\n",
+    "ax.plot(x_national_average,color=\"r\",label=\"National Average\")\n",
+    "plt.legend(loc=\"upper left\")\n",
+    "plt.text(0.5, -0.255,'(Data Source: CHET || Author: Vukosi Marivate (http://www.vima.co.za / @vukosi)',\n",
+    "     horizontalalignment='right',\n",
+    "#      verticalalignment='center',\n",
+    "     transform = ax.transAxes,color='black',fontsize=12)\n",
+    "pyplot.savefig('plots/government_income.png',bbox_inches='tight', dpi = 300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/chet/plots/government_income.png b/chet/plots/government_income.png
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diff --git a/chet/plots/private_income.png b/chet/plots/private_income.png
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diff --git a/chet/plots/student_fee_income.png b/chet/plots/student_fee_income.png
new file mode 100644
index 0000000..e214f09
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